Patent application title: ALIEN SEQUENCES
Inventors:
Sean Quinlan (Melrose, MA, US)
Temple Smith (Marblehead, MA, US)
Prashanth Vishwanath (Brighton, MA, US)
Assignees:
Modular Genetics, Inc.
TRUSTEES OF BOSTON UNIVERSITY
IPC8 Class: AC40B3004FI
USPC Class:
506 9
Class name: Combinatorial chemistry technology: method, library, apparatus method of screening a library by measuring the ability to specifically bind a target molecule (e.g., antibody-antigen binding, receptor-ligand binding, etc.)
Publication date: 2009-06-04
Patent application number: 20090143242
Claims:
1. A nucleic acid array comprising:a solid supporta plurality of nucleic
acid probes attached to the solid support at discrete locations, wherein
at least one of the probes is an alien probe in that it has a sequence
that is alien to a hybridizing mixture to be hybridized to the array.
2. The nucleic acid array of claim 1, wherein the hybridizing mixture comprises nucleic acids from a source selected from the group consisting of human mRNA, human cDNA, mouse cDNA, mouse mRNA, and combinations thereof.
3. The nucleic acid array of claim 1, wherein the alien probe is present in each discrete location on the solid support.
4. A method comprising steps of:providing a hybridizing mixture comprising a plurality of nucleic acids; andhybridizing the hybridizing mixture to a nucleic acid array comprising:a solid support; anda plurality of nucleic acid probes attached to the solid support at discrete locations, wherein at least one of the probes is an alien probe in that it has a sequence that is alien to a hybridizing mixture to be hybridized to the array.
5. The method of claim 4, wherein the step of providing a hybridizing mixture comprises providing a mixture containing at least one anti-alien hybridizing nucleic acid whose sequence comprises a sequence complementary to the alien probe.
6. The method of claim 4, further comprising a step of:measuring hybridization between the anti-alien hybridizing nucleic acid and the alien probe.
7. The method of claim 6, wherein:the hybridizing mixture contains both the anti-alien hybridizing nucleic acid and at least one experimental hybridizing nucleic acid of unknown quantity; andthe plurality of probes attached to the microarray includes at least one cognate probe whose sequence is complementary to at least part of the experimental hybridizing nucleic acid.
8. The method of claim 7, further comprising a step of:measuring hybridization between the experimental hybridizing nucleic acid and the cognate probe.
9. The method of claim 8, further comprising a step of:comparing the measured hybridization between the anti-alien hybridizing nucleic acid and the alien probe with the measured hybridization between the experimental hybridizing nucleic acid, thereby determining how much hybridizing nucleic acid was present in the hybridizing mixture.
10. The method of claim 5, wherein the step of providing a hybridizing mixture comprises providing a mixture containing at least one anti-alien hybridizing nucleic acid whose sequence comprises a sequence complementary to the alien probe and also containing at least one experimental hybridizing nucleic acid, the method further comprising steps of:processing the hybridizing mixture such that the anti-alien and experimental hybridizing nucleic acids are simultaneously subjected to identical treatments;hybridizing the hybridizing mixture to the array; andmeasuring hybridization of the anti-alien hybridizing nucleic acid to the alien probe such that information about efficiency or accurateness of the processing or hybridizing steps is revealed.
11. The method of claim 5, wherein the step of providing a hybridizing mixture comprises providing a known amount of at least one anti-alien hybridizing nucleic acid whose sequence comprises a sequence complementary to the alien probe, the method further comprising steps of:hybridizing the hybridizing mixture to the array; andmeasuring hybridization of the anti-alien hybridizing nucleic acid to the alien probe such that information about quality of the array is revealed.
12. The method of claim 11, wherein the step of providing a hybridizing mixture does not include providing experimental hybridizing nucleic acids, and the hybridizing step is performed prior to exposing the array to experimental hybridizing nucleic acids.
13. The method of claim 11, wherein at least one alien probe is present in each discrete location on the array.
Description:
RELATED APPLICATIONS
[0001]This application is a continuation application of U.S. patent application Ser. No. 11/224,573, filed Sep. 12, 2005, which is a continuation-in-part of U.S. patent application Ser. No. 10/763,039, filed Jan. 22, 2004, and International Application No. PCT/US04/01911, filed Jan. 22, 2004, both of which claim the benefit of U.S. Provisional Application No. 60/441,832. The entire contents of the prior applications are herein incorporated by reference.
BACKGROUND
[0002]The proper and harmonious expression of a large number of genes is a critical component of normal growth and development and the maintenance of proper health. Disruptions or changes in gene expression are responsible for many diseases. Using traditional methods to assay gene expression, researchers were able to survey a relatively small number of genes at a time. Microarrays allow scientists to analyze expression of many genes in a single experiment quickly and efficiently. A microarray works by exploiting the ability of a given mRNA molecule to bind specifically to, or hybridize to, the DNA template from which it originated.
[0003]DNA arrays are commonly used to study gene expression. In this type of study, mRNA is extracted from a sample (for example, blood cells or tumor tissue), converted to complementary DNA (cDNA) and tagged with a fluorescent label. In a typical microarray experiment, cDNA from one sample (sample A) is labeled with a first dye that fluoresces in the red and cDNA from another sample (sample B) is labeled with a different dye that fluoresces in the green. The fluorescent red and green cDNA samples are then applied to a microarray that contains DNA fragments (oligonucleotides) corresponding to thousands of genes. If a DNA sequence probe is present on the microarray and its complement is present in one or both samples, the sequences bind, and a fluorescent signal can be detected at the specific spot on the array, where the DNA sequence probe is located. The signals are generally picked up using a "scanner" which creates a digital image of the array. The red to green fluorescence ratio in each spot reflects the relative expression of a given gene in the two samples. The result of a gene expression experiment is referred to as a gene expression "profile" or "signature".
[0004]This technology, though widely used, is not without its problems. Almost every procedure in the methodology is a potential source of fluctuation leading to a lot of noise in the system as a whole. The major sources of fluctuations to be expected are in mRNA preparation, reverse transcription leading to cDNA of varying lengths, systemic variation in pin geometry, random fluctuations in spot volume, target fixation, slide non-homogeneities due to unequal distribution of the probe, hybridization parameters and non-specific hybridization. Some of the errors mentioned above can be minimized by performing replicates of experiments or by using a flipped dye design.
[0005]Biological replicates are arrays that each use RNA samples from different individual organisms, pools of organisms or flasks of cells, but yet compare the same treatments or control/treatment combinations. Technical replicates are arrays that each use the same RNA samples and also the same treatment. Thus, in this setting, the only differences in measurements are due to technical differences in array processing. The rationale for the flipped dye design is that it allows for the estimation and removal of gene specific dye effects. These dye effects have been shown to be reproducible across independent arrays by the use of Control vs. Control arrays. Any deviation from a ratio of 1 in these arrays is due to either dye effect or residual error. However, none of these methods will account accurately for chip manufacturing error.
[0006]Therefore, there remains a need for the development of improved microarray technologies, and particularly technologies that allow researchers to control for errors and/or to normalize signals.
SUMMARY OF THE INVENTION
[0007]The present invention provides reagents and methods that are useful in normalizing and standardizing data from nucleic acid hybridization studies, and particularly from microarray-based hybridizations. The present invention teaches that it is useful to define nucleotide sequences that are "alien" to the sequence population under analysis. Such alien sequences may be included on microarrays and will not hybridize with the nucleic acid population under study. Alternatively or additionally, sequences complementary to the alien sequences may be mixed together with (i.e., "spiked" into) the hybridizing population in order to control for processing and hybridization events.
[0008]Use of the alien sequences (and/or their complements) according to the present invention provides a number of advantages. For instance, when an alien sequence is included in a microarray and its complement is not included in the hybridizing sample, the alien sequence may act as a negative control, revealing defects in hybridization conditions that could affect the experimental outcome.
[0009]Furthermore, when an alien oligonucleotide is present on an array, its complement may be added to the hybridizing sample, and processed and hybridized together with that sample, as a control for the processing/hybridization steps. If the alien oligonucleotide is present in spots at different locations on the chip, this strategy can also be used to control intra-chip hybridization variations.
[0010]Moreover, when the amount of anti-alien spiking nucleic acid (and/or alien oligonucleotide) is known in advance, the degree of anti-alien/alien hybridization may be relied upon to establish the amount of non-alien sequences present in the hybridizing sample based on the relative extent of their hybridization to complementary oligonucleotides. In fact, in some embodiments, multiple alien/anti-alien pairs at different amounts are utilized in order to provide multiple points for comparative quantitation of other nucleic acids. In certain preferred embodiments, the alien sequence probe and the probe detecting the target sequence to be quantified are mixed together in the same spot to allow in situ comparisons. This approach also provides a consistent standard (the fixed amount of alien probe) that can be relied upon to allow inter-slide comparisons and inter-experiment comparisons even when the experiments are carried out using rare samples (i.e., in a situations where the number of experimental replicates that can be performed for control purposes is limited), or over long time spans, etc.
[0011]Thus, alien sequence probes and their complements can be used to normalize the data obtained from array hybridizations. For instance, if every spot in an array contains a defined ratio of experimental probes to alien probes, the presence of the alien probes allows the researcher to control for variations between or among spots (e.g., by hybridizing the array with a sample containing anti-alien sequences that are differently labeled from the nucleic acid sequences under study).
[0012]Additionally, the presence of alien probes in microarray spots allows researchers to assess the quality and consistency of microarray fabrication and/or printing/spotting techniques. For example, when alien sequences are present in all or a representative collection of spots, the presence or absence of particular spots, overall spot morphology, and slide quality can often be assessed by hybridization (in parallel or simultaneously with experimental hybridization) with an anti-alien nucleic acid. Even random spotting of alien sequences can provide information about the overall integrity or uniformity of a slide. Often, however, it will at least be desirable to include alien sequences in one or more spots containing experimental samples so as to provide a direct assessment of an experimentally relevant spot.
DESCRIPTION OF THE DRAWING
[0013]FIG. 1 shows 100 sequences identified according to the present invention as "alien" to mouse cDNA.
[0014]FIG. 2 shows about 50 oligonucleotides identified according to the present invention as alien to mouse cDNA and useful for hybridization applications.
[0015]FIG. 3 shows that inventive alien oligonucleotides, selected as alien to both mouse and human cDNAs, do not hybridize with commercially available universal mouse and human mRNA sets. The presence of alien oligonucleotide probes on the slide is demonstrated on FIG. 3A, by detection of fluorescent signals over the whole array, after enzymatic 3'-OH labeling with terminal deoxynucleotidyl transferase in the presence of dCTP-Cy3. FIG. 3B shows that in the absence of such treatment the alien probe sequences failed to yield appreciable signal intensity above background threshold, while the human and mouse positive control sequence probes were detectable.
[0016]FIG. 4 ranks the alien oligonucleotides depicted in FIG. 2 based on normalized median fluorescence intensity minus background when hybridized with standard human and mouse mRNA samples.
[0017]FIG. 5 ranks the alien oligonucleotides depicted in FIG. 2 based on their percentage of hybridization with standard human and mouse mRNA samples, as compared with the positive control oligonucleotides designed to hybridize with those samples.
[0018]FIG. 6 illustrates the inventive anti-alien in-spike control concept. Panels A-C show sequences of alien genes designed by linking four 70 mer alien sequences together. Panel D shows a microarray containing four alien oligonucleotides whose sequences are present in one of the alien genes, and four that are unrelated. Panel E shows that cDNAs corresponding to the non-coding strand of the alien gene hybridize with the expected alien oligonucleotides on the chip, and not with the unrelated alien oligonucleotides.
[0019]FIG. 7 illustrates the inventive concept of using alien sequences as internal controls for microarray spotting and hybridization. Microarrays were constructed in which a single alien oligonucleotide, AO892, was spotted by itself or with a mixture of other 70 mer oligonucleotide probes. AO892 alone or the probe mixture containing AO892 was spotted in concentrations ranging from 2 to 20 μM. The figure insert presents a small area of such a microarray. The graph shows the variations of the normalized signal intensity as a function of concentration of probe mixture, for AO892-alone spots and mixture spots.
[0020]FIG. 8 illustrates the inventive concept of using an alien oligonucleotide and its complementary sequence as controls for in situ normalization. In such experiments, a microarray, to which an alien 70 mer probe has been co-printed with different gene specific probes, is contacted with a hybridization mixture containing the complementary sequence of the alien oligo labeled with Alexa-488, and two different nucleic acid test samples labeled with Cy3 and Cy5, respectively. A 3 color laser scanner is used to analyze the hybridized microarray.
[0021]FIG. 9 shows a comparison of the use of alien sequences as a reference to Stratagene Universal Mm RNA. FIG. 9A shows the log10 intensity distribution of the reference channel. The Universal Mouse RNA channel is labeled Cy5 and Cy3 in different experiments and is normalized for dye effects. The aliens were labeled with Alexa488. The alien hybridization intensities are within the range of the scanner. FIG. 9B shows a histogram depicting the number of spots in the final analysis as compared to the total number of spots on the array. There are totally 19,552 spots on the array. Hybridization signal intensities were measurable from 18,268 spots in the case of the aliens and 8,667 spots in the case of Stratagene Universal RNA. Of these, 6,866 alien spots and 5,302 universal spots were used in the final analysis for indirect comparisons.
[0022]FIG. 10 shows the log2 ratio of hybridization signal intensity of mouse liver mRNA to macrophage RNA. Comparison of ratios measured from direct comparison on microarrays to (A) indirect ratios using alien oligos and signals as reference and (B) using Stratagene Universal Mouse RNA as reference. The correlation coefficient for each plot is given in the plot.
[0023]FIG. 11 shows the relationship between the mean intensity values from spike-in control spots to copy number.
DEFINITIONS
[0024]Throughout the specification, several terms are employed, that are defined in the following paragraphs.
[0025]Alien gene--As used herein, the term "alien gene" refers to a nucleotide molecule comprised of at least two concatermerized alien sequences. The gene may contain multiple copies of a single alien sequence, or alternatively may contain a plurality of different alien sequences. An alien gene may be single or double stranded, and may contain or be associated with a promoter or other control sequence that will direct the production of a template of either strand of the gene. In particular, as will be clear from discussions herein, in some embodiments of the invention it will be desirable to produce an alien gene transcript that is an alien sequence, whereas in other embodiments it will be desirable to produce an alien gene transcript that is complementary to an alien sequence.
[0026]Alien sequence--A nucleotide sequence is considered "alien" to a particular source or collection of nucleic acids if it does not hybridize with nucleic acids in the source or collection. For example, if the source or collection is mRNA from normal kidney cells, an oligonucleotide will have a sequence that is "alien" to the mRNA if its complement is not present in the mRNA. Conversely, if the source or collection is cDNA from the same cells, then an oligonucleotide will have a sequence that is "alien" to the cDNA if its complement is not present in the cDNA. In certain preferred embodiments of the invention, the source or collection comprises expressed nucleic acids (e.g., mRNA or cDNA) of a target organism (e.g., mouse, dog, human, etc), tissue (e.g., breast, lung, colon, liver, brain, kidney, etc), or cell type (e.g., before or after exposure to a particular stimulus or treatment). Alternatively or additionally, the source or collection may preferably be a plurality of nucleic acids to be hybridized to an array.
[0027]Hybridizing sample--The terms "hybridizing sample" and "hybridizing mixture" are used herein interchangeably. They refer to the nucleic acid sample being or intended to be hybridized to a microarray. Those of ordinary skill in the art will appreciate that the hybridizing sample may contain DNA, RNA, or both, but most commonly contains cDNA. Those of ordinary skill in the art will further appreciate that the hybridizing sample typically contains nucleic acids whose hybridization with probes on an array is detectable. For example, in many embodiments, the hybridizing sample comprises or consists of detectably labeled nucleic acids.
[0028]Detectably labeled--The terms "labeled", "detectably labeled" and "labeled with a detectable agent" are used herein interchangeably. They are used to specify that a nucleic acid molecule or individual nucleic acid segments from a sample can be detected and/or visualized following binding (i.e., hybridization) to probes immobilized on an array. Nucleic acid samples to be used in the methods of the invention may be detectably labeled before the hybridization reaction or a detectable label may be selected that binds to the hybridization product. Preferably, the detectable agent or moiety is selected such that it generates a signal which can be measured and whose intensity is related to the amount of hybridized nucleic acids. Preferably, the detectable agent or moiety is also selected such that it generates a localized signal, thereby allowing spatial resolution of the signal from each spot on the array. Methods for labeling nucleic acid molecules are well known in the art (see below for a more detailed description of such methods). Labeled nucleic acids can be prepared by incorporation of or conjugation to a label, that is directly or indirectly detectable by spectroscopic, photochemical, biochemical, immunochemical, radiochemical, electrical, optical, or chemical means. Suitable detectable agents include, but are not limited to: various ligands, radionuclides, fluorescent dyes, chemiluminescent agents, microparticles, enzymes, calorimetric labels, magnetic labels, and haptens. Detectable moieties can also be biological molecules such as molecular beacons and aptamer beacons.
[0029]Fluorescent Label--The terms "fluorophore", "fluorescent moiety", "fluorescent label", "fluorescent dye" and "fluorescent labeling moiety" are used herein interchangeably. They refer to a molecule which, in solution and upon excitation with light of appropriate wavelength, emits light back. Numerous fluorescent dyes of a wide variety of structures and characteristics are suitable for use in the practice of this invention. Similarly, methods and materials are known for fluorescently labeling nucleic acids (see, for example, R. P. Haugland, "Molecular Probes: Handbook of Fluorescent Probes and Research Chemicals 1992-1994", 5th Ed., 1994, Molecular Probes, Inc.). In choosing a fluorophore, it is generally preferred that the fluorescent molecule absorbs light and emits fluorescence with high efficiency (i.e., it has a high molar absorption coefficient and a high fluorescence quantum yield, respectively) and is photostable (i.e., it does not undergo significant degradation upon light excitation within the time necessary to perform the array-based hybridization). Suitable fluorescent labels for use in the practice of the methods of the invention include, for example, Cy-3®, Cy-5®, Texas red, FITC, Spectrum Red®, Spectrum Green®, Alexa-488, phycoerythrin, rhodamine, fluorescein, fluorescein isothiocyanine, carbocyanine, merocyanine, styryl dye, oxonol dye, BODIPY dye, and equivalents, analogues or derivatives of these molecules.
[0030]Microarray--The terms "microarray", "chip" and "biochip" are used herein interchangeably. They refer to an arrangement, on a substrate surface, of multiple nucleic acid molecules of known or unknown sequences. These nucleic acid molecules are immobilized to discrete "spots" (i.e., defined locations or assigned positions) on the substrate surface. A discrete spot may contain a single nucleic acid molecule or a mixture of different nucleic acid molecules. Spots on an array may be arranged on the substrate surface at different densities. In general, microarrays with probe pitch smaller than 500 μm (i.e., density larger than 400 probes per cm2) are referred to as high density microarrays, otherwise, they are called low density microarrays. Arrays come as two-dimensional probe matrices (or supports), which can be solid or porous, planar or non-planar, unitary or distributed. The term "micro-array" more specifically refers to an array that is miniaturized so as to require microscopic examination for visual evaluation. Arrays used in the methods of the invention are preferably microarrays. The present invention provides microarrays in which at least one spot contains an alien oligonucleotide. Other types of microarrays and sets of microarrays provided by the invention are described below.
[0031]Oligonucleotide--As used herein, the term "oligonucleotide", refers to usually short strings of DNA or RNA to be used as hybridizing probes or nucleic acid molecule array elements. These short stretches of sequence are often synthesized chemically. As will be appreciated by those skilled in the art, the length of the oligonucleotide (i.e., the number of nucleotides) can vary widely, often depending on its intended function or use. Generally, oligonucleotides of at least 6 to 8 bases are used, with oligonucleotides ranging from about 10 to 500 bases being preferred, with from about 20 to 200 bases being particularly preferred, and 40 to 100 bases being especially preferred. Longer oligonucleotide probes are usually preferred in array-based hybridization reactions, since higher stringency hybridization and wash conditions can be used, which decreases or eliminates non-specific hybridization.
[0032]Probe--For the purposes of the present invention, a "probe" is a nucleic acid, often an oligonucleotide that is, or is intended to be, attached to a solid support in an array. Preferably, the probes that comprise a microarray or biochip are of a defined length and similarity. This allows for similar hybridization characteristics. As is well known to those skilled in the art, for the hybridization characteristics to be similar across a wide range of oligonucleotides, it is typically required that the probes on the array be of the substantially same length, have a similar percentage of Guanine to Cytosine content and lack any extensive runs of poly A, poly G, poly C, or poly T tracts. The goal of controlling these parameters is to produce probes that have similar melting and hybridization temperatures. Additionally, these probes should, preferably, lack length complementary regions and not form hairpin structures.
