Protein Arrays and Methods of Use Thereof

Abstract
The present invention provides human protein arrays that include at least 1000 human proteins. In another embodiment, the present invention provides a method for identifying a substrate of an enzyme, comprising contacting the enzyme with a positionally addressable array comprising at least 100 proteins immobilized on functionalized glass surface, and identifying a protein on the positionally addressable array that is bound and/or modified by the enzyme, wherein a binding or modifying of the protein by the enzyme indicates that the protein is a substrate for the enzyme. In additional embodiments, provided herein are methods for making an array of at least 1000 human proteins under non-denaturing conditions, including human proteins that are difficult to express and/or difficult to isolate in a non-denatured state.
Description

Incorporated by reference herein in their entireties are Table 1, which is contained in the file named “Table 1,” (size 3,427 KB, created Sep. 15, 2005); Table 2, which is contained in the file named “Table 2” (size 7,350 KB, created Sep. 15, 2005); Table 3, which is contained in the file named “Table 3” (size 4,037 KB, created Sep. 15, 2005); Table 9, which is contained in the file named “Table 9” (size 849 KB, created Sep. 15, 2005); Table 10, which is contained in the file named “Table 10” (size 2,046 KB, created Sep. 15, 2005); Table 11, which is contained in the file named “Table 11” (size 1,316 KB, created Sep. 15, 2005), Table 13, which is contained in the file named “Table 13” (size 2,278 KB, created Sep. 15, 2005), and Table 18, which is contained in the file named “Table 18” (size 945 KB, created Sep. 15, 2005) which are all included on the Compact Disc that is filed herewith in duplicate labeled as “Copy 1” and “Copy 2.”


1. FIELD OF THE INVENTION

The present invention relates to the study of large numbers of proteins. More particularly, the present invention relates to protein microarrays and enzyme assays performed using positionally addressable arrays of proteins.


2. BACKGROUND OF THE INVENTION

A daunting task in the post-genome sequencing era is to understand the functions, modifications, and regulation of proteins (Fields et al., 1999, Proc Natl Acad. Sci. 96:8825; Goffeau et al., 1996, Science 274:563). This understanding will lead to the development of new and more effective diagnostic assays and medical treatments for human diseases. Although the human genome has been sequenced, making large numbers of molecules from the functional manifestation of the genome, the human proteome, available in a convenient format for analysis is likely to lead to tremendous increases in the speed at which new medical discoveries are made. However, it has not been demonstrated that high throughput recombinant methods, especially those using eurkaryotic expression systems, can be successfully employed to express, isolate, and array 1000 s of human proteins. This is especially true for microarrays that include difficult to express proteins and proteins that are difficult to isolate in a properly folded form, such as membrane proteins.


One subset of proteins, called protein kinases, are enzyme that modify and thereby regulate the function of other proteins, which are especially important targets for future medical therapies and diagnostics. The importance of protein kinases in virtually all processes regulating cell transduction illustrates the potential for kinases and their cellular substrates as targets for therapeutics. Considerable efforts have been made to elucidate kinase biology by identifying the substrate specificity of kinases and using this information for the prediction of new substrates. Some of the approaches used to date include creation of a database from annotated phosphorylation sites, prediction of substrate sequence patterns from available structures of kinase/peptide substrate complexes, and screening of peptide libraries and peptide arrays (MacBeath G, and Schreiber S L, Science, 2000, 289:1760-1763; Zhu H, et al., Science, 2001, 293:2101-2105.). More recent efforts include attempts to map the phosphoproteome using mass spectroscopy-based techniques. While these studies have provided some information about kinase biology, they have been severely limited by their complexity, expense, lack of sensitivity, the use of non-structured peptides and by poor representation of potential substrates in the screens. There is a need for methods and compositions that provide large numbers of kinases and/or kinase substrates in a form that retains their 3-dimensional structure, and in a configuration that can be used to identify these substrates and compounds that affect phosphorylation of the substrates.


Citation or identification of any reference in this section and in any other section of this application, shall not be considered an admission that such reference is available as prior art to the present invention. Furthermore, section headers used herein are for the reader's convenience only.


3. SUMMARY OF THE INVENTION

The present invention is based, in part, on the successful expression, isolation, and microarray spotting of greater than 5000 human proteins, including numerous proteins of categories that are believed to be difficult-to-express proteins and that are also difficult to isolate in a non-denatured state, such as membrane proteins, especially transmembrane proteins. At least some of the proteins that have been successfully expressed, isolated, and microarray spotted retain their 3 dimensional structure and are functional. Certain embodiments of the present invention are also based, in part, on the discovery that functionalized glass substrates, especially those functionalized with a polymer that includes an acrylate functional group, are particularly effective for enzymatic assays performed using protein microarrays, especially kinase substrate identification assays.


The present invention is directed to a positionally addressable array comprising 100 human proteins from the proteins listed in Table 9, Table 11, and Table 13, immobilized on a substrate. In particular embodiments, the array comprises 500, 1000, 2500, or 5000 human proteins from the proteins listed in Table 9, Table 11, and Table 13. In another embodiment, the positionally addressable array comprises 100 of the membrane proteins of Table 15 or comprises 250 of the membrane proteins of Table 15. In yet another embodiment, the positionally addressable array comprises 50 of the transmembrane proteins of Table 16 or all of the transmembrane proteins of Table 16. In yet another embodiment, the positionally addressable array comprises at least 25 of the G protein coupled receptors (GPCRs) of Table 17 or all of the GPCRs of Table 17. The proteins on the positionally addressable array can be present on the array at a density of between 500 proteins/cm2 and 10,000 proteins/cm2. In particular embodiments, the proteins are non-denatured proteins, full-length proteins, non-denatured, full-length, recombinant fusion proteins comprising a tag.


The substrate on which the proteins are immobilized can be a functionalized glass slide. In a particular embodiment, the functionalized glass slide comprises a polymer comprising an acrylate group, wherein the polymer overlays a glass surface. In yet another embodiment, the substrate is a Protein slides II functionalized glass protein microarray substrate available from Full Moon Biosystems, Inc. (Sunnyvale, Calif.).


In another embodiment, the present invention is directed to a method for detecting a binding protein, comprising (a) contacting a probe with a positionally addressable array comprising at least 1000 human proteins of the proteins listed in Table 9, Table 11, and Table 13; and (b) detecting a protein-protein interaction between the probe and a protein of the array. In one embodiment, the proteins are produced in a eukaryotic cell and isolated under non-denaturing conditions. In another embodiment, the proteins are full-length proteins. In yet another embodiment, the proteins are non-denatured, full-length, recombinant fusion proteins comprising a GST or 6XHIS tag.


The present invention is also directed to a method for identifying a substrate of an enzyme, comprising contacting the enzyme with a positionally addressable array comprising at least 100 proteins immobilized on a functionalized glass slide, and identifying a protein on the positionally addressable array that is modified by the enzyme, wherein a modifying of the protein by the enzyme indicates that the protein is a substrate for the enzyme. The modifying of the protein by the enzyme can be identified by detecting on the array, signals generated from the protein that are at least 2-fold greater than signals obtained using the protein in a negative control assay; or detecting signals generated from the protein that are greater than 3 standard deviations greater than the median signal value for all negative control spots on the array. The enzyme activity that modifies the protein can be a chemical group transferring enzymatic activity. In another embodiment, the enzyme activity can be kinase activity, protease activity, phosphatase activity, glycosidase, or acetylase activity.


In another embodiment, the method for identifying a substrate of an enzyme further comprising contacting the probe with the functionalized glass slide in the presence and absence of a small molecule and determining whether the small molecule affects enzymatic modification of the substrate by the enzyme.


In particular embodiments, the functionalized glass slide comprises a three-dimensional porous surface comprising a polymer overlaying a glass surface. In another embodiment, the polymer overlying the glass surface comprises acrylate. The functionalized glass substrate can comprise multiple functional protein-specific binding sites. In a particular embodiment, the substrate is a Protein slides II protein microarray substrate available from Full Moon Biosystems, Inc. (Sunnyvale, Calif.).


In another embodiment, the array on the functionalized glass slide comprises at least 1000 human proteins of the proteins listed in Table 9, Table 11, and Table 13; at least 10,000 proteins expressed from the human genome; or at least 2500 human proteins of the proteins encoded by the sequences listed in Table 2. The proteins on the array can be produced under non-denaturing conditions. The proteins on the array can be full length human proteins produced in eukaryotic cells as non-denatured recombinant fusion proteins comprising a tag. The proteins on the array can comprise at least 50 transmembrane proteins of Table 16.


The present invention is also directed to a method for generating revenue, comprising (a) proving a service to a customer for identifying one or more enzyme substrates by performing a method for identifying a substrate of an enzyme, comprising contacting the enzyme with a positionally addressable array comprising at least 100 proteins immobilized on a functionalized glass slide, and identifying a protein on the positionally addressable array that is modified by the enzyme, wherein a modifying of the protein by the enzyme indicates that the protein is a substrate for the enzyme.


The present invention is also directed to a method for identifying a first kinase substrate for a customer, comprising, (a) providing access to the customer, to a service for identifying a substrate of a kinase, comprising (i) receiving an identity of a first kinase from a customer; (ii) contacting the first kinase under reaction conditions with a positionally addressable array comprising at least 100 proteins immobilized on a functionalized glass substrate; and (iii) identifying a protein on the positionally addressable array that is modified by the first kinase, wherein a modifying of the protein by the first kinase indicates that the protein is a substrate for the first kinase; and (b) providing an identity of the substrate to the customer. The method can further comprise repeating the service with a second kinase. In one embodiment, at least 100 immobilized proteins are from a first mammalian species. In another embodiment, the service is repeated using a positionally addressable array comprising at least 100 proteins from a second species, immobilized on a functionalized glass substrate. The method can also further comprise providing the substrate in an isolated form to the client. The method can also further comprise providing access to the customer to a purchasing function for purchasing any cell of a population of cells that express the substrate.


The present invention is also directed to a method for making an array of proteins, which method comprises cloning each open reading frame from a population of open reading frames into a baculovirus vector to generate a recombinant baculovirus vector, said vector comprising a promoter that directs expression of a fusion protein, which fusion protein comprising the open reading frame linked to a tag; expressing the fusion proteins generated for each of the population of open reading frames using insect cells; isolating the fusion proteins using affinity chromatography directed to the tag; and spotting the isolated proteins on a substrate. In one embodiment, the cells are sf9 cells. In another embodiment, the tag is a GST tag. The array of proteins can comprise 1000 full length mammalian proteins. Optionally, the proteins are human proteins. Further, the array can comprise at least 250 membrane proteins of Table 15, at least 50 transmembrane proteins of Table 16, or at least 25 G-protein coupled receptor proteins of Table 17. In another embodiment, the proteins are expressed, isolated, and spotted in a high-thoughput manner, under non-denaturing conditions.


The present invention is also directed to a positionally addressable array comprising at least 100 human proteins from the proteins encoded by the sequences whose accession numbers are listed in Table 1, Table 3, Table 5, Table 6, Table 9, Table 11, or Table 13 immobilized on a substrate. The present invention is also directed to a positionally addressable array comprising at least 50% of the proteins of a grouping listed in Table 10 immobilized on a substrate.


The present invention is also directed to a positionally addressable array comprising at least 50 human proteins that are difficult to express and/or difficult to isolate in a non-denatured state immobilized on a substrate. In one embodiment, the array comprises 50 human transmembrane proteins. The transmembrane proteins can comprise 50 of the transmembane proteins listed in Table 16 or can comprise 25 of the G-protein coupled receptors listed in Table 17. In another embodiment, the array comprises 100 human transmembrane proteins. In yet another embodiment, the transmembrane proteins are non-denatured transmembrane proteins. In yet another embodiment, at least one of the transmembrane proteins comprises a post-translational modification.





4. BRIEF DESCRIPTION OF THE FIGURES


FIG. 1. Kinase Substrate Profiling Service Workflow



FIG. 2. A. Negative Control (Autophosphorylation) Experiment with the Yeast ProtoArray™ KSP Proteome Positionally addressable array. B. Positive Control (PKA) Experiment with the Yeast ProtoArray™ KSP Proteome Positionally addressable array.



FIG. 3. Phosphorylation of unique substrates by on-test kinase. Selected subarrays from Yeast ProtoArray KSP Proteome Positionally addressable arrays incubated with 33P-ATP only (left), 33P-ATP and PKA (middle), and 33P-ATP plus on-test kinase are shown.



FIG. 4. Top 200 proteins phosphorylated by an on-test kinase. The dark gray line indicates 3 standard deviations over the background. The light gray line indicates 5 standard deviations over the background.





5. DETAILED DESCRIPTION OF THE INVENTION
Protein Arrays

The present invention is based, in part, on Applicants' construction of a positionally addressable array of proteins containing over 5000 human proteins. The positionally addressable arrays of human proteins (also referred to as “protein chips” herein) provided herein can be used for global analyses of protein interactions and activities, such as enzymatic activities, as well as for the analysis of the affect of small molecules and other on-test molecules on these protein interactions and activities. The inventors have for the first time, successfully expressed in eukaryotic cells at a level of at least 19 nM, thousands of human proteins under non-denaturing conditions, including numerous human proteins of a class of proteins that are considered difficult to express proteins and difficult to isolate in a non-denatured state, including over 50 transmembrane proteins. The inventors subsequently isolated the proteins using a GST fusion tag and microarrayed the proteins. The inventors have confirmed that at least some of the expressed and arrayed human proteins appear to retain their 3-dimensional structure using epitope specific antibodies that require proper 3-dimensional folding, and by confirming protein-protein interactions identified on the array, using other methods that are also performed under non-denaturing conditions.


Table 1, filed herewith on CD in the file named “Table 1,” lists the coding sequences encoding human proteins that the inventors attempted to express and isolate using the protein production and isolation methods disclosed in Example 1 herein. Table 2, filed herewith on CD, includes the identities of coding sequences encoding human proteins that include the proteins encoded by the coding sequences of Table 1 and additional coding sequences to which the inventors have obtained clones whose human open reading frame inserts can be removed and inserted into a pDEST20 vector, in a manner similar to that which was successfully performed for the majority of coding sequences encoding the proteins of Tables 9, 11, and 13. Table 3 provides a list, including coding sequences, of proteins that the inventors expressed at a concentration of at least 19.2 nM, isolated, and microarrayed according to the method provided in Example 1 in production lot 4.1. Tables 5 and 7 provide a list including concentration information (Table 7 last column (nM)) of proteins that were successfully expressed, isolated, and microarrayed according to the methods provided in Example 1 in production lot 4.1. Table 6 provides a list of the 176 human kinases that were expressed, isolated, and microarrayed using the methods provided in Example 1. Table 8 provides a list of human kinases that were expressed, isolated, and microarrayed using the methods provided in Example 1. Tables 9 and 11 provide the sequences of proteins that were successfully expressed, isolated and microarrayed using the methods provided in Example 1 in different production lots (4.1 and 5.1 respectively). Table 10 lists the proteins and associated Gene Ontology (GO) information for proteins that were successfully expressed, isolated, and microarrayed using the methods of Example 1 in production lot 5.1.


Table 13, filed herewith on CD in the file named “Table 13,” provides the amino acid sequences, accession numbers, ORF identifier, and FASTA header for 5034 human proteins that the inventors have expressed at a concentration of at least 19.2 nM, isolated, and microarrayed using the protein production, isolation, and microarray system provided in Example 1 herein as production lot 5.2. Table 15, provided herewith provides the 429 proteins classified in the GO categories as “membrane proteins,” that were expressed, isolated, and microarrayed as part of production lot 5.2, using the methods provided in Example 1. Table 16, provided herewith, provides the 88 proteins classified in the GO categories as “transmembrane proteins,” that were expressed, isolated, and microarrayed as part of production lot 5.2, using the methods provided in Example 1. Table 17, provided herewith, provides a list of 42 G-protein coupled receptors that have been expressed, isolated, and microarrayed using the methods provided in Example 1 as part of production lot 5.2. Table 18, filed herewith on CD in the file named “Table 18,” provides the names, identifiers and concentrations at the time of microarray spotting (number in “name” column after “˜”) for proteins expressed in production lot 5.2, as well as microarray positional information.


The present invention is directed to a positionally addressable array comprising 100 human proteins from the proteins listed in Table 9, Table 11, and Table 13, immobilized on a substrate. In particular embodiments, the array comprises 500, 1000, 2500, or 5000 human proteins from the proteins listed in Table 9, Table 11, and Table 13. In another embodiment, the positionally addressable array comprises 100 of the membrane proteins of Table 15 or comprises 250 of the membrane proteins of Table 15. In yet another embodiment, the positionally addressable array comprises 50 of the transmembrane proteins of Table 16 or all of the transmembrane proteins of Table 16. In yet another embodiment, the positionally addressable array comprises at least 25 of the G protein coupled receptors (GPCRs) of Table 17 or all of the GPCRs of Table 17. The proteins on the positionally addressable array can be present on the array at a density of between 500 proteins/cm2 and 10,000 proteins/cm2. In particular embodiments, the proteins are non-denatured proteins, full-length proteins, non-denatured, full-length, recombinant fusion proteins comprising a tag.


The substrate on which the proteins are immobilized can be a functionalized glass slide. In a particular embodiment, the functionalized glass slide comprises a polymer comprising an acrylate group, wherein the polymer overlays a glass surface. In yet another embodiment, the substrate is a Protein slides II functionalized glass protein microarray substrate available from Full Moon Biosystems, Inc. (Sunnyvale, Calif.).


In another embodiment, the present invention is directed to a method for detecting a binding protein, comprising (a) contacting a probe with a positionally addressable array comprising at least 1000 human proteins of the proteins listed in Table 9, Table 11, and Table 13; and (b) detecting a protein-protein interaction between the probe and a protein of the array. In one embodiment, the proteins are produced in a eukaryotic cell and isolated under non-denaturing conditions. In another embodiment, the proteins are full-length proteins. In yet another embodiment, the proteins are non-denatured, full-length, recombinant fusion proteins comprising a GST or 6XHIS tag.


The present invention is also directed to a method for identifying a substrate of an enzyme, comprising contacting the enzyme with a positionally addressable array comprising at least 100 proteins immobilized on a functionalized glass slide, and identifying a protein on the positionally addressable array that is modified by the enzyme, wherein a modifying of the protein by the enzyme indicates that the protein is a substrate for the enzyme. The modifying of the protein by the enzyme can be identified by detecting on the array, signals generated from the protein that are at least 2-fold greater than signals obtained using the protein in a negative control assay; or detecting signals generated from the protein that are greater than 3 standard deviations greater than the median signal value for all negative control spots on the array. The enzyme activity that modifies the protein can be a chemical group transferring enzymatic activity. In another embodiment, the enzyme activity can be kinase activity, protease activity, phosphatase activity, glycosidase, or acetylase activity.