[0033]Target--The term "target" refers to nucleic acids intended to be hybridized (or bound) to probes immobilized on microarrays by sequence complementarity. As is well-known in the art, target nucleic acids may be obtained from a wide variety of organisms, tissues or cells. Methods and techniques for the extraction, manipulation and preparation of nucleic acids for hybridization reactions are well-known in the art (see, for example, J. Sambrook et al., "Molecular Cloning: A Laboratory Manual", 1989, 2nd Ed., Cold Spring Harbour Laboratory Press: New York, N.Y.; "PCR Protocols: A Guide to Methods and Applications", 1990, M. A. Innis (Ed.), Academic Press: New York, N.Y.; P. Tijssen "Hybridization with Nucleic Acid Probes--Laboratory Techniques in Biochemistry and Molecular Biology (Parts I and II)", 1993, Elsevier Science; "PCR Strategies", 1995, M. A. Innis (Ed.), Academic Press: New York, N.Y.; and "Short Protocols in Molecular Biolog", 2002, F. M. Ausubel (Ed.), 5th Ed., John Wiley & Sons).
[0034]Hybridization--The term "hybridization" has herein its art understood meaning and refers to the binding of two single stranded nucleic acids via complementary base pairing. A hybridization reaction is called specific when a nucleic acid molecule preferentially binds, duplexes, or hybridizes to a particular nucleic acid sequence under stringent conditions (e.g., in the presence of competitor nucleic acids with a lower degree of complementarity to the hybridizing strand).
[0035]High stringency conditions--For microarray-based hybridization, standard "high stringency conditions" are defined for solution phase hybridization as aqueous hybridization (i.e., free of formamide) in 6×SSC (where 20×SSC contains 3.0 M NaCl and 0.3 M sodium citrate), 1% SDS at 65° C. for at least 8 hours, followed by one or more washes in 0.2×SSC, 0.1% SDS at 65° C. "Moderate stringency conditions" are defined for solution phase hybridization as aqueous hybridization (i.e., free of formamide) in 6×SSC, 1% SDS at 65° C. for at least 8 hours, followed by one or more washes in 2×SSC, 0.1% SDS at room temperature.
DESCRIPTION OF CERTAIN PREFERRED EMBODIMENTS OF THE INVENTION
[0036]The present invention provides reagents and methods that are useful in normalizing and standardizing data from nucleic acid hybridization studies, and particularly from microarray hybridizations. The present invention teaches that it is useful to define nucleotide sequences that are "alien" to the sequence population under analysis.
[0037]In particular, the use of such alien oligonucleotide sequences in micro-array based hybridization is herein described to be able to serve several distinct control purposes. For example, (1) when spotted on microarrays, alien sequences can serve as negative controls during the course of hybridization experimentation to assess the stringency (i.e., specificity) of target-to-probe hybridization. (2) Alien oligonucleotides spotted on micro-arrays, in combination with their complementary sequences used as in-spike controls can enable the experimenter to gauge the robustness of both the overall target labeling and hybridization efficiency. (3) When alien probe sequences are present within each sub-array on the biochip, they allow regional (intra-slide) effects of hybridization to be ascertained. (4) Alien oligonucleotides can also be used as in-spot controls and act as references so that inter-slide differences can be measured relative to a consistent control. (5) Detectably labeled alien sequences can be used to normalize the signal intensities of the samples under analysis on a per spot basis. Also, (6) in situ alien sequences may also be used to quality control the DNA microarray printing process.
[0038]In a first aspect, the present invention provides methods of identifying nucleotide sequences that are alien to a selected population.
Generating or Selecting Alien Sequences
[0039]As mentioned above, a nucleotide sequence is considered "alien" to a particular source or collection of nucleic acids if it does not hybridize with nucleic acids in the source or collection. For example, if the source or collection is mRNA or cDNA, then an oligonucleotide has a sequence that is "alien" to the mRNA or cDNA if its complement is not present in the mRNA or cDNA. Preferred alien oligonucleotides of the invention have complementary sequences that are maximally dissimilar from (i.e., non-identical to) those present in the source or collection.
[0040]When comparing polynucleotide sequences, two sequences are said to be "identical" if the sequence of nucleotides in the two sequences is the same when aligned for maximum correspondence. Comparisons between two sequences are typically performed by comparing the sequences over a comparison window to identify and compare local regions of sequence similarity. A "comparison window" refers to a segment of at least about 20 contiguous positions, usually 30 to about 75, or 40 to about 50, in which a sequence may be compared to a reference sequence of the same number of contiguous positions after the two sequences are optimally aligned.
[0041]Any of a wide variety of selection methods, systems or strategies that lead to the generation of oligonucleotides alien to a source or collection of nucleic acids can be used in the practice of the present invention. Such methods may, for example, be based on the use of an algorithm.
[0042]The present invention provides such an algorithm, in which the underlying logic is that of "partially reversing" the mathematical logic of the standard Hidden Markov Model. Such standard models are used to generate model sequences of DNA, RNA, proteins as well as other biological molecules, based on the statistics of known real (i.e., naturally occurring) sequences. Model sequences are generated based on sets of sequence symbol occurrences. For example, given the measured nearest neighbor frequencies (i.e., how often one nucleotide follows another) one then draws and outputs "randomly" from that set proportional to those frequencies. A very wide range of sequences statistics can be employed, from the simplest, the occurrence frequencies of the individual symbols, through all possible nearest neighbor frequencies to arbitrary spaced sequences frequencies.
[0043]A first approach used by the Applicants with the goal of generating "alien" or maximally dissimilar sequences from known real sequences was to perform a complete "reversal" of the statistics (i.e., to invert the sets of occurrence probability from most likely to least likely). However, when this strategy was tested over a very large set of sequences statistics, it did not work.
[0044]What did work in generating model sequences which are maximally dissimilar from those employed to obtain the sequence statistics, was to use a Markov process, in which, at an adjustable frequency, one draws from the measured real statistics but inversely proportional to those frequencies (or probability distributions). The sequence generated by this process contains, scattered throughout its length, intermittent highly improbable sequence patterns or subsequences. The frequency with which one switches between draws from the measured real sequence occurrence frequencies proportional to those frequencies and inversely proportional to those frequencies and inversely, ranges from one in five to one in ten. The selection of this ratio is partly a function of which sets of sequence statistics are used.
[0045]In the generation of maximally dissimilar DNA or mRNA complement sequences for microarray controls, preferably in the length range of 50 to 70 nucleotides, codon occurrence and codon boundary di-nucleotide frequencies were used for a range of inverse proportional inverse probability draws on these two statistics. This process was then followed by two filters, including: (1) a full genome sequence similarity search of all known or predicted protein coding regions, and (2) the calculation of TMs for all possible mRNA annealings for those with any sequence similarities above 60% identity and/or with matching runs longer than 18 nucleotides. All generated sequences with predicted annealing temperature above 37° C. or runs of twenty identities were eliminated. The TMs (i.e., midpoint disassociation temperatures) were calculated using multiple public domain software which included nucleotide stacking energies. This resulted in approximately one predicted "alien" or non-mRNA annealing oligo for every 5,000 genome coding regions in the higher animal and plant eukaryotic genomes currently known. Sets of these alien sequences were then synthesized and placed on "long oligo" microarray chips and physically tested for their annealing to real mRNA and/or cDNA samples. With rare exceptions (of one in ten), no detectable annealing was observed under standard experimental conditions for 70 mer oligo array chips for 21,000 mouse genes. These alien sequences then define a set of negative controls.
[0046]A set of microarray "alien positive controls" was then generated from the above set of alien oligo negative control sequences using the following algorithm. First all possible set of three to five sequentially concatenated alien oligos as defined above were generated in silico. These were investigated for the incidental creation of a sequence crossing the boundary between the concatenated alien oligos that have a significant match or predicted annealing TM above 37° C. to any of the non-alien oligos on the micro-array targeted. Only those that showed no such matches or higher TMs were selected. These oligos were then physically synthesized as "positive alien gene" controls and tested for their ability to only anneal to their complementary alien oligos.
[0047]FIG. 1 shows about 100 sequences (of about 1000) that were generated using the inventive alien cDNA algorithm described above, by inverting sequences 35% of the time. FIG. 2 shows about 50 oligonucleotides identified as alien to mouse cDNA by the inventive algorithm and useful for hybridization applications.
[0048]In light of the inventive results described herein, those of ordinary skill in the art will appreciate that other algorithms may be employed or developed, for example, to include filter steps that, for example, verify the degree of "alien"ness of the selected sequence by comparing the generated oligonucleotide sequences to the organism's genome (if available) or cDNA by using any of a large number of sequence comparison programs.
[0049]A variety of methods for determining relationships between two or more sequences (e.g., identity, similarity and/or homology) are available, and well known in the art. The methods include manual alignment, computer assisted sequence alignment and combinations thereof. A number of algorithms (which are generally computer implemented) for performing sequence alignment are widely available, or can be produced by one of skill in the art. These methods include, e.g., the local homology algorithm of Smith and Waterman (Adv. Appl. Math., 1981, 2: 482); the homology alignment algorithm of Needleman and Wunsch (J. Mol. Biol., 1970, 48: 443); the search for similarity method of Pearson and Lipman (Proc. Natl. Acad. Sci. (USA), 1988, 85: 2444); and/or by computerized implementations of these algorithms (e.g., GAP, BESTFIT, FASTA, and TFASTA in the Wisconsin Genetics Software Package Release 7.0, Genetics Computer Group, 575 Science Dr., Madison, Wis.).
[0050]For example, a software for performing sequence identity (and sequence similarity) analysis using the BLAST algorithm is described in Altschul et al., J. Mol. Biol., 1990, 215: 403-410. This software is publicly available, e.g., through the National Center for Biotechnology Information on the World Wide Web at ncbi.nlm.nih.gov. This algorithm involves first identifying high scoring sequence pairs (HSPs) by identifying short words of length W in the query sequence, which either match or satisfy some positive-valued threshold score T when aligned with a word of the same length in a database sequence. T is referred to as the neighborhood word score threshold. These initial neighborhood word hits act as seeds for initiating searches to find longer HSPs containing them. The word hits are then extended in both directions along each sequence for as far as the cumulative alignment score can be increased. Cumulative scores are calculated using, for nucleotide sequences, the parameters M (reward score for a pair of matching residues; always>0) and N (penalty score for mismatching residues; always<0). For amino acid sequences, a scoring matrix is used to calculate the cumulative score. Extensions of the word hits in each direction are halted when: the cumulative alignment score falls off by the quantity X from its maximum achieved value; the cumulative score goes to zero or below, due to the accumulation of one or more negative-scoring residue alignments; or the end of either sequence is reached. The BLAST algorithm parameters W, T, and X determine the sensitivity and speed of the alignment. The BLASTN program (for nucleotide sequences) uses as defaults a wordlength (W) of 11, an expectation (E) of 10, a cutoff of 100, M=5, N=-4, and a comparison of both strands. For amino acid sequences, the BLASTP (BLAST Protein) program uses as defaults a wordlength (W) of 3, an expectation (E) of 10, and the BLOSUM62 scoring matrix (see, Henikoff & Henikoff, Proc. Natl. Acad. Sci. USA, 1989, 89:10915).
[0051]Additionally, the BLAST algorithm performs a statistical analysis of the similarity between two sequences (see, e.g., Karlin & Altschul, Proc. Natl. Acad. Sci. USA, 1993, 90: 5873-5787). One measure of similarity provided by the BLAST algorithm is the smallest sum probability (P(N)), which provides an indication of the probability by which a match between two nucleotide or amino acid sequences would occur by chance. For example, a nucleic acid is considered similar to a reference sequence if the smallest sum probability in a comparison of the test nucleic acid to the reference nucleic acid is less than about 0.1, or less than about 0.01, and or even less than about 0.001.
[0052]Another example of a useful sequence alignment algorithm is PILEUP. PILEUP creates a multiple sequence alignment from a group of related sequences using progressive, pairwise alignments. It can also plot a tree showing the clustering relationships used to create the alignment. PILEUP uses a simplification of the progressive alignment method of Feng & Doolittle (J. Mol. Evol. 1987, 35: 351-360). The method used is similar to the method described by Higgins & Sharp (CABIOS, 1989, 5: 151-153). The program can align, e.g., up to 300 sequences of a maximum length of 5,000 letters. The multiple alignment procedure begins with the pairwise alignment of the two most similar sequences, producing a cluster of two aligned sequences. This cluster can then be aligned to the next most related sequence or cluster of aligned sequences. Two clusters of sequences can be aligned by a simple extension of the pairwise alignment of two individual sequences. The final alignment is achieved by a series of progressive, pairwise alignments. The program can also be used to plot a dendogram or tree representation of clustering relationships. The program is run by designating specific sequences and their nucleotide coordinates for regions of sequence comparison.
[0053]An additional example of an algorithm that is suitable for multiple DNA sequence alignments is the CLUSTALW program (J. D. Thompson et al., Nucl. Acids. Res. 1994, 22: 4673-4680). CLUSTALW performs multiple pairwise comparisons between groups of sequences and assembles them into a multiple alignment based on homology. Gap open and Gap extension penalties can be, e.g., 10 and 0.05 respectively.
[0054]An algorithm for the selection of alien sequences may also include filter steps that check for TM, % GC content, low-complexity regions and self hybridization. A large number of software programs (including those described above) are available and can be used to carry out these steps.
Alien Oligonucleotide Preparation
[0055]In another aspect, the present invention provides isolated oligonucleotides or nucleic acids that are alien to a given source or collection of nucleic acids. As will be appreciated by one skilled in the art, alien oligonucleotides may be of different lengths, depending on their intended use (as negative control, normalization and/or quantification tool or as in-spike control). For example, alien oligonucleotides may contain a single alien sequence. Alternatively, an alien oligonucleotide may contain at least two alien sequences linked to one another. Inventive oligonucleotides provided herein also include those polynucleotides that contain anti-alien sequences. For example, as described herein, it will often be desirable to prepare anti-alien sequences for use in hybridization reactions. In some embodiments, such sequences are prepared by polymerization directed by an alien gene.
[0056]Alien and anti-alien oligonucleotides of the invention may be prepared by any of a variety of chemical techniques well-known in the art, including, for example, chemical synthesis and polymerization based on a template (see, for example, S. A. Narang et al., Meth. Enzymol. 1979, 68: 90-98; E. L. Brown et al., Meth. Enzymol. 1979, 68: 109-151; E. S. Belousov et al., Nucleic Acids Res. 1997, 25: 3440-3444; D. Guschin et al., Anal. Biochem. 1997, 250: 203-211; M. J. Blommers et al., Biochemistry, 1994, 33: 7886-7896; and K. Frenkel et al., Free Radic. Biol. Med. 1995, 19: 373-380; see also for example, U.S. Pat. No. 4,458,066).
[0057]For example, oligonucleotides may be prepared using an automated, solid-phase procedure based on the phosphoramidite approach. In such a method, each nucleotide is individually added to the 5'-end of the growing oligonucleotide chain, which is attached at the 3'-end to a solid support. The added nucleotides are in the form of trivalent 3'-phosphoramidites that are protected from polymerization by a dimethoxytrityl (or DMT) group at the 5'-position. After base base-induced phosphoramidite coupling, mild oxidation to give a pentavalent phosphotriester intermediate and DMT removal provides a new site for oligonucleotide elongation. The oligonucleotides are then cleaved off the solid support, and the phosphodiester and exocyclic amino groups are deprotected with ammonium hydroxide. These syntheses may be performed on commercial oligo synthesizers such as the Perkin Elmer/Applied Biosystems Division DNA synthesizer. Such a synthesis is described in Example 2.
[0058]Oligonucleotides can also be custom made and ordered from a variety of commercial sources well-known in the art, including, for example, the Midland Certified Reagent Company (mcrc@oligos.com), The Great American Gene Company (available on the World Wide Web at genco.com), ExpressGen Inc. (available on the World Wide Web at expressgen.com), Operon Technologies Inc. (Alameda, Calif.) and many others.
[0059]Purification of oligonucleotides of the invention, where necessary, may be carried out by any of a variety of methods well-known in the art. Purification of oligonucleotides is typically performed by either by native acrylamide gel electrophoresis or by anion-exchange HPLC as described, for example, by Pearson and Regnier (J. Chrom. 1983, 255: 137-149). The sequence of the synthetic oligonucleotides can be verified using the chemical degradation method of Maxam and Gilbert (in Grossman and Moldave (Eds.), Academic Press, New York, Methods in Enzymology, 1980, 65: 499-560).
Assembling Arrays
[0060]The present invention provides nucleic acid arrays in which at least one spot contains an alien oligonucleotide. More specifically, inventive nucleic acids arrays comprise a solid support, and a plurality of nucleic acid probes attached to the solid support at discrete locations, wherein at least one the probes is an alien probe in that it has a sequence that is alien to a hybridizing mixture to be hybridized to the array.
[0061]Microarrays generally have sample spot sizes of less than 200 μm diameter, and generally contain thousands of spots per slide. For gene-expression analysis, each microarray preferably contains at least about 1,000, 5,000, 10,000, 50,000, 100,000, or 500,000 spots. The probes are printed (or attached) to the surface of the substrate, and the number of probes per unit area of the print surface is called the print density. The print surface corresponds to that area of the substrate on which the individual probes are printed, plus the surface area between the individual probes. If there are two or more groupings of a substantial number of probes on the substrate surface separated by surface area in which few or no probes are printed, the print surface includes the surface area between probes of a group but not the surface area of the substrate between groupings. For gene expression analysis, the print density is preferably high so that a large number of probes can fit on the substrate. Preferably, the print density is at least about 200, 500, 1,000, 5,000, 10,000, 20,000, or 40,000 probes per cm2.
[0062]There are two standard types of DNA microarray technology in terms of the nature of the arrayed DNA sequence. In the first format, probe cDNA sequences (typically 500 to 5,000 bases long) are immobilized to a solid surface and exposed to a plurality of targets either separately or in a mixture. In the second format, oligonucleotides (typically 20-80-mer oligos) or peptide nucleic acid (PNA) probes are synthesized either in situ (i.e., directly on-chip) or by conventional synthesis followed by on-chip attachment, and then exposed to labeled samples of nucleic acids. In the present invention, microarrays of the second type are preferably used.
[0063]In the practice of the methods of the invention, investigators may either buy commercially available arrays (for example, from Affymetrix Inc. (Santa Clara, Calif.), Illumina, Inc. (San Diego, Calif.), Spectral Genomics, Inc. (Houston, Tex.), and Vysis Corporation (Downers Grove, Ill.)), or generate their own starting microarrays (i.e., arrays to which at least one alien oligonucleotide is to be spotted). Methods of making and using arrays are well known in the art (see, for example, S. Kern and G. M. Hampton, Biotechniques, 1997, 23:120-124; M. Schummer et al., Biotechniques, 1997, 23:1087-1092; S. Solinas-Toldo et al., Genes, Chromosomes & Cancer, 1997, 20: 399-407; M. Johnston, Curr. Biol. 1998, 8: R171-R174; D. D. Bowtell, Nature Gen. 1999, Supp. 21:25-32; D. J. Lockhart and E. A. Winzeler, Nature, 2000, 405: 827-836; M. Cuzin, Transfus. Clin. Biol. 2001, 8:291-296; M. Gabig and G. Wegrzyn, Acta Biochim. Pol. 2001, 48: 615-622; and V. G. Cheung et al., Nature, 2001, 40: 953-958).
[0064]Arrays comprise a plurality of probes immobilized to discrete spots (i.e., defined locations or assigned positions) on a substrate surface. Substrate surfaces for use in the present invention can be made of any of a variety of rigid, semi-rigid or flexible materials that allow direct or indirect attachment (i.e., immobilization) of probes (including alien oligonucleotides) to the substrate surface. Suitable materials include, but are not limited to: cellulose (see, for example, U.S. Pat. No. 5,068,269), cellulose acetate (see, for example, U.S. Pat. No. 6,048,457), nitrocellulose, glass (see, for example, U.S. Pat. No. 5,843,767), quartz or other crystalline substrates such as gallium arsenide, silicones (see, for example, U.S. Pat. No. 6,096,817), various plastics and plastic copolymers (see, for example, U.S. Pat. Nos. 4,355,153; 4,652,613; and 6,024,872), various membranes and gels (see, for example, U.S. Pat. No. 5,795,557), and paramagnetic or supramagnetic microparticles (see, for example, U.S. Pat. No. 5,939,261). When fluorescence is to be detected, arrays comprising cyclo-olefin polymers may preferably be used (see, for example, U.S. Pat. No. 6,063,338).
[0065]The presence of reactive functional chemical groups (such as, for example, hydroxyl, carboxyl, amino groups and the like) on the material can be exploited to directly or indirectly attach probes including alien oligonucleotide sequences to the substrate surface. Methods of attachment (or immobilization) of oligonucleotides on substrate supports have been described and are well-known to those skilled in the art (see, for example, U. Maskos and E. M. Southern, Nucleic Acids Res. 1992, 20: 1679-1684; R. S. Matson et al., Anal. Biochem. 1995, 224; 110-116; R. J. Lipshutz et al., Nat. Genet. 1999, 21: 20-24; Y. H. Rogers et al., Anal. Biochem. 1999, 266: 23-30; M. A. Podyminogin et al., Nucleic Acids Res. 2001, 29: 5090-5098; Y. Belosludtsev et al., Anal. Biochem. 2001, 292: 250-256).