In another embodiment, the method for identifying a substrate of an enzyme further comprising contacting the probe with the functionalized glass slide in the presence and absence of a small molecule and determining whether the small molecule affects enzymatic modification of the substrate by the enzyme.


In particular embodiments, the functionalized glass slide comprises a three-dimensional porous surface comprising a polymer overlaying a glass surface. In another embodiment, the polymer overlying the glass surface comprises acrylate. The functionalized glass substrate can comprise multiple functional protein-specific binding sites. In a particular embodiment, the substrate is a Protein slides II protein microarray substrate available from Full Moon Biosystems, Inc. (Sunnyvale, Calif.).


In another embodiment, the array on the functionalized glass slide comprises at least 1000 human proteins of the proteins listed in Table 9, Table 11, and Table 13; at least 10,000 proteins expressed from the human genome; or at least 2500 human proteins of the proteins encoded by the sequences listed in Table 2. The proteins on the array can be produced under non-denaturing conditions. The proteins on the array can be full length human proteins produced in eukaryotic cells as non-denatured recombinant fusion proteins comprising a tag. The proteins on the array can comprise at least 50 transmembrane proteins of Table 16.


The present invention is also directed to a method for generating revenue, comprising (a) proving a service to a customer for identifying one or more enzyme substrates by performing a method for identifying a substrate of an enzyme, comprising contacting the enzyme with a positionally addressable array comprising at least 100 proteins immobilized on a functionalized glass slide, and identifying a protein on the positionally addressable array that is modified by the enzyme, wherein a modifying of the protein by the enzyme indicates that the protein is a substrate for the enzyme.


The present invention is also directed to a method for identifying a first kinase substrate for a customer, comprising, (a) providing access to the customer, to a service for identifying a substrate of a kinase, comprising (i) receiving an identity of a first kinase from a customer; (ii) contacting the first kinase under reaction conditions with a positionally addressable array comprising at least 100 proteins immobilized on a functionalized glass substrate; and (iii) identifying a protein on the positionally addressable array that is modified by the first kinase, wherein a modifying of the protein by the first kinase indicates that the protein is a substrate for the first kinase; and (b) providing an identity of the substrate to the customer. The method can further comprise repeating the service with a second kinase. In one embodiment, at least 100 immobilized proteins are from a first mammalian species. In another embodiment, the service is repeated using a positionally addressable array comprising at least 100 proteins from a second species, immobilized on a functionalized glass substrate. The method can also further comprise providing the substrate in an isolated form to the client. The method can also further comprise providing access to the customer to a purchasing function for purchasing any cell of a population of cells that express the substrate.


The present invention is also directed to a method for making an array of proteins, which method comprises cloning each open reading frame from a population of open reading frames into a baculovirus vector to generate a recombinant baculovirus vector, said vector comprising a promoter that directs expression of a fusion protein, which fusion protein comprising the open reading frame linked to a tag; expressing the fusion proteins generated for each of the population of open reading frames using insect cells; isolating the fusion proteins using affinity chromatography directed to the tag; and spotting the isolated proteins on a substrate. In one embodiment, the cells are sf9 cells. In another embodiment, the tag is a GST tag. The array of proteins can comprise 1000 full length mammalian proteins. Optionally, the proteins are human proteins. Further, the array can comprise at least 250 membrane proteins of Table 15, at least 50 transmembrane proteins of Table 16, or at least 25 G-protein coupled receptor proteins of Table 17. In another embodiment, the proteins are expressed, isolated, and spotted in a high-thoughput manner, under non-denaturing conditions.


The present invention is also directed to a positionally addressable array comprising at least 100 human proteins from the proteins encoded by the sequences whose accession numbers are listed in Table 1, Table 3, Table 5, Table 6, Table 9, Table 11, or Table 13 immobilized on a substrate. The present invention is also directed to a positionally addressable array comprising at least 50% of the proteins of a grouping listed in Table 10 immobilized on a substrate.


The present invention is also directed to a positionally addressable array comprising at least 50 human proteins that are difficult to express and/or difficult to isolate in a non-denatured state immobilized on a substrate. In one embodiment, the array comprises 50 human transmembrane proteins. The transmembrane proteins can comprise 50 of the transmembane proteins listed in Table 16 or can comprise 25 of the G-protein coupled receptors listed in Table 17. In another embodiment, the array comprises 100 human transmembrane proteins. In yet another embodiment, the transmembrane proteins are non-denatured transmembrane proteins. In yet another embodiment, at least one of the transmembrane proteins comprises a post-translational modification.


Proteins that are difficult-to-express proteins and that are also difficult to isolate in a non-denatured state, include proteins that were previously believed to require special conditions in order to be successfully expressed and isolated in a native form. For example, proteins such as those associated with membranes, especially transmembrane proteins were previously believed to require special conditions to be successfully expressed and isolated in a native form.


In another embodiment, the present invention provides a positionally addressable array comprising at least 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, or all human proteins from the proteins encoded by the sequences listed in Table 1, immobilized on a substrate. Table 1 is provided in computer readable form on the CD filed herewith, as the file named “Table 1.”


In yet another embodiment, the present invention provides a positionally addressable array comprising at least 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, 4000, 5000, 6000, 7000, 7500, or all human proteins encoded by the sequences listed in Table 2, immobilized on a solid support. Table 2 is provided in computer readable form on the CD filed herewith, as the file named “Table 2.”


In certain embodiments, the present invention provides a positionally addressable array comprising at least 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, or all human proteins from the proteins encoded by the sequences listed in Table 1;

    • at most 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, or all human proteins from the proteins encoded by the sequences listed in Table 1;
    • at least 3500, 4000, 4500, 5000, 7500, 10,000, substantially all, or all human proteins expressed from the human genome;
    • at most 3500, 4000, 4500, 5000, 7500, 10,000, substantially all, or all human proteins expressed from the human genome;
    • at least 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, 4000, or 5000, 6000, 7000, 7500, or all proteins encoded by the sequences listed in Table 2;
    • at most 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, 4000, or 5000, 6000, 7000, 7500, or all proteins encoded by the sequences listed in Table 2;
    • at least 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, or all human proteins from the proteins encoded by the sequences listed in Table 3;
    • at most 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, or all human proteins from the proteins encoded by the sequences listed in Table 3;
    • at least 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500 or all human proteins from the proteins encoded by the sequences whose accession numbers are listed in Table 5 or Table 7 or Table 9;
    • at most 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500 or all human proteins from the proteins encoded by the sequences whose accession numbers are listed in Table 5 or Table 7;
    • at least 10, 20, 25, 50, 75, 100, 150, or all human proteins from the proteins encoded by the sequences whose accession numbers are listed in Table 6 or Table 8;
    • at most 10, 20, 25, 50, 75, 100, 150, or all human proteins from the proteins encoded by the sequences whose accession numbers are listed in Table 6 or Table 8;
    • at least 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, 4000, 5000, 6000, 7000, 8000, 9000, 10000, 11000, 12000, 13000, 14000, 15000, 16000, 17000, 17500, or all proteins listed in Table 10;
    • at most 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, 4000, or 5000, 6000, 7000, 8000, 9000, 10000, 11000, 12000, 13000, 14000, 15000, 16000, 17000, 17500, or all proteins listed in Table 10;
    • at least 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, or all proteins listed in Table 9 and/or Table 11; or
    • at most 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, or all proteins listed in Table 9 and/or Table 11;
    • at least 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, 4000, 5000, or all proteins listed in Table 13; or
    • at most 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, 4000, 5000 or all proteins listed in Table 13.


In certain aspects, arrays of the present invention include at least 1, and typically at least 25, 50, 100, 200, 300, or 400 difficult-to-express proteins that are also difficult to isolate in a non-denatured state. Preferably, these proteins are arrayed in a non-denatured state. For example, in illustrative aspects, the arrays comprise at least 400 or all proteins of the membrane proteins of Table 15, at least 50 or all of the transmembrane proteins of Table 16, and/or at least 25 or all of the GPCRs of Table 17.


In certain embodiments, the present invention provides a positionally addressable array comprising at least 5%, 10%, 15%, 20%, 25%, 30%, 40%, 50%, 60%, 70%, 80%, 85%, 90%, 95%, 96%, 97%, 98%, 99%, or all human proteins of a grouping of proteins listed in Table 10. In certain embodiments, the present invention provides a positionally addressable array comprising at most 5%, 10%, 15%, 20%, 25%, 30%, 40%, 50%, 60%, 70%, 80%, 85%, 90%, 95%, 96%, 97%, 98%, 99%, or all human proteins of a grouping of proteins listed in Table 10. Each grouping provides proteins with a particular functional aspect. The groupings listed in Table 10 are gene ontology, biological process, behavior, biological process unknown, cell communication, cell-cell signaling, signal transduction, development, cell differentiation, embryonic development, growth, cell growth, morphogenesis, regulation of gene expression, reproduction, physiological process, cell death, cell growth and/or maintenance, cell homeostasis, cell organization and biogenesis, cytoplasm organization and biogenesis, organelle organization and biogenesis, cytoskeleton organization and biogenesis, cell proliferation, cell cycle, transport, ion transport, protein transport, death, metabolism, amino acid and derivative metabolism, biosynthesis, protein biosynthesis, carbohydrate metabolism, catabolism, coenzyme and prosthetic group metabolism, electron transport, energy pathways, lipid metabolism, nucleobase, nucleoside, nucleotide and nucleic acid metabolism, DNA metabolism, transcription, protein metabolism, protein biosynthesis, protein modification, secondary metabolism, response to biotic stimulus, response to endogenous stimulus, response to external stimulus, response to abiotic stimulus, cellular component, cell, external encapsulating structure, cell envelope, cell wall, intracellular, chromosome, nuclear chromosome, cytoplasm, cytoplasmic vesicle, cytoskeleton, cytosol, endoplasmic reticulum, endosome, golgi apparatus, microtubule organizing center, mitochondrion, peroxisome, ribosome, vacuole, lysosome, nucleus, nuclear chromosome, nuclear membrane, nucleolus, nucleoplasm, ribosome, nuclear membrane, plasma membrane, cellular_component unknown, extracellular, extracellular matrix, extracellular space, unlocalized, molecular_function, antioxidant activity, binding, calcium ion binding, carbohydrate binding, lipid binding, nucleic acid binding, DNA binding, chromatin binding, transcription factor activity, RNA binding, translation factor activity, nucleic acid binding, nucleotide binding, protein binding, ytoskeletal protein binding, actin binding, receptor binding, catalytic activity, hydrolase activity, nuclease activity, peptidase activity, phosphoprotein phosphatase activity, kinase activity, protein kinase activity, transferase activity, enzyme regulator activity, molecular_function unknown, motor activity, signal transducer activity, receptor activity, receptor binding, structural molecule activity, transcription regulator activity, translation regulator activity, translation factor activity nucleic acid binding, transporter activity, electron transporter activity, ion channel activity, neurotransmitter transporter activity.


In certain embodiments, the invention provides a protein microarray with proteins of at least 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, 25, 50, 75, or at least 100 or all groupings of the proteins in Table 10. In certain embodiments, the invention provides a protein microarray with proteins of at most 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, 25, 50, 75, or at least 100 or all groupings of the proteins in Table 10.


Furthermore, the invention provides a positionally addressable protein microarray comprising at least 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, 25, 30, 35, 40, 50, 75, 100, 200, 250, 500, 750, 1000, 1500, or all human proteins of a grouping of proteins listed in Table 10. Furthermore, the invention provides a positionally addressable protein microarray comprising at most 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, 25, 30, 35, 40, 50, 75, 100, 200, 250, 500, 750, 1000, 1500, or all human proteins of a grouping of proteins listed in Table 10.


Furthermore, the invention provides a positionally addressable protein microarray comprising at least 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, 25, 30, 35, 40, 50, 75, 100, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, or all human proteins of a grouping of proteins listed in Table 9, Table 11, and/or Table 13. Furthermore, the invention provides a positionally addressable protein microarray comprising at most 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, 25, 30, 35, 40, 50, 75, 100, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, or all human proteins of a grouping of proteins listed in Table 9, Table 11, and/or Table 13. The proteins in illustrative embodiments are non-denatured, full-length, and/or recombinant fusion proteins, that preferably include a tag, especially a GST tag, and optionally at least one of which, and more preferably at least 100 of which, include at least one post-translational modification. In illustrative aspects, the proteins include a non-native TAG stop codon. In certain illustrative embodiments, the arrays include at least 10 human autoantigens, preferably non-denatured autoantigens.


In certain aspects, the array comprises no more than 3000, 3500, 4000, 5000, 6000, 7000, 8000, 9000, or 10000 proteins. In another embodiment, the present invention provides a positionally addressable array of at least 3500, 4000, 4500, 5000, 7500, 10,000, substantially all, or all human proteins expressed from the human genome, immobilized on a solid support. In another related embodiment, the present invention provides a positionally addressable array of at least 10%, 20%, 25%, 30%, 35%, 40%, 50%, 60%, 70%, 75%, 80%, 90%, 95%, 96%, 97%, 98%, or 99% of human proteins expressed from the human genome, immobilized on a solid support. Isoforms and variants of a protein are considered 1 protein for this percentage determination. In certain aspects of this embodiment, the human proteins comprise at least 1000 proteins from the proteins encoded by the sequences listed in Table 1 and/or Table 2, immobilized on a solid support. In certain illustrative examples, the array is a functional protein array.


Positionally addressable arrays provided herein are typically a high-density positionally addressable array of proteins, comprising a density of at least 500 proteins/cm2, at least 1000 proteins/cm2, at least 2000 proteins/cm2, at least 3000 proteins/cm2, at least 5000 proteins/cm2, or at least 10,000 proteins/cm2. In certain aspects, the density is between 500 proteins/cm2 and 5000 proteins/cm2. In certain aspects, the positionally addressable arrays comprise at least 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 20, 25, 50, 75, 100, or all members of a class or a plurality of classes of human proteins. The plurality of classes includes 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 20, or 25 classes, for example. Typically, for arrays comprising less than 5 members of any class, there are at least 5 classes of functional proteins represented on the array. A class can be a group of gene products that are related according to molecular function, biological process, or cellular component. Such a relationship can be established, for example, using the gene ontology-based system available on the worldwide web at geneontology.org, incorporated herein by reference in its entirety. For example, the positionally addressable array can include at least 1 member of at least 10 different molecular function ontology-based classifications of proteins. In certain aspects, the positionally addressable arrays include at least 1 member of human proteins for each known ontology-based molecular function, biological process, and/or cellular component classification for human proteins.


The proteins on the positionally addressable arrays provided herein are typically produced under non-denaturing conditions. Furthermore, the proteins in illustrative examples, are full-length proteins, and can include additional tag sequences. Accordingly, the proteins in certain aspects, are full-length recombinant fusion proteins. Therefore, the invention encompasses a method for detecting a binding protein comprising the steps of contacting a probe with a positionally addressable array comprising a plurality of fusion proteins, with each protein being at a different position on a solid support, wherein the fusion protein comprises a first tag and a protein sequence encoded by genomic nucleic acid of an organism, and detecting any protein-probe interaction. As described above, in certain embodiments, the two tags are His or GST.


Also provided are methods for using positionally addressable arrays of proteins provided herein. The positionally addressable array of proteins of the invention can be used, for example, to identify protein-protein interactions, to identify a binding protein, or to identify enzymatic activity. Thus, the invention encompasses a method for detecting a binding protein comprising contacting a probe with a positionally addressable array comprising a plurality of proteins, with each protein being at a different position on a solid support, and detecting the binding of the probe to a protein on the array, wherein the plurality of proteins comprises one of the following:

    • at least 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, or all human proteins from the proteins encoded by the sequences listed in Table 1;
    • at least 3500, 4000, 4500, 5000, 7500, 10,000, substantially all, or all human proteins expressed from the human genome;
    • at least 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, 4000, or 5000, 6000, 7000, 7500, or all proteins encoded by the sequences listed in Table 2; or
    • at least 10%, 20%, 25%, 30%, 35%, 40%, 50%, 60%, 70%, 75%, 80%, 90%, 95%, 96%, 97%, 98%, or 99% of human proteins expressed from the human genome.


The present invention also provides a method for detecting a binding protein comprising the steps of contacting a sample of biotinylated proteins with a positionally addressable array comprising a plurality of proteins, with each protein being at a different position on a solid support, contacting the array with streptavidin conjugated to a detectable label, such as a fluorescent label, and detecting positions on the array at which fluorescence occurs, wherein the fluorescence is indicative of an interaction between a biotinylated protein and a protein on the array. The positionally addressable array is a protein microarray provided herein.


The present invention also provides a method for detecting a binding protein comprising the steps of contacting a biotinylated protein or a sample of biotinylated proteins with a positionally addressable array comprising a plurality of proteins, with each protein being at a different position on a solid support, contacting the array with streptavidin conjugated to a detectable label, such as a fluorescent label, and detecting positions on the array at which fluorescence occurs, wherein the fluorescence is indicative of an interaction between a biotinylated protein and a protein on the array. The positionally addressable array is a protein microarray provided herein. The biotinylated protein or the sample of biotinylated proteins can be biotinylated in vitro or in vivo. For example the biotinylated protein can be biotinylated using commercially available products. In one example, the biotinylated protein is biotinylated in vivo using a Bioease tag (Invitrogen, Carlsbad, Calif.).


The present invention encompasses a positionally addressable array comprising a plurality of proteins, with each protein being at a different position on a solid support, wherein the plurality of proteins comprises at least one protein encoded by at least 10%, 20%, 30%, 40%, 50%, 60%, 70%, 80%, 90%, 95%, or 99% of the known human genes, i.e., all protein isoforms and splice variants derived from a gene are considered one protein.


A positionally addressable array provides a configuration such that each probe or protein of interest is at a known position on the solid support thereby allowing the identity of each probe or protein to be determined from its position on the array. Accordingly, each protein on an array is preferably located at a known, predetermined position on the solid support such that the identity of each protein can be determined from its position on the solid support.


Proteins of the positionally addressable arrays of proteins of the invention include full-length proteins, portions of full-length proteins, and peptides, which can be prepared by recombinant overexpression, fragmentation of larger proteins, or chemical synthesis. In certain illustrative examples, the proteins are full-length proteins, such as full-length recombinant fusion proteins. Proteins can be overexpressed in cells derived from, for example, yeast, bacteria, insects, humans, or non-human mammals such as mice, rats, cats, dogs, pigs, cows and horses. The proteins can be native or denatured, but are preferably native or at least isolated under non-denaturing conditions. Furthermore, the proteins can be devoid of post-translational modifications, for example by expression in a bacteria or by enzymatic treatment, or can include post-translational modifications, for example by expression in eukaryotic cells. Further, fusion proteins comprising a defined domain attached to a natural or synthetic protein can be used. Proteins of the protein arrays can be purified prior to being attached to the solid support of the chip. Also the proteins of the proteome purified can be purified, or further purified, during attachment to the positionally addressable array of proteins.