[0066]Methods of preparation of oligonucleotide-based arrays that can be used to attach probes to surface support of microarrays include: synthesis in situ using a combination of photolithography and oligonucleotide chemistry (see, for example, A. C. Pease et al., Proc. Natl. Acad. Sci. USA 1994, 91: 5022-5026; D. J. Lockhart et al., Nature Biotech. 1996, 14: 1675-1680; S. Singh-Gasson et al., Nat. Biotechn. 1999, 17: 974-978; M. C. Pirrung et al., Org. Lett. 2001, 3: 1105-1108; G. H. McGall et al., Methods Mol. Biol. 2001, 170; 71-101; A. D. Barone et al., Nucleosides Nucleotides Nucleic Acids, 2001, 20: 525-531; J. H. Butler et al., J. Am. Chem. Soc. 2001, 123: 8887-8894; E. F. Nuwaysir et al., Genome Res. 2002, 12: 1749-1755). The chemistry for light-directed oligonucleotide synthesis using photo labile protected 2'-deoxynucleoside phosphoramides has been developed by Affymetrix Inc. (Santa Clara, Calif.) and is well known in the art (see, for example, U.S. Pat. Nos. 5,424,186 and 6,582,908).
[0067]Alternatively or additionally, oligo probes may first be prepared or print-ready oligonucleotide (e.g., 60-70 mers) sets that are commercially available for human, mouse and other organism (see, for example, http://www.cgen.com, http://www.operon.com) may be obtained and then attached to the array surface. Similarly, alien oligonucleotides are first synthesized and then immobilized on the surface of a microarray.
[0068]In these cases, the preparation of microarrays is preferably carried out by high-speed printing robotics. The established robotic spotting technique (U.S. Pat. No. 5,807,522) uses a specially designed mechanical robot, which produces a probe spot on the microarray by dipping a pin head into a fluid containing an off-line synthesized nucleic acid molecule and then spotting it onto the slide at a pre-determined position. Washing and drying of the pins are required prior to the spotting of a different probe in the microarray. In current designs of such robotic systems, the spotting pin, and/or the stage carrying the microarray substrates move along the XYZ axes in coordination to deposit samples at controlled positions of the substrates.
[0069]In addition to the established quill-pin spotting technologies, there are a number of microarray fabrication techniques that are being developed. These include the inkjet technology and capillary spotting.
[0070]Example 2 describes the printing of alien oligonucleotides to the surface of oligo slides (CodeLink, Amersham Biosciences, Piscataway, N.J.), which also contain human and mouse positive control spots.
[0071]As mentioned above, microarrays provided by the present invention are arrays containing a plurality of oligo probes and in which at least one spot contains an alien oligonucleotide. In certain preferred embodiments, an alien oligonucleotide is printed at more than one spot on the array. For example, an inventive microarray may contain, in addition to a plurality of oligo probes, a representative collection of spots containing the same or different concentrations of the alien oligonucleotide. Alternatively, all the spots on an inventive microarray may contain the same or different concentrations of the alien oligonucleotide.
[0072]In other embodiments, an inventive microarray contains at least two different alien oligonucleotides. These alien oligonucleotides may be spotted randomly throughout the whole array or they may be present in specific areas of the substrate surface, for example, forming probe elements (i.e., sub-arrays) containing only one type of alien oligonucleotide.
[0073]In still other embodiments, an inventive microarray contains alien oligonucleotides of different sizes. For example, an inventive microarray may contain a first oligonucleotide comprising a single alien sequence and a second oligonucleotide comprising at least two different alien sequences. The presence of both types of alien oligonucleotides on the microarray may, for example, allow two different types of controls to be performed.
[0074]The present invention also provides sets of microarrays that all contain identical probe elements (i.e., defined sets of spots) except for one microarray (or part of one microarray), which contains no alien oligonucleotide and another microarray (or part of a microarray) that contains the same probe elements but with fixed amount(s) of alien oligonucleotide.
Labeling of Nucleic Acid Molecules
[0075]In certain embodiments, nucleic acid molecules of the hybridizing mixture are labeled with a detectable agent before hybridization. In other embodiments, complementary sequences of alien oligonucleotides (i.e., anti-alien oligonucleotides), which are added to the hybridization sample before hybridization, are also labeled. In both cases, the role of a detectable agent is to facilitate detection and to allow visualization of hybridized nucleic acids. Preferably, the detectable agent is selected such that it generates a signal which can be measured and whose intensity is related to the amount of labeled nucleic acids present in the sample being analyzed. The detectable agent is also preferably selected such that it generates a localized signal, thereby allowing spatial resolution of the signal from each spot on the array.
[0076]The association between the nucleic acid molecule and detectable agent can be covalent or non-covalent. Labeled nucleic acids can be prepared by incorporation of or conjugation to a detectable moiety. Labels can be attached directly to the nucleic acid or indirectly through a linker. Linkers or spacer arms of various lengths are known in the art and are commercially available, and can be selected to reduce steric hindrance, or to confer other useful or desired properties to the resulting labeled molecules (see, for example, E. S. Mansfield et al., Mol. Cell. Probes, 1995, 9: 145-156).
[0077]Many methods for labeling nucleic acid molecules are well-known in the art. For a review of labeling protocols, label detection techniques and recent developments in the field, see, for example, L. J. Kricka, Ann. Clin. Biochem. 2002, 39: 114-129; R. P. van Gijlswijk et al., Expert Rev. Mol. Diagn. 2001, 1: 81-91; and S. Joos et al., J. Biotechnol. 1994, 35: 135-153. Standard nucleic acid labeling methods include: incorporation of radioactive agents, direct attachment of fluorescent dyes or of enzymes; chemical modifications of nucleic acids making them detectable immunochemically or by other affinity reactions; and enzyme-mediated labeling methods, such as random priming, nick translation, PCR and tailing with terminal transferase. More recently developed nucleic acid labeling systems include, but are not limited to: ULS (Universal Linkage System; see, for example, R. J. Heetebrij et al., Cytogenet. Cell. Genet. 1999, 87: 47-52), photoreactive azido derivatives (see, for example, C. Neves et al., Bioconjugate Chem. 2000, 11: 51-55), and alkylating agents (see, for example, M. G. Sebestyen et al., Nat. Biotechnol. 1998, 16: 568-576).
[0078]Any of a wide variety of detectable agents can be used in the practice of the present invention. Suitable detectable agents include, but are not limited to: various ligands, radionuclides (such as, for example, 32P, 35S, 3H, 14C, 125I, 131I and the like); fluorescent dyes (for specific exemplary fluorescent dyes, see below); chemiluminescent agents (such as, for example, acridinium esters, stabilized dioxetanes and the like); microparticles (such as, for example, quantum dots, nanocrystals, phosphors and the like); enzymes (such as, for example, those used in an ELISA, e.g., horseradish peroxidase, beta-galactosidase, luciferase, alkaline phosphatase); colorimetric labels (such as, for example, dyes, colloidal gold and the like); magnetic labels (such as, for example, Dynabeads®); and biotin, dioxigenin or other haptens and proteins for which antisera or monoclonal antibodies are available.
[0079]In certain preferred embodiments, nucleic acid molecules (or anti-alien oligonucleotides) are fluorescently labeled. Numerous known fluorescent labeling moieties of a wide variety of chemical structures and physical characteristics are suitable for use in the practice of this invention. Suitable fluorescent dyes include, but are not limited to: Cy-3®, Cy-5®, Texas red, FITC, Alexa-488, phycoerythrin, rhodamine, fluorescein, fluorescein isothiocyanine, carbocyanine, merocyanine, styryl dye, oxonol dye, BODIPY dye (i.e., boron dipyrromethene difluoride fluorophore), and equivalents, analogues, derivatives or combinations of these molecules. Similarly, methods and materials are known for linking or incorporating fluorescent dyes to biomolecules such as nucleic acids (see, for example, R. P. Haugland, "Molecular Probes: Handbook of Fluorescent Probes and Research Chemicals 1992-1994", 5th Ed., 1994, Molecular Probes, Inc.). Fluorescent labeling dyes as well as labeling kits are commercially available from, for example, Amersham Biosciences, Inc. (Piscataway, N.J.), Molecular Probes, Inc. (Eugene, Oreg.), and New England Biolabs, Inc. (Berverly, Mass.).
[0080]Favorable properties of fluorescent labeling agents to be used in the practice of the invention include high molar absorption coefficient, high fluorescence quantum yield, and photostability. Preferred labeling fluorophores exhibit absorption and emission wavelengths in the visible (i.e., between 400 and 750 nm) rather than in the ultraviolet range of the spectrum (i.e., lower than 400 nm).
[0081]Hybridization products may also be detected using one of the many variations of the biotin-avidin technique system, which that are well known in the art. Biotin labeling kits are commercially available, for example, from Roche Applied Science (Indianapolis, Ind.) and Perkin Elmer (Boston, Mass.).
[0082]Detectable moieties can also be biological molecules such as molecular beacons and aptamer beacons. Molecular beacons are nucleic acid molecules carrying a fluorophore and a non-fluorescent quencher on their 5' and 3' ends. In the absence of a complementary nucleic acid strand, the molecular beacon adopts a stem-loop (or hairpin) conformation, in which the fluorophore and quencher are in close proximity to each other, causing the fluorescence of the fluorophore to be efficiently quenched by FRET (i.e., fluorescence resonance energy transfer). Binding of a complementary sequence to the molecular beacon results in the opening of the stem-loop structure, which increases the physical distance between the fluorophore and quencher thus reducing the FRET efficiency and allowing emission of a fluorescence signal. The use of molecular beacons as detectable moieties is well-known in the art (see, for example, D. L. Sokol et al., Proc. Natl. Acad. Sci. USA, 1998, 95: 11538-11543; and U.S. Pat. Nos. 6,277,581 and 6,235,504). Aptamer beacons are similar to molecular beacons except that they can adopt two or more conformations (see, for example, O. K. Kaboev et al., Nucleic Acids Res. 2000, 28: E94; R. Yamamoto et al., Genes Cells, 2000, 5: 389-396; N. Hamaguchi et al., Anal. Biochem. 2001, 294: 126-131; S. K. Poddar and C. T. Le, Mol. Cell. Probes, 2001, 15: 161-167).
[0083]Multiple independent or interacting labels can also be incorporated into the nucleic acids. For example, both a fluorophore and a moiety that in proximity thereto acts to quench fluorescence can be included to report specific hybridization through release of fluorescence quenching (see, Tyagi et al., Nature Biotechnol. 1996, 14: 303-308; Tyagi et al., Nature Biotechnol. 1998, 16: 49-53; Kostrikis et al., Science, 1998, 279: 1228-1229; Marras et al., Genet. Anal. 1999, 14: 151-156; U.S. Pat. Nos. 5,846,726, and 5,925,517)
[0084]A "tail" of normal or modified nucleotides may also be added to nucleic acids for detectability purposes. A second hybridization with nucleic acid complementary to the tail and containing a detectable label (such as, for example, a fluorophore, an enzyme or bases that have been radioactively labeled) allows visualization of the nucleic acid molecules bound to the array (see, for example, system commercially available from Enzo Biochem Inc., New York, N.Y.).
[0085]The selection of a particular nucleic acid labeling technique will depend on the situation and will be governed by several factors, such as the ease and cost of the labeling method, the quality of sample labeling desired, the effects of the detectable moiety on the hybridization reaction (e.g., on the rate and/or efficiency of the hybridization process), the nature of the detection system to be used, the nature and intensity of the signal generated by the detectable label, and the like.
Hybridization
[0086]According to the methods provided, an inventive nucleic acid array (i.e., a microarray in which at least one spot contains an alien oligonucleotide) is contacted with a hybridizing mixture comprising a plurality of nucleic acids under conditions wherein the nucleic acids in the mixture hybridize to the probes on the array.
[0087]The hybridization reaction and washing step(s), if any, may be carried out under any of a variety of experimental conditions. Numerous hybridization and wash protocols have been described and are well-known in the art (see, for example, J. Sambrook et al., "Molecular Cloning: A Laboratory Manual", 1989, 2nd Ed., Cold Spring Harbour Laboratory Press: New York; P. Tijssen "Hybridization with Nucleic Acid Probes--Laboratory Techniques in Biochemistry and Molecular Biology (Part II)", Elsevier Science, 1993; and "Nucleic Acid Hybridization", M. L. M. Anderson (Ed.), 1999, Springer Verlag: New York, N.Y.).
[0088]The hybridization and/or wash conditions may be adjusted by varying different factors such as the hybridization reaction time, the time of the washing step(s), the temperature of the hybridization reaction and/or of the washing process, the components of the hybridization and/or wash buffers, the concentrations of these components as well as the pH and ionic strength of the hybridization and/or wash buffers.
[0089]In certain cases, the specificity of hybridization may further be enhanced by inhibiting or removing repetitive sequences. By excluding repetitive sequences from the hybridization reaction or by suppressing their hybridization capacity, one prevents the signal from hybridized nucleic acids to be dominated by the signal originating from these repetitive-type sequences (which are statistically more likely to undergo hybridization).
[0090]Removing repetitive sequences from a mixture or disabling their hybridization capacity can be accomplished using any of a variety of methods well-known to those skilled in the art. Preferably, the hybridization capacity of highly repeated sequences is competitively inhibited by including, in the hybridization mixture, unlabeled blocking nucleic acids.
[0091]Microarray-based hybridization reactions in which alien oligonucleotides may serve as controls include a large variety of processes. For example, they may be useful in gene expression methods, such as those developed and used in pharmacogenomic research (see, for example, M. Srivastava et al., Mol. Med. 1999, 5: 753-767; and P. E. Blower et al., Pharmacogen. J. 2002, 2: 259-271); in drug discovery (see, for example, C. Debouk and P. N. Goodfellow, Nat. Genet. 1999, 21: 48-50; and A. Butte, Nat. Rev. Drug Discov. 2002, 1: 951-960), or in medicine and clinical research, for example, in cancer research (see, for example, J. DeRisi et al., Nat. Genet. 1996, 14: 457-460; C. S. Cooper, Breast Cancer Res. 2001, 3: 158-175; S. B. Hunter and C. S. Moreno, Front Biosci. 2002, 7: c74-c82; R. Todd and D. T. Wong, J. Dent. Res. 2002, 81: 89-97).
[0092]In another aspect, the inventive provides methods of using alien oligonucleotides and their complements in microarray-based hybridization experiments for different control purposes.
Alien Sequences as Negative Controls
[0093]In certain embodiments of the invention, alien oligonucleotide sequences are used to serve as a negative control during the course of the microarray experimentation. Negative controls are valuable when assessing the stringency of target-to-probe hybridization. For example, the selectivity of hybridization is known to be paramount to the accurate reflection of differential gene expression.
[0094]When present on a microarray, inventive alien oligonucleotides (i.e., molecules comprising sequences selected for their inability to hybridize nucleic acids of the source or collection under analysis) can act as negative controls. If a detectable signal can be measured from spots containing alien sequences, then hybridization conditions are not stringent and lead to significant cross-hybridization reactions, which, in turn, adversely affect the measured differential gene expression.
Use of Alien Sequences to Quantify Hybridization Sample Components
[0095]The present invention also provides methods that allow quantification of hybridizing sample components. Such methods are based on the use of microarrays containing alien oligonucleotides and on the addition of their complements (i.e., anti-alien sequences) to the hybridizing mixture before hybridization.
[0096]More specifically, inventive methods comprise providing a hybridizing mixture comprising a plurality of nucleic acids; and hybridizing the hybridizing mixture to a nucleic acid array of the invention, wherein the step of providing a hybridizing mixture comprises providing a mixture containing at least one anti-alien hybridizing nucleic acid whose sequence comprises a sequence complementary to the alien probe present on the inventive nucleic acid array.
[0097]In certain preferred embodiments, a known amount of an anti-alien oligonucleotide is added to a sample containing at least one experimental hybridizing nucleic acid of unknown quantity, and the mixture thus obtained is processed and prepared for hybridization to a microarray containing the alien oligonucleotide. The processing and preparation include labeling of both the anti-alien sequence and test nucleic acids with the same detectable agent. The degree of anti-alien/alien hybridization may be relied upon to establish the amount of test sequences present in the hybridizing sample based on the relative extent of their hybridization to complementary oligo probes present on the microarray.
[0098]In preferred embodiments, the degree of hybridization between the anti-alien and alien oligonucleotides and/or between the hybridizing nucleic acid and oligonucleotide probe present on the array is determined by measuring the signal intensities from the detectable label attached to the hybridized targets.
[0099]More specifically, if, for example, the target nucleic acids have been fluorescently labeled, the amount of a particular sequence in the hybridizing mixture is determined by comparing the intensity of the fluorescence signal measured for the hybridized sequence to the intensity of the fluorescence signal measured for the anti-alien sequence hybridized to the alien oligonucleotide present on the microarray.
[0100]In other preferred embodiments, an unknown amount of the anti-alien oligonucleotide is added to a nucleic acid sample to be analyzed and the resulting mixture is processed as above, before hybridization to a microarray containing a known amount of the alien oligonucleotide. The quantification of hybridization sample components may then be carried out as described above.
[0101]In other preferred embodiments of the invention, different amounts of multiple alien/anti-alien pairs are used for comparative quantification of nucleic acids of the test sample. Using amounts of multiple alien/anti-alien pairs, that vary from rare, to low, to abundant and highly abundant provides reference signal intensities for widely different ranges of target amounts (or concentrations), and therefore can help improve the accuracy of the quantification of test sequences. Such a method may be particularly useful when the signal intensity vs. detectable label amount (which is equivalent to hybridized target amount) exhibits a deviation from linearity in one or more concentration ranges.
Use of Alien Sequences for Normalization
[0102]Also provided by the present invention are methods wherein alien oligonucleotides are used as controls for in situ normalization.
[0103]At present, differential gene expression relies on changes in the relative abundance of any given mRNA between a test and reference total RNA sample. Usually ratios are derived that identify if a test sample mRNA is up- or down-regulated with respect to a reference sample, however in many instances no appropriate reference sample exists. Such a problem is typically encountered when samples are collected over extended periods of time (i.e., clinical studies) and need to be compared to a common reference or in diseased patients where no applicable reference is available.
[0104]In certain preferred embodiments, a microarray has spots containing a mixture of known amounts of the alien oligonucleotide and of a probe able to detect target (or hybridizing) sequences. Such an arrangement allows in situ comparisons. This approach also provides a consistent standard (the fixed amount of alien oligonucleotide) that can be relied upon to allow inter-slide comparisons and inter-experiment comparisons even when experiments are carried out with rare samples, or over a long time spans.
[0105]In these particular instances, an alien sequence can be used as an in-spot control and act as the reference so that inter-slide expression differences can be measured relative to a consistent control.
[0106]For instance, if every spot in an array has a defined mixture of experimental probes to alien probes, the presence of the alien oligonucleotides allows the researcher to control for variations between and among spots (e.g., by hybridizing the array with a sample containing anti-alien sequences that are differently labeled from the target sequences.
[0107]Those of ordinary skill in the art will appreciate that it is not essential that every spot on the array contain alien oligonucleotide, though it will typically be desirable that the alien oligo be present in a representative collection of spots, for example, so that the researcher can have reasonable confidence in the general uniformity of the spots. It will also be appreciated that, although convenient, it is not essential that every spot containing the alien sequence contain the same ratio of alien and experimental probes; so long as the ratio for each spot is defined and known.
[0108]In these methods, normalization is performed according to standard techniques.
[0109]As shown on the scheme presented in FIG. 8, an alien 70 mer probe can be co-printed with a gene specific probe on the microarray so that the two independent hybridizations can be measured within the same spot. A complementary alien oligonucleotide labeled with a fluorescent dye can be employed to serve as the reference, and can be simply mixed with the labeled target at known concentration prior to hybridization. The test RNA signal intensity is then compared to the alien control allowing like inter-slide comparisons to be made across a large data sets.
Controlling Hybridization Sample Processing and Hybridization with Alien Sequences
[0110]Furthermore, when an alien oligonucleotide is present on an array, its complement may be added to the hybridizing sample, and processed (i.e., subjected to different treatments including labeling) together with the sample, and hybridized to an inventive microarray as a control for the processing/hybridization steps. If the alien oligonucleotide is present in spots at different locations on the chip, this strategy can also control intra-chip hybridization variation.
[0111]To give but one example, as described in the Examples, the present inventors have designed alien sequences that consist of four alien sequences that have been concatemerized behind a T7 promoter and to maintain polyadenylated tails. Upon transcription of the alien genes with T7 RNA polymerase, an alien transcript can be added to the total RNA input and act as an internal control during the course of cDNA generation, labeling, and hybridization. When alien probes, complementary to the alien gene, are included on the microarray, the experimenter can measure the extent of hybridization between the alien probe and the anti-alien nucleic acid in the labeled cDNA milieu to ascertain the overall labeling and hybridization efficiency. While this control does not definitively identify whether the labeling or hybridization may be at fault when there is a failure to detect fluorescent signal, it does allow the experimenter to identify if a problem has occurred and to compare the relative labeling efficiencies from experiment to experiment. One would anticipate that when the labeling and hybridization are successful, the relative signal intensity from the alien probe would be similar between slides. Similarly, regional effects of hybridization can be ascertained by including alien probe sequences within each sub-array on the chip. This comparative metric for inter-slide and intra-slide comparison is beneficial for quality control purposes.