The solid support used for the positionally addressable arrays of proteins of the present invention can be constructed from materials such as, but not limited to, silicon, glass, quartz, polyimide, acrylic, polymethylmethacrylate (LUCITE®, Lucite International, Southhampton, UK), ceramic, nitrocellulose, amorphous silicon carbide, polystyrene, and/or any other material suitable for microfabrication, microlithography, or casting. For example, the solid support can be a hydrophilic microtiter plate (e.g., MILLIPORE™, Millipore Corp., Billerica, Mass.) or a nitrocellulose-coated glass slide. Nitrocellulose-coated glass slides for making protein (and DNA) positionally addressable arrays are commercially available (e.g., from Schleicher & Schuell (Keene, N. H.), which sells glass slides coated with a nitrocellulose based polymer (Cat. no. 10 484 182)).


In illustrative aspects, proteins of the array are immobilized on a functionalized glass substrate. This aspect is particularly useful for embodiments that include methods for determining enzyme activity, especially kinase activity, or for methods for identifying enzyme substrates, such as kinase substrate identification methods. In certain embodiments, a glass slide can be functionalized with an epoxy silane (Available from, for example, Schott-Nexterion and Erie Scientific).


In preferred embodiments, the functionalized glass slides can be functionalized with a polymer that contains an acrylate functional group, optionally including cellulose. Furthermore, in these preferred embodiments, the functionalized glass substrate can be a substrate with a three-dimensional porous surface comprising a polymer overlaying a glass surface. The three-dimensional porous surface comprising a polymer overlaying a glass surface, in certain aspects, typically allows proteins to be nested therein. The surface typically includes multiple functional protein-specific binding sites. The surface in illustrative examples, is hydrophobic. In especially preferred aspects of these preferred embodiments, the substrate is Protein slides I or Protein slides II (catalog numbers 25, 25B, 50, or 50B) available from Full Moon Biosystems, Sunnyvale, Calif. In certain aspects, the substrate is Protein slides II (cat. No. 25, 25B, 50, or 50B) from Full Moon Biosystems. In other aspects, the positionally addressable array of proteins utilize substrates such as a Corning UltraGAPS (Corning, Cat. No. 40015), GAPS II (Corning, Cat. No. 40003), Super Epoxy slides (TeleChem), Nickel Chelate-coated slides (available for example from Greiner Bio-One Inc., Longwood, Fla. or from Xenopore, Hawthorne, N.J.), or Low Background Aldehyde slides (available from Microsurfaces Inc., Minneapolis, Minn.).


Accordingly, in one embodiment, the positionally addressable array of proteins comprises a plurality of proteins that are applied to the surface of a solid support, wherein the density of the sites at which protein are applied is at least 100 sites/cm2, 1000 sites/cm2, 10,000 sites/cm2, 100,000 sites/cm2, or 1,000,000 sites/cm2. Each individual isolated protein sample is preferably applied to a separate site on the array, typically a microarray. The identity of the protein(s) at each site on the chip is/are known. Typically duplicates of individual isolated proteins are applied to spots on the array.


In order to produce arrays of hundreds or thousands of proteins, it was necessary to convert genetic information into hundreds or thousands of pure proteins. As illustrated in the Examples provided herein, although the basic technologies necessary for producing this content for a few proteins at a time have been in place for a number of years, the high-throughput method disclosed herein for cloning, expression, purification, and microarraying of thousands of functional proteins is unique. Using this method, open reading frames encoding over 3400 recombinant human fusion proteins were cloned, expressed, purified and arrayed. The human cDNAs were cloned into a Gateway entry vector, completely sequence-verified, expressed as GST and/or 6XHis-fusions in a high-throughput baculovirus-based system, and purified using affinity chromatography. Purified proteins along with appropriate controls were arrayed on functionalized glass slides.


Accordingly, the present invention provides a method for making an array of proteins, comprising:

    • cloning each open reading from of a population of open reading frames into a baculovirus vector to generate a recombinant baculovirus vector comprising a promoter that directs expression of a fusion protein comprising the open reading frame linked to a tag;
    • expressing the fusion proteins generated for each of the population of open reading frames using insect cells;
    • isolating the fusion proteins using affinity chromatography directed to the tag; and
    • spotting the isolated protein on a substrate.


In certain aspects, the proteins are mammalian proteins, for example, human proteins, preferably at least 100, 200, 250, 500, 1000, 2000, 2500, 3000, 4000, 5000, or all of the proteins in Table 9, Table 11, and/or Table 13, preferably recombinantly expressed in a eukaryotic system, and most preferably isolated under non-denaturing conditions as a fusion protein with a tag. In preferred aspects, the arrays include at least 50 difficult to express proteins that are also difficult to isolate in a non-denatured state, such as membrane proteins, especially transmembrane proteins, at least some of which can be GPCRs. In illustrative embodiments, the proteins are expressed at a concentration of at least 1, 5, 10, 15, 16, 17, 18, 19, or 19.2 nM. Furthermore, at least 40 ul of the protein can be expressed, and preferably at least 100 ul or 200 ul of protein is expressed. Any expression construct having an inducible promoter to drive protein synthesis can be used in accordance with the methods of the invention. Preferably, the expression construct is tailored to the cell type to be used for transformation. Compatibility between expression constructs and host cells are known in the art, and use of variants thereof are also encompassed by the invention. In certain illustrative embodiments, the expression construct is a baculovirus construct.


Methods are known to clone open reading frames into a baculovirus vector such that a promoter on the baculovirus vector directs expression of a fusion protein comprising the open reading frame linked to a tag. The open reading frame can be cloned from virtually any source including genomic DNA and cDNA. In certain aspects, the open reading frame is cloned into a vector such that it is in frame with the tag. In certain aspects, the multiple open reading frames are cloned into a vector such that a complex comprising more than one subunit open reading frame products is formed in the insect cells and purified using a tag on at least one of the proteins of the multi-protein complex (See e.g., Berger et al., Nature Biotechnology 22, 1583-1587 (2004)).


A variety of tags (i.e. heterologous domains, typically with affinity for a compound) are known in the art and can be used. Accordingly, in an illustrative embodiment, proteins of the positionally addressable array of proteins are expressed as fusion proteins having at least one heterologous domain with an affinity for a compound that is attached to the surface of the solid support or that is used to purify the protein using, for example, affinity chromatoagraphy. Suitable compounds useful for binding fusion proteins onto the solid support acting as binding partners) include, but are not limited to, trypsin/anhydrotrypsin, glutathione, immunoglobulin domains, maltose, nickel, or biotin and its derivatives, which bind to bovine pancreatic trypsin inhibitor, glutathione-S-transferase, Protein A or antigen, maltose binding protein, poly-histidine (e.g., HisX6 tag), and avidin/streptavidin, respectively. For example, Protein A, Protein G and Protein A/G are proteins capable of binding to the Fc portion of mammalian immunoglobulin molecules, especially IgG. These proteins can be covalently coupled to, for example, a Sepharose® support to provide an efficient method of purifying fusion proteins having a tag comprising an Fc domain.


In certain aspects of the invention, at least 2 tags are present on the protein, one of which can be used to aid in purification and the other can be used to aid in immobilization. In certain illustrative aspects, the tag is a His tag, a GST tag, or a biotin tag. Where the tag is a biotin tag, the tag can be associated with a protein in vitro or in vivo using commercially available reagents (Invitrogen, Carlsbad, Calif.). In aspects where the tag is associated with the protein in vitro, a Bioease tag can be used (Invitrogen, Carlsbad, Calif.).


In certain examples, a eukaryotic cell (e.g., yeast, human cells) is preferably used to synthesize eukaryotic proteins. Further, a eukaryotic cell amenable to stable transformation, and having selectable markers for identification and isolation of cells containing transformants of interest, is preferred. Alternatively, a eukaryotic host cell deficient in a gene product is transformed with an expression construct complementing the deficiency. Cells useful for expression of engineered viral, prokaryotic or eukaryotic proteins are known in the art, and variants of such cells can be appreciated by one of ordinary skill in the art. The cells can include yeast, insect, and mammalian cells. In certain aspects, corn cells are used to produce the recombinant human proteins.


For example, the InsectSelect system from Invitrogen (Carlsbad, Calif., catalog no. K800-01), a non-lytic, single-vector insect expression system that simplifies expression of high-quality proteins and eliminates the need to generate and amplify virus stocks, can be used. An illustrative vector in this system is pIB/V5-His TOPO TA vector (catalog no. K890-20). Polymerase chain reaction (“PCR”) products can be cloned directly into this vector, using the protocols described by the manufacturer, and the proteins can be expressed with N-terminal histidine tags useful for purifying the expressed protein.


Another eukaryotic expression system in insect cells, the BAC-TO-BAC™ system (Invitrogen™, Carlsbad, Calif.), can also be used. Rather than using homologous recombination, the BAC-TO-BAC™ system generates recombinant baculovirus by relying on site-specific transposition in E. coli. Gene expression is driven by the highly active polyhedrin promoter, and therefore can represent up to 25% of the cellular protein in infected insect cells. In another aspect, a BaculoDirect™ Baculovirus Expression System (Invitrogen™) is used.


In certain aspects, each open reading frame is initially cloned into a recombinational cloning vector such as a Gateway™ entry vector, and then shuttled into a into a baculovirus vector. Methods are known in the art for performing these cloning and shuttling experiments. The open reading frame can be partially or completely sequenced to assure that sequence integrity has been maintained, by comparing the sequence to sequences available from public or private databases of human genes.


In certain examples, the open reading frame can be cloned into a Gateway entry vector (Invitrogen) or cloned directly into pDEST20 (Invitrogen). In other aspects, the entry vector and/or the pDEST20 vector are linearized, for example using BssII, before or during a recombination reaction. In certain aspects, an open reading frame cloned into a pDEST20 vector can be transfected directly into DH10Bac cells. Alternatively, a vector can be constructed with the important functional elements of pDEST20 and used to transfect DH10Bac cells directly. An open reading frame of interest can be cloned directly into the vector using, for example, restriction enzyme cleavages and ligations.


Systems are available for expressing open reading frames in baculovirus. For example, insect cells are typically used for this expression. Any host cell that can be grown in culture can be used to synthesize the proteins of interest. Preferably, host cells are used that can overproduce a protein of interest, resulting in proper synthesis, folding, and posttranslational modification of the protein. Preferably, such protein processing forms epitopes, active sites, binding sites, etc. useful for assays to characterize molecular interactions in vitro that are representative of those in vivo.


In certain illustrative embodiments, the host cell is an insect host cell. A variety of insect cells are commercially available (see, e.g., Invitrogen). The cells can be, for example, Hi-5 cells (available from the University of Virginia, Tissue Culture Facility), sf9 cells (Invitrogen), or SF21 cells (Invitrogen). In certain illustrative embodiments, the insect cells are sf9 cells. In a particular embodiment, yeast cultures are used to synthesize eukaryotic fusion proteins. In one aspect, the yeast Pichia pastoris is used. Fresh cultures are preferably used for efficient induction of protein synthesis, especially when conducted in small volumes of media. Also, care is preferably taken to prevent overgrowth of the yeast cultures. In addition, yeast cultures of about 3 ml or less are preferable to yield sufficient protein for purification. To improve aeration of the cultures, the total volume can be divided into several smaller volumes (e.g., four 0.75 ml cultures can be prepared to produce a total volume of 3 ml).


Cells are then contacted with an inducer (e.g., galactose), and harvested. Induced cells are washed with cold (i.e., 4° C. to about 15° C.) water to stop further growth of the cells, and then washed with cold (i.e., 4° C. to about 15° C.) lysis buffer to remove the culture medium and to precondition the induced cells for protein purification, respectively. Before protein purification, the induced cells can be stored frozen to protect the proteins from degradation. In a specific embodiment, the induced cells are stored in a semi-dried state at 80° C. to prevent or inhibit protein degradation. Cells can be transferred from one array to another using any suitable mechanical device. For example, arrays containing growth media can be inoculated with the cells of interest using an automatic handling system (e.g., automatic pipette). In a particular embodiment, 96-well arrays containing a growth medium comprising agar can be inoculated with yeast cells using a 96-pronger. Similarly, transfer of liquids (e.g., reagents) from one array to another can be accomplished using an automated liquid-handling device (e.g., Q-FILL™, Genetix, UK).


Although proteins can be harvested from cells at any point in the cell cycle, cells are preferably isolated during logarithmic phase when protein synthesis is enhanced. For example, yeast cells can be harvested between OD600=0.3 and OD600=1.5, preferably between OD600=0.5 and OD600=1.5. In a particular embodiment, proteins are harvested from the cells at a point after mid-log phase. Harvested cells can be stored frozen for future manipulation.


The harvested cells can be lysed by a variety of methods known in the art, including mechanical force, enzymatic digestion, and chemical treatment. The method of lysis should be suited to the type of host cell. For example, a lysis buffer containing fresh protease inhibitors is added to yeast cells, along with an agent that disrupts the cell wall (e.g., sand, glass beads, zirconia beads), after which the mixture is shaken violently using a shaker (e.g., vortexer, paint shaker).


In a specific embodiment, zirconia beads are contacted with the yeast cells, and the cells lysed by mechanical disruption by vortexing. In a further embodiment, lysing of the yeast cells in a high-density array format is accomplished using a paint shaker. The paint shaker has a platform that can firmly hold at least eighteen 96-well boxes in three layers, thereby allowing for high-throughput processing of the cultures. Further the paint shaker violently agitates the cultures, even before they are completely thawed, resulting in efficient disruption of the cells while minimizing protein degradation. In fact, as determined by microscopic observation, greater than 90% of the yeast cells can be lysed in under two minutes of shaking.


The resulting cellular debris can be separated from the protein and/or other molecules of interest by centrifugation. Additionally, to increase purity of the protein sample in a high-throughput fashion, the protein-enriched supernatant can be filtered, preferably using a filter on a non-protein-binding solid support. To separate the soluble fraction, which contains the proteins of interest, from the insoluble fraction, use of a filter plate is highly preferred to reduce or avoid protein degradation. Further, these steps preferably are repeated on the fraction containing the cellular debris to increase the yield of protein.


Proteins can then be purified from a protein-enriched cell supernatant using a variety of affinity purification methods known in the art. Affinity tags useful for affinity purification of fusion proteins by contacting the fusion protein preparation with the binding partner to the affinity tag, include, but are not limited to, calmodulin, trypsin/anhydrotrypsin, glutathione, immunoglobulin domains, maltose, nickel, or biotin and its derivatives, which bind to calmodulin-binding protein, bovine pancreatic trypsin inhibitor, glutathione-S-transferase (“GST tag”), antigen or Protein A, maltose binding protein, poly-histidine (“His tag”), and avidin/streptavidin, respectively. Other affinity tags can be, for example, myc or FLAG. Fusion proteins can be affinity purified using an appropriate binding compound (i.e., binding partner such as a glutathione bead), and isolated by, for example, capturing the complex containing bound proteins on a non-protein-binding filter. Placing one affinity tag on one end of the protein (e.g., the carboxy-terminal end), and a second affinity tag on the other end of the protein (e.g., the amino-terminal end) can aid in purifying full-length proteins.


In a particular embodiment, the fusion proteins have GST tags and are affinity purified by contacting the proteins with glutathione beads. In further embodiment, the glutathione beads, with fusion proteins attached, can be washed in a 96-well box without using a filter plate to ease handling of the samples and prevent cross contamination of the samples.


In addition, fusion proteins can be eluted from the binding compound (e.g., glutathione bead) with elution buffer to provide a desired protein concentration. In a specific embodiment, fusion proteins are eluted from the glutathione beads with 30 ml of elution buffer to provide a desired protein concentration.


For purified proteins that will eventually be spotted onto microscope slides, the glutathione beads are separated from the purified proteins. Preferably, all of the glutathione beads are removed to avoid blocking of the positionally addressable arrays pins used to spot the purified proteins onto a solid support. In a preferred embodiment, the glutathione beads are separated from the purified proteins using a filter plate, preferably comprising a non-protein-binding solid support. Filtration of the eluate containing the purified proteins should result in greater than 90% recovery of the proteins.


The elution buffer preferably comprises a liquid of high viscosity such as, for example, 15% to 50% glycerol, preferably about 25% glycerol. The glycerol solution stabilizes the proteins in solution, and prevents dehydration of the protein solution during the printing step using a positionally addressable arrayer.


The elution buffer preferably comprises a liquic containing a non-ionic detergent such as, for example, 0.02-2% Triton-100, preferably about 0.1% Triton-100. The detergent promotes the elution of the protein during purification and stabilizesthe protein in solution.


Purified proteins are preferably stored in a medium that stabilizes the proteins and prevents dessication of the sample. For example, purified proteins can be stored in a liquid of high viscosity such as, for example, 15% to 50% glycerol, preferably in about 40% glycerol. It is preferred to aliquot samples containing the purified proteins, so as to avoid loss of protein activity caused by freeze/thaw cycles.


The skilled artisan can appreciate that the purification protocol can be adjusted to control the level of protein purity desired. In some instances, isolation of molecules that associate with the protein of interest is desired. For example, dimers, trimers, or higher order homotypic or heterotypic complexes comprising an overproduced protein of interest can be isolated using the purification methods provided herein, or modifications thereof. Furthermore, associated molecules can be individually isolated and identified using methods known in the art (e.g., mass spectroscopy).


Typically a quality control step is performed to confirm that a protein expressed from the open reading frame is isolated and purified. For example, an immunoblot can be performed using an antibody against the tag to detect the expressed protein. Furthermore, an algorithm can be used to compare the size of the expressed protein with that expected based on the open reading frame, and proteins whose size is not within a certain percentage of the expected size, for example, not within 10%, 20%, 25%, 30%, 40%, or 50% of the expected size of the protein can be rejected.


Isolated proteins can be placed on an array using a variety of methods known in the art. In one embodiment, the proteins are printed onto the solid support. Both contact and non-contact printing can be used to spot the isolated protein. In a specific embodiment, each protein is spotted onto the substrate using an OMNIGRID™ (GeneMachines, San Carlos, Calif.) and quil-type pins, for example available from Telechem (Sunnyvale, Calif.). In a further embodiment, the proteins are attached to the solid support using an affinity tag. Use of an affinity tag different from that used to purify the proteins is preferred, since further purification is achieved when building the protein array.


Accordingly, in a further embodiment, the proteins are bound directly to the solid support. In another further embodiment, the proteins are bound to the solid support via a linker. In a particular embodiment, the proteins are attached to the solid support via a His tag. In another particular embodiment, the proteins are attached to the solid support via a 3-glycidooxypropyltrimethoxysilane (“GPTS”) linker. In a specific embodiment, the proteins are bound to the solid support via His tags, wherein the solid support comprises a flat surface. In a preferred embodiment, the proteins are bound to the solid support via His tags, wherein the solid support comprises a nickel-coated glass slide. In a further embodiment, the proteins are bound to the solid support via biotin tags, wherein the solid support comprises a streptavidin-coated glass slide. In a specific embodiment, the proteins are biotinylated at a specific site in vivo. In a certain illustrative embodiment, the specific site on the protein that is biotinylated in vivo is a BioEase tag (Invitrogen).


The positionally addressable arrays of proteins of the present invention are not limited in their physical dimensions and can have any dimensions that are useful. Preferably, the positionally addressable array of proteins has an array format compatible with automation technologies, thereby allowing for rapid data analysis. Thus, in one embodiment, the positionally addressable array of proteins format is compatible with laboratory equipment and/or analytical software. In an illustrative embodiment, the positionally addressable array is a microarray of proteins and is the size of a standard microscope slide. In another preferred embodiment, the positionally addressable array is a microarray of proteins designed to fit into a sample chamber of a mass spectrometer.


The present invention also relates to methods for making a positionally addressable array comprising the step of attaching to a surface of a solid support, at least 100 proteins of Table 1 or Table 2, with each protein being at a different position on the solid support, wherein the protein comprises a first tag. In certain aspects, the protein comprises a second tag. The advantages of using double-tagged proteins include the ability to obtain highly purified proteins, as well as providing a streamlined manner of purifying proteins from cellular debris and attaching the proteins to a solid support. In a particular aspect, the first tag is a glutathione-S-transferase tag (“GST tag”) and the second tag is a poly-histidine tag (“His tag”).


Protein microarrays used in methods provided herein can be produced by attaching a plurality of proteins to a surface of a solid support, with each protein being at a different position on the solid support, wherein the protein comprises at least one tag. The advantages of using double-tagged proteins include the ability to obtain highly purified proteins, as well as providing a streamlined manner of purifying proteins from cellular debris and attaching the proteins to a solid support. The tag can be for example, a glutathione-S-transferase tag (“GST tag”), a poly-histidine tag (His tag”), or a biotin tag. The biotin tag can be associated with a protein in vivo or in vitro. Where in vivo biotinylation is used, a peptide for directing in vivo biotinylation can be fused to a protein. For example, a Bioease™ tag can be used. In certain aspects, a biotin tag is used for protein immobilization on a protein microarray substrate and/or to isolate a recombinant fusion protein before it is immobilized on a substrate at a positionally addressable location. In a particular embodiment, the first tag is a glutathione-S-transferase tag (“GST tag”) and the second tag is a poly-histidine tag (“His tag”). In a further embodiment, the GST tag and the His tag are attached to the amino-terminal end of the protein. Alternatively, the GST tag and the His tag are attached to the carboxy-terminal end of the protein.


Methods for Identifying Enzyme Substrates.


The protein arrays and methods of making protein arrays provided herein, are exemplified for human proteins. However, it will be understood that the methods can be used for any mammalian species to make mammalian protein arrays from one species or from several species on a single array. Accordingly, provided herein are protein arrays, and methods of making the same, that include at least 100, 200, 250, 500, 1000, 2000, 2500, 3000, 4000, 5000, or all proteins from one or more mammalian species, such as mouse, rat, rabbit, monkey, etc. The proteins can be orthologs of the proteins of Table 9, Table 11, and/or Table 13, for example. In illustrative embodiments the arrays and methods of making arrays include 25, 50, 100, 200, 250, 300, 400, or more proteins that are difficult to express and difficult to isolate in a non-denatured state, such as the human proteins and mammalian orthologs of the human proteins provided in Table 15, Table 16, and/or Table 17. It will be understood that the conserved structure of many difficult to express proteins combined with the present invention establishes by illustrating for the proteins of Table 15, 16, and 17 and other difficult to express proteins that are also difficult to isolate in a native form that are present among the proteins listed in Table 9, Table 11, and/or Table 13, that high throughput methods can be used to express, isolate, and microarry these proteins from any mammalian species. In illustrative aspects, the high throughput methods provided herein for expressing, isolating, and microarraying large numbers of proteins can be used to array both difficult to express proteins that are difficult to isolate in a native form and proteins that do not fall within this category together in the same production batch. For example, at least 25. 50, 100, 200, 300, or 400 difficult to express proteins that are also difficult to isolate in a non-denatured state can be processed with at least 100, 200, 250, 500, 1000, 2000, 3000, 4000, 5000, 6000, 7000, 8000, 90000, or 10,000 proteins that do not fall in this categories, under the same expression, isolation, and microarraying conditions.


In another embodiment, the present invention provides a method for identifying a substrate of an enzyme, comprising contacting the enzyme with a positionally addressable array comprising at least 100 proteins immobilized on functionalized glass surface, and identifying a protein on the positionally addressable array that is bound and/or modified by the enzyme, wherein a binding or modifying of the protein by the enzyme indicates that the protein is a substrate for the enzyme. The contacting is typically performed under effective reaction conditions for the on-test enzyme. In contrast to the limitations of the substrate identification approaches discussed in the Background section above, advantages of positionally addressable arrays of proteins include low reagent consumption, rapid interpretation of results, and the ability to easily control experimental conditions. Another major advantage of a positionally addressable array of protein approach, is the ability to rapidly and simultaneously screen large numbers of proteins for enzyme-substrate relationships. Using positionally addressable arrays of proteins that include at least 100, 200, 250, 500, and more particularly at least 1000, 2000, 2500, 3000, 4000, 5000, substantially all, or all of the proteins of a species, especially, for example, human proteins, one can, in principle, determine all of the substrates for a protein-modifying enzyme in a single experiment. Furthermore, methods are provided herein that include superior slide chemistries for performing enzyme substrate determinations.


In certain aspects, the enzyme activity is, for example, kinase activity, protease activity, phosphatase activity, glycosidase, acetylase activity, and other chemical group transferring enzymatic activity. The proteins on the positionally addressable array in certain illustrative embodiments are from the same species, with the possible exception of control proteins included on the positionally addressable array to confirm that the method was carried out properly and/or to facilitate data analysis. In another embodiment, the present invention provides a method for identifying a small molecule, such as a drug or drug candidate, that affects enzymatic modification of a substrate by an enzyme, comprising contacting the drug or drug candidate and the enzyme, with a positionally addressable array comprising a plurality of proteins, for example at least 100 proteins, and identifying a protein on the positionally addressable array that is bound and/or modified by the enzyme, wherein a binding or modifying of the protein by the enzyme indicates that the protein is a substrate for the enzyme. In certain aspects, the positionally addressable arrays of proteins used in the method are the positionally addressable arrays of proteins of the present invention.


In certain aspect, wherein a binding or modifying of the protein by the enzyme is identified by detecting on the array, signals that are (1) at least 2-fold greater than the equivalent proteins in a negative control assay, and/or (2) greater than 3 standard deviations over the median signal/background value for all negative control spots on the array.


In embodiments provided herein for identifying substrates of an enzyme, the present invention provides a positionally addressable array of proteins comprising a solid support that is a flat surface such as, but not limited to, a glass slide. Dense protein arrays can be produced on, for example, glass slides, such that assays for the presence, amount, and/or functionality of proteins can be conducted in a high-throughput manner.


In certain aspects, the proteins immobilized on the positionally addressable array are spaced apart such that the distance between protein spots is between 250 microns and 1 mm, in a preferred embodiment, a distance of between 275 microns and 1 mm is found between each protein spot, and in an illustrative example the distance is 275 microns.


Preferred glass substrates for enzyme substrate determination, include those that are functionalized with a polymer that contains an acrylate functional group, optionally including cellulose. In further embodiments, a glass slide can be functionalized with an epoxy silane (Available from, for example, Schott-Nexperion and Erie Scientific). The functionalized glass substrate can be a substrate with a three-dimensional porous surface comprising a polymer overlaying a glass surface, such as a polymer that contains an acrylate functional group, and optionally including cellulose. The three-dimensional porous surface comprising a polymer overlaying a glass surface, in certain aspects, typically allows proteins to be nested therein. The surface typically includes multiple functional protein-specific binding sites. The surface in illustrative examples, is hydrophobic. In certain illustrative embodiments, the substrate is a positionally addressable array of proteins substrate, such as Protein slides I or Protein slides II (catalog numbers 25, 25B, 50, or 50B) available from Full Moon Biosystems, Sunnyvale, Calif. In certain aspects, the substrate is Protein slides II (cat. No. 25, 25B, 50, or 50B) from Full Moon Biosystems. In other aspects, the positionally addressable array of proteins utilize substrates such as a Corning UltraGAPS (Corning, Cat. No. 40015), GAPS II (Corning, Cat. No. 40003), Super Epoxy slides (TeleChem), Nickel Chelate-coated slides (available for example from Greiner Bio-One Inc., Longwood, Fla. or from Xenopore, Hawthorne, N.J.), or Low Background Aldehyde slides (available from Microsurfaces Inc., Minneapolis, Minn.).


Not to be limited by theory, a glass slide in certain illustrative examples, is used that includes a functionalized surface comprised of a polymer where monomer ratios to make the polymer are adjusted such that the polymer is sufficiently hydrophobic to allow adequate binding, but not too hydrophobic to cause protein denaturation. In one aspect, a substrate profiling method provided herein is repeated with different functionalized glass substrates to help to assure that all substrates for a kinase are identified. Furthermore, a functionalized glass substrate can be tested with a particular kinase to assure that the kinase phosphorylates substrates on the particular functionalized glass substrate before proceeding with an experiment analyzing unknown proteins spotted on the glass substrate. If a kinase autophorphorylates, it can be spotted directly onto the particular functionalized glass substrate to assure that it is compatible with the substrate.


In certain aspects, a kinase known to autophosphorylate is spotted on the array as a control to assure that the reaction was successful and/or to identify a location on the array.


The plurality of proteins can be from one or more species of organism, such as yeast, mammalian, canine, equine, or human. Furthermore, the plurality of proteins can comprise one of the following:

    • at least 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, or all human proteins from the proteins encoded by the sequences listed in Table 1;
    • at most 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, or all human proteins from the proteins encoded by the sequences listed in Table 1;
    • at least 3500, 4000, 4500, 5000, 7500, 10,000, substantially all, or all human proteins expressed from the human genome;
    • at least 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, 4000, or 5000, 6000, 7000, 7500, or all proteins encoded by the sequences listed in Table 2;
    • at most 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, 4000, or 5000, 6000, 7000, 7500, or all proteins encoded by the sequences listed in Table 2;
    • at least 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, or all human proteins from the proteins encoded by the sequences listed in Table 3;
    • at most 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, or all human proteins from the proteins encoded by the sequences listed in Table 3;
    • at least 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500 or all human proteins from the proteins encoded by the sequences whose accession numbers are listed in Table 5 or Table 7;
    • at most 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500 or all human proteins from the proteins encoded by the sequences whose accession numbers are listed in Table 5 or Table 7;
    • at least 10, 20, 25, 50, 75, 100, 150, or all human proteins from the proteins encoded by the sequences whose accession numbers are listed in Table 6 or Table 8;
    • at most 10, 20, 25, 50, 75, 100, 150, or all human proteins from the proteins encoded by the sequences whose accession numbers are listed in Table 6 or Table 8;
    • at least 10%, 20%, 25%, 30%, 35%, 40%, 50%, 60%, 70%, 75%, 80%, 90%, 95%, 96%, 97%, 98%, or 99% of human proteins expressed from the human genome;
    • at least 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, 4000, 5000, 6000, 7000, 8000, 9000, 10000, 11000, 12000, 13000, 14000, 15000, 16000, 17000, 17500, or all proteins listed in Table 10;
    • at most 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, 4000, or 5000, 6000, 7000, 8000, 9000, 10000, 11000, 12000, 13000, 14000, 15000, 16000, 17000, 17500, or all proteins listed in Table 10;
    • at least 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, or all proteins listed in Table 9 and/or Table 11; or
    • at most 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, or all proteins listed in Table 9 and/or Table 11;
    • at least 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, 4000, 5000 or all proteins listed in Table 13; or
    • at most 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, 4000, 5000, or all proteins listed in Table 13.


In certain embodiments, the plurality of proteins can comprise one of the following: at least 5%, 10%, 15%, 20%, 25%, 30%, 40%, 50%, 60%, 70%, 80%, 85%, 90%, 95%, 96%, 97%, 98%, 99%, or all human proteins of a grouping of proteins listed in Table 10. In certain embodiments, the plurality of proteins can comprise one of the following: at most 5%, 10%, 15%, 20%, 25%, 30%, 40%, 50%, 60%, 70%, 80%, 85%, 90%, 95%, 96%, 97%, 98%, 99%, or all human proteins of a grouping of proteins listed in Table 10. Each grouping provides proteins with a particular functional aspect. The groupings listed in Table 10 are gene ontology, biological process, behavior, biological process unknown, cell communication, cell-cell signaling, signal transduction, development, cell differentiation, embryonic development, growth, cell growth, morphogenesis, regulation of gene expression, reproduction, physiological process, cell death, cell growth and/or maintenance, cell homeostasis, cell organization and biogenesis, cytoplasm organization and biogenesis, organelle organization and biogenesis, cytoskeleton organization and biogenesis, cell proliferation, cell cycle, transport, ion transport, protein transport, death, metabolism, amino acid and derivative metabolism, biosynthesis, protein biosynthesis, carbohydrate metabolism, catabolism, coenzyme and prosthetic group metabolism, electron transport, energy pathways, lipid metabolism, nucleobase, nucleoside, nucleotide and nucleic acid metabolism, DNA metabolism, transcription, protein metabolism, protein biosynthesis, protein modification, secondary metabolism, response to biotic stimulus, response to endogenous stimulus, response to external stimulus, response to abiotic stimulus, cellular component, cell, external encapsulating structure, cell envelope, cell wall, intracellular, chromosome, nuclear chromosome, cytoplasm, cytoplasmic vesicle, cytoskeleton, cytosol, endoplasmic reticulum, endosome, golgi apparatus, microtubule organizing center, mitochondrion, peroxisome, ribosome, vacuole, lysosome, nucleus, nuclear chromosome, nuclear membrane, nucleolus, nucleoplasm, ribosome, nuclear membrane, plasma membrane, cellular_component unknown, extracellular, extracellular matrix, extracellular space, unlocalized, molecular_function, antioxidant activity, binding, calcium ion binding, carbohydrate binding, lipid binding, nucleic acid binding, DNA binding, chromatin binding, transcription factor activity, RNA binding, translation factor activity, nucleic acid binding, nucleotide binding, protein binding, ytoskeletal protein binding, actin binding, receptor binding, catalytic activity, hydrolase activity, nuclease activity, peptidase activity, phosphoprotein phosphatase activity, kinase activity, protein kinase activity, transferase activity, enzyme regulator activity, molecular_function unknown, motor activity, signal transducer activity, receptor activity, receptor binding, structural molecule activity, transcription regulator activity, translation regulator activity, translation factor activity nucleic acid binding, transporter activity, electron transporter activity, ion channel activity, neurotransmitter transporter activity.


In certain embodiments, the plurality of proteins can comprise one of the following: at least 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, 25, 50, 75, or at least 100 or all groupings of the proteins in Table 10. at most 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, 25, 50, 75, or at least 100 or all groupings of the proteins in Table 10;

    • at least 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, 25, 30, 35, 40, 50, 75, 100, 200, 250, 500, 750, 1000, 1500, or all human proteins of a grouping of proteins listed in Table 10; at most 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, 25, 30, 35, 40, 50, 75, 100, 200, 250, 500, 750, 1000, 1500, or all human proteins of a grouping of proteins listed in Table 10;
    • at least 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, 25, 30, 35, 40, 50, 75, 100, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, or all human proteins of a grouping of proteins listed in Table 11; at most 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, 25, 30, 35, 40, 50, 75, 100, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, or all human proteins of a grouping of proteins listed in Table 11; or
    • at least 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, 25, 30, 35, 40, 50, 75, 100, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, 4000, 5000 or all human proteins of a grouping of proteins listed in Table 13; at most 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, 25, 30, 35, 40, 50, 75, 100, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, 4000, 5000, or all human proteins of a grouping of proteins listed in Table 13.


It is understood that the actual numbers of proteins on the microarrays provided herein can be different from the number of the upper and lower limits of proteins on the microarrays. For example, a microarray with 24 proteins encoded by the sequences listed in Table 1 would be encompassed by the invention because the microarray encompasses more than 20 and less than 25 proteins encoded by the sequences listed in Table 1.


The proteins on the positionally addressable arrays provided herein are typically produced under non-denaturing conditions. In an even more specific aspect of the invention, the proteins on the positionally addressable arrays provided herein are non-denatured. Furthermore, the proteins in illustrative examples, are full-length proteins, and can include additional tag sequences. Accordingly, the proteins in certain aspects, are full-length recombinant fusion proteins.


In a specific aspect of the invention, each protein is printed on a microarray at the respective concentration listed in Table 7 or Table 8.


In certain embodiments, a microarray of the invention comprises one or more control proteins. In one aspect, the microarray comprises at least 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, or 13 of the control proteins listed in Table 12. In another aspect, a microarray comprises at most 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, or 13 of the control proteins listed in Table 9. or Table 18.












TABLE 12





Protein
Source
Catalog #
Purposes







Alexa-488 Antibody
Invitrogen
A11059
Fiduciary marker


Alexa-555 Antibody
Invitrogen
A21427
Fiduciary marker


Alexa-647 Antibody
Invitrogen
A21239
Fiduciary marker


Anti-biotin
Sigma
A0185
Detection of biotinylated


Antibody (mouse)


probe


BSA
Sigma
A8577
Negative control


GST
Sigma
G5663
GST concentration





calculation


Biotin-Antibody
Invitrogen
B2763
Detection of streptavidin;


(goat anti-mouse)


anti-mouse antibody





detection


Yeast Calmodulin
Invitrogen
Protometrix-
Protein-protein




made
interaction control


BioEaseCMK(V5)
Invitrogen
Carlsbad-
Protein-protein




made
interaction control;





V5-detection control


Anti-GST Antibody
Santa
SC-459
Anti-rabbit antibody


(rabbit)
Cruz

control


Yes Kinase
Invitrogen
P3078
Fiduciary marker


PKC eta
Invitrogen
P2634
Fiduciary marker


YIL033C
Invitrogen
Protometrix-
Control Kinase substrate




made









In another embodiment, kinase substrates, for example all substrates in a species if the protein array comprises all of the proteins of the species, can be identified by, for example, contacting a kinase with a positionally addressable array of proteins, and in the presence of labeled phosphate, detecting phosphorylated interactors using methods known in the art. Alternatively, essentially all kinases in a species can be identified by contacting a substrate that can be phosphorylated with a positionally addressable array of proteins of the invention, and assaying the presence and/or level of phosphorylated substrate by, for example, using an antibody specific to a phosphorylated amino acid. In another embodiment, essentially all kinase inhibitors in a species can be identified by contacting a kinase and its substrate with a positionally addressable array of proteins of the invention, and determining whether phosphorylation of the substrate is reduced as compared with the level of phosphorylation in the absence of the protein on the chip.