Controlling for Array Manufacture Using Alien Sequences
[0112]In another aspect, the invention provides methods that allow control of array manufacture. More specifically, when an alien oligonucleotide is present on an array, a standardized (i.e., a known amount, optionally labeled) complementary nucleic acid may be added to the hybridizing sample, and the extent of its hybridization to the alien sequence on the microarray can be used to assess the quantity of the array manufacture (e.g., the extent to which oligonucleotides were effectively coupled to the surface, etc).
[0113]Thus, according to the present invention, it is possible to analyze printed microarrays (e.g., prior to their experimental use, for example to ascertain if any spots are missing (and if so which ones), as well as to judge overall spot morphology and slide quality.
EXEMPLIFICATION
[0114]The following examples describe modes of making and practicing the present invention. However, it should be understood that these examples are for illustrative purposes only and are not meant to limit the scope of the invention. Furthermore, unless the description in an Example is presented in the past tense, the text, like the rest of the specification, is not intended to suggest that experiments were actually performed or data were actually obtained.
Example 1
Identification of Alien Sequences
[0115]The present invention provides systems for identifying "alien" sequences that are not found in the relevant population of nucleic acids being hybridized to an array. For instance, the invention provides systems for identifying sequences that are not present in the cDNA of a selected organism.
[0116]In particular, a software program was developed that allows the user to generate "alien" cDNAs for a particular organism. The program, the algorithm of which was described above, takes in a list of all known cDNA sequences for that particular organism (e.g., mouse). From this list, the program calculates the codon frequency of the sequences as well as dinucleotide or transition sequences at the codon boundary. These files can be stored and are specific for the organism from which the frequencies are generated. The program then generates cDNA (with start and stop codons) using the above frequencies. A small percentage of the time (as may be specified by the user), the generated frequencies are flipped such that the least frequent codon is now generated in the middle of the sequence. Such a sequence should be different from any cDNA occurring in the genome. The degree of "alien"ness of the sequence can be verified by comparing the generated sequences to the organism's genome (if available) or cDNA by using BLAST or another sequence comparison program. Oligos are then generated from the sequences by using another software program which checks for Tm and % GC content. The generated oligos are also compared to the organism genome or cDNA to verify that they do not hybridize to any part of the genome.
[0117]For example, FIG. 1 shows about 100 sequences (of about 1000) that were generated using the inventive alien cDNA software, by inverting sequences 35% of the time.
[0118]FIG. 2 shows about 50 sequences that were identified as alien to mouse cDNA and desirable for use in hybridization applications. The sequences were passed through oligo selection software to check Tm, % GC content, low-complexity regions and self hybridization. The software also checks by using two programs, Fuzznuc (EBI tool) and BLAST, whether the sequences have any similarity to cDNA from the organism in question. The oligos are then filtered by comparing them using BLAST against the organism's genome if available.
Example 2
Attaching Alien Sequences to Chips
[0119]Synthesis of alien oligonucleotides. Each of the 47 70 mer alien oligonucleotide probes depicted in FIG. 2 was synthesized using an Expedite DNA synthesizer (Applied Biosystems, Framingham, Mass.) following standard protocols of phosphoramidite chemistry at a 200 nmol scale (S. L. Beaucage and R. P Iyer, Tetrahedron, 1992, 48: 2223-2311; S. L. Beaucage and R. P. Iyer, Tetrahedron, 1993, 49: 6123-6194). All alien oligonucleotides were modified at the 5' terminus with a TFA-amino-C-6-phosphoramidite (Prime Organics, Lowell, Mass.) to enable subsequent covalent attachment of the oligonucleotide to a CodeLink (Amersham Biosciences) slide surface. After synthesis, oligonucleotides were cleaved and deprotected from the CPG support with concentrated ammonium hydroxide at 80° C. for 16 hours and lyophilized. The oligonucleotides were re-dissolved in 300 μL of water and then desalted on Performa SR DNA synthesis cleanup plates (EdgeBiosystems, Gaithersburg, Md.). All oligonucleotides were quality assessed by capillary electrophoresis (CombiSep, Ames, Iowa) and quantified by UV spectroscopic measurement.
[0120]Preparation of Oligo Slide. Alien Oligonucleotides were then Printed and linked to the surface of oligos slides (CodeLink, Amersham Biosciences, Piscataway, N.J.), which also contained human and mouse positive control spots. All the plates were prepared following the same protocol.
[0121]Alien oligonucleotides were arrayed in Greiner 384-well flat-bottom plates (600 pmol of alien oligonucleotide per well). After resuspension in water to 20 μM, the oligonucleotides (5 μL) were re-arrayed into 384-well, Genetix polystyrene V-bottom plates, which were then allowed to dry in a chemical hood. Before printing, 5 μL of 1× Printing Buffer (150 mM sodium phosphate, 0.0005% Sarcosyl) were added to each well. The plates were incubated at 37° C. for 30 minutes to aid resuspension of DNA, vigorously shaken on a flat-bed shaker for 1 minute, and centrifuged at 2000 rpm for 3 minutes. These plates were then placed into an OmniGrid® 100 microarrayer (GeneMachines, San Carlos, Calif.) for the preparation of oligos slides.
[0122]After completion of each print run, the slides were removed from the microarrayer and placed overnight in a sealed humidification chamber containing a saturated brine solution and lined with moist paper towels. The slides were then transferred to a slide rack (25 slides per rack), which was placed into a container filled with Pre-warmed Blocking Solution (50 mM 2-aminoethanol; 0.1 M Tris pH 9, 0.1% N-Lauroyl sarcosine) to completely cover the slides, and then shaken for 15 minutes. The slides were rinsed twice with de-ionised water by transferring the slide rack to water filled containers. The slide rack was then transferred to another container filled with pre-warmed Washing Solution (4×SSC, 0.1% N-Lauroyl sarcosine) to completely cover the slides, and then shaken for 30 minutes. After the slides were rinsed twice with de-ionized water, they were dried by centrifugation at 800 rpm for 5 minutes, and stored in a dessicator.
[0123]Terminal Deoxynucleotidyl Transferase Quality Control. A first set of slides were treated with Terminal Deoxynucleotidyl Transferase in the presence of dCTP-Cy3, so that all oligonucleotides attached to the slide could be visualized and their attachment assessed. The labeling was performed by adding 10 μL of 5× reaction buffer (containing 500 mM sodium cacodylate, pH 7.2, 1 mM 2-mercaptoethanol, and 10 mM CoCl2), 0.5 μL of Cy3-dCTP (Amersham), 2 μL of Terminal Deoxynucleotidyl Transferase (Amersham, 12 units/mL) and water to a final volume of 124 μL. The reaction solution was briefly vortexed and spun. The slides were boiled for 10 minutes in ddH2O and dried with a gentle air stream. The Terminal Transferase hybridization procedure, which was performed using a GeneTac Hybridization station (BST Scientific, Singapore), included an incubation cycle carried out at 37° C. for 2 hours followed by three washing steps.
[0124]After the slides were rinsed with 0.06×SSC, and then dried by centrifugation, they were scanned within the next 24 hours using an Axon GenePix 4000B scanner (Axon Instruments, Union City, Calif.). The resulting images were analyzed using the GenePix 3.0 software package.
[0125]As shown in FIG. 3A, the labeled alien oligonucleotides attached to slides having undergone such a Terminal Deoxynucleotididyl Transferase process were readily detectable, as were the human and mouse positive controls.
[0126]A second set of slides was not treated with terminal deoxynucleotidyl transferase, and instead was hybridized with labeled mRNA from human (Stratagene's Universal RNA Human) and mouse (Stratagene's Universal RNA Mouse).
[0127]Labeling of Universal Mouse/Human RNA. Before hybridization, samples of both types of mRNA were labeled using the standard indirect labeling method developed by J. B. Randolph and A. S. Waggoner (Nucleic Acids Res. 1997, 25: 2923-2929). Human mRNA was labeled with Cy5® and mouse mRNA was labeled with Cy3®. Briefly, aminoallyl dUTP was incorporated during the reverse transcription of the total RNAs. This modified cDNA in turn was labeled via a coupling between an N-hydroxysuccinimide activated ester of a fluorescent dye (Monoreactive Cy3 and Cy5 from Amersham) and the aminoallyl moiety of the dUTP, following a modified version of the Atlas Powerscript Fluorescent Labeling Kit (BD Biosciences Clontech, Palo Alto, Calif.) protocol.
[0128]Hybridization to alien oligonucleotide microarrays. Hybridizations were performed on a Genomic Solutions GeneTac Hybridization Station (BST Scientific). A competitive DNA mix (containing salmon sperm DNA, Poly-A DNA and optionally Cot-1 DNA when the nucleic acid population under analysis was human) was added to hybridizing mixtures before hybridization. After hybridization, the slides were rinsed with 0.06×SSC, dried by centrifugation and scanned within the next 24 hours as described above.
[0129]As shown in FIG. 3B, although the alien oligonucleotides were present on the chip, they did not cross-hybridize to any known transcript in either the human or mouse universal total RNA set, while the human and mouse control probes did.
[0130]The results presented in FIG. 3 were quantified in different ways in order to evaluate the alien sequences employed. Specifically, as shown in FIG. 4, the 47 alien oligonucleotide probes were ranked according to the normalized median fluorescent signal intensity derived from the hybridization of the Universal Human and Mouse total RNA sets. While most probes gave signals slightly above background, three alien sequences (AO568, AO554, and AO597) exhibited significantly greater levels of hybridization (2-80 fold higher).
[0131]Also, as shown in FIG. 5, the alien oligonucleotide probes generally showed higher levels of hybridization with the mouse mRNA sample than with the human mRNA sample, and no probe other than AO597 hybridized at a level that was as much as 1% of the positive control.
Example 3
Using Alien Gene Transcripts as In-Spike Controls
[0132]As described herein, one advantage of using alien sequences in microarray experiments is that their complements may serve as an in-spike control, enabling the experimenter to gauge the robustness of the target labeling and hybridization. Specifically, if an alien oligonucleotide is present on a chip or slide, then a known amount of its complement may be added to the population of nucleic acids (e.g., mRNA or cDNA) to be hybridized to the slide. The population, now spiked with a known amount of anti-alien nucleic acid, is then labeled and hybridized to the chip or slide. Global problems in labeling or hybridization are revealed through the extent of alien/anti-alien hybridization on the chip or slide.
[0133]In order to create an in-spike control that would mimic an experimental cDNA sample to the greatest extent possible, three alien genes have been designed to consist of four different 70 mer alien sequences linked to one another in series and to a T7 promoter. The three alien genes also contained a polyadenylated tail to facilitate oligo(dT) priming. Alien gene A (321 bp), Alien gene B (322 bp) and Alien gene C (322 bp) are presented in FIG. 6 on Panels A, B and C, respectively.
[0134]The alien gene shown in FIG. 6B was constructed, and was used as a template for runoff transcription such that a single transcript containing four alien sequences followed by a polyA tail was generated.
[0135]More specifically, 10 ng of alien B was PCR amplified with a forward primer (5'-TTCTAATACGACTCACTATAGGGCATCTATCTATGTCAGTTACCGGC) and a reverse primer (5'-TTTTTTTTTTTTTTTTTTTTTTTTCTAATAACTGAGGTGATTTCCGAC) using the SuperMix High fidelity polymerase (Invitrogen, Carlsbad, Calif.) and the Manufacturer's suggested protocol (which included the following cycle program: 94° C. for 30 sec, 55° C. for 55 sec, and 72° C. for 1 min) was followed. The reaction was performed for 30 cycles followed by a 3 min. final elongation incubation. The PCR product was analyzed on a 1.5% agarose gel and quantified according to quantitative low range DNA markers (Invitrogen).
[0136]The PCR product was then used as a template for in vitro transcription. In a reaction volume of 50 μL, 500 nM of PCR product was combined with 200 mM HEPES, pH 7.5, 7 mM NTPs, 20 mM MgCl2, 40 mM dithiothreitol, 2 mM spermidine, 100 μg/mL bovine serum albumin (Roche, Nutley, N.J.), 8 units RNasin inhibitor (Promega, Madison Wis.), 0.5 units inorganic pyrophosphatase (Sigma, St. Louis, Mo.), and 500 units of T7 RNA polymerase (Epicentre, Madison, Wis.). The reaction was incubated for 16 h at 37° C. Following transcription, the reaction was phenol:chloroform extracted and LiCl precipitated. The pellet was rinsed with 70% aqueous ethanol, dissolved in 25 μL of buffer and quantified using UV spectroscopic methods.
[0137]The alien gene B run-off transcript was then reverse transcribed in the presence of amino-allyl dUTP (to allow for the incorporation of a label), using either a polyT primer or a collection of random hexamer primers. The resulting oligodT-primed cDNA was labeled with N-hydroxysuccinamide-Cy3; the resulting random-primed cDNA was labeled with N-hydroxysuccinamide-Cy5.
[0138]Microarrays were prepared by linking 8 different alien 70 mers, four of which were present in the alien gene and four of which were not, to a slide as described above in Example 2. As also described in Example 2, linkage of the 8 different oligonucleotides to the slide was assessed via enzymatic labeling with terminal transferase. As shown in FIG. 6D, detectable oligonucleotide was observed at each location.
[0139]A comparable chip was then hybridized with a mixture of the labeled oligodT-primed cDNA and the labeled random-primed cDNA. FIG. 6E shows that the cDNA mixture hybridized with the expected alien oligonucleotides, and not with the unrelated oligonucleotides. Furthermore, upon analysis, normalized median signal intensities from both the random and oligodT-primed cDNAs were similar for all four alien oligonucleotides present in the gene, indicating that, regardless of priming strategy, all four alien sequences were well represented with no positional bias within the alien gene.
Example 4
Alien Sequences as Internal Controls
[0140]In order to demonstrate the use of alien sequences as internal controls for microarray spotting and hybridization, alien oligonucleotides were first shown to be able to effectively hybridize with their targets even when included in spots containing other oligonucleotides. Specifically, microarrays were constructed in which a single alien oligonucleotide, AO892 (5' GGTACGAATCTCCCATTGCATGGACAAATATAGTCCACGCATTGGACGC ACCCACCGATGGCTCTCCAAT), was spotted by itself in concentrations ranging from 2 to 20 μM, and was also spotted with a mixture of other 70 mer probes, whose concentrations also increased.
[0141]An 70 mer oligonucleotide whose sequence was complementary to that of AO892 was prepared, modified at the 5'-terminus with a C-6 amino linker, and labeled with N-hydroxysuccinimide Alexa-488. This labeled complement was hybridized to the array under standard hybridization conditions, and differences between its hybridization to the pure AO892 spots and the mixture spots were assessed. As can be seen in the insert of FIG. 7, which shows one subarray, little change in signal intensity was observed as the concentration of the probe mixture increased. As shown in the graph presented in FIG. 7, there was no significant difference in normalized signal density between the AO892-alone spots and the mixture spots. These data demonstrate that hybridization to an alien oligonucleotide can be detected even in spots containing other sequences, such that alien sequences should be useful in the normalization of gene chip data on a per-spot basis.
Example 5
Using Alien Oligos as In-Site Controls and for Normalization
Methods:
[0142]Microarray fabrication, hybridization and scanning: The process of microarray fabrication, alien oligo synthesis, hybridization and scanning was carried out by the Massachusetts General Hospital, DNA Core Group. The protocols used for each of the following steps are described in detail at their website (dnacore.mgh.harvard.edu/microarray/protocols.shtml).
[0143]Alien oligo synthesis: The alien oligonucleotide probes were synthesized using an Expedite DNA synthesizer following standard protocols of phosphoramidite chemistry. All oligonucleotides were modified at the 5' terminus with a trifluoroacetamidohexyl-amino-C6-phosphoramidite which functionalizes the terminus and enables subsequent covalent attachment of the oligonucleotide to a CodeLink slide surface.
[0144]Preparation of the oligo slide: Briefly, alien oligos were arrayed in 384-well plates and mixed with printing buffer. These plates were then placed onto an Omnigrid 100 microarrayer for the preparation of oligo slides. After each print run, the slides were placed in a sealed humidification chamber. The slides were immersed in blocking solution, washed in 4×SSC and 0.1% N-lauroyl sacrosine and then stored in a dessicator. The alien oligos were printed along with a mouse oligonucleotide probe set which has 19,549 probes on the array providing complete coverage of the 2002 Mouse genome. Alien oligo 892 ("AO892") was printed in known concentrations in all spots of the microarray that contained mouse probes. Oligos that make up the alien gene transcripts were printed in separate spots on the slide. To act as print quality control and to check the attachment of all nucleotides to the slide, a few slides were treated with terminal deoxynucleotidyl transferase in the presence of dCTP-Cy3.
[0145]Labeling of RNA: Before hybridization, mRNA samples were labeled using the standard indirect labeling method developed by Randolph and Waggoner, Stability, specificity and fluorescence brightness of multiply-labeled fluorescent DNA probes, Nucleic Acids Research, 15; 25(14):2923-9, 1997. Briefly, aminoallyl dUTP was incorporated during the reverse transcription of total RNA. The modified cDNA was labeled via a coupling between an N-hydroxysuccinimide-activated ester of a fluorescent dye (Cy3 or Cy5) and the aminoallyl moiety of the dUTP. The anti-alien to oligo AO892 and the three alien gene transcripts were mixed in known concentrations with the extracted mouse RNA. The anti-alien to oligo AO892 was labeled with Alexa488 while the alien gene transcripts were labeled with both Cy5 and Cy3.
[0146]Hybridization reactions: Hybridizations were performed on a Genomic Solutions GeneTac Hybridization Station. Cy3 and Cy5-labeled RNA were mixed with a competitive DNA mix containing salmon-sperm DNA, Poly-A DNA and Cot-1 DNA before hybridization
[0147]Scanning: After hybridization and washing, the microarrays were scanned using the ProScanArray HT microarray scanner and the resulting images analyzed using ScanArray® Express v3.0 software.
[0148]Data Normalization and Filtering: Data from image analysis was stored for further processing in BASE (BioArray Software Environment). All spots flagged as unusable by the ScanArray software were excluded from further analysis. All array images were also analyzed manually to check for hybridization artifacts and to identify bad spots that had not been identified by the ScanArray program. The identified spots were also excluded from further analysis. Using BASE, all reference spots that had hybridization intensity readings less than 300 and all test sample spots that had hybridization intensity readings less than 50 were also removed from the dataset for analysis.
[0149]Typically, the first transformation applied to expression data, referred to as normalization, adjusted the individual hybridization intensities to balance them appropriately so that meaningful biological comparisons could be made. The filtered data was normalized in two ways depending on the presence or absence of information from alien/anti-alien hybridization.
[0150]Data normalization and replicate filtering in the absence of alien control data: Microarray data was normalized initially by scaling all individual intensities such that the total intensity was the same for both comparative samples (control and treatment) within a single array and across replicate arrays. This was based on the assumption that the starting amounts of RNA in each sample were equal. Using this approach, a normalization factor was calculated by summing the measured intensities in both channels:
N total = i = 1 Narray R i i = 1 Narray G i , ##EQU00001##
where Gi and Ri are the measured green and red fluorescence intensities for the ith array element and Narray is the total number of elements represented in the microarray. One or both intensities were appropriately scaled to adjust for the normalization factor.
[0151]In addition to total intensity normalization, locally weighted linear regression (lowess) analysis was used to remove systematic, intensity-dependent effects in the data. The starting point for the lowess analysis, the `R-I` (for ratio-intensity) plot, can reveal intensity-specific artifacts in the log2 (ratio) measurements. The RI or MA plot shows the measured log2 (Ri/Gi) for each element on the array as a function of the log10(Ri*Gi) product intensities. Lowess detects systematic deviations in the R-I plot and corrects them by carrying out a local weighted linear regression as a function of the log10 (intensity) and subtracting the calculated best-fit average log2 (ratio) from the experimentally observed ratio for each data point. The data was normalized globally.
[0152]The replicates per treatment and per time point when available were then combined to reduce the complexity of the data set. Genes with only one data point across all replicates after initial selection were excluded. Genes with more than one replicate data point were then analyzed for outliers and discarded if necessary. The data was combined using the geometric mean of the replicate ratios.
[0153]Data normalization and replicate filtering in the presence of alien controls: Two different methodologies were used to normalize data using alien hybridization intensities. Due to experimental design, the amount of anti-alien to alien hybridization in every spot on the array should be equal. This implies that the recorded alien hybridization (Alexa488) intensities should also be equal. One normalization procedure is to calculate the average alien hybridization intensity across all spots on the array and then normalize the alien hybridization intensity at a spot to that average intensity. The normalization factor for each spot can then be used to scale the treatment and control intensities for that spot. This normalization algorithm can be applied globally or locally. Local normalization can be applied to each group of array elements deposited by a single spotting pen.
[0154]Another method of normalization is to scale all alien hybridization intensities to an arbitrary constant intensity value. In the analyses conducted here, the second method was used. All alien hybridization intensities were scaled to a uniform intensity value of 1000. The normalization factor used to scale each individual spot was then used to adjust the other channel intensities at that spot. Replicates were then combined and genes with only one data point across all replicates after initial selection were excluded. Genes with more than one data point were analyzed for outliers using intensities from all three channel. The data from replicates were combined by calculating the geometric means of the individual intensities.