Detection methods for kinase activity are known in the art, and include, but are not limited to, the use of radioactive labels (e.g., 33P-ATP and 35S-g-ATP), fluorescent antibody probes that bind to phosphoamino acids, or fluorescent dyes that bind phosphates (e.g. ProQ Diamond (Invitrogen)).


Similarly, assays can be conducted to identify all phosphatases, and inhibitors of a phosphatase, in a species. For example, whereas incorporation into a protein of radioactively labeled phosphorus indicates kinase activity in one assay, another assay can be used to measure the release of radioactively labeled phosphorus into the media, indicating phosphatase activity.


Enzymatic reactions can be performed and enzymatic activity measured using the positionally addressable arrays of proteins of the present invention. In a specific embodiment, test compounds that modulate the enzymatic activity of a protein or proteins on a positionally addressable array of proteins can be identified. For example, changes in the level of enzymatic activity can be detected and quantified by incubating a compound or mixture of compounds with an enzymatic reaction mixture, thereby producing a signal (e.g., from substrate that becomes fluorescent upon enzymatic activity). Differences between the presence and absence of a test compound can be characterized. Furthermore, the differences in a compound's effect on enzymatic activities can be detected by comparing their relative effect on samples within the positionally addressable array of proteins and between chips.


In an aspect of methods for identifying enzyme substrates provided herein, the methods further include inferring the concentration of the immobilized proteins by immobilizing the proteins on a second positionally addressable array by contacting a substrate with a portion of isolated protein samples that are used to immobilize the proteins on the positionally addressable protein array that is contacted with an enzyme, and determining the concentration of the immobilized proteins on the second positionally addressable array. This aspect assures that negative results from a substrate identification method are not unknowingly caused by a lack of a protein on the positionally addressable array contacted with the enzyme. This is especially important in a parallel processing method in which at least 100, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, 4000, 5000, 6000, 7000, 7500, 8000, 9000, or 10,000 different proteins are expressed in parallel using cell culture methods, and immobilized at high density on a positionally addressable protein array.


The substrate of the second positionally addressable array is typically different than the substrate of the positionally addressable array that is contacted with the enzyme. In one illustrative example, the proteins in the second positionally addressable array are immobilized on a nitrocellulose substrate. Furthermore, in this aspect of the invention, the first positionally addressable protein array is typically a functionalized glass substrate with a three-dimensional porous surface comprising a polymer overlaying a glass surface, including, for example, Protein slides I or Protein slides II available from Full Moon Biosystems (Sunnyvale, Calif.).


The proteins of the isolated protein samples are typically bound to a tag, for example as a fusion protein. The concentration of the immobilized proteins can be determined by immobilizing on the substrate of the second positionally addressable protein microarray, a series of different known concentrations of the tag and/or a control protein bound to the tag, wherein the tag and/or the control protein are derived from solutions comprising different known concentrations of the tag or the control protein. Immobilized proteins on the second positionally addressable array are then contacted with a first specific binding pair member that binds the tag and the level of binding of the first specific binding pair member to the tag on the proteins and the series of tags or control proteins on the second positionally addressable array is used to construct a standard curve to determine the concentration of the proteins on the second positionally addressable array. That is the concentration of the proteins is determined using the level of binding of the first specific binding pair member to the tag on a target protein and the level of binding of the first specific binding pair member to the different known concentrations of the immobilized tag or control protein comprising the tag. The concentration in illustrative embodiments, is determined using a cubic curve fitting method.


The number of tags on the control protein and the target protein are typically known. For example the control protein and the target protein can include one tag molecule per protein molecule. Therefore, the method typically involves immobilizing a series of tagged control proteins of different known concentrations at a series of locations on a microarray to provide a series of spots of the tagged control proteins. Signals obtained for the series of tagged control protein spots after probing, for example with a fluorescently labeled antibody against the tag, are used to generate a standard curve that is used to determine a concentration of one or more target polypeptides. In an illustrative embodiment, the tag is glutathione S-transferase.


For example, the tagged control protein on the series of spots can be present in a concentration of between about 0.001 ng/ul and about 10 ug/ul, between 0.01 ng/ul and 1 ug/ul, between 0.025 ng/ul and 100 ng/ul, between 0.050 ng/ul and 75 ng/ul, between 0.075 ng/ul and 50 ng/ul, or, for example, between 0.1 ng/ul and 25 ng/ul. In one specific embodiment, the tagged control protein can be present at a series of spots at a concentration of tagged control protein of between 0.1 ng/ul and 12.8 ng/ul.


Each protein of the proteins that are immobilized on the first positionally addressable array and the second positionally addressable array and the control protein are usually spotted in more than one spot to provide further statistical confidence in values obtained. In certain example, concentration is determined for a plurality of target proteins, for example at least 100, 200, 250, 500, 750, 1000, 2000, 2500, 5000, 10,000, 20,000, 25,000, 50,000 or 100,1000 target proteins.


In methods provided herein, the concentration is typically determined using a cubic curve fitting method having the following formula:






Y=a*X
3
+b*X
2
+c*X


Where X is the spot relative intensity and the Y is the spot protein concentration. The fitting formula is used to calculate all other proteome spots in the slides. Open source software Polyfit is applied for this curve fitting purpose. In order to get a designed polynomial like Y=a*X3+b*X2+c*X+d with d=0, instead of using Polyfit the usual way, we create a new function Y′=Y/X=a*X2+b*X+c, using Polyfit for 2nd order, we get coefficients a, b, c, then use this a, c, b for the 3-rd order polynomial.


Because the protein concentration of the control spots is known and the intensity can be obtained from the uploaded result file, a fitting curve can be created and the correspondent fitting formula based on the control spots' intensity and concentration. The cubic curve fitting method is applied.


The tag on the tagged control can be an affinity purification tag as discussed in further detail herein. The affinity purification tag can be, for example, glutathione S-transferase. A concentration series is a series of protein spots of different known concentrations used to construct a standard curve and associated formula for determining a concentration of an unknown protein. For example, a microarray can include 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, or separate concentration series, and although each tagged protein of a series typically includes the same tag, tagged control proteins of different series can include different tags. Therefore, a microarray with multiple concentration series can be used in determining protein concentrations for proteins that are tagged with any tag represented in a series that is attached to a target protein. In other words, a microarray with multiple concentration series with different tags provides a robust tool that can be used to determine concentration of a target protein for many different tags.


In certain embodiments of the present invention, the concentration of a protein on an array refers to the concentration of the protein in solution when the protein was initially deposited on the array. Therefore, although the contacting and detecting are performed when the target protein is immobilized, the concentration of the target protein in solution is determined using the standard curve. Thus, the method provides a concentration determination not only for the proteins on the positionally addressable array that is contacted with the substrate, but also for the second positionally addressable array.


The method for determining the concentration of a target protein can be used to determine the concentration of 10, 15, 20, 25, 50, 75, 100, 200, 250, 500, 750, 1000, 2000, 2500, 5000, 10,000, 20,000, 25,000, 50,000, 100,000, 200,000, 250,000, 500,000, 750,000, 1,000,000 proteins or more target proteins. The target proteins can be spotted onto 1, 2, 3, 4, 5, 6, 7, 8, 9 or 10 microarrays.


In one aspect of the method provided herein, protein concentrations are determined by using an equivalent solution protein concentration calculation. Each lot of microarray slides is spotted with a known concentration gradient of purified GST protein. Representative arrays are probed with an anti-GST antibody and the resulting signal is used to calculate a standard curve. This standard curve is then used to calculate the equivalent solution protein concentration of the proteins spotted on the arrays. The intensity of signals for the GST protein gradient present in every subarray is used to calculate a standard curve from which the equivalent solution concentrations of all the proteins are extrapolated. This measure is not an absolute amount of protein on the array but reflects the expected solution concentration for each protein. For a protein reported as having an “equivalent solution concentration” of 10 ng/μl, one can use the quantity spotted to determine the quantity of protein on the microarray. For example, 10 pg of protein can be spotted in a single spot.


Methods for Using a Proteome Array


The invention is also directed to methods for using positionally addressable arrays of proteins to assay the presence, amount, and/or functionality of proteins present in at least one sample. Using the positionally addressable arrays of proteins of the invention, chemical reactions and assays in a large-scale parallel analysis can be performed to characterize biological states or biological responses, and determine the presence, amount, and/or biological activity of proteins.


Biological activity that can be determined using a positionally addressable array of proteins of the invention includes, but is not limited to, enzymatic activity (e.g., kinase activity, protease activity, phosphatase activity, glycosidase, acetylase activity, and other chemical group transferring enzymatic activity), nucleic acid binding, hormone binding, etc. High density and small volume chemical reactions can be advantageous for the methods relating to using the positionally addressable arrays of proteins of the invention.


Upon contacting the proteins of a positionally addressable array of proteins of the invention with one or more probes, protein-probe interactions can be assayed using a variety of techniques known in the art. For example, the positionally addressable array of proteins can be assayed using standard enzymatic assays that produce chemiluminescence or fluorescence. Various protein modifications can be detected by, for example, photoluminescence, chemiluminescence, or fluorescence using non-protein substrates, enzymatic color development, mass spectroscopic signature markers, or amplification of oligonucleotide tags.


The probe is labeled or tagged with a marker so that its binding can be detected, directly or indirectly, by methods commonly known in the art. Any art-known marker may be used, including but not limited to tags such as epitope tags, haptens, and affinity tags, antibodies, labels, etc., providing that it is not the same as the affinity tag or reagent used to attach the protein(s) of the positionally addressable array of proteins to the solid substrate of the chip. For example, if biotin is used as a linker to attach proteins to a positionally addressable array of proteins array, then another tag not present in the protein(s) of the positionally addressable array of proteins, e.g., His or GST, is used to label the probe and to detect a protein-probe interaction. In certain embodiments, a photoluminescent, chemiluminescent, fluorescent, or enzymatic tag is used. In other embodiments, a mass spectroscopic signature marker is used. In yet other embodiments, an amplifiable oligonucleotide, peptide or molecular mass label is used.


Any method known to the skilled artisan can be used to label a probe. The probe can be, but is not limited to, a peptide, polypeptide, protein, nucleic acid, or organic molecule. The label can be, but is not limited to, biotin, avidin, a peptide tag, or a small organic molecule. The label can be attached to the probe in vivo or in vitro. Where the label is biotin, the label can be bound to the probe in vitro or vivo using commercially available reagents (Invitrogen, Carlsbad, Calif.). For example, the probe can be a protein probe labeled in vivo with a biotin label, using a fusion protein that includes a peptide to which biotin is covalently attached in vivo. For example, a Bioease™ tag (Invitrogen, Carlsbad, Calif.) can be used. The BioEase™ tag is a 72 amino acid peptide derived from the C-terminus (amino acids 524-595) of the Klebsiella pneumoniae oxalacetate decarboxylase α subunit (Schwarz et al., 1988). Biotin is covalently attached to the oxalacetate decarboxylase α subunit and peptide sequencing has identified a single biotin binding site at lysine 561 of the protein (Schwarz et al., 1988, The Sodium Ion Translocating Oxalacetate Decarboxylase of Klebsiella pneumoniae, J. Biol. Chem. 263, 9640-9645, incorporated herein in its entirety by reference). When fused to a heterologous protein, the BioEase™ tag is both necessary and sufficient to facilitate in vivo biotinylation of the recombinant protein of interest. The entire 72 amino acid domain is required for recognition by the cellular biotinylation enzymes. For more information about the cellular biotinylation enzymes and the mechanism of biotinylation, refer to the review by Chapman-Smith and Cronan, 1999 (Chapman-Smith, A., and J. E. Cronan, J. (1999). Molecular Biology of Biotin Attachment to Proteins, J. Nutr. 129, 477S-484S. incorporated herein in its entirety). In certain specific embodiments, the label is attached to the probe via a covalent bond. The methods of the invention allow verification of the labeling of the probe. In certain, more specific embodiments, the methods of the invention also allow quantification of the labeling of the probe, i.e., what proportion of the probe in a sample of the probe is labeled.


In a specific embodiment, the invention provides a method for detecting a protein-probe interaction comprising the steps of contacting a sample of labeled probe (e.g., labeled protein) with a positionally addressable array comprising at least 100 human proteins from the proteins encoded by the sequences listed in Table 1 or Table 2, with each protein being at a different position on a solid support; and detecting any positions on the array wherein interaction between the labeled probe and a protein on the array occurs.


Accordingly, protein-probe interactions can be detected by, for example, 1) using radioactively labeled ligand followed by autoradiography and/or phosphoimager analysis; 2) binding of hapten, which is then detected by a fluorescently labeled or enzymatically labeled antibody or high-affinity hapten ligand such as biotin or streptavidin; 3) mass spectrometry; 4) atomic force microscopy; 5) fluorescent polarization methods; 6) infrared red labeled compounds or proteins; 7) amplifiable oligonucleotides, peptides or molecular mass labels; 8) stimulation or inhibition of the protein's enzymatic activity; 9) rolling circle amplification-detection methods (Hatch et al., 1999, “Rolling circle amplification of DNA immobilized on solid surfaces and its application to multiplex mutation detection”, Genet. Anal. 15:35-40); 10) competitive PCR (Fini et al., 1999, “Development of a chemiluminescence competitive PCR for the detection and quantification of parvovirus B 19 DNA using a microplate luminometer”, Clin Chem. 45:1391-6; Kruse et al., 1999, “Detection and quantitative measurement of transforming growth factor-beta1 (TGF-beta1) gene expression using a semi-nested competitive PCR assay”, Cytokine 11:179-85; Guenthner and Hart, 1998, “Quantitative, competitive PCR assay for HIV-1 using a microplate-based detection system”, Biotechniques 24:810-6); 11) colorimetric procedures; and 12) biological assays (e.g., for virus titers).


In a particular embodiment, protein-probe interactions are detected by direct mass spectrometry. In a further embodiment, the identity of the protein and/or probe is determined using mass spectrometry. For example, one of more probes that have bound to a protein on the positionally addressable array of proteins can be dissociated from the array, and identified by mass spectrometry (see, e.g., WO 98/59361). In another example, enzymatic cleavage of a protein on the positionally addressable array of proteins can be detected, and the cleaved protein fragments or other released compounds can be identified by mass spectrometry.


In one embodiment, each protein on the positionally addressable array of proteins is contacted with a probe, and the protein-probe interactions are detected and quantified. In another embodiment, each protein on the positionally addressable array of proteins is contacted with multiple probes, and the protein-probe interaction is detected and quantified. For example, the positionally addressable array of proteins can be simultaneously screened with multiple probes including, but not limited to, complex mixtures (e.g., cell extracts), intact cellular components (e.g., organelles), whole cells, and probes pooled from several sources. The protein-probe interactions are then detected and quantified. Useful information can be obtained from assays using mixtures of probes due, in part, to the positionally addressable nature of the arrays of the present invention, i.e., via the placement of proteins at known positions on the protein chip, the protein to which the probe binds (“interactor”) can be characterized.


In accordance with the methods of the invention, a probe can be a cell, cell membrane, subcellular organelles, protein-containing cellular material, protein, oligonucleotide, polynucleotide, DNA, RNA, small molecule (i.e., a compound with a molecular weight of less than 500), substrate, drug or drug candidate, receptor, antigen, steroid, phospholipid, antibody, immunoglobulin domain, glutathione, maltose, nickel, dihydrotrypsin, lectin, or biotin.


Probes can be biotinylated for use in contacting a protein array so as to detect protein-probe interactions. Weakly biotinylated proteins are more likely to maintain the biological activity of interest. Thus, a gentler biotinylation procedure is preferred so as to preserve the protein's binding activity or other biological activity of interest. Accordingly, in a particular embodiment, probe proteins are biotinylated to differing degrees using a biotin-transferring compound (e.g., Sulfo-NHS-LC-LC-Biotin; PIERCE™ Cat. No. 21338, USA).


Interactions of small molecules (i.e., compounds smaller than MW=500) with the proteins on a positionally addressable array of proteins also can be assayed in a cell-free system by probing with small molecules such as, but not limited to, ATP, GTP, cAMP, phosphotyrosine, phosphoserine, and phosphothreonine. Such assays can identify all proteins in a species that interact with a small molecule of interest. Small molecules of interest can include, but are not limited to, pharmaceuticals, drug candidates, fungicides, herbicides, pesticides, carcinogens, and pollutants. Small molecules used as probes in accordance with the methods of the invention preferably are non-protein, organic compounds.


Protein Kinase Substrate Profiling Service Business Method.


In another embodiment provided herein, is a method for generating revenue by proving access to a customer, to a product or service for identifying one or more enzyme substrates using a positionally addressable array of proteins. Access can be provided, for example over a telephone line, a direct salesperson contact, or an Internet or other wide area network. The positionally addressable array of proteins used in the product or service can include, in certain illustrative examples, at least 1000, 2000, 2500, 3000, 4000, 5000, 6000, 7000, 7500, 8000, 9000, 10000, or all proteins in a single species, such as a yeast, animal, mammalian, or human species.


The method according to illustrative examples of this embodiment, comprises, providing access to a customer, to a service for identifying a substrate for an enzyme, wherein the service comprises receiving an identity of a target enzyme from a customer; contacting the target enzyme under reaction conditions with a positionally addressable array comprising at least 100 proteins immobilized on a substrate; and identifying a protein on the positionally addressable array that is bound and/or modified by the enzyme, wherein a binding or modifying of the protein by the enzyme indicates that the protein is a substrate for the enzyme; and providing an identity of the substrate to the customer.


In an illustrative aspect, the method identifies kinase substrates. In certain aspects, such as certain illustrative examples for identifying kinase substrates, the positionally addressable array substrate comprises a three-dimensional porous surface comprising a polymer overlaying a glass support.