[0155]Identifying differentially expressed genes: The log2 ratio of gene expression for each spot for each gene was calculated either using direct or indirect comparison. Assuming there are two samples A and B, while using direct comparisons, the ratio T of gene i in sample A to sample B is Ti=Ai/Bi, where Ai and Bi are the normalized intensity values.
[0156]Further assuming that U is the universal reference sample used in two separate microarray experiments 1 and 2 to compare sample A to sample B indirectly, if T11 is the ratio of intensities of gene i in sample A to gene i in the universal reference, and T2i is the ratio of intensities of gene i in sample B to gene i in the universal reference, then the ratio Ti of gene i in sample A to gene i in sample B is Ti=T1i/T2i.
[0157]When using the aliens as the reference channel for indirect comparison, the intensity of gene i in sample A and the intensity of gene i in sample B can be compared directly. This is possible as all spots in all arrays have been scaled such that the alien hybridization intensities are all equal to 1000. Therefore Ti=A1i/B2i, where A1i and B2i are intensity normalized and scaled values.
[0158]The standard log2 ratios were then calculated for each gene in each of the above cases. The mean and standard deviation of the distribution of log2(ratio) values was then calculated. The Z-score value for each gene was then used to determine if the gene was differentially expressed. Genes with log2 ratios over 2 standard deviations from the mean were identified as differentially expressed and chosen for further analysis. This allowed us to identify genes that were expressed sufficiently above the noise without having to resort to an arbitrary minimum ratio value.
RESULTS AND CONCLUSIONS
[0159]The alien oligos can be used as internal controls for microarray spotting and hybridization, by spotting them in a mixture with the probes used to hybridize to the sample. This arrangement allows for in situ comparisons of every spot on a microarray. The aliens thus spotted can also act as references for inter-slide expression measurement and for inter-experiment expression measurement even when the experiment has been carried out over a long time span. Spotting a known amount of oligo in every spot and hybridizing to it a known amount of anti-alien along with the experimental sample, allows one to normalize for variations between spots. This would also serve to control for errors in the hybridization and labeling steps and for controlling intra-chip hybridization variation.
[0160]To demonstrate this, alien genes were first shown to hybridize to their targets even when other probes were present in the same spot. A single alien oligo, AO892, was used for this experiment. A sequence complementary to the oligo was synthesized and labeled with Alexa488. This sample was then hybridized to a slide which had pure alien oligo spots as well as spots with mixtures of the alien and normal probes. There was no significant change in normalized signal intensity between the two types of spots (data not shown).
[0161]To determine whether alien AO892 could be used as an in-spot reference, it was tested against another sample that could be used for an indirect reference, Stratagene's Universal Mouse® Reference RNA mix. A twelve-slide experiment was designed and carried out using mouse liver and macrophage RNA samples. All slides had spots with mixtures of the alien oligo and probes for mouse RNA. Alien oligo AO892 was printed in known concentrations in spots of the microarray that contained mouse gene-specific probes. It was printed at 10% final concentration of the mouse gene-specific probes in that spot. In four slides, Universal Mouse Reference RNA was used as the reference sample and liver RNA was used as test. Another four slides used mouse macrophage RNA as test samples and Universal Mouse as reference. A transcript complementary to AO892 and labeled with Alexa488 was added to all pre-hybridization mixes of labeled cDNA. These set of slides permitted comparison of differential expression between mouse liver and mouse macrophage samples by using both the Universal Mouse Reference RNA as well as the aliens as references. The last four slides directly compared liver RNA samples to macrophage RNA samples. A dye-swap was incorporated in each set of experiments.
[0162]The RNA was labeled and then hybridized on a chip containing the probe mixtures. The intensity readings were collected and quantified. Genes with low intensities not significantly above background were excluded from analysis. This reduced the number of spots from 19,552 to 18,268 for aliens and to 8,667 for the Universal RNA. The log10 of the intensities was then calculated and their frequency plotted (see FIG. 9). The readings for the aliens varied over two orders of magnitude but were within the linear range of the scanner. Also, there were few spots with very low intensities. The intensities of the Universal Mouse Reference RNA channel were bimodal and varied over a wide range. There were also many spots with very low intensities.
[0163]When using Universal Mouse RNA as reference, the microarray data was normalized by scaling all individual intensities such that the total intensity of the all channels was the same across replicate arrays for that experiment. Data from the replicate arrays were then combined to identify outliers and reduce statistical variation. When using the alien channel as reference, a spot to spot comparison across the two experiments was done and all intensities adjusted such that the alien intensity was set to 1000. For the final analysis, spots were chosen such that data was available for both direct and indirect comparisons. 6,866 spots were selected for comparison through the alien channel and 5,322 through the Universal RNA channel. The data was compared using log2 ratios of test RNA intensity to reference intensity and plotted (see FIG. 10). As can be seen from FIG. 10, there is a definite decrease in correlation when comparing the direct ratios to indirect ratios through the Universal RNA reference data than through the alien data. Thus, this example demonstrated that the alien data can be used as a reference channel to compare data from multiple chips and multiple experiments.
Example 6
Using Alien Oligos as controls for TNF-α in Fracture Healing Mice
[0164]In the most widely used experimental design for microarrays, all the direct comparisons are made to a single reference sample. By following this method, the path connecting any two samples is always two steps. Thus, all comparisons are made with equal efficiency. In experiments that analyze RNA samples from two different conditions or two different treatments and when these samples derive from a series of time points, the most commonly used reference is the wild-type or untreated sample. This is inefficient because fully half of the measurements are made on the reference sample, which is presumably of little or no interest. Alien sequences could be used as a common reference in this experiment design as well. In this example, we have designed an experiment to compare fracture healing in wild-type and TNF-α receptor-deficient mice that would also allow us to test the use of the alien sequences as a common reference.
[0165]A total of 56 DNA arrays were divided into five sections (Table 1). RNA extracted from the tibia of wild type mice before fracture was used as the universal reference. All microarrays had the alien oligo AO892 mixed in with the gene-specific probes. The complementary sequence to AO892 was labeled with Alexa 488 and mixed into all hybridizing samples. The alien oligos that can bind the three alien transcripts to be used as in-spike controls were deposited in separate spots on the array. The alien transcripts were mixed with the sample and reference RNA before labeling in all experiments other than those in Experiment E of Table 1.
TABLE-US-00001 TABLE 1 Experimental design to compare mRNA expression levels in fractured vs. un-fractured tibia in wild-type vs. TNFα receptor knockout mice. Experiment E A B C D 1 2 Ch1 TNF-α receptor Wild-type Wild TNF-α WT KO KO fracture fracture type receptor KO (T = 0) (T = 0) (T = 0) (T = 0) Ch2 Wild type (T = 0) Wild TNF-α In-spike transcripts type receptor KO only (T = 0) (T = 0) Ch3 Anti-alien to AO892 Time points 5 5 1 1 1 1 Replicates 4 4 4 4 4 4
[0166]In Experiment A, the different time points of fracture healing for the TNF-α receptor knockout mice were compared to the reference. There were four replicates per time point, including a dye swap. In Experiment B, the time points of fracture healing in wild-type mice were compared to the reference again with four replicates per time point. The microarray datasets in Experiments A and B enabled a differential expression comparison of fracture healing in the transgenic mice as compared to the wild type mice at each time point, using either the common reference channel or the alien channel as control. The two references, wild type mice at time zero and the alien channel can also be used to compare across time points to generate a time series profile of gene expression during fracture healing.
[0167]Experiments C and D compared healthy tissues in wild type mice and knockout strains with themselves. This method identified genes that could cause problems during analysis. Ideally, ratios of the test channel intensity to the reference channel intensity in the case of these experiments should be 1. However, this was not true for some genes, due to factors beyond the control of the experiment. These genes were removed from the dataset before analysis. Also, differential mRNA expression between healthy knockout strains and knockout strains undergoing fracture healing can be measured using datasets from Experiments A and C.
[0168]Experiment E checked whether the alien oligos cross-hybridize to RNA from the two test samples. The test samples used here were not mixed with the in-spike alien transcripts. Analysis of channel 1 intensities from spots that contain the only alien oligos as well as analysis of channel 2 intensities of spots that don't have in-spike controls showed any non-specific hybridization to the alien sequences. The RNA was labeled and then hybridized on a chip containing the probe mixtures. The intensity readings were collected and quantified. Genes with low intensities in each of the reference channels were filtered out from the dataset. This reduced the dataset by approximately 10% when using the aliens as reference as opposed to more than 50% when using the sample from unfractured tibia.
[0169]The data was normalized as discussed in the Methods section of Example 5 above, using both the sample from unfractured tibia as well as the alien reference. Data from the microarrays in Experiment A was concatenated with data from microarrays in Experiment B and a common list of genes for which information was available from both set of experiments for each time point was identified. This helped in performing an indirect comparison of the genes in each of the knock-out time points to those in the wild-type. Differentially expressed genes were then identified using both indirect comparisons to the sample of unfractured tibia as well as the alien channel. Table 2 compares the data available from indirect comparisons for each of the time-points of fracture healing.
TABLE-US-00002 TABLE 2 Results from indirect comparison of fracture healing in TNF-α receptor deficient mice to that in wild-type mice. The table compares results from using unfractured tibia RNA and alien sequences as common reference. Unfractured tibia as Alien sequences as Genes identified using reference reference both methods Genes Genes Genes identified as identified as identified as Time- Total No differentially Total No differentially Total No differentially point of spots expressed of spots expressed of spots expressed 3 7704 374 10687 528 6382 200 7 7981 378 11752 567 6823 147 10 7950 385 11486 552 6657 165 14 8026 379 11664 546 6887 197 21 9010 339 12644 593 7871 86
[0170]As can be seen from the data in Table 2, more genes were available for analysis when using the alien sequences as reference. Most of the missing data in either method is due to the initial filtering step when spots with low intensities are removed. Since there were more genes available for analysis while using the aliens as reference, that method also identified more genes as differentially expressed as compared to using the sample from unfractured tibia as reference. There were some genes that were identified as differentially expressed by one method but not by the other. RT-PCR experiments would need to be performed to verify which of the methods provided better results. Some cytokine-related genes were identified as differentially expressed only when the alien sequences were used as reference. These genes showed little or no expression in the sample from unfractured tibia.
[0171]Data from the in-spike control spots on the microarray was also analyzed. The three alien transcripts were spiked into the test samples at different concentrations. The mean normalized log10[intensity] values for the spike-in control probes was used to define a standard curve relating signal intensity to copy number (see FIG. 11) for estimation of endogenous transcript abundances. There was a large variation observed in the raw intensity values but there was a good correlation between mean log10[intensity] and log10[input copy number], with r2≧0.90. This correlation increased to r2≧0.98 when data from alien oligo AO732 was removed from analysis. AO732 was present in alien genes A and B. There may have been some competitive hybridization between the two transcripts for the alien oligo and this may have affected the analysis.
Sequence CWU
1
1531174DNAArtificialAlien to Mouse cDNA 1atggttgggg actgcctctc cccagtcgga
tggtccacct ctgcgtacac cccacctgat 60ccggatgagg ccagatacac ctgtaaggct
cctgaccaat tcaaaaagac acgcacctgt 120ttgcgatccc caaagccttg cctgtcgata
agtgcagagg aactcttaat gtga 1742651DNAArtificialAlien to Mouse
cDNA 2atggcctgca ccctggtggt agaggccccc ttgtcaaaaa ctcccgactt gactggtgac
60ttcaatagct ccttgtcctg gtcttgcctc gacaataacc cggttttggg attagtgcag
120ctcaaggtgg cctcctcctc tagctataag tcggaggaac ttgatctgga gcttcccaag
180cgagccaaga ttctggattc gatcagtggc acttggaaac tccatcttcg caaggagttc
240cgcctcattg tgtgtatgtc gcatgcctgg aaccggcggc atgcagctga tttgaaccgg
300tgcaaatgga agggcaagag ggcaggctgg agaggggccc ccgtgctttt tgctcccatg
360caggtgacgc gcaagtgtgc accagacccc acagagcagt caggcctctt cgataactct
420ttcctggatc actaccagag tctggcctgc atttacctag gctcccttgc ccgaaagggc
480tcttctctga ccaaggatgg aaaggtggat tttcagggcc cttgccttcg tggtggccag
540aattattcga acttttctca gagctcagcg tgttggaaac cgctggacga ccaggaacag
600atcgcccgtc ccctcagtgt ctcgttgtac tatgcagcct tagtgggctg a
6513228DNAArtificialAlien to Mouse cDNA 3atgccaaagt tgttaaacct gattcgggca
gtcggctgct gtgagaaaca gaccctcctg 60gctgccgaga gcctcaatga ccgggaggaa
atctcctgtt tgttccggcg aaacctcctc 120cagggaatgc ttctgggaga cagagcagat
gacaatacca gtgaccacac gatagtctgc 180tacaccttca tgatcccctc ccacgccagg
atgcctggaa gtaggtag 2284174DNAArtificialAlien to Mouse
cDNA 4atggaagcag agctctgttc acgaggcgtc aacagacgtg acaatactaa acttccactt
60tcgtctttgc cttcagcttc tcctcatgat tccaagagat gtccgcgctc taagatcgct
120cacgtctggg acaccagggc cgacggtgag atcgattcgc gaatcttgta ctga
1745306DNAArtificialAlien to Mouse cDNA 5atgaactctc tgtctgaata cgagacctta
aggcggacca tgctgcagag ctctaacaag 60tgtaactctc tgtgccaaat tgtacaaact
tgggttgagg gtggcaaggc caaggccaat 120atgaatggct accagaagca tttggttcca
cttcgcgttc aaatgtggga gatggcaatg 180cgacttaatg gaacccagcc aaatgaattc
cacccggcag tccagcagtg catcctggct 240ccttacctaa agactttcct cagtatgcgt
cctgattcgc aaacttaccc ggccaagctg 300agctga
3066156DNAArtificialAlien to Mouse cDNA
6atgcctcgag ggcgtactct ggtatctcgt caagcatggc gaacagtgac cggtaaggcg
60ggatgctctg ggcggtatcc aagagagagc gggaccttga gtctatcgca tttttccctg
120gggattatgt ctaagcggag ccaggaggag ctctga
1567135DNAArtificialAlien to Mouse cDNA 7atgatgcagc cttgctccaa acaagaaaga
atatgcggac ctcctgactc cagcatcgag 60tccgcgtacc gctcagcctc tctcacttct
agccctgcca cgcttgctcc ggccttctct 120gcctgcccct gctaa
1358144DNAArtificialAlien to Mouse cDNA
8atgaggcgag ccctggtagt gtgccccttg gcgggaccct ggaagaacca gcggtccatt
60gccctggtga aagatcttcc catgaacgcc agcgttgcct catactttat agaaaggggg
120agcatcagct ggcatttctc atga
1449165DNAArtificialAlien to Mouse cDNA 9atggggtggg tcaaggccct gcagagtgaa
agcggctggt ggtttgtatt ttctcagggt 60cgagtgagcc tgaaacccga gccgggccta
gcgctggttg tacaccaggg ctttgaccaa 120acagtcacag aatgtctaag cttcacagga
aagcccatgt attag 16510561DNAArtificialAlien to Mouse
cDNA 10atgatgagct tcgaacattc cgacttctcc aatgtcgagg accgcaagct cttaacggaa
60gcgatgtcca caggcttcga agtaatcgag tcgccgtgca agatctgcat gccaagcttt
120ggaggtaaaa caactgcgga tggcaaactc acttccgtga ctcagggcat gaaacactgg
180tctctcacca gagctagtcc cccggaccag tcgcaaaagg gccgacccta caggagcacg
240gtgcaagggg agattgaagc gggacagccc ccacatgaaa tctcctccga ctggtacccc
300atgttcaaga tggaaacaga cagcccgatt aagaatgttc cccaggcaca catgggggag
360ttcgggcact gcgacaatct ccccaatggc aacacagtga gcaacccgga gcctagggag
420aatgggaatg tggcgccggg agtgggctta gacggacagg aagaaatggg ctggctttgg
480ccggttcgtc cttcttgtat gaactatttc tttaaagcat ccactctctc cttttggatg
540ggctttcttg agcgccgcta g
56111480DNAArtificialAlien to Mouse cDNA 11atgggaaaat ctcgctttga
gtatgcagtg acgccccttc aagcccaagc ccgcagtttg 60ggcagatccc tgaataaaag
cccggtgttc ttgttttact ctgagactac atccctgcca 120gccaaggatc tcccgtgtga
gtcaggactt gctgtgagag acctgagcaa caggacacag 180aacagtctag ctatgttttt
ggcttcacgg gggatcaaag accctgaaat gaagatgaat 240tattccatct atttggggca
acccttgcaa gaaggtctgt cccccgtgca ggagaacttt 300tctcaatggg aactcccact
cgtggcttac atgagctttt tctgtccctt ccgtgcgggc 360gaccggggtt cgatccataa
tcatctctcc acggtcagag cgaagattga ctactgtggt 420cagcggtgca gtgcctcaga
tccaaggagg ggccctcagg actattctca aatgctctga 48012231DNAArtificialAlien
to Mouse cDNA 12atgcgggaag agtccaagac tatctcgatc aatggtgtga aatggctcat
tgatttgcca 60gctgaaaaaa tcttcacgag gaactatggt gttgccgact gcaggagaag
cttctacatc 120ctgggcctgt ttggttgcca cctggtgact ggagggtacc gaacattcat
gatctacatc 180gggtccattt cttctttcat catgtatgtg ggggtccgga tcattcgttg a
23113426DNAArtificialAlien to Mouse cDNA 13atggtgcccc
aagtgtgcga gcagtggagc ctgtgttggt cctcgggcgg gttcccaaat 60cctgcaggct
cttatttaga gccgtggtca agcgacttgt ccagggagct tcagtgcccc 120ggctacagcg
gcttcttaag tggccccacg gattttctct ctatgggagt gtcatgtcac 180ctagcacagg
aatcatttcg gttcccactg caggatgatt gcctcctgac caagatgcac 240aggttgaaag
atttctggga ctccaccagc aggtttaagc agctgggcga atctgaggcc 300cctcagcaga
ttcgcaagaa aaaatcatcg tttagtttct ggggctcatc ggagaactct 360gcgcccgcaa
ccgaaaatac cagcaagaag tcccaggatt ccttctttga tgccatcctc 420aagtga
42614192DNAArtificialAlien to Mouse cDNA 14atgggtgtgt cgatggccag
cttcatgctc tcttctggcc tcctggatgc agagggagaa 60agcttcatgt cttggcatct
cagcagccct ggaacagccg tggaccgaac ggcccaaatg 120tttattcact tcagaatgat
ggggtcaatc ttcagtgtta ccctgacgct tgaagtcatg 180cggtctctgt ga
19215351DNAArtificialAlien
to Mouse cDNA 15atgacaatgg aaacagggag gcacccggtc atgaaggacc aagcccttga
cgaatgcgaa 60cggtcgatgt ggccggtccc ttcttgggcc tgggagagtt cttgttctca
tcgtgtcgat 120gagggagatg tatcggtact gctggaacag tttcggcacc agactgaaca
gctcccgccc 180atgagctact ttttggacaa gccaaagctg tcttcgttcc aggaagagcc
acggctgtgg 240gtgactttat gccaggagac attgccattt cccctgggta attctgggta
tgatgagcag 300gaagaggagg gcctgtgtct ggtctgtccg ttgcccagac ttcagacatg a
35116153DNAArtificialAlien to Mouse cDNA 16atgggtaaaa
tcaatcacac cacatcgaca cctaccttga gcactttaaa aatccccaca 60tttgaggcct
tacgcccgct actatgccct agactggatc cccccacctc gtctgtccgc 120ctggcatttg
aaggccagtc tcagaaattg tag
15317324DNAArtificialAlien to Mouse cDNA 17atggttcgca aggttgctca
caatgttctg tatgagacca tgggtcagaa agctgactca 60aagtggggaa ccagaaagaa
gcagccacaa gggacccgcc tgagcaaacc ttgcaccacg 120gtggtggagt ggctgtctgc
cttcatgtac cgatcccgca agaaactgac gagccgcttc 180tatctgaaac ctaacatgtc
ttccggttct atccgctacg gagagcggca accactcttt 240ttggacagcc tgctttggtc
cgacagtgga aagggagcct ttgcctcctg caaatgctct 300tatgctaaat cattttttga
ctga 32418450DNAArtificialAlien
to Mouse cDNA 18atgagcaact acctccacat tcgttccccg gagtcggtcc ataacacctt
tcctttgtgg 60gtccatattg ctcaagcaaa gttcggtcac ctacaagcct tgttaaagcg
cgagagtggg 120tttgaagcca acaccgcgaa tgctgggccg ctaggccccc gcatcagcga
tgacactcgc 180aatatccttt tgactggatt gttcctctcc ctgaccaaga agtgtggatg
tgtccagtta 240cagtgtggcc gacagagtag cctcgatgcc aaaatgccat gtgaccagca
ctatagaaag 300gtgcagtctg ccctcagcca gggtctgcag atgggtggtg cgtgggtgaa
gcagaaagca 360agccaggaga ttgccgggtg gctccacagc agcagccttc aagagcaggc
cttggatgga 420tcatccaact tcgccactct gtccgtttaa
45019720DNAArtificialAlien to Mouse cDNA 19atgcggagaa
ttaagtttga gttcaagaaa ataccttctg ttcgtttgta ccggttcttc 60ttcggttctt
gggctaagat ttctaccctg gcatttgtgg aggacaccta tacctatgcc 120ttctggatgg
aaggagcagg cttcactctt gtctcagctg actgcattac ttcccggacc 180tttaggagtc
cacttgccaa ggacccgctg gcttggcggc tcctggatct tgtgcgggca 240aaaactcaag
aagcgcggac gaactcagct ttgtccttga agtgctccct gcctgatttt 300ggtccactcg
gggagatcaa cagagcccag gcctctgaag gccagcagac ctttggctcc 360tttgagaagc
cgtcagagca tgtcctaaca gcaaagaatc agctccaggt gatcataagt 420tatcccttct
gctatctgct catcataccg gaacgtccat tcgacagtag caatatgtcc 480ttgttcagta
agccaagggt gccggccttg gaagtgattg gagtacgcct caagacccag 540atgctagtca
cgcctttcag tgagttccag ctatattccc gtgcatttct cagagaatca 600gatttgtctg
agagctccct ctgggtgacg atctcttttg acacggcgaa tctgtcttat 660gtccaagcgg
ctgaggaaga gtgttcattg agaagttccc tggcttacac gtggtcttga
72020465DNAArtificialAlien to Mouse cDNA 20atggggatga tgctcaactt
ttgtctgaga atctactcca gcagaaaggg agacgccatc 60atgtctggcc cttctgggtc
tttccttaga aaaaagagtg tgccctacca aacctggcga 120gcggagcagt ctcgtaaggt
aagcgtgtgc tcctcgcagt tttactccca gaccatcttg 180cgttggcggc cccaggatgc
cgaaacagag agacagagga gaagcggctt caagctggcc 240atgatggcag cgggcaagtg
ccagcctgtg aacgacccca cctcttgctc ttatgaagct 300tacctaaggc ccatctggaa
tggtatgagc tttcttgatt ggctgatctt tgtccccatg 360aaccttggtg gacacagaca
cagcacctcc ctgagcgcga acaaggtcac gtccatttac 420aaggaatatg caggctattc
cacctgctcg tctaccagag gctga 46521216DNAArtificialAlien
to Mouse cDNA 21atgcagtact gcgcagctgc cgcttccaag ctgttcccag ccttgccgtt
aagggcccaa 60accctcagac actacctaaa tgtggcccta cacaagtctg ccctcctggg
agatctggcc 120tggcggcgga actcggcagg gggccagggc tttatgactc tagggccaaa
agagattctg 180ccagctcagg tggccccagg tggagagttt ggatga
216221188DNAArtificialAlien to Mouse cDNA 22atgtatgcct
gtgctgctct cagttcattc cttgccttcc caaagtacgg actgactgcc 60aagagatacc
caaccctgag aacctattgc ctctgcttat tgtggaagtg tgagaagcat 120attttgtggc
aggggatcaa tctaacgatg cgacaggtga gtgccaatgg gacgcccatg 180gtgaactggg
gggtgctgaa gcccaccact caccagattc tcaatggtga cacagactgt 240ctgtgccgcc
cgaggtcatt tggtttgaag gccaatcagg cccgccgacc gaagaagtac 300caaggctgcc
tctcacggag gtgctctgct gacttcctct gttcccatgg ggctgttgta 360agagatcagt
gctcgatgat tcaagtgtct ttgagcaccc ggctgccgtt ctctaatcca 420tggattcagg
tcgctgtcat gaagttcttt tgttacagaa ccaaggcctg cgcatgtaat 480ggggggggta
aaaaagccct atctgtgagt tggcaaaaat tccagaactt gtacgtgaca 540cggaaagcaa
tcctagtttt cagcatagct aacaagggtt ccctgactaa gataaacatc 600cagcggaaga
agctcagtaa cagggactca gtgacagagt gcgtcttcgg actaacctat 660aggagctttc
taggtaaacg ccatgtattc gaaggagcct cactcttgac gaacggaccc 720aacccaggga
ggagcaagtg gccctgtgaa acaataagcg atcagtatta ctgtttcaac 780aggaagttgt
ctgagagcgg catgtgcttc atgttgtgta gtacctgcag agggtacctg 840ccgccggact
acctgtttgc agctctgctc aagacagtca gccggcacat cgttaaagtc 900cgccaggtgt
tgcttttttt agaactttac cctggctcga aggctagatc aagcgatgaa 960attccccacg
agcacaataa gacgcctgag ctggaggaac ttccgcctat caacagctgt 1020acccagattg
ccatgctcct ttgcagccgc tcctcagtga aaaccaagga cagtacgacg 1080gcacctgttc
tgtgttcttt tttccttaga ctgtttgctg aggaaatccg gctgcgctct 1140tttgaacggg
agtaccgcaa agattcttac aagtacctgc gggtgtga
118823126DNAArtificialAlien to Mouse cDNA 23atggatctcg atctgcggtt
cattctgtta tggaaacagg aggagctggg gctgtgtcgg 60tacctgaaaa tgagaaaatt
tagtctgcag tatgggaaga caaaaaaatg ttcctcaccg 120gcctga
12624951DNAArtificialAlien
to Mouse cDNA 24atgggcagtc gcgccccatc gtctggtgat gaaactcaaa tccacgaact
ctcactcacc 60ccccgggatc ccaccttaaa ggaggggacc aagaagggcc agctaagggc
atccccgtac 120ttccttcgtg caatgccgtc cttcctttca gtcaacacac cccaccagca
gttctaccac 180cgtcagcggg ccagctttca ggactacgcg ggagatatgg cctacatcga
acttttcagt 240cagatcagtc ctactgcgca aagagcacta cagatgccaa tcaaccctgc
gaacgcgggc 300gcggtatcca tggggaaatc tttccccttc tccatgcttt tgcctcgcaa
ctccgtgtta 360cccccaacca agcgcccgtt ccaaagactt tccattccgc aatctctgac
cagcaagggc 420cactacctga gcctgtatct gctggaagga gaaatcttag caggaaccat
ctccaccgta 480gcggtggtga ccaaatggac atctcagttc tacatgtgtg tgctggctgt
cctttacggt 540caacacgcac cttccttcag tcagagggct gttgaggttg accggaagtc
ccaatccaag 600gccccaaagg ttcaggaaat gtggcgagac gggattaaat tcacgtctgg
taaactcctc 660tcctgttgtg aggggcaccg catcgccttt gactggtcct tcccaaccag
gttcatacag 720attggacgtc cgggggagta cattgcagaa tgcttccagc ggtcccggag
aaaggctaac 780ttcctgaacg ttgacataaa cagctgtctg cgcaagagca ttgaaacttt
ttttgggaga 840aactatatgc acccgccgcg cgacccgctc tttttcaggg tgagtatccc
ttgctgctat 900tgggcactag agggaccctt ctgtgaatac cccaaattcc ttcacgctta a
95125273DNAArtificialAlien to Mouse cDNA 25atggaaccaa
tcgcgcttaa catcaactac cagcggatgc tgctatcggg gcatagctca 60aaccagatga
ttcatattgt gaacaaaatt gatcttgcga ggaccccctc ttctgtaacc 120agatcccggc
tcaatgactg tagaggccct ttatgcagaa aggaccaaaa ggctgagcgc 180gacagccagc
ttggcaagcg ggtgcactat gcattgatcc ttcggttcaa tcggccaaat 240gcgcctgaca
gccaggacta ttcgctaact tga
27326198DNAArtificialAlien to Mouse cDNA 26atgcggaagt cgctttcgcg
caaactgcgg atggcctgct ccaagggcct ctccggggtt 60cctgtctcct cttgtcacat
gcactacttc gacgggtccc tggtggtgcg gctgacctgt 120aagaggagac atggcttgtg
caaagaacag cagggtatcg cgggcaccat cagacagaac 180ggcaccatcc taagttag
19827213DNAArtificialAlien
to Mouse cDNA 27atgtattatc cagatattac gtatcccaag cccagcagaa ttattgagaa
cttagatgaa 60attgtttctc agtcaggatc gattgaaaat cactcccgac cgatgattgg
tctgcgtgtc 120aactctaagt ggatgccact tggagggggc ccctacaaga tgatgcgaag
cagtagaaaa 180aaggtgagtc agtgccttct gaatgacatg taa
21328675DNAArtificialAlien to Mouse cDNA 28atgggtgatg
tggtcatgac ggaggaaagc tgcagcgcct tggtgtttga aacatctgca 60atgtctgggt
tttacaagac atggacaccc cggttctacg gagtgcaggg gcatcgtgtc 120tcggacctcg
ctgctgttca acagccggcg cgcggtgagt ttcgaaggca cccttcaccc 180tctcaacgac
tgtgggcact cctgggtgca tggtggcgtg gatctggcat cctggactcc 240ggggccctgc
gtgaaatgga gctgggcatc cagggtacca tacgattctg gctacctact 300gcgcgctcgc
ggagttgctt gctctgccga tgcctggggg ctgagatcca ggctctcaag 360ggcaacaacc
agaactcatt ctatcgtcag ctcttccgcc aagcttcgta ccgttatctg 420agatgtagtt
tggcgtaccc atcgatgggt gacttcttgc cattgcagcg cggcaagtgg 480gttctcctgg
gcagagggaa gcctccaggg caagctcgag ctctgaagcg cacaggggat 540ggcaaggggc
aggctcgatt aagaacaagt caacttgttc attccctggg agagtatgtg 600caggttttcc
ctttctatcc agaggaccta atgctgagta aagaccagga agacagccaa 660cagagagtga
actag
67529609DNAArtificialAlien to Mouse cDNA 29atgtcaagtg aaacttcacc
ccgcctgatc cctaagtcct ggagtagagg gcgcagcgaa 60atttcaatcc cttccatcat
tgccctgggt gagctgcttg cccgttggag gctagtttct 120ctctccattg gcaaacgtct
tatgcatcct ctgcgccaga catacatgcg aatttttcca 180cgaaccttta ttgtcagtaa
gatccctgat ggcatggaga tcatgctaag caagtggtat 240gtggctaatg gaactcccga
gcccaagagg ttctgcctga caaccagtca atggctgagc 300ctttacatga tttccccatg
cacatcatac tgcagactcc gcgcatcagc aatgccgcga 360ggcaggcggc ttgaagcctg
gcacggactg agcaaggctg ccaaggagat cactgcatct 420cggatgtatg cggagatcct
cttgtccgag ttaatgccgg tggagactta tatctgttac 480ttcccgaacc tcgaagccag
atgtccacga aaatccccgt tttcgcgtga tgaatggagc 540atgataagcg tacctttgat
caacagtgtg ttccgcttgc gcttctcctg gcttgcctct 600gggccttga
60930789DNAArtificialAlien
to Mouse cDNA 30atgttcacat tcaccagagt tgggtggcct cggtcccatt ggagatccgc
cgtggggaac 60agtgaacgac ccctcttcat atgggcagcc ggtgccctgc ggcccaagga
acctcttctg 120tttcggttgg aaaaaggccg gggtgtggcc gagctgcgga gaaggctgag
atttttacag 180tgtgaagcta tgtattcgaa atttctgggg atccctgaaa tgatggaaaa
ctccaaggcc 240gtgatcgtca atttttgcac caaaatcgga cgcagggaat gggagtcgca
agcgtcaatg 300ctcccacagc tgtcaaattt catgacaccg cccagtgaaa gcacgctaag
cagctcagcc 360actttgagga tgagcctcct gtacttcgct tctgcaccca ctaacaagac
aaaaattaag 420ggtgtgaatt tctactcgcc tcccaaccac atgcccctta agctgctaga
gtgcttgaga 480catgtgaacc gcgagtgctt caccaacctg ggataccttc tggcttatat
gaattgcagc 540atggacatcc ttaagggcaa gatttctgac gtgatgggac cgcgtgcctc
agaagtcaac 600tcaacagaca gtactatgtg ggtcctgtca acaggagcca cccccaccgt
ggttctcatg 660gaaacaacat gtgcccccct gtcttggagc tacctgcctg ctctgtatga
tgcaccgcgc 720ttcacatccg aaacctacat ctcccttgct gaagcctgtt atcgaagcca
ggcctttcag 780caaatgtaa
78931258DNAArtificialAlien to Mouse cDNA 31atgtacctca
tggcactgaa tatagagcct gaagatctgg cgggattcag caaactcact 60atggacctgt
attttgatga atatgcagat tccatgttgg acaagagtcc cggcctgatc 120gaatttctga
ccgttgggac tccgaagtgt cttctggggc ctcggctgag tggtagcgat 180gcccatcggg
ccagtatcgc tcgggactat cgccccatga tccaacaggt gggtctgggt 240gtcaacttgg
tcacatag
25832264DNAArtificialAlien to Mouse cDNA 32atgatttccc acacaatctc
cgagatcctc accgaagttc agcggcagtt cttctttctg 60gcctgcaggg gcttcttcta
tccgcctctc atgggtggcc gtgaagcttc tgaaactcag 120ggaatggaat acggcaaggg
gtggaacacc catgtccagt gtcgtaagtg caatgattgt 180gtgtgtctgt tgggggaggt
ttatgagaaa ggcataagat acagttgcag tgtgagttac 240agatccctgg cctacctgca
atga 26433210DNAArtificialAlien
to Mouse cDNA 33atggaaccta tgtctgcatt accactcgag agcgcattga atgacaaaaa
gttcagtacc 60aagacggggt tgccaagcgg acttaaattt ggagaggttg ctccagcccg
agcccccaat 120ggcttgtcta ggaaagcttc caccaggttc caacagacgg acgttcgtgg
caaccagcag 180catggtctta tcatgatgca gatttgttga
21034375DNAArtificialAlien to Mouse cDNA 34atgcacggca
tccactactc gctccccacc cagactgctg acaaagcctt aggtgtgggc 60atttcctccc
aaggccagat tcctcaggca aatgctggca acctcccctt cgccgatgag 120ccgggatggc
agatgctcag gatgggtggt ggagaagacc agtcccggtt cacaacattt 180gtcttgattc
gattctgtgt aatcttcgtc ggcaggtgcc aggatatgta cctgctcaaa 240acaacgccac
ctgaactgcg ccagaatctc atgtgcctga agatggagtg cactagcgct 300ctcaagctta
aggatgcgca ggtgcagctt gacctcacgc ttcccttttg ctacgccgcc 360acggtgtcgg
cctaa
37535135DNAArtificialAlien to Mouse cDNA 35atgtcaagct tcaactcaca
gtacttcttc ttcgcactgg aacccacgtg gtggttctct 60atgggacctg aggacattgt
gatgcaccag ctcctctctt ttttcaggct gtgtggagct 120gccagttacc ggtga
13536231DNAArtificialAlien
to Mouse cDNA 36atgtgccaga gggagagacg attcacatac ccgcagatta gccactgcag
ggaattctgc 60agaggcttca cccaaagtaa agaacctgga ggacatgaca cagctgagta
caaggatctg 120gctgaagccc tgccaatgaa gaacttcagc tgtccggtgc tggaggagag
tttcctttac 180gcaagcgaaa tgagagcttt tctcaagcag caattcgata gttggaggta g
23137180DNAArtificialAlien to Mouse cDNA 37atgtcctggg
tgctcaaaca gtttaaggta atgcgagcca gacctcaatt cctgatggca 60acttcaacac
agggggaatg caccaagaac tggaatgtga ggtggaaaat atgggatctc 120tcaatgctgc
ttgactctca taacacctct tacttttaca tttgcgatcc ggtagtttag
18038123DNAArtificialAlien to Mouse cDNA 38atgcattggt cccaggtgaa
actgttggag cgcttcagta atagcaaaga gacgggtgct 60gaagatgtgc tagaaaatgc
catgccttct gaaatggcct ctacccttgg agaaagcccc 120tag
12339147DNAArtificialAlien
to Mouse cDNA 39atggattcgc ccacgacatt cacaaagttc acaaactgga ttttccttta
ttctgtgagg 60gacgaccacg tgtggctggt atctccattc cagcagttct gcttcccctt
atcctctgcc 120gcacctgggc cgctggcatg caattaa
14740339DNAArtificialAlien to Mouse cDNA 40atgagaaagg
atttggagtg cctcctgtcc aaaggcacat cgaatatgct gaagagtttt 60ctgatctgct
gggggaaggc taccctccgc ttctgcgaag aaatgcctct cacccttgag 120atggttcacc
tctacatgga catccctgat gaacgctggc ctccctctaa ccagccattc 180tttggaaagt
tctactcgac tttcttcagc cgccacagcc ctgggcccaa gctccaccgc 240cctcagggtg
caggaaggac acagctgtca gaggtcgtgg gcaacttgcg gtgggatcaa 300tactgttggg
gcaatcctca aacgcgcagg cccagttga
33941354DNAArtificialAlien to Mouse cDNA 41atgccctgcc tgggccgaca
ggaactcgcc cgcgcgggag gtgtgccagg aagtgcggat 60cggaggaaga aagcgttcag
gttggaagaa gccagatatc ccctgtacat ggagggtctt 120ggatctgaga cgcaaggggc
agcaaaggat caggccccct cgttccggag cccgagaatg 180gccctgccct acctaagact
ccggcccatc aagagagtcc ccatcatctg gcggatagtt 240tttcagagcc tccaccctgg
cgagaagccc agggagacgt atggaaacgc ataccgggga 300gaagcggcca gggcagagtt
cacccaagag tctgcaagcc aaagcttcac ttga 35442267DNAArtificialAlien
to Mouse cDNA 42atgaccttca tgaacgtatg tatagccggg caagatgcaa cgcagccata