In one aspect of the service of this embodiment, at least 1000, 2000, 2500, 3000, 4000, 5000, 6000, or 6280 proteins from the yeast Saccharomyces cerevisae are immobilized on the positionally addressable array of proteins. The majority of the proteins from the yeast Saccharomyces cerevisae genome were previously cloned, over expressed, purified and arrayed in an addressable format on chemically modified glass slides (Zhu H, et al., Science, 2001). In another aspect, at least 1000, 2000, 2500, 3000, 4000, 5000, 6000, 7000, 7500, 8000, 9000, 10000, 11000, 125000, or all human proteins are immobilized on the positionally addressable array of proteins.


The Kinase Substrate Profiling method provided herein, can be repeated using a different enzyme of the same family or class of enzymes, to confirm the specificity of the substrates that were identified in a first performance of the method. Furthermore, the substrate profiling method can be repeated using a protein array of at least 1000, 2000, 2500, 3000, 4000, 5000, 6000, 7000, 7500, 8000, 9000, 10000, 11000, 125000, or all proteins from another species. For example, a first array used in the method can be a yeast protein array and a second protein array can be a human protein array. Furthermore, an inhibitor for an enzyme, such as a kinase, can be analyzed using the array to confirm the specificity of the substrate. Alternatively, test compounds can be screened to identify a test compound that affects the ability of the enzyme to catalyze a reaction involving the substrate. Finally, purified proteins identified as substrates in the substrate profiling method can be sold to customers for use in kinase assay development.


In another embodiment, presented herein is a method of purchasing a population of cells comprising, providing a positionally addressable array comprising at least 100 proteins from the proteins encoded by the sequences listed in Table 1 and/or Table 2, providing a link to purchase a population of clones each expressing one of the at least 100 proteins. In another embodiment, provided herein is a population of fusion proteins comprising at least 10, 20, 25, 50, 75, 100, 150, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000 isolated proteins from the proteins encoded by the sequences listed in Table 1 or Table 2, each linked to a tag. In certain aspects, the tag linked to the at least 100 proteins is the same for each of the at least 100 proteins, for example a His tag or a glutathione S-transferase (GST) tag. The tag is in certain illustrative embodiments, is linked to the protein by a covalent bond.


In one example, a kinase and a compound are received from a customer on date 1. Three concentrations of the kinase (0.1, 1.0, and 10 nM) are assayed on a Kinase Substrate Profiling (KSP) positionally addressable array of proteins, for example a positionally addressable array of proteins with over 3000 yeast proteins, in the presence of 33P-ATP. A positive control utilizing a protein kinase, such as PKA, and a negative control consisting of 33P-ATP alone are run in parallel. Both control experiments are performed according to established parameters, and the optimal concentration of the customer's kinase is determined. Analysis of the data that is obtained from determining the optimal concentration of kinase, reveals the number of proteins that are phosphorylated sufficiently to give signals that are greater than 3 standard deviations over background. Furthermore, analysis of the data provide the number of proteins that are determined to be specific to the customer's kinase (i.e. not observed in the PKA assay).


A method according to another illustrative example of this embodiment, comprises providing access to a customer, to a product for identifying one or more substrates for an enzyme, wherein the product is a high density addressable protein array comprising at least 100, 200, 250, 500, 750, 1000, 1500, 2000, 2500, 3000, 4000, 5000, 6000, 7000, 7500, 8000, 9000, 10000, or all human proteins. In certain embodiments, the product is a high density addressable protein array comprising at least 100, 200, 250, 500, 750, 1000, 1500, or all of the human proteins listed in Table 1 or 2. In an illustrative aspect, the product is marketed as a product for identifying kinase substrates. In certain examples, the human proteins in on the high density addressable protein array are immobilized on a functionalized glass slide.


Methods for Identifying Molecules that Affect Phosphorylation of a Substrate


In certain embodiments, provided herein are methods for identifying a molecule that affects phosphorylation of a substrate, comprising contacting a kinase with an identified substrate selected from one or more substrates in the presence of the molecule, and determining whether the molecule affects phosphorylation of the identified substrate by the kinase. The molecule can be a small organic molecule or a biomolecule such as a peptide, oligonucleotide, polypeptide, polynucleotide, lipid, or a carbohydrate, for example. In certain aspects, the biomolecule is a hormone, a growth factor, or an apoptotic factor.


The kinase, the identified substrate, and the molecule are contacted under effective reaction conditions (i.e., reaction conditions under which the kinase phosphorylates the identified substrate(s) in the absence of the molecule). It will be understood that many methods are known for testing phosphorylation of a substrate by a kinase. Illustrative examples include array-based methods, such as those provided in the illustrative embodiment entitled “ProtoArray™ Kinase Substrate Identification,” as well as solution-based assays, as provided in the section entitled “VALIDATION OF ARRAY IDENTIFIED PROTEIN SUBSTRATES” in the illustrative embodiment entitled “ProtoArray™ Kinase Substrate Identification.” For a solution-based assay for kinase-substrate phosphorylation, a kinase and one or more of its substrates are incubated in the presence of an on-test molecule and labeled ATP, such as radioactively-labeled ATP. After an appropriate incubation, it is determined whether the substrate is phosphorylated by the kinase in the presence of the on-test molecule. Furthermore, the level of phosphorylation can be determined and compared to the level of phosphorylation in the absence of the on-test molecule.


The molecule can affect phosphorylation by partially or completely inhibiting or enhancing phosphorylation of the substrate. Since phosphorylation is known to play an important role in many physiologically relevant processes, the method is useful for identifying candidate molecules as therapeutic agents. In certain aspects, an inhibitory or stimulatory effect on phosphorylation can be determined using statistical methods such that an affect is identified with greater than or equal to 85% confidence. In certain illustrative examples, an affect is identified with greater than or equal to 95% confidence.


Kinases and identified substrates are disclosed “in the illustrative embodiment entitled “ProtoArray™ Kinase Substrate Identification.” These include substrates that were identified in immobilized array-based format or a solution-based assay. Particularly relevant are substrates that were identified in both an array-based format and validated in a solution-based study, as summarized in the illustrative embodiment entitled “ProtoArray™ Kinase Substrate Identification.” For example, if the kinase is CK2 kinase, the substrate is BC001600, BC014658, BC004440, NM015938, BC016979, and/or NM001819, and in illustrative examples the substrate is BC001600, BC014658, BC004440, and/or NM015938. If the kinase is Protein Kinase A, the substrates is NM004331, NM023940, BC000463 BC032852, NM014326, BC002520, BC033005, NM006521, BC034318, BC047393, NM003576, NM138808, NM014310, BC020221, NM014012, BC002493, BC011526, NM032214, and/or NM138333. In certain illustrative examples where the kinase is Protein Kinase A, the substrate is NM023940, BC000463 BC032852, BC002520, BC033005, NM006521, BC034318, BC047393, BC020221, NM014012, BC002493, BC011526, NM032214, and/or NM138333. In examples where the kinase is LCK, the substrate is BC003065, NM005207, BC020746, NM004442, NM004935, and/or NM003242. In an illustrative example where the kinase is LCK, the substrate is BC003065.


In one aspect, the method for identifying a molecule that affects phosphorylation of a substrate is a microtiter assay. For example, in the microtiter assay the identified substrate, the relevant kinase and one or more test molecules can be combined in the well of a microtiter plate and the level of phosphorylation can be measured and compared to a control reaction not containing the test molecules. If there is a higher level of phosphorylation, the test molecules stimulate phosphorylation of the identified substrate, if there is a lower level of phosphorylation, the test molecules inhibit phosphorylation of the identified substrate.


Cell-based methods also can be used to identify compounds capable of modulating identified substrate phosphorylation levels. Such assays can also identify compounds which affect substrate expression levels or gene activity directly. Compounds identified via such methods can, for example, be utilized in methods for treating disease or disorders in which the substrate is involved.


In one embodiment, an assay is a cell based assay in which a cell which expresses a membrane bound form of the identified substrate, or a biologically active portion thereof, on the cell surface is contacted with a test molecule and the ability of the test molecule to bind to the substrate determined. In another embodiment the substrate is cytosolic. The cell, for example, can be a yeast cell or a cell of mammalian origin. Determining the ability of the test compound to bind to the substrate can be accomplished, for example, by coupling the test compound with a radioisotope or enzymatic label such that binding of the test compound to the identified substrate or biologically active portion thereof can be determined by detecting the labeled compound in a complex. For example, test compounds can be labeled with 125I, 35S, 14C, or 3H, either directly or indirectly, and the radioisotope detected by direct counting of radio-emission or by scintillation counting. Alternatively, test molecules can be enzymatically labeled with, for example, horseradish peroxidase, alkaline phosphatase, or luciferase, and the enzymatic label detected by determination of conversion of an appropriate substrate to product. In a preferred embodiment, the assay comprises contacting a cell which expresses a membrane bound form of the identified kinase substrate, or a biologically active portion thereof, on the cell surface with a known molecule which binds the substrate to form an assay mixture, contacting the assay mixture with a test molecule, and determining the ability of the test molecule to interact with the substrate, wherein determining the ability of the test molecule to interact with the substrate comprises determining the ability of the test molecule to preferentially bind to the substrate or a biologically active portion thereof as compared to the known molecule.


In another embodiment, an assay is a cell based assay in which a cell which expresses a membrane bound form of the identified substrate, or a biologically active portion thereof, on the cell surface is contacted with the appropriate kinase and one or more test molecules and the ability of the test molecules to affect the level of phosphorylation of the identified substrate is determined. In another embodiment the identified substrate is cytosolic. The cell, for example, can be a yeast cell or a cell of mammalian origin. In a preferred embodiment, the assay comprises contacting a cell which expresses the identified kinase substrate, or a biologically active portion thereof, and expresses the appropriate kinase to form an assay mixture, contacting the assay mixture with one or more test molecules, and determining the ability of the test compounds to modulate the level of phosphorylation of the substrate.


In another aspect, a Km is determined for phosphorylation of an identified substrate by a kinase identified herein as phosphorylating the substrate in the presence of an on-test molecule. The Km is compared to the Km known for the phosphorylation of the identified substrate in the absence of the on-test molecule. A change in the Km indicates that the test molecule affects phosphorylation of the identified substrate by the kinase.


In certain aspects, a determination of whether the test molecule affects phosphorylation of an identified substrate by a kinase identified herein to phosphorylate the identified substrate, is performed using an indirect method. For example, affect on various cellular components and processes can be identified, for example affects on cell proliferation can be determined.


In certain aspects, the test molecule is an antibody or fragment thereof. Where the test molecule is a small molecule, it can be an organic molecule or an inorganic molecule. (e.g., steroid, pharmaceutical drug). A small molecule is considered a non-peptide compound with a molecular weight of less than 500 daltons.


This embodiment of the invention is well suited to screen chemical libraries for molecules that modulate the level of phosphorylation of the substrates identified by the methods of the present invention. The chemical libraries can be peptide libraries, peptidomimetic libraries, chemically synthesized libraries, recombinant, e.g., phage display libraries, and in vitro translation-based libraries, other non-peptide synthetic organic libraries, etc.


Exemplary libraries are commercially available from several sources (ArQule, Tripos/PanLabs, ChemDesign, Pharmacopoeia). In some cases, these chemical libraries are generated using combinatorial strategies that encode the identity of each member of the library on a substrate to which the member compound is attached, thus allowing direct and immediate identification of a molecule that is an effective modulator. Thus, in many combinatorial approaches, the position on a plate of a compound specifies that compound's composition. Also, in one example, a single plate position may have from 1-20 chemicals that can be screened by administration to a well containing the interactions of interest. Thus, if modulation is detected, smaller and smaller pools of interacting pairs can be assayed for the modulation activity. By such methods, many candidate molecules can be screened.


Many diversity libraries suitable for use are known in the art and can be used to provide compounds to be tested according to the present invention. Alternatively, libraries can be constructed using standard methods. Chemical (synthetic) libraries, recombinant expression libraries, or polysome-based libraries are exemplary types of libraries that can be used.


The libraries can be constrained or semirigid (having some degree of structural rigidity), or linear or nonconstrained. The library can be a cDNA or genomic expression library, random peptide expression library or a chemically synthesized random peptide library, or non-peptide library. Expression libraries are introduced into the cells in which the assay occurs, where the nucleic acids of the library are expressed to produce their encoded proteins.


In one embodiment, peptide libraries that can be used in the present invention may be libraries that are chemically synthesized in vitro. Examples of such libraries are given in Houghten et al., 1991, Nature 354:84-86, which describes mixtures of free hexapeptides in which the first and second residues in each peptide were individually and specifically defined; Lam et al., 1991, Nature 354:82-84, which describes a “one bead, one peptide” approach in which a solid phase split synthesis scheme produced a library of peptides in which each bead in the collection had immobilized thereon a single, random sequence of amino acid residues; Medynski, 1994, Bio/Technology 12:709-710, which describes split synthesis and T-bag synthesis methods; and Gallop et al., 1994, J. Medicinal Chemistry 37(9):1233-1251. Simply by way of other examples, a combinatorial library may be prepared for use, according to the methods of Ohlmeyer et al., 1993, Proc. Natl. Acad. Sci. USA 90:10922 10926; Erb et al., 1994, Proc. Natl. Acad. Sci. USA 91:11422 11426; Houghten et al., 1992, Biotechniques 13:412; Jayawickreme et al., 1994, Proc. Natl. Acad. Sci. USA 91:1614 1618; or Salmon et al., 1993, Proc. Natl. Acad. Sci. USA 90:11708 11712. PCT Publication No. WO 93/20242 and Brenner and Lerner, 1992, Proc. Natl. Acad. Sci. USA 89:5381 5383 describe “encoded combinatorial chemical libraries,” that contain oligonucleotide identifiers for each chemical polymer library member.


In a preferred embodiment, the library screened is a biological expression library that is a random peptide phage display library, where the random peptides are constrained (e.g., by virtue of having disulfide bonding).


Further, more general, structurally constrained, organic diversity (e.g., nonpeptide) libraries, can also be used. By way of example, a benzodiazepine library (see e.g., Bunin et al., 1994, Proc. Natl. Acad. Sci. USA 91:4708 4712) may be used.


Conformationally constrained libraries that can be used include but are not limited to those containing invariant cysteine residues which, in an oxidizing environment, cross-link by disulfide bonds to form cystines, modified peptides (e.g., incorporating fluorine, metals, isotopic labels, are phosphorylated, etc.), peptides containing one or more non naturally occurring amino acids, non-peptide structures, and peptides containing a significant fraction of γ carboxyglutamic acid.


Libraries of non-peptides, e.g., peptide derivatives (for example, that contain one or more non-naturally occurring amino acids) can also be used. One example of these are peptoid libraries (Simon et al., 1992, Proc. Natl. Acad. Sci. USA 89:9367 9371). Peptoids are polymers of non-natural amino acids that have naturally occurring side chains attached not to the alpha carbon but to the backbone amino nitrogen. Since peptoids are not easily degraded by human digestive enzymes, they are advantageously more easily adaptable to drug use. Another example of a library that can be used, in which the amide functionalities in peptides have been permethylated to generate a chemically transformed combinatorial library, is described by Ostresh et al., 1994, Proc. Natl. Acad. Sci. USA 91:11138 11142). Another illustrative example of a non-peptide library is a benzodiazepine library. See, e.g., Bunin et al., 1994, Proc. Natl. Acad. Sci. USA 91:4708-4712.


The members of the peptide libraries that can be screened according to the invention are not limited to containing the 20 naturally occurring amino acids. In particular, chemically synthesized libraries and polysome based libraries allow the use of amino acids in addition to the 20 naturally occurring amino acids (by their inclusion in the precursor pool of amino acids used in library production). In specific embodiments, the library members contain one or more non-natural or non classical amino acids or cyclic peptides. Non-classical amino acids include but are not limited to the D-isomers of the common amino acids, α-amino isobutyric acid, 4-aminobutyric acid, Abu, 2-amino butyric acid; γ-Abu, δ-Ahx, 6-amino hexanoic acid; Aib, 2-amino isobutyric acid; 3-amino propionic acid; ornithine; norleucine; norvaline, hydroxyproline, sarcosine, citrulline, cysteic acid, t-butylglycine, t butylalanine, phenylglycine, cyclohexylalanine, β-alanine, designer amino acids such as β-methyl amino acids, Cα-methyl amino acids, Nα-methyl amino acids, fluoro-amino acids and amino acid analogs in general. Furthermore, the amino acid can be D (dextrorotary) or L (levorotary).


In another embodiment of the present invention, combinatorial chemistry can be used to identify agents that modulate the level of phosphorylation of the substrate. Combinatorial chemistry is capable of creating libraries containing hundreds of thousands of compounds, many of which may be structurally similar. While high throughput screening programs are capable of screening these vast libraries for affinity for known targets, new approaches have been developed that achieve libraries of smaller dimension but which provide maximum chemical diversity. (See e.g., Matter, 1997, Journal of Medicinal Chemistry 40:1219-1229).


Kay et al., 1993, Gene 128:59-65 (Kay) discloses a method of constructing peptide libraries that encode peptides of totally random sequence that are longer than those of any prior conventional libraries. The libraries disclosed in Kay encode totally synthetic random peptides of greater than about 20 amino acids in length. Such libraries can be advantageously screened to identify the phosphorylation modulators. (See also U.S. Pat. No. 5,498,538 dated Mar. 12, 1996; and PCT Publication No. WO 94/18318 dated Aug. 18, 1994).


A comprehensive review of various types of peptide libraries can be found in Gallop et al., 1994, J. Med. Chem. 37:1233-1251.


In related embodiments, the present invention further provides screening methods for the identification of compounds that increase or decrease the level of phosphorylation of kinase substrates identified by the methods of the present invention by screening a series of molecules, such as a library of molecules. Methods for screening that can be used to carry out the foregoing are commonly known in the art. See, e.g., the following references, which disclose screening of peptide libraries: Parmley and Smith, 1989, Adv. Exp. Med. Biol. 251:215-218; Scott and Smith, 1990, Science 249:386-390; Fowlkes et al., 1992, BioTechniques 13:422-427; Oldenburg et al., 1992, Proc. Natl. Acad. Sci. USA 89:5393-5397; Yu et al., 1994, Cell 76:933-945; Staudt et al., 1988, Science 241:577-580; Bock et al., 1992, Nature 355:564-566; Tuerk et al., 1992, Proc. Natl. Acad. Sci. USA 89:6988-6992; Ellington et al., 1992, Nature 355:850-852; U.S. Pat. No. 5,096,815; U.S. Pat. No. 5,223,409; U.S. Pat. No. 5,198,346; Rebar and Pabo, 1993, Science 263:671-673; and International Patent Publication No. WO 94/18318.