ttatagggcc 60agttacaata gccacagtaa agttcacacc ttggaatgtc gagttgagct
caaactcaca 120gaattaatgc gctgtgcgca tagaggaaag ggcacccgta ccacgcgctg
tcttatcact 180gccgccttaa ttctgtgtcc ccccacctcc aaagaattcg cgtacaacaa
cttgctcatt 240gcttcccaca cttggggcaa tgattag
26743210DNAArtificialAlien to Mouse cDNA 43atggcaccgg
acaggtccac attctcttac ctgtgggatc ctcaggatca ccatcaggac 60gcctccccta
gttctccaat tgccagggtg tcatcacctg ccttccgggg ttatgactca 120gaggacctcg
catgcagccc cccctttcag aatgcccagc tttggtgcaa ttcgagaaac 180tcaactgtaa
tgctgtacct cacactgtag
21044942DNAArtificialAlien to Mouse cDNA 44atgagcgtga gggaacgtga
ggcttcagac aaatctttct ttttggtctt tgcatttttt 60ttacgaagca gtttcattgg
gttcatgaga cagtctttgc atagctgtgc gaaagcacgc 120tgcgcgacgt tcaagcccca
ggaacgaatg tgtaaccagc ggaccatggt tgccaacgct 180ccggaaccca ggctgatgac
actggttgtc cgcttggtcg gccatggcgg ttgcacaata 240gtcacttctg acccccgatc
cccccagggt gagaaggccc aggatcgcta caacctcatt 300cgggtgcccc tgtacccggc
tgcctacatc ccctgttact acatgaatgt gctatccatc 360tcaagggaac ttgagctgct
attgagctca atccaggttg aaatgagaca cccagtgagc 420aacccgggac agttatacta
tatctctggt caggtggatc ccggctgtga caggagaatt 480gccaagtcgc ctcgggatga
ccagtcggga tctccccggc agagagatgc acccagctac 540aaggtttcca cgttttaccg
ggctagcaga gctaagagta gactaaaacg gacagacccc 600aagaggacct catccagtca
ttccacgttg attttgttta tgctaatctt ggacacttcg 660aagttcatgg tgaagtccag
ccggactttc actctccttc ttcaggactt ccattcagtg 720acacggaatc agagctccag
atttcagttc aggcggaatc aggaaacagc gagatctcct 780ggagtggcca ctaaggagac
gggagcgttg acacagatgt cacccctttc tccgcagtac 840cgcagagtga ctgagtcgtt
tttcttagtg cacggttctc tctctccacg tcggtgcctg 900gagccctacc ctttagccca
actggaggaa atccagaagt ga 94245357DNAArtificialAlien
to Mouse cDNA 45atgacctacc tgtggatgaa ggcgatcagc agtcatgcca agctgccggc
aaacttcacg 60atacagtcat tctcccagtg cattcaggaa acaaccgcaa gtcctgatag
agaactcctg 120acgatgctga agcccacaag atctcaagaa gagacggacc tactgaatag
actgtggccg 180gataacctct cttctctgac ggagatgcca atctcccgtt gtctgtgcag
aagcatccgc 240ccttacacct cttcagcgga ctccgtgtct aaagagatgt gccagttttg
gcaggtggcc 300tttggcgagg ctggcaagcg tgaggactgt cctctttacc ccaggtcaat
cctgtaa 35746129DNAArtificialAlien to Mouse cDNA 46atgaaatcct
gcgtggatga agaatcaagt cattgctatg ggtccgcgcg gtgggaagcg 60cttaagcaga
gcacgggttt tttcgccact cgtgagcgag agagcggctt caagcaggat 120gggtcctga
12947156DNAArtificialAlien to Mouse cDNA 47atgctgctga tgccagagtt
gttagaaaca aaggactcaa tggaagccga atccaaattg 60aagagcatca gcatgcagaa
ggctgagttc aaagaggggg gcatttcttt aggaaaacgg 120ctcacatcgt acccgaaggt
ccctctggaa tcttga 15648240DNAArtificialAlien
to Mouse cDNA 48atgttcgcct tcttagatct gactagtttc attctcgcgg gccgggcttg
gtacactacc 60tcaccctctc ctgacaccga aatctggcat ttaccgcctt ctggtgctga
gctgtgcaaa 120gcttgcctct tgcgaacccg caatgcgaca acagactctg agtaccacac
tatttcccgg 180aagtacttaa ttgaccccat ctcacagctt tcgctgttta ccttaatgca
cctgctctga 24049138DNAArtificialAlien to Mouse cDNA 49atgatgagca
agcatcacac cccaaccacg gtactctgct gccaaaatga agacctgcag 60ggaaccccga
ggctgcgagt gctgaaccca aatcaaaata cctggggcat catcaacttg 120gcctacagaa
gcatgtga
13850201DNAArtificialAlien to Mouse cDNA 50atgaacgaca tgcatgcgct
ctttgcgacc aaaacacgta tcaccgagag gggaaataag 60ttcttctccc agccctcgac
caactggaac acgttccagg cagaggagca ctgtcagtcc 120ctcagagcgc cactccgtac
cagcggtatg tatggcccct catgctcagc gtacctcttt 180gatatacttc tgatctcgtg a
20151240DNAArtificialAlien
to Mouse cDNA 51atgatgacgc ttggttttgt ggaggcccaa atccactctt tacctctgac
tctgagcgtc 60ctctgctgtt tgaaaatgga tcagatggga tccattgagc ctgacagaaa
gaaaacccca 120gagctcgagc tgatgcccgc actcttggcc ccgagtcgtc agccaaagtt
cctgccagcg 180gcggatcttc tcccagaggg tgctcagacg tctaccctcc tcctgggtca
ggcaggttga 24052123DNAArtificialAlien to Mouse cDNA 52atggaagaga
atggcctggc acattcctac actggggtga agttacgggc caatgacact 60ggctccctgg
cgctgcgtaa gcagtcagat gtctgtgttg agtcccagac agcaagtgcg 120tga
12353156DNAArtificialAlien to Mouse cDNA 53atgaccttgt tcctttccgg
cctgtacccc aagtgggccg tgagccagag ccactatcaa 60tcctgggagg gacccgacat
cgctgaaggg accatcgagg atcacctgga gcgcctcaaa 120ccggtcatga gagccttgat
taatggtggg acgtaa 15654225DNAArtificialAlien
to Mouse cDNA 54atgacacagt actggaggat tttgatcgtg ctgcgaattg atctgccggt
ctccttccta 60cagttctatg gagagagccc ccctcagtgg ttttgccgcc ccaaacgctg
cttaaaaagg 120tctcggtcga acggactaaa ggcacgatgc aattggcccc ctgttagctc
tcgcacctac 180atcaagttca agacaatgtc ctatgctctg aagtggacac cctga
22555882DNAArtificialAlien to Mouse cDNA 55atgattgtgt
tgaagtacat cctcttgctg tgtatttaca taaacctcct ggggtgcaga 60aatgcaaaga
ctagctgtga gtgtcccagg ccgaccatta ggaagtatgt caggcagcct 120tcaatctctt
gttacatgca ctggtgctgc catcggaaca caggtgagca gactgacagt 180ggtcttacac
ccaggcatga tcggcgtagc cctgacatgg ctaagggtca gcaatgggtt 240gtcccggcaa
tgggcagttc cgggggccat gagccgaact catctgcata cttatgctcc 300agaggaatat
acttcagaga ccggaatgaa tgtgccgagg gcctgctcca cacttggccc 360ctggtgtatg
acttcgtgat agaactaaca caacggttcc cttacaactc ctcgggtcac 420ggcattgaag
acatagaatc cttcaaaaat tggaacttgt accggacttt cgtcatctcg 480gagggctata
aactactgaa catcaagaga tcaccaaagt ctgagttatg ctcaggacgt 540atggcttttt
ctttcctccg gctgtttctg ttccacaaga gacagccccg tggtaaaatg 600gcaatgcgct
atgagggcaa gtggatcttt cgtggggaag gcacagagag tggcgttgtc 660cctctcaggg
tcggactttc caagagcgca ggcaaagata ggatgtgtca gacccccatg 720accttagcaa
ccaagggtcg aaatacccga ggcctgcagg gctaccgcct catcaagctg 780aagtgtgctc
acctgtgccg gatggatgat caggagaggg cggtccgggc catggccatc 840ccattcaatg
gcaagggtgg ggtgacactg tctatgctgt aa
88256264DNAArtificialAlien to Mouse cDNA 56atgaagcttt gtcctatgag
gtggctaggc ccgaacaagc caaacaacct ccacctgtat 60ttgccgccta tggtcccata
ccgccacgga ttgaggtgca catttttcaa ggccgacttc 120tgcagggacc cctgttggac
aaatatgtgg ccaatcctca ggcgaaatct gattgcgcag 180gcagggctgt actgtccgtt
tcaggtccca ctcctggaga tgtctgattt ctccgctaac 240cgagaagaaa tctgggctgc
ctga 26457327DNAArtificialAlien
to Mouse cDNA 57atgccggttg cgcggtatcc cagtgacagt ctcaaactgt ctctgaaatc
caaggcctgg 60gtgttccatc aaaaccctac tgggcccttc acgacaaccc ggcccgtcgg
ccgcctgcag 120gggcggcagc agccccccct tggaggtcag aagaagttgg ccgaggagca
tcctagacgc 180tccctggcca aactgaaatc ggctggggcg agcactgggg gacttaatat
tggggatgat 240cggaccttcc cgctgtgcac gtcggcctcg ctcagcagac ccctcaaccc
taagagtaaa 300cagagcaaca ttatttgcat ctcctga
32758225DNAArtificialAlien to Mouse cDNA 58atgacaggta
tcttttgctc ttatgccact aaagctggaa ctgcaatgtc cttgagattg 60ccccctgtaa
aggccagcaa tgcctgtgac ctgagccctg gaacatgtcc tcaggaccta 120gatagtgaaa
tgatcaatca ccagtattgg aatcgcctgc ggcagattca atgcggtttg 180aaatctattg
acatctttgt caaactaaga ccttctgtca gctga
22559339DNAArtificialAlien to Mouse cDNA 59atgaaatacc ggtgcttggg
gcagctcact gcctcttaca ccatggcgga atatttggca 60ttggcaaaaa caggattatt
tcccaatagg ggttttcctc gcaagacaga ggggacttgg 120gagtccagcc tgcctcagtc
cttcgaagat aggggaggct caggacgcct gacctcactg 180caccagttcc ctgatgtgat
ggccaaagag gaccggaaaa ccgaggactt tgcggtcagc 240tctctcccag agatccagcg
cgtctccacg ggccggccag atatgagata tatgccggaa 300tacattgata atggccccgg
cagcaactgt gtgttttag 33960321DNAArtificialAlien
to Mouse cDNA 60atggacggag actcccacta tcgcacaggg gggaccaagc aggataccct
ggtccagtac 60acattgctcc ctgaaattga ctttttcggg gggattgctc agaatatgat
gatcatgcga 120gttgccagaa cccccccatt tgttgcagaa caccgtcagc ttatgcagga
tggagggcca 180gagcagagaa atatggaggc ccgtgaacca gcccaccggc tcactaaggc
gatgtatgtg 240tcatgcaaag cagaagtcaa ggggatggtg acgagcctct ctggggtgcc
gacctgcggc 300ctgccatcgg aaaaggagtg a
32161192DNAArtificialAlien to Mouse cDNA 61atgcagatga
ttgtcccaag tggggagaca aagatgtacc ctccgctgga ggccctccag 60gaggatgact
gtatccaggc ccagtggctg cacacaacct cccaaagctt ccatgagtta 120gtgttaagga
atgcagtccg cacaccatca aaggttacca aattcccttg caaaaagttc 180tgcgtcattt
ga
19262666DNAArtificialAlien to Mouse cDNA 62atgagctgcc cttttcttct
tcgtggcatt cagatgcctt ctctggagag aaccttcgtg 60tcagatcctg gctattccat
ccattttgga tctgaaatgc ttgatgttgc tcatcttgct 120tctggcacag agcaagtcca
ctgggcgaca ctagaatgtg actcgcagct cggaaggaca 180cttgagcctc ttgaggagat
cactctaagt tgggtgttgt tcctcctcaa gttcttttca 240gaagacatct ggaaacttaa
atccaaagaa cgttccggcg atgacatgct tgagaggatc 300acatcaatgg agctcttgct
gccactgaga cggctagaac agctaagctt ctattccttc 360ttctctcagt gtactgccct
tcgccggagc aagaccagcc caccaattcc tctgtgcgtg 420tccctgggca gttgccataa
gcagcaaaga acctggctgt acaatgcact gatcaagtac 480ggggcttcga ggagaaggaa
ggtccccaag cggatgccca ttgagagtcc gttcagcctt 540gatgaggagt gtcttccatt
ttcagtaatg cggcaaaggg agacacggac aattggcctc 600acacccatca tgcagttcct
gacctgttcg cccgtaaaga gtgtggatcc gagccggagg 660gcatga
666631311DNAArtificialAlien
to Mouse cDNA 63atgatcactg ccaaagatga gaccagatgt ctgcattcct cccgagtaga
tcggtatcgg 60acacttgcgg acccgatgtc tgaggagatg tcgtgttgcc tcctggttgg
gcgcgttcac 120gccaagggcc tctttgacaa aattgtccta atccagaatc ccttcatcct
ccacgacttt 180ttcatgcggt tcccttctcc ctcccaggta cctctatatc agcgctacaa
acaagacctt 240gataaggacc tgtgttccag cctgccttgg tactacaacc cgaagctgcg
gcagcgcact 300tcgcagctca cctacaagct ccgcacaatc tctgttggcc caagacaaga
ccatggcacg 360aagacgtctc tcccaatgct gactattacc caggtgactg cactgagcga
cctgagaatt 420tttttctctg gatttgggga ggacctcccc ctggagccct ttttctcact
cctttcgtgt 480tatcggtgcg ctttctgggt tttacagttc ctgctctata caaggaatgg
cctcaagtac 540agcaaggcgc atgacaaaga gtgtccatgg cccttcatgt ccaacttccc
acatgcccgg 600gcctgtcggg gttggctgtt ttcgtgcttc agaaagacaa gaactttacc
ctcattcgac 660agcgtgaggg agatagtctt agcctcaaag tcctccgata ggtacatgaa
gcattcagtg 720catcggagct gcagttcaac agagggtgcc gaatccaaga cgagcctgga
ctgtcttaat 780tcaatgcaga agaagaagcg tagagatgaa gaattactcc aaacaaatga
atttatgatc 840tcctgtggat ccctggctgt gcaataccga agcatctccg gcataattta
tttgctccgg 900gagcagcatt acatgcacca gacccgcacc agttttcagt ttacccagga
ccaatcgttc 960ctggctcggg agaatcacaa ttgggggggt gcctctaatg actacctcct
gcgcgagaag 1020ctggatggga agccaatgag aggcatgatg ctgtcccaac acagcgtggc
atgtggtttg 1080cagggcaaac ccattgcaac caacctgttc aagccttcag tgaacttggc
agaagagttg 1140tctgtgaaat acactggagc tttcctgcgc tcagacgccc tgctacagct
ggctcaggcc 1200ggactgtggc cccagaagcc gtacctgatt tggagaatca gggtggaaaa
gacccacgaa 1260tggggcacgg gtgaactggc gctgagcatg gtcctgagct gcttagactg a
131164306DNAArtificialAlien to Mouse cDNA 64atgtgctatc
catcgcctga ctggagaatt gtgataataa cccagttact gaatacgaga 60tggatcgcag
tcagggcact cttcatggca agtggacgca agccttgttc aaaggtgatc 120caagccgcca
ttgcctcaat ggcacagctg ctctatgtgt caaaggccag cacattagta 180gggtcagtga
tggagggaag cgaggactgc agttgcgagt ttcctgatat gcctggtatt 240atgggagatg
tcccttcccc aatgttcact cttggcatga tcctgccatt aaccttgttt 300caataa
30665264DNAArtificialAlien to Mouse cDNA 65atgctgacac tttgcatgat
cctccaggcc ccgacaaaga gaatgatgga tggatctgaa 60agtggagtgt tgcagttcct
gcggagtcgc tactcagggt acctgggaga tcccatggca 120tttctcgagg atgattccag
aagtaagccg acggagagaa ccggccttcc tgtggagatc 180cacatgatgt cgtttctgga
ataccatggt gaactggtca acttcttctg gcgcagaagg 240cagcttcagg acgaaggact
ttaa 26466360DNAArtificialAlien
to Mouse cDNA 66atgcacaggc cactggggac taacaaggga agtgccccag tggagggtta
ctctcgtcgg 60cccaggccaa aaaaagagcc aaattccctc ggccgcatgt tctgcatccg
ctcagcttcg 120aacaccaatg agccttacac cttagatcct gaagactaca tgaaagcaga
cgggagagta 180actgtggtcc cgggaagccc agcaggcctg acatccagaa gttacttaga
agcgccccca 240ggggaacaaa cacgggagcg gcccttaggc attttggtcc cttatatgcg
agccccgaag 300aaatactctg actacctgat gacattctgc acgcgtaagc ccttccataa
gtccccatga 36067285DNAArtificialAlien to Mouse cDNA 67atgcacttgc
actacgatcg catgttattt atgcagcacg aaacgttggt tatatctatt 60tcgcagatca
atgacctctc ttgcaccacg tcaccagcca cgatgggcag gtgcataacc 120tgggggccca
cgaggacaac ttttctgctc tttcgggaga ctgatgtcag ccacctgtgt 180ttgatcaaac
agctgagctt cttcagtcag atcctgcagt acaagcagct catgtcgaac 240atatcggagc
gcacgggacg atacatcaga agctaccatc tctaa
28568663DNAArtificialAlien to Mouse cDNA 68atgaggcact accctgcttg
gcaagcctca gccatgctct ttgagtacac tggggatggt 60ctccagcagt cccctagtct
tctgagtctg ggctcaattg ccaatacggt gatcatacga 120acggaccggg ccccacagga
gcgaacgtcc tgccataatg gtgaccttat caagagtgcc 180ggcacctccc tgctggatat
gcgagatccg catgtgtcag cggagggagt gactccctcg 240aacctgatga tctgcaagac
tccaccctct ggtttctgcc tgtctcactc ggactgctct 300ggagaaaagc agatggctct
gagaatgtca gccagcaata tctttcaggg tcggaaaacc 360ccggcctctc cttgccagtc
gacagctacc tgcattctct ggtactccac ctcaacccgt 420gctgactata ttcggcagtt
ttacctgtgc acccgagcga atgggcgagc tccccgccag 480aactgcattg gcatgggcat
actgtcattg tattctccgg tccagatcga ctcccctccg 540ccccagtgcc caacacccct
gttgagcctg gtcggccggg tgacgaggga gtcacagcag 600gttggggtgc aacgagccct
aatgctgggt acgagcaccc ctctgctcaa ccgccgcaag 660taa
66369120DNAArtificialAlien
to Mouse cDNA 69atgcggattg atgaagggac ccaggaggag tgtgagctct gcgctctggg
cacgaagagc 60ccagccatca tttcgcctcg acagtacaga attcgaactg tgggtttcat
gctcagctga 12070249DNAArtificialAlien to Mouse cDNA 70atgctatcgg
aggcctcgag agatcgcgtg acggaaatgg ccatgatgac agattcttat 60cacctgccaa
ccatgcctct ggcccctgag tactctggca cgtttaggga aagctcttgg 120cgaacatctc
cacatgcgat tgatccaggc tggcagagcc aggtgtgtga gcagcatgat 180aaccgcttga
acagggagtc aatcgctcag gtcgcttatc agagagggat ctggatgagc 240aagaactga
24971438DNAArtificialAlien to Mouse cDNA 71atgtacatgc cgatttacga
gcccaagatg gagatgtccg gtcagcccag aatcgaaaag 60gcccatcggg atggcaagtt
agcgacccag ctctcttccg aatatttcac cgagaaggag 120ctagacctgg ttgaccatgc
tgagtcttac ccaatgatag tgggagattt tgggggcacg 180cccaccaaga attcaataca
gaccccaggc ggatcgatct acggcctggc tcagagggac 240atcagcttta aattaatgtc
catgtccagc agttggaaga atgtgggaag gtatgcagcc 300cccttttgct taggtctctt
tccgcactac gggaacatgg aactacggga acttctgttt 360tcccacatga aagcgcgcga
aaccagaacc acgtcaaccg agtctctgac atccatcaga 420ctcaggtcag gctggtga
43872489DNAArtificialAlien
to Mouse cDNA 72atgctgagat acagccggat ggccatcaag caacagcttg accaggtggt
ttacacacgg 60tccctttcat tcacggacct ccacttgcag aacaagcagg caggccctga
aaaacatggt 120aacttcaacc tctggggccg catccgggat ctcaggatgc ggtgtatcct
gaagttcagc 180tggggaggag aggtttttgt tcttcaatca agttgttcct ctgactcttt
ctcagttgag 240attgagttgg cagaggtgag attcctatcc taccagaact cacggttgcc
agcgccacgc 300accgactatc tgagtgcgag ccgcacttct aaaacaagct gttctctgcg
cgtgttcata 360ttgggacacc agctaaactg ccctctgtgc actgctgctt cttttattga
agggaaacta 420tgtagcaacg atactggaga ctacagctgg ccgcaagcgg gcccctgtaa
ctggtccgct 480tatctgtaa
48973303DNAArtificialAlien to Mouse cDNA 73atgattggaa
aagatgagat ctatatgctg tcaaagggac atcagccaag acgtaggact 60ctgaaggcct
caacccccaa cctggtcagg cccaagccgc cctgcaccat ctctgtgcgg 120gccaccttaa
tgctaatctg gtttcccttc cagtgcctga tagctaagat gcagttgacc 180ctggagacct
ggtctccctg gattatctgg ctcaatctta agggatggcc ctgccggatc 240ctgccgctta
tgtacccatc aagaaagtct gcagctgact acactgactc tgtggaaaac 300tga
30374141DNAArtificialAlien to Mouse cDNA 74atggggctct ggcggaccct
gagggccgat gtcaagaaca gcgatccatc ccctttacag 60aaagggacga aagctaagca
ggtggagagc cggaaaatca tggagtacgc gcagacagag 120gggcacatca cgttggagta g
14175180DNAArtificialAlien
to Mouse cDNA 75atggctcgga acctcctggg aacaggaccc ttttcgcacg aacgccggaa
ccagcaaaac 60gctgagttgg gaactgagag tattatcctt ctggatggag ataggagaag
tgcgcgcaca 120tctggcaaga ggttcaagaa ggtatcttat tacttccagt gtgactgcct
gacgctgtag 18076141DNAArtificialAlien to Mouse cDNA 76atggagcttc
cccgctccag taagcctatg accccgtatc ctgagcgcag cgggatgggg 60cactggtgga
ttatctatac caagcattcc tccagagggt cctctaatat gatctgctgt 120ggtccagact
ctagcaaatg a
14177123DNAArtificialAlien to Mouse cDNA 77atgctccagg accgctgctt
cctcgcaaag tgcctcttat ccagcatgtt atgctattac 60aaaaaaggct tgagcgaggc
ttttggcgaa cccaatgaac agagctgcaa catgcggatg 120tga
12378177DNAArtificialAlien
to Mouse cDNA 78atggaacaag gacctgccct ggaggaggaa aagtcagctt gccagagcct
gaccttcacg 60tttctgagtc cctcgagagg caaccagatg cagtggaact cccaggttgg
aagaaactgg 120actgtactgg tgccaaagga ttgtgctagt gtgtttaaga gttccatgaa
cggctga 17779174DNAArtificialAlien to Mouse cDNA 79atgcagcagc
cgttcgccag ttactccacc agtttcaagt caagtgatct ggcgactaac 60tccagcacgc
agctggtctg ttctggccat ccctcgggac ttcccttcgc ttcaatgttc 120attagggctt
tgtcgccccc tgcgctgcgt ggccccccaa agctcggatc atag
17480363DNAArtificialAlien to Mouse cDNA 80atgctgagcc ggtttcttaa
ggcctttctg tttcggtgct ttcagtgttc tgagcgggaa 60aaggtggtga agaagctctc
aaccatccag attgagaagg aggagccgat cgccctgtct 120tgtggtaagg ccccccattc
tgacctgaac caagtgctcc ccatgtttaa tttcgagttt 180tttcatgggc tcaacgtggc
cgagaacctg gtgtctggaa ctgcttcgca ggagaaggga 240caatgctgct atggtttcaa
cagcaaaggc cgctctgtcc gggcactgga attcgtgtgt 300atcagggcct tcagcaacat
ccaatcggat gactccagtg acgccccttt tggcctggtt 360tga
36381462DNAArtificialAlien