In another embodiment, a method is provided for identifying molecules that interact with the identified substrate. This embodiment identified molecules that have a greater chance of affecting phosphorylation of the identified substrate by a kinase identified herein as phosphorylating the identified substrate. The principle of the assays used to identify compounds that interact with the identified substrate involves preparing a reaction mixture of the identified substrate and the test compound under conditions and for a time sufficient to allow the two components to interact with, e.g., bind to, thus forming a complex, which can represent a transient complex, which can be removed and/or detected in the reaction mixture. These assays can be conducted in a variety of ways. For example, one method to conduct such an assay involves anchoring the identified substrate or the test substance onto a solid phase and detecting substrate gene product/test compound complexes anchored on the solid phase at the end of the reaction. In one embodiment of such a method, the identified substrate is anchored onto a solid surface, and the test compound, which is not anchored, may be labeled, either directly or indirectly. Those test compounds that bind to the identified substrate can then be further tested on their ability to effect the level of phosphorylation of the substrate using methods know in the art, including those described, infra.


In practice, microtiter plates may conveniently be utilized as the solid phase. The anchored component may be immobilized by non-covalent or covalent attachments. Non-covalent attachment may be accomplished by simply coating the solid surface with a solution of the protein and drying. Alternatively, an immobilized antibody, preferably a monoclonal antibody, specific for the substrate protein to be immobilized may be used to anchor the protein to the solid surface. The surfaces may be prepared in advance and stored.


In order to conduct the assay, the nonimmobilized component is added to the coated surface containing the anchored component. After the reaction is complete, unreacted components are removed (e.g., by washing) under conditions such that any complexes formed will remain immobilized on the solid surface. The detection of complexes anchored on the solid surface can be accomplished in a number of ways. Where the previously nonimmobilized component is pre-labeled, the detection of label immobilized on the surface indicates that complexes were formed. Where the previously nonimmobilized component is not pre-labeled, an indirect label can be used to detect complexes anchored on the surface; e.g. using a labeled antibody specific for the previously nonimmobilized component (the antibody, in turn, may be directly labeled or indirectly labeled with a labeled anti-Ig antibody).


Alternatively, a reaction can be conducted in a liquid phase, the reaction products separated from unreacted components, and complexes detected; e.g., using an immobilized antibody specific for the identified substrate gene product or the test compound to anchor any complexes formed in solution, and a labeled antibody specific for the other component of the possible complex to detect anchored complexes.


Any method suitable for detecting protein-protein interactions may be employed for identifying identified substrate-protein interactions, including kinase-substrate interactions. Proteins that interact with the substrate and inhibit or enhance the level of substrate phosphorylation will be potential therapeutics for the treatment of diseases and disorders, including cancer, which involve the identified substrate. Proteins that interact with the identified substrate can also be used in the diagnosis of such diseases and disorders.


Among the traditional methods which may be employed are co immunoprecipitation, crosslinking and co-purification through gradients or chromatographic columns (e.g. size exclusion chromatography). Utilizing procedures such as these allows for the isolation of intracellular proteins which interact with the identified substrate, sometimes referred to herein as the substrate gene products. Once isolated, such an intracellular protein can be identified and can, in turn, be used, in conjunction with standard techniques, to identify additional proteins with which it interacts. For example, at least a portion of the amino acid sequence of the intracellular protein which interacts with the identified substrate can be ascertained using techniques well known to those of skill in the art, such as via the Edman degradation technique (see, e.g., Creighton, 1983, Proteins: Structures and Molecular Principles, W. H. Freeman & Co., N.Y., pp. 34-49). The amino acid sequence obtained may be used as a guide for the generation of oligonucleotide mixtures that can be used to screen for gene sequences encoding such intracellular proteins. Screening may be accomplished, for example, by standard hybridization or PCR techniques. Techniques for the generation of oligonucleotide mixtures and the screening are well-known. (See, e.g., Ausubel, supra., and PCR Protocols: A Guide to Methods and Applications, 1990, Innis, M. et al., eds. Academic Press, Inc., New York).


Additionally, methods may be employed which result in the simultaneous identification of genes which encode a protein interacting with the substrate protein. These methods include, for example, probing expression libraries with labeled substrate protein, using substrate protein in a manner similar to the well known technique of antibody probing of λgt11 libraries.


One method which detects protein interactions in vivo, the two-hybrid system, can be used. One version of this system has been described (Chien et al., 1991, supra.) and is commercially available from Clontech (Palo Alto, Calif.).


Kits


The invention also provides kits that include human positionally addressable arrays of proteins of the present invention and/or that are used for carrying out the methods of the present invention. Such kits may further comprise, in one or more containers, reagents useful for assaying biological activity of a protein or molecule, reagents useful for assaying protein-probe interaction, and/or one or more probes, proteins or other molecules. The reagents useful for assaying biological activity of a protein or other molecule, or assaying interactions between a probe and a protein or other molecule, can be applied with the probe, attached to a positionally addressable array of proteins, or contained in one or more wells on a positionally addressable array of proteins. Such reagents can be in solution or in solid form. The reagents may include either or both the proteins or other molecules and the probes required to perform the assay of interest.


In another embodiment, the kit can include the reagent(s) or reaction mixture useful for assaying biological activity, such as enzymatic activity, of a protein or other molecule. The kit typically includes a positionally addressable array of proteins and one or more containers holding a solution reaction mixture for assaying biological activity of a protein or molecule.


The present invention may be better understood by reference to the following non-limiting Examples, which are provided as exemplary of the invention. The following examples are presented in order to more fully illustrate the preferred embodiments of the invention. They should in no way be construed, however, as limiting the broad scope of the invention.


EXAMPLE 1
Method for Making a Protein Microarray with Greater than 3000 Human Proteins

This Example illustrates a method that can be employed to make protein microarrays of large numbers of human proteins.


Cloning, Expression, Purification and Arraying of Human Proteins

A. Cloning


Experimental design, procedures, and protocols. The entire cloning, expression, purification, and arraying performed in this Example were linked to a database and workflow management system that both organizes and tracks the progress from gene sequences to validation of printed protein arrays. Primer pairs were automatically designed using known design parameters to amplify coding sequences and produce fragments with termini that were appropriate for cloning into the Gateway entry vector pENTR221.


PCR amplification from cDNA was carried out in 96-well plates, using a high fidelity polymerase to minimize introduction of spurious mutations. The resulting amplified products were tested for the correct or expected size using a Caliper AMS-90 analyzer. These data were uploaded to the database for an automatic comparison to the gene size expected for each sample clone. A data management system used the results of the Caliper analysis to automatically direct a robotic re-array which consolidated PCR products that have passed QC into a single plate for recombinational cloning into pENTR221. All cloning steps were carried out in bar-coded 96-well plates using robotic liquid handling equipment. These steps included solid-phase DNA purification, BP recombinational cloning reactions, and transformation into competent E. coli. Four colonies were picked from each transformation using a colony-picking robot. PCR reactions and QC of each reaction were carried out on each colony in an automated fashion as described above. Two colonies with the correct sized PCR fragment were robotically consolidated into bar-coded 96-well plates, and the product Templiphi™ (Amersham Biosciences) was used to create templates for automated DNA sequencing.


Analysis, interpretation, and validation. Clones were sequence-verified through the entire length of their inserts. A set of highly efficient algorithms were employed to automatically determine whether the sequence of a clone matched the intended gene, whether there were any deleterious mutations, and whether the ORF was correctly inserted into the vector; only clones that meet these criteria were made available for protein expression.


Benchmarking of this automated system against manual sequence analysis by trained technicians revealed that analysis of 200 clones required 75 hours by manual analysis versus 3 minutes by automation. Further inspection of the results indicated that 9 of the clones passed by manual analysis actually contained sequence errors, and 1 of the clones that failed manual sequence analysis actually had a correct sequence. In contrast, none of the sequences were inappropriately passed or failed by the automated system.


Potential difficulties & solutions. It is inevitable that some sequences will not amplify. One possible cause is errors in the oligonucleotide primers used for PCR. The simplest solution to this problem is to resynthesize primers that fail to amplify. Another possible cause of non-amplification is non-specificity of the oligonucleotides. Although specificity is optimized in the PCR primer design software, it is not possible to always achieve complete specificity. Therefore, we employed a ‘nested primer’ strategy to deal with this; template was amplified by flanking primers prior to specific PCR of the protein or kinase domain. This effectively increased the relative amount of target template, and minimized the effects of non-specificity.


B. Expression and Purification of Human Proteins


Experimental design, procedures and protocols. The goal of this portion of the project was to produce sufficient amounts of recombinant human proteins for production of protein microarrays. We use an insect cell based system for protein production. Recombinant proteins expressed in insect cells have a high frequency of proper folding, high yield, and post-translational modifications (e.g. phosphorylation and glycosylation) that are similar to mammalian cells (Zhu H, et al., Science 2001, 293:2101-2105; and Schweitzer B, and Kingsmore S. F., Curr Opin Biotechnol 2002, 13:14-19; Snyder M, et al., Science 2003, 300:258-260). These desirable features are in contrast to proteins expressed in E. coli, which are often not folded properly and lack post-translational modifications. We have adapted a baculovirus-based system for highly efficient expression of mammalian proteins in a 96-well format. Optimization of this process has allowed us to routinely achieve an 80% or higher success rate in obtaining soluble recombinant proteins from 96-well insect cell cultures; this rate of success represents a significant improvement over the 42% success rate that had been previously reported in this format.


Protein Expression. The baculovirus-based expression system involves the use of a bacmid shuttle vector in an E. coli host containing a transposase. Thus, the vectors used have sequences needed for direct incorporation into the bacmid, as well as the additional elements required for baculovirus driven over-expression: an antibiotic resistance marker, a polyhedrin promoter, an epitope tag (either GST or 6Xhis, or both), and a polyadenylation signal. Just as in the cloning process described previously, sets of cDNAs queued for expression were created and processed as single units of bar-coded 96-well plates. Selected cDNAs (and controls) were robotically re-arrayed for transformation into the bacmid-containing E. coli strain. Following transformation, colonies were picked robotically, and correct integration of the cloned cDNA into the bacmid was automatically checked by an in house data analysis system after PCR. Isolated bacmid DNA was transfected into insect cells where it is believed to form competent virus particles that are propagated by successive insect cell infections and are amplified to a high titer. Amplified viral stocks are stable over many months and allow for multiple separate inoculations and protein expression cycles from each amplification round. Aliquots of amplified viral stocks were used to infect insect cell cultures in bar-coded 96 deep-well plates. Following a 3-day growth, the insect cells containing expressed proteins were collected and lysed in preparation for purification.


Purification. The method for making a protein provided herein optimizes and automates a high-throughput protein purification process so that more than 5000 different proteins can be purified in a single day in a 96-well format. All steps of the process including cell lysis, binding to affinity resins, washing, and elution, were integrated into a fully automated robotic process which was carried out at 4° C. Insect cells were lysed under non-denaturing conditions and lysates were loaded directly into 96-well plates containing glutathione or Ni-NTA resin. After washing, purified proteins were eluted under conditions designed to obtain native proteins.


Analysis, interpretation, and validation. After purification, samples of the purified material were directly compared with crude protein samples obtained from aliquots of cells that have been vigorously lysed and denatured. The two sample sets were run out on SDS-PAGE gels and immuno-detected by Western blot. The gel images were electronically captured and processed to generate a table of all the protein molecular weights detected for each sample that was uploaded into the database. The protein sizing data for both crude and purified protein fractions were automatically scored for the presence or absence of a dominant band at the correct expected molecular weight.


Potential difficulties & solutions. Using this method, in one validation run, 632 out of the 657 (96%) clones submitted for expression passed a crude lysate Western QC. 550 (87%) of these 632 proteins passed Western QC after purification. This validation run clearly demonstrates a high success rate in expressing recombinant proteins using the baculoviral system. In the rare cases when expression is not observed, the protein can be expressed with the fusion tag on the 3′ instead of the 5′ terminus, as this may aid expression or purification. Additional steps that can be taken to increase yield of total protein is to use alternate insect cells, optimize the multiplicity of infection, and examine the effect of culture time on protein yields.


C. Generation of a Positionally Addressable Array of Large Numbers of Human Proteins


Experimental design, procedures and protocols. Microarrays printed with hundreds to thousands of different purified functional proteins were routinely generated. These arrays can be used for a wide variety of applications, including mapping protein-protein, protein-lipid, protein-DNA, and protein-small molecule interactions, enzyme substrate determination, measuring post-translational modifications, and carrying out biochemical assays. The production of these microarrays requires only a small amount of each protein, 1 ug of each protein is sufficient to print hundreds of arrays. Aliquots of each purified protein were robotically dispensed in buffer optimized for microarray printing into microarrayer-compatible bar-coded 384-well plates. The contents of these plates along with plates of proteins used as positive (e.g. fluorescently-labeled proteins, biotinylated proteins, etc.) and negative (e.g. BSA) controls were spotted onto 1″×3″ microscope slides using a microarrayer robot equipped with 48 quill-type pins (Telechem). Each protein was spotted in duplicate with a spot-to-spot spacing of 250 um. Pins were extensively washed and dried after each dispensing cycle to prevent sample carry-over. Up to 10,000 different spots were placed on each slide.


Analysis, interpretation, and validation. A typical lot of microarrays generated from one printing run included 100 slides. Since each of the proteins was tagged with an epitope (e.g. GST or 6XHis), representative slides from each printing lot were QC'd using a labeled antibody that is directed against this epitope. Every slide was printed with a dilution series of known quantities of a protein containing the epitope tag. QC images were uploaded into ProtoMine™, a computer system that runs software that calculates a standard curve and converts the signal intensities for each spot into the amount of protein deposited. The intra-slide and intra-lot variability in spot intensity and morphology was measured using automated equipment to determine the number of missing spots, and the presence of control spots. Slides which pass a defined set of QC criteria were stored at −20° C. until use.


Potential difficulties & solutions. One potential difficulty with protein microarrays is denaturation of proteins on the microarray surface. To avoid this problem, we have optimized printing conditions and buffer composition for arraying thousands of different proteins, and have demonstrated stability and functionality of these arrays for at least one year when stored at −20° C. Since proteins sometimes behave differently on different surfaces, when printing an array several different slide types should be analyzed including but not limited to membrane-coated (e.g. nitrocellulose), hydrophobic (e.g. gamma-aminopropylsilane), and covalent (e.g. aldehyde) chemistries. Another issue that arises from time to time is insufficient protein adhering to the surface of the array. A QC process is designed to alert us to this problem, so that proteins that fail to print will be identified. Although a success rate for printing purified proteins is typically 95% or higher, if necessary proteins that fail to print can be further concentrated to increase the likelihood of some protein adhering to the slide.


Table 13, filed herewith on CD in the file named “Table 13,” provides the amino acid sequences, accession numbers, ORF identifier, and FASTA header for 5034 human proteins that the inventors have expressed at a concentration of at least 19.2 nM, isolated, and microarrayed as production lot 5.2, using the protein production, isolation, and microarray methods provided in this Example, and a GST tag. Surprisingly, as indicated in Tables 15-17, the inventors have been able to successfully express numerous difficult-to-express proteins, that are also difficult to isolate in a non-denatured state, such as membrane proteins, including transmembrane proteins and GPCRs, using the same high-throughput methods that were used to expressed other human proteins, including cytoplasmic proteins. Table 15, provided herewith, provides the 429 proteins classified in the Gene Ontology (GO) categories (provided on the Worldwide web at geneontology.org, incorporated herein in its entirety by reference) as “membrane proteins,” that were expressed, isolated, and microarrayed as part of production lot 5.2, using the methods provided in Example 1. Table 16, provided herewith, provides the 88 proteins classified in the GO categories as “transmembrane proteins,” that were expressed, isolated, and microarrayed as part of production lot 5.2, using the methods provided in Example 1. Table 17, provided herewith, provides a list of 42 G-protein coupled receptors that have been expressed, isolated, and microarrayed using the methods provided in Example 1 as part of production lot 5.2. Table 18, filed herewith on CD in the file named “Table 18,” provides the names, identifiers and concentrations at the time of microarray spotting (number in “name” column after “˜”) for proteins expressed in production lot 5.2, as well as microarray positional information.


Tables 5 and 7 provide a list including concentration information (Table 7 last column (nM)) of the over 1500 proteins that were successfully expressed, isolated, and microarrayed according to the methods provided in this Example in production lot 4.1. Table 3 provides a list, including coding sequences, of proteins that the inventors expressed at a concentration of at least 19.2 nM, isolated, and microarrayed according to the method provided in Example 1 in production lot 4.1. Table 6 provides a list of the 176 human kinases that were expressed, isolated, and microarrayed using the methods provided in this Example. Table 8 provides a list of human kinases that were expressed, isolated, and microarrayed using the methods provided in this Example. Tables 9 and 11 provide the sequences of proteins that were successfully expressed, isolated and microarrayed using the methods provided in this Example, in different production lots (4.1 and 5.1 respectively). Table 10 lists the human proteins according to Gene Ontology (GO) categories, that were successfully expressed, isolated, and microarrayed using the methods of Example 1 in production lot 5.1. Table 1, filed herewith on CD in the file named “Table 1,” lists the coding sequences encoding human proteins that the inventors attempted to express and isolate using the protein production and isolation methods disclosed in Example 1 herein. Table 2, filed herewith, includes the identities of coding sequences encoding human proteins that include the proteins encoded by the which can be cut out of the clones and ligated into expression vectors. Table 4 provides a list of protein interactions that were identified using the human protein arrays of the present invention. The identification of these interactions further establishes that proteins that were expressed, isolated, and spotted using the methods provided herein are non-denatured proteins retaining their 3-dimensional structure.


To test if human protein arrrays of the present invention could be used to identify novel protein-protein interactions, we expressed and purified 12 his6-V5-bioEase-EK-Human fusions. Among these proteins there were transcricption factors, protein kinases, and cell cycle regulators. To reveal novel protein interactions, the proteins were probed against a human protein array containing approximately 3300 human proteins that were expressed, isolated, and spotted on nitrocellulose slides essentially according to the methods provided in this Example. Interactions were revealed using anti-V5 antibody conjugated to AlexaFluor 647 (anti-V5-AF647) for detection. These interactions were visualized by acquiring images with a fluorescent microarray scanner and displaying with microarray analysis software. For all of the proteins tested, we observed protein interactions with proteins on the array. These interactions are defined as “significant signals” not observed on the negative control slides. The number of interactions ranged from 6 to 30.


From the interactions observed, we identified 19 protein-protein (Table 4) interactions to further examine. The selection was based on interactions that either had very high signals or are consistent with the literature. Some examples of interactions that are consistent with the literature are the interaction of 1) the tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein (YWHAB, IOH3955) with the deathassociated protein kinase 2 (DAPK2, NM014326), 2) the calcium/calmodulin-dependent protein kinase I (CAMK1, IOH21059) with calmodulin-like 5 (CALML5, BC039172) and 3) the CDC37 homolog (CDC37, IOH6219) with the cyclin-dependent kinase 2 (CDK2, NM001798).


To address if these interactions could be demonstrated by another means, the his6-V5-bioEase-EKhuman fusions were spotted on nitrocellulose coated slides. We then expressed and purified the corresponding GST-fusion interactors using glutathione affinity chromatography. These GST-fusions were then used to probe arrays containing the immobilized his6-V5-bioEase-EK-human fusions. Because the immobilized proteins do not contain a GST tag, we employed an anti-GST based detection strategy.


Of 18 interactions that we expected to observe, 13 were indeed observed. Some of the interactions that were not observed were likely due to the fact that the concentration of the probe was extremely low (0.03 ng/μL). Overall, we observed that the correlation between interactions detected using anti-V5-AlexaFluor647 based detection and interactions detected in a reciprocal interaction assay using anti-GST based detection was approximately 80% (Table 5).


Next, it was confirmed that another lot of human protein arrays of the present invention made according to the present Example at a production scale with respect to the amount of protein expressed and number of slides that were printed, and designated production lot 4.1 (Human Protoarray 4.1 (See Table 9)), could be successfully used to observe protein-protein interactions. To do so, Human Protoarray 4.1 was probed with four his 6-V5-bioEase-EK-Human fusions (CALM2, ATF2, CKN1B, and CDC37). Expected interactions for all the probes were observed. CALM2 interacted with CAMKIV (NM001744). ATF2 interacted with BC029046/PAIP2. CDKN1B interacted with BC005298/CDK7. CDC37 interacted with BC033035, NM006658 and NM022720/DGCR8.









TABLE 4







Protein interactions observed using human protein arrays according to the


present invention. The probe (Invitrogen Clone ID) and the protein


immobilized on the slide (Array protein, annotated with MGC or RefSeq


accession) number are listed.











Interactions Observed
Probe
Array Protein







IOH3955_BC001709
IOH3955
BC001709



IOH12735_BC001716
IOH12735
BC001716



IOH3138_BC005298
IOH3138
BC005298



IOH6416_BC017348
IOH6416
BC017348



IOH1805_BC025700
IOH1805
BC025700



IOH12735_BC029046
IOH12735
BC029046



IOH3955_BC030253
IOH3955
BC030253



IOH6219_BC033035
IOH6219
BC033035



IOH21059_BC039172
IOH21059
BC039172



IOH5984_NM_001744
IOH5984
NM_001744



IOH6219_NM_001798
IOH6219
NM_001798



IOH3277_NM_002095
IOH3277
NM_002095



IOH26401_NM_002830
IOH26401
NM_002830



IOH3277_NM_006307
IOH3277
NM_006307



IOH6219_NM_006658
IOH6219
NM_006658



IOH3955_NM_014326
IOH3955
NM_014326



IOH5984_NM_014326
IOH5984
NM_014326



IOH6219_NM_022720
IOH6219
NM_022720



IOH3955_NM_138333
IOH3955
NM_138333










The proteins were spotted on nitrocellulose slides for protein interaction experiments, and Full Moon glass slides (Protein slides II, available from Full Moon Biosystems, Inc., Sunnyvale, Calif.), for kinase substrate profiling experiments.


EXAMPLE 2
Kinase Substrate Assay on Protein Arrays

This Example illustrates that kinase substrate assays performed using the protein arrays of the present invention identify specific substrate phosphorylation. One goal of this study was to demonstrate that kinases exhibit specific substrate phosphorylation on protein arrays.


Materials and Methods:


Analysis of Known Kinase Substrates:


pE/Y, myelin basic protein (MBP) and crosstide were handspotted on aldehyde (Telekem) slides and probed with 40 nM Blk with γ33P-ATP B) Crosstide, histone, bio-PKA, bio-PKC printed on aldehyde slides with a SpotBot (Telekem) noncontact arrayer and probed with 40 nM Akt3 with γ33P-ATP. Blk and Akt3 enzymes were purchased from Upstate Signaling Solutions. (product literature for Blk and Akt3 states that the enzymes phosphorylate pE/Y and Crosstide in solution assays respectively).


Analysis of Human Protein Arrays:


1500 human proteins were spotted on aldehyde slides and probed with γ33P-ATP, γ33P-ATP and 40 nM Akt3 or 40 nM Blk and γ33P-ATP. Signals on γ33P-ATP only slide are due to mainly immobilized kinases autophosphorylating on the slide. No substrates were observed for Akt3 but at least four substrates (boxed in red) could be distinguished for Blk.


Results:


To test specific substrated phosphorylation using protein microarrays, we spotted some general substrates on functionalized glass slides. These slides were then probed with two kinases, a tyrosine kinase (Blk) and a serine/threonine kinase (Akt3). Blk is known to phosphorylate the general substrate polyE/Y and Akt3 phosphorylates crosstide in standard solution assays. We observed on protein arrays that Blk preferentially phosphoryaltes pE/Y and Akt3 phosphorylates Crosstide. Akt3 does not phosphorylate pE/Y. Of interest was that Akt3 preferred the general substrates histone, bio-PKA, and bio-PKC over crosstide. The utility of the assay is very apparent because kinases demonstrate specific substrate phosphorylation using the protein microarray assay, and secondly several potential substrates can be screened and identified in one experiment. Lastly, quantitative analyses of the signals can be applied to rank substrates.


Given the ability to show that two commercial enzymes were active against proteins immobilized on glass slides, we decided to test if H. sapiens proteins cloned, expressed in insect cells as GST-fusions and purified by glutathione-affinity chromatography and subsequently immobilized on glass slides with an Omnigrid (Genemachines) noncontact arrayer are suitable substrate arrays for exogenously added kinases. 40 nM Akt3 and 40 nM Blk were added to human protein arrays having approximately 1500 unique proteins.


When we add only a solution of radioactive γ33P-ATP to the human protein array, we observe a number of immobilized proteins that have signal. We believe the signals are the result of kinases autophosphorylating on the array. We also can not exclude the possibility signals result from just ATP binding. It is interesting to note that several proteins not annotated as kinases are ATP reactive. This data argues strongly that proteins are indeed functional on the array. We did not observe any substrate phosphorylation for Akt3 but do observe a number of substrates for Blk. Therefore, we have demonstrated that our process of protein expression, purification and immobilization on arrays produces functional protein arrays that act as ideal substrates for high throughput assessment of protein kinase activity.


Having developed an effective protocol for the printing and probing of substrate arrays with kinases, we reasoned that signals that are only observed in the presence of kinase could be due to two possibilities, either phosphorylation of substrate or autophosphorylation of kinase with subsequent interaction with immobilized protein. To enrich for phosphorylation of immobilized substrate, we reasoned that denaturing washes of kinase-probed arrays would significantly decrease the occurrence of autosphorylated kinase interacting with immobilized protein. We tested 1M NaCl, 1% Triton X-100, 0.5% SDS, 100 mM HCL and 10 mM NaOH on the immobilization of proteins to Ultra GAPS. Most of these treatments had no significant effect on the immobilization of GST fusions. 10 mM NaOH was the only treatment that significantly effected protein immobilization. In certain illustrative embodiments, we used 0.5% SDS washes for the kinase assays.


Initially, we used aldehyde coated slides sold by TeleChem for kinase-substrate assays. Many commercial vendors produce coated (i.e. functionalized) glass slides and we assessed these various slides to determine which chemistry provided the best signal relative to background. Therefore, we purchased 11 different slides from 7 different companies (Table 14). We then printed over a thousand human proteins on these chemistries, probed the slides with a kinase with γ33P-ATP and qualitatively ranked the slides based on signal and background values. We observed that many slides performed similarly with small differences in signal and/or background. The most effective slides were given a score of 2. Less optimal chemistries were given a score of 1 mainly because these slides exhibited higher background. One slide that exhibited extremely high background is the Micromax SuperChip 1 sold by Perkin Elmer. Ultra GAPS slides made by Corning was one particularly effective slide because the proteins exhibited good signal to background ratios and the slides are suitable for other assays types as well.


After the analysis performed as discussed above and summarized in Table 1, reformulated Full Moon glass slides (Protein slides II, available from Full Moon Biosystems, cat. No. 25, 25B, 50, or 50B) were obtained. The reformulated Full Moon functionalized glass slides were found to be particularly effective for use in the kinase assay with contact-printed proteins.













TABLE 14







Slide Type
Manufacturer
Score









Super Epoxy
TeleChem
2



Power Matrix
Full Moon
2



(Protein slides I)



Nickel Chelate
Greiner
2



Nickel Chelate
Xenopore
2



Low Background Aldehyde
Microsurface
2



Ultra GAPS
Corning
2



Super Clean
TeleChem
1



Super Amine
TeleChem
1



Super Aldehyde
TeleChem
1



Aminoslides
Greiner
1



MicroMax Super Chip I
Perkin Elmer
0










EXAMPLE 3
Substrate Profiling Service

Kinase Substrate Profiling Service. The kinase service method of the present invention was carried out as shown in FIG. 1. This first step was to determine the optimal conditions for kinase substrate discovery. This is accomplished by incubating the kinase at three different concentrations with the Yeast ProtoArray KSP Proteome Positionally addressable array in the presence of 33P-ATP. A positive control utilizing the protein kinase PKA and a negative control consisting of 33P-ATP alone was also run in parallel to provide quality assurance for the assay. This data was used to determine which concentration of kinase provides the best signal to background levels while maintaining the presence of fiduciary spots that are necessary for data processing.


Materials and Methods:


Expression of Yeast Proteins. The yeast proteome collection was derived from the yeast clone collection of 5800 yeast ORFs generated by the Snyder lab as described in au et al. (2001). The identity of each clone was verified at Protometrix using 5′ end sequencing. In addition, expression of GST-tagged protein by each clone was tested using Western blotting and detection with an anti-GST antibody. 4088 clones that passed both QC measures were rearrayed into 96-well boxes for long-term storage. One well in each box was also left empty as a negative/contamination control. Frozen yeast 96-well stocks were pronged on to SC/URA growth plates and incubated at 30° C. for 2-3 days. Yeast cells were transferred to 96 well boxes (six replicates per box) containing 1 mL of SC/URA/Raffinose, induced with 4% galactose for 16 hours, the cells pelleted, glass/zirconia beads were added and frozen at −80° C.


Protein Purification. Boxes were thawed at 4° C., lysed four times using a Harbil paint shaker (1 minute shaking periods) in 50 μL lysis buffer with protease inhibitors. To the lysate, 600 μL of buffer with protease inhibitors was added, lysed with the paint shaker and the lysates clarified by centrifugation. 75 μL of glutathione-Sepharose 4B (Amersham Pharmacia) was added, incubated at 6° C. for 1 hr with shaking, the slurries transferred to 96 well PVDF filter plates (Whatman) and washed three times with 200 μL of HEPES wash buffer. Proteins were eluted with 75 μL of Elution Buffer and consolidated into 384 well plates.


Manufacture of Yeast ProtoArray™ KSP Proteome Positionally Addressable Arrays


Proteins. Proteins were purified and distributed in 384-well plates as described above. Four 384-well plates of control proteins were prepared in the elution buffer to ensure consistency of the spots on the arrays. Plates were barcoded, sealed and stored at −80° C. until use.


Array substrate. The array substrate was a 1″×3″ glass microscope slide that was derivatized with chemicals to promote protein binding (Full Moon Biosystems, Sunnyvale, Calif.).


Array Design. The arrays are designed to accommodate 12288 spots. Samples were printed in 48 subarrays (4000-μm2 each) and were equally spaced in both vertical and horizontal directions. For the Yeast ProtoArray™ KSP positionally addressable arrays, spots were printed with a 275 μm spot-to-spot spacing. An extra 500-μm gap exists between adjacent subarrays to allow quick identification of subarrays.


Arrayer. The production arrayer was a GeneMachines OmniGrid 100 (Genomic Solutions) equipped with 48 quill-type pins (Telechem International, Sunnyvale, Calif.).


Kinase Substrate Profiling. Positionally addressable array slides were blocked in 30 mL PBS/1% BSA in plastic trays for 2-3 hrs at 4° C. with gentle shaking. After blocking, arrays were removed from the blocking solution and tapped gently on a Kimwipe to remove excess liquid from the slide surface. Arrays were placed in a 50 mL conical tube, and then 120 μL of 0.1, 1, or 10 nM kinase in kinase buffer containing 33P-ATP or kinase buffer with 33P-ATP alone (Negative Control) was added. Arrays were covered with a Hybrislip, and the conical tube was capped and placed in an incubator at 30° C. for 1 hr. The tubes were then removed from the incubator and 40 mls of 0.5% SDS in water was added to the tube. The Hybrislip was removed from the tube with tweezers and discarded. The tube was then recapped and gently inverted several times. After a 15 minute incubation at room temperature, the wash buffer was discarded, and another 40 mls of 0.5% SDS in water was added to the tube for a 15 minute incubation. Following this incubation, the wash buffer was discarded and 40 ml of water was added to the tube for a 15 minute incubation at room temperature. After discarding this wash buffer, arrays were placed in a slide holder which was spun in a table top microfuge equipped with microplate rotor at 2000 RPM for 1 minute. Arrays were then placed in an X-ray film cassette, covered with clear plastic wrap and then with a phosphoimaging screen. Exposure of the arrays to the phosphoroimaging screen was carried out for 18 hrs prior to scanning on the phosphorimager.


Data Analysis. The TIFF file produced from the scanning was processed using Adobe Photoshop as follows:

    • 1. 1″×3″ fixed rectangular areas corresponding to each array were cropped from each file.
    • 2. The data was inverted.
    • 3. The image file was changed to 2550×7650 pixels (constrained proportions).
    • 4. The cropped image was saved to a new file.


Pixel intensities for each spot on the array were obtained using GenePix 6.0 software and the array list file supplied with each lot of arrays. Average background for the entire array was used for background subtraction. Local background subtraction was not applied.


Results:


Assay Optimization. In the preliminary phase of this work, three different concentrations of the customer's kinase were incubated with the Yeast ProtoArray™ KSP Proteome Positionally addressable array in the presence of 33P-ATP. Two types of control assays were also performed in parallel. In the negative control assay, a Yeast ProtoArray™ KSP Proteome Positionally addressable array was incubated with 33P-ATP alone. FIG. 2A shows the regular pattern of fiduciary spots in each subarray originating from control protein kinases which autophosphorylate. Other pairs of spots are also observed which are derived from autophosphorylating yeast kinases that are part of the yeast proteome collection. In the positive control assay, a Yeast ProtoArray™ KSP Proteome Positionally addressable array was incubated with the protein kinase PKA (FIG. 2B). The image from this experiment shows the same pattern of fiduciary spots as seen in FIG. 2A; however, a significant number of additional proteins show signals as a result of phosphorylation by the added PKA. Of particular note is the control protein shown in the inset; phosphorylation of this protein by PKA indicates that the assay functioned properly.


The customer's kinase was assayed at concentrations of 0.1, 1.0, and 10 nM. A working concentration was selected by identifying the concentration that produces images wherein spots that were specific for the on-test kinase were observable that were not also observed in the negative control experiment from autophosphorylation. At too high of a concentration high background resulted that made data interpretation difficult.


The image obtained from the 1.0 nM concentration of kinase was found to be suitable for data analysis. All spots on all subarrays could be located using the GenePix 6.0 software (data not shown), allowing extraction of signal intensities from the spots. Examples of specific substrates that were identified for the on-test kinase are seen in the subarrays shown in FIG. 3.


The data file of these intensities, along with similar files for the negative and positive control assays, are made available for downloading on Invitrogen's customer-secure FTP site. ProtoArray™ Prospector (available on the world-wide web at invitrogen.com) was used to analyze the data in these files. Signals for each spot were calculated by dividing the spot feature median pixel intensity by the median pixel intensity for all of the negative control spots on the array. Substrates are defined as proteins on the array having signals that are (1) at least 2-fold greater than the equivalent proteins in the negative control (ATP only) assay, and (2) greater than 3 standard deviations over the median signal/background value for all negative control spots on the array. Using these definitions, ProtoArray™ Prospector identified proteins that were substrates for the customer's kinase. Many of these proteins were not observed to be phosphorylated by PKA, suggesting that these substrates are specific to the customer's kinase. A graphical analysis of the 200 proteins on the array with the highest signals is shown in FIG. 4.


DISCUSSION

The Kinase Substrate Profiling Service provided herein, identified a significant number of substrates for the on-test kinase. One possible next step includes repeating the assay with the same kinase and a different kinase to confirm the specificity of the substrates that were identified. The Kinase Substrate Profiling Service also offers assays on arrays of greater than 2000 Human proteins. Furthermore, an inhibitor for the kinase can be analyzed on either the Yeast or Human ProtoArrays™. Finally, purified proteins identified as substrates in the substrate profiling method can be sold to clients for use in kinase assay development.












TABLE 5





COLONY_NAME
COLONY_ID
ACCNO
truncAcc







IOH10670
216928
NM_001637.1
NM_001637


IOH13082
216944
BC013393.2
BC013393


IOH10699
216927
BC024187.2
BC024187


IOH13295
216946
BC012330.1
BC012330


IOH12655
216947
BC012072.1
BC012072


IOH12800
216948
BC014194.1
BC014194


IOH10808
216949
NM_152613.1
NM_152613


IOH11247
216950
NM_024411.1
NM_024411


IOH13403
216952
BC011878.2
BC011878


IOH13383
216954
NM_145042.1
NM_145042


IOH13411
216955
BC009253.1
BC009253


IOH12828
216956
NM_145061.1
NM_145061


IOH12732
216957
NM_052838.2
NM_052838


IOH13260
216943
NM_145043.1
NM_145043


IOH13348
216903
NM_144676.1
NM_144676


IOH12335
216890
BC022319.1
BC022319


IOH12946
216891
BC022300.1
BC022300


IOH10305
221173
BC020555.1
BC020555


IOH12236
216895
BC013902.1
BC013902


IOH27257
220804
NM_000286.1
NM_000286


IOH5639
219024
BC004505.1
BC004505


IOH4675
219025
BC000742.1
BC000742


IOH4986
219026
BC004965.1
BC004965


IOH4978
219028
BC003604.1
BC003604


IOH9638
219029
BC010464.1
BC010464


IOH10382
219032
BC017085.1
BC017085


IOH26854
220773
BC030578.1
BC030578


IOH10365
219020
NM_152269.1
NM_152269


IOH21921
220806
NM_000566.1
NM_000566


IOH5155
218987
BC004219.1
BC004219


IOH10191
219007
BC009108.1
BC009108


IOH