to Mouse cDNA 81atgagcggga acctccgtat caacccatgg ctgactgcct gcatctgtgg
ggaaaagtcg 60actcagtgtg ggcctgctaa ggccgccaac aacaaacgct ttcccaggga
tcaggccaga 120aagcggctgt attcgccatc cccacccatc ctgaacacaa tgatcctctc
ccctaaaagt 180tgggtcacgc tgcatgttgc gaagaagcag gcccccacgt gttggctgct
ctccaccgcc 240aacttaaaat tccttccatc ccagttgcaa ccggaggcag atcgaaactt
ttgtagctct 300gattaccacc gcactctccc ttgtgcgcag gctatcatca caaatttgga
gctgaaaatc 360tggacctcca ccaaagcgaa cagtcccgaa cctgtggcga aagccctgga
gttcaacacg 420atagtgccat tgtgcaactc agaggaccgc tttattgggt ag
46282168DNAArtificialAlien to Mouse cDNA 82atgtctccca
acgacattca ggtgattaca ggcttgcacc aacgcttgcc agtgcttctc 60aacacccttc
gtatgtctga caaggcattc actctttgct gcaagaagac caaccctggc 120agcctgaaaa
tgcagatgcg gaaccgtcac ccggatcttc agaaatag
16883207DNAArtificialAlien to Mouse cDNA 83atgatgaaga ggcgaactct
ctctcggatc tgcgacatat ggacagtgta cggatgcagg 60aaatgtaacc attacagaaa
cactattctt cagtccctgt ttctcatctt ctggattgaa 120atttgtgagg agcattccct
tcattcatca ccgaggcaga ccgcctcctc ccagttctac 180tcaccgagac tcaactccta
cgagtaa 20784144DNAArtificialAlien
to Mouse cDNA 84atggaccgcc cacacatcgt gtccatggcc tttttgaact gcgcttcctc
agcggccatc 60ttgaagggcc ataaaatccc cctgcccata aagatcctgc gcttcgatcc
actctctcaa 120agtactgaat ttcctcgggg gtag
14485132DNAArtificialAlien to Mouse cDNA 85atgatttttc
acctgctgtg ctttgctaca ctcgatgtga ccgtgacgca cacagtggcc 60actgaagcct
cgaatggaat gctgatcacg ccctctgaag aaatcaccag caccaggccc 120gtgatattgt
ga
13286192DNAArtificialAlien to Mouse cDNA 86atgtgtggca caggggttag
tttaccttct cagataaaac atgaaaacaa ctttttattt 60cccgactgga caatgctaaa
caagccggaa ctgtacattg gcgggattga ggagaactac 120tgccagtaca agggtcccat
ctggatcttc agggtggacc cgcagtcaga aggccagcgt 180ctgaagttat ga
19287492DNAArtificialAlien
to Mouse cDNA 87atgatgtttg aggcctgctg cccactcgcg gattcgcagg ggaagagcaa
gtccaagggt 60ctgaggaagg gagaatctac cccgcttgga ggggggcgga agttcctgat
gctgtctacc 120agcctcagca tctactcgtg tattaacatg ggccccatct cccttaacgc
acacattgat 180gataacacac tccatcagac attcatgtcg cgctcagtgc ttgagcggct
agttggaacc 240tctcaaaagt tcgatacaca ccctcatatg tgtgctgcag atgctcagta
cacaaagtct 300agacggtgtg agcaggcctt ttgggcaccc ttgtcgcctg cgcttgtttt
ctccatcctc 360tctcaagaaa tgggcgacac ccccaagaaa aaccggtgtc tgaagggtcc
ccagtgcctc 420aagcgctgtt gtcaagagtc ctgcctctct ggtggctttg taatctttga
caatccagtc 480tgctacttat ga
49288222DNAArtificialAlien to Mouse cDNA 88atgaatgcag
aggacatgct ggggaaacac tgcgcttatg ctttttgcac agtccctatc 60ccgaagggag
ctgtgaactt gaaaaccgag tttgagagtg gctgtgcgaa gtctgccaac 120ggcaactccc
gcaaagacag tgtttcaggt ccatgcccta agatgaggca gaagtgggac 180tggggacccc
gagaaggagt ggctcggaca ggagaattct ag
22289150DNAArtificialAlien to Mouse cDNA 89atgagagtga gggcacggct
gtcaatcccc ttcaccacga gatccatggc cctttgctac 60cggaagtcgg gggacaccgg
ttttgttgtg cagaaggagc cccaggatcg gtacacggga 120aggaaatgtc aacccgtact
gatgacctga 15090297DNAArtificialAlien
to Mouse cDNA 90atggagaagc tgtcctggcg tgctggcctc ctccactctc aggatggaat
aaccagggcc 60gcctacccgg gaaaagagca gtcttcccgg ggccgcaatg cgaccttttg
gacagctcag 120cctgactccc gggcggcctc ttactcccag ctctctgtcc agaagtatcg
aacaacagcg 180atgtgcctgc ctgtgtccat gtctagtaat ctggtctcca tggagcagcg
gttccggcac 240aagctcatcc agtggcggtt gtgtctgaga atgtctagtc taaccattat
gtcatag 29791129DNAArtificialAlien to Mouse cDNA 91atgtctttga
cagattttct ttctttctgt gttctgagag taatggccaa acatctcaca 60gactataggg
cctcagctca gcttgggtgc tgtgaacagc aggcttctgc atcccgaccg 120gaggaatga
12992123DNAArtificialAlien to Mouse cDNA 92atgacggcct tgggggctgc
aagttatagc cgttctgttg tctatgatgg ccatccgtct 60gcgccagagg gtggggccaa
gcgtggcaag caggtgaagc catggttcaa gcaattggaa 120tga
12393435DNAArtificialAlien
to Mouse cDNA 93atggtgtggc tcctaccccc cttaccattg agccactgta agaatccttt
ccttcgtaag 60tgcttcaagt ttgagcgctc gtgtgcagga atttcttgct ctgatacgcc
gccctactcc 120tgccgtcagg ccgagagctc cacttcatat ttttacccat tctcaatgac
cagaagcacc 180atgaccatcc cagaccaaac caaaacctgc caggcgtgtt ctgtgacccg
gttcccctcc 240cgggaggaaa agaccaagaa cctgatgaca ttctgttaca agatgcatct
gcagatggtc 300ggctatccgg tcaaagacac gttcctcaaa gaggccaagg actctgattc
ttcagggact 360gagtttgagc tggtgaatgg gccacctttt tgtgggctcg ggattcagtt
gaactgctgt 420tcccccagtg cctga
43594198DNAArtificialAlien to Mouse cDNA 94atgtccaagg
agattcatct gcctgttctg agccgggccg gactccctcc gagttgtgag 60aagcttcgag
gctccccctc tgtgctctcc atgacatttg cctaccccct gcccaagcgg 120agccaccagg
caatcgccac ggcgtcccgg gagctcatgc taaccttgga cccctcggcc 180aaaggaccgg
ggtattga
19895726DNAArtificialAlien to Mouse cDNA 95atgcccgcga tggccactgg
cgcggagtgg gcctctgcca cacggatatg cgaccgttat 60gcgacttccc acgtgaggcg
catgagatca ggggcaagac tgatcaaaca gggagtggag 120ctgatcaagt accgccccac
cacttgcccc tacatagcca tggatgctcg cgaccttttg 180cgacacattc ggagccccga
atgggaaccc tactgctact gtctgacagc tatctcaagc 240tcaaagaact atcttctgct
gtccgtcagg gcccctccat tctcgcaaaa gaaacgactt 300cccgtggagt gggtccttca
gtgtaccccc atctgcaagg cctttcaagg gtcaacttca 360tacaagctga acatgttctc
ctcttgcgcg cacactagcg ctttgacttc aagggattgc 420aaaaagtcaa tcatgaggcg
caaccattgc tacttttatc ctttcctgga tggagcagga 480ttcccggggg ccattacatg
caaaatcaga ggatgcattc tgggcatgca gaactctccg 540gtgggccgcc ttaatgggtg
ctgcaagcag tctgtcaggg atgatgagac aaaggcattc 600ctgcagcccc gtttggtcgg
gacgtcaatg gtggattatg tgccgctgca actattctgg 660gagcaagttc cgctcctcaa
gtgttctctt aacccaataa gcttgaaagc cgcagggacg 720cagtga
72696158DNAArtificialAlien
to Mouse cDNA 96atgtcttatg acttacggtg gcttcaccgt ggggccacaa tcacagccga
aatcatctta 60tcttgtaagc tcccaaaagt gagaatggat ttctgctggg tgaagcagtc
catggaggcc 120atggtggcca tgaaggacca gaaagacgcc ttttgctg
15897318DNAArtificialAlien to Mouse cDNA 97atgaccagaa
gctgggccct ggtgccaccc cacctgttgg ttggagccga aacaacccct 60gtgacttcat
atgggtacaa agcgaagagc aacatacgct ttgtgttctc tgaggctttt 120gaggctcaac
agaggcacga aagccgttca accaaccatg cctgggccca gccagcaggt 180cgaccggtcc
atctcattaa ggggcaggag aaatctaggg aaaatttaga tccgagctgt 240cccaaaccaa
agggagcgga ccggagtctc acaaaggatg gaacaatgaa gcaacgatac 300gacttctacc
tgccgtaa
31898732DNAArtificialAlien to Mouse cDNA 98atgaagtatg tttcccagga
agcccacctg gtctatgttt atatgtatgc ggatcactac 60ctcagcagtg tgctgtcttc
ccaagatggg cgcccctcaa acttcatcac gcgcctgaca 120aatgcgagtg acaagtggac
taacaagacg aagtccatga aggacagcta tcagggtttg 180tgggagttgc ctgggatcct
ggagctgaga gcacctgaca tggagctgga acttctgacg 240aatgggaaag ccctgatggc
gatccgcatg atcaacatga agaattcccc gcaggatgcc 300aaagaggcct cgtctgcgat
catggccaaa gttcccagtt tagttgtgcc atgctccggc 360tactttgcct ggcggcagaa
gggcttggag cgcaactttg atctgaaagg ccaaagtgtc 420aaatacagaa aaaatacagg
tcctggcctg tctccacctc aggtgaggac ctcctatcag 480gaaaacctgg ggacacccct
tctgccacca attcagatga tgagctacct agtgatttcg 540gacctccccc ggaggtctaa
acgtgattgc aggcgggccc gtggagtctt tgccccacgc 600gagggactag ccaaagaaca
gggcaaaagc aagctccgcg cagcttacat tcacaacaag 660ggtttcgagg gcctgactcg
tgaacaagtc caggggtatg ctgagagctg tgacgttctg 720ccacagcagt ag
73299132DNAArtificialAlien
to Mouse cDNA 99atgggcacaa agcccttctc actcaaggga aagagctaca agcagcctaa
cctgaaaatg 60caccccctcg tgcctccctt aaacagattc ttgtgtcagg gtgctgcagt
tgcagagcgg 120aaaatgcggt aa
132100441DNAArtificialAlien to Mouse cDNA 100atgaatgggc
tcctgcacac gacatataag gagaagacgt cgtatccgcg tgaggtgttt 60gggcatagtg
cagaaatttc ccgcctgtgt cctctgcctt ccagttccat ggcaaccccg 120ccaaatgacg
tgaatatggt gatccccctc aaaagacgtg cgctgacgaa cacctatggg 180tctgcttcga
ttcgtcagat gacgccgatt tacaacccta ccgtctctgc ctgggtttac 240tcgagccaag
aggcactcaa gtgtcgttac ctgggcttcc ggcggagaat tgaaatgccc 300ttttgtttta
gtggtgcggc caacagatcc tacaactttt ctgctaagga acgcttgggt 360cacgcacctg
cctgtatccg atggcacaga tatttatgga tgaacttgga catgaaaatg 420ttgactgccc
ttcgcatctg a
44110170DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 101aaccaatccc atcccaggtg tgcggcgaat
cggtcgatct agtcctaatt agccggatag 60gaaaacctca
7010270DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 102aagaacccac
gccgtctaca tatcgggcac gtgctataac gactcaggag tatttaacga 60ccgcacggaa
7010370DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 103acaggtgtcc tcaaaccagc ctgaaacgtt
actaggtgaa gaatcaccgc ggttgtcggt 60agttaagcga
7010470DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 104acccgcgtac
acagtaggca ctctacggcg cgtttagcgt taatcaccaa ttttgcaata 60gtcaccagag
7010570DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 105acggactacc tcggccactt catttggcga
cctgcggata ttgcttacga atctcgatct 60tccggattat
7010670DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 106agaagtcgtg
tgatcgaggt agcactggga tttacgaaaa ttgccctacc ggtatacgct 60aggccatacc
7010770DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 107agcccacata tagcccacgc gggtgtcgac
aacatatgtc gtatgcgagt aacgttttcg 60tttgagatgg
7010870DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 108atactacttt
tgggtatgct agctacgtag tacccttcaa tagccgtcgc ttggtctctt 60gcgcgtcacg
7010970DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 109catctatcta tgtaagttac cggcatgggt
tatggattcg tggaccgcga tgtgacgtag 60gggtttccac
7011070DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 110cattttaccg
ttaccgggaa gcgtgtgtgt ctttatttgc gcgtacccag tgttgagaac 60gacggaacag
7011170DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 111ccatccgggc cataagttta tagtagcgat
tgttttgccc ctaccagcga atcgcgccca 60gttagtaatc
7011270DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 112cccgagcttg
cgctagtacg attatgtacc gctatgtcaa tttgacgccc tcgcactgcg 60gcactttatt
7011370DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 113ccggctcggt gtcaccgcgg aagtaccttt
gagtatcgca cttatcggct ttaacctgga 60cgtaactaaa
7011470DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 114ccttggatgg
gtaaattccc tcgtctacgc gtaacaactg aacgcgtagc gcgacggtct 60caggaaatta
7011570DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 115cctttccgtg ttactcggcc ggcaaggacg
cctcgtacca tctttgatag atgtatttgc 60gtaaattcgg
7011670DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 116cgcgaccccg
actggtagtt gcgcgctcgc attaccgagt tcacatcgca tgtactacat 60tagagaaata
7011770DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 117cggccacaac tctcaggacg catataagac
gcggaaaggc atacacgtct acttagagac 60accgagactt
7011870DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 118ctgcttaacc
gttccagagg ggcgttcgta tcaaaaaggg tgcgatttcg atcacgtcgc 60agtgactcat
7011970DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 119gaatggcatc aacggcgctg tacatagtct
tctcgcctac ataatagcgc tagttgatag 60gaaccagggg
7012070DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 120gagctgcaca
cccgcagaca tcatagtgag tgtaatcacg cacgtgacca gttaacccat 60ttcgtggaga
7012170DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 121gatggattca cgaacgagca cttagtaacg
cctggtactg acatcttatt gcacgtagtg 60gagagcctgg
7012270DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 122gcaacgacca
gctacctgtt aaccgtatat cagagtcgaa tgctcgcggt actgttcgaa 60gtactcatcg
7012370DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 123gcagaattcc taaccatgca agcgtggcga
ctcgtctctc gcaaagttct atacgaatca 60gcgatgggta
7012470DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 124gccctctcgt
cccacgttcg ctcgtcttgt tgacactact gacgggtatc cctctaaata 60cttctctttt
7012570DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 125gcctcttcga tggggtccgt ctggtcagta
ccgacgaaaa tgcgacggta gatgtcagaa 60ttgattctgt
7012670DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 126gcgggctctt
gtgcaaactt atggggctag tgactcgggt gtagcacgtt ttgcgaagac 60taagacagta
7012770DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 127gcgtctatga caggtcgggc acttaggcgg
cgacgcttga tgtttgagtc gcagatatta 60gtttataagg
7012870DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 128gctatctaac
gcggtcttgc caatactacg aatggttgct acaggatatc gagtaccgca 60aaatgggggc
7012970DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 129gggggcaact ctccaaccga gcgtgaatcc
agcgattatt atcctactcc atactattag 60cgggtatacg
7013070DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 130ggtacgaatc
tcccattgca tggacaaata tagtccacgc attggacgca cccaccgatg 60gctctccaat
7013170DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 131ggtcgtaccc aacctgacac gagatgtcgg
cgctcgtttc gattggacga tcggatatat 60gatcaagcaa
7013270DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 132ggttgttcca
tgtactcgat actacctagg catcaggtgt atacgccggt ttggatgggc 60gttcggcaaa
7013370DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 133gtgccacccc aattagtctt ttgtccgggc
caagagtacg acaacggggt attttggtac 60tatatcccac
7013470DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 134gttaagggtc
tcgaaagatt tctactctcg acgtaccgtt ggcagcgcac taagaacggg 60taatgtgctg
7013570DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 135gttaggcact tgcgcgtcaa gcgcgcaaac
cctaattacg ttctgtccac gcgctaggga 60tattcgtata
7013670DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 136taagatgcct
gacgaaaaag tcccgtgtac ccacaacgga aagcgtgatc tagatagttc 60ccttagcgcc
7013770DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 137taattttggg ttgtcgaggc ataaactggt
atgctcgtct cgctcgacga gcggttgaac 60gcctatcgct
7013870DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 138tattggccgc
ggcgctaact tatatcgaga gatgtctagt ttccccaccc gttacatatt 60ctacggggag
7013970DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 139tattttccgg tactgagtgg aacgacatga
agttggcggt caggtcgtta tttcgcagcc 60acgcaccact
7014070DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 140tcagatgtcg
ttattaacgg gaaggtatcc ggttcactat cacggcgatt acttcgcgtt 60gcgaaagggc
7014170DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 141tccggctccg cagacggttt aactcgaacc
ttaaaagtcg tgtgaagcta cttcgagacc 60atgcgctctt
7014270DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 142tctgttaccc
acattgtcac cacttgacag gcgcacggtc gtttgtaaag cgactagcta 60cgcaggtata
7014370DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 143tggagatgcg aacgttggga gtatcaatcc
ccggtgcaac cccctaatcc gacatgccgc 60aagtatatat
7014470DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 144tgggcgccta
gagccagcat attacaggcg agctgttttc gcgtctctaa tgacgtgtac 60gcgattctat
7014570DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 145tgtagacagg gcgcgattgt atgggacagt
ttacgcacta accgactcta caatgtagtg 60tttgtcgggc
7014670DNAArtificialOligonucleotides
identified according to the present invention as alien to mouse
cDNA and useful for hybridization applications. 146ttccgcatga
gatcaacgcg tggtcaatac gtgttaagaa ccggtcgacg ccagctagac 60ctaatgcgtt
7014770DNAArtificialOligonucleotides identified according to the
present invention as alien to mouse cDNA and useful for
hybridization applications. 147tttcgactgg gggtacaaag ctccctattt
gccgttcacg aagctacata ctggtctagc 60gcgtgcacaa
70148318DNAArtificialalien
oligonucleotides 148ttctaatacg actcactata gggccatccg ggccatacgt
ttatagtagc gattgtttgc 60ccctaccagc aatcgcgccc agttagtaat ctaattttgg
gttgtcgagg cataaactgg 120tatgctcgtc tcgctcgacg agcggttgac gcctatcgct
gtgccacccc aatttgtctt 180ttgtccgggc caagagtacg acaacggggt attttggtac
tatatcccac gcgggctctt 240gtgcaaatta tggggctggt tactcgggtg tagcacgttt
tgcgaagact acgacagtaa 300aaaaaaaaaa aaaaaaaa
318149321DNAArtificialalien oligonucleotides
149ttctaatacg actcactata gggcatctat ctatgtcagt taccggcatg ggttatggat
60tcgtggaccg cgatgtgacg ttggggtttc cactcagatg tcgttattat cgggaaggta
120tccggttcac tatcacggcg attacttcgc gttgcgaagg gctaattttg ggttgtcgag
180gcataaactg gtatgctcgt ctcgctcgac gagcggttgc acgcctatcg cttccgcatg
240cgatcaacgc gtggtcaata cgtgtttaga accggtcgac gccagcttga cctactgcgt
300taaaaaaaaa aaaaaaaaaa a
321150323DNAArtificialalien oligonucleotides 150ttctaatacg actcactata
gggccctctc gtcccacgtt cgctcgtctt gttgacacta 60ctgacgggta tccctctaaa
tacttctctt ttgttaaggg tctcgaaaga tttctactct 120cgacgtacgt tggcagcgca
ctaagaacgg gtaatgtgct gtattttccg gtactgagtg 180gaacgacatg aagttggcgg
tcaggtcgtt atttcgcagc cacgcaccac tcggccacaa 240ctctcaggac gcatatataa
gacgcggaaa ggcatacacg tctacttaga gacaccgaga 300cttaaaaaaa aaaaaaaaaa
aaa
32315147DNAArtificialforward primer 151ttctaatacg actcactata gggcatctat
ctatgtcagt taccggc 4715248DNAArtificialreverse primer
152tttttttttt tttttttttt ttttctaata actgaggtga tttccgac
4815370DNAArtificialalien oligonucleotide 153ggtacgaatc tcccattgca
tggacaaata tagtccacgc attggacgca cccaccgatg 60gctctccaat
70
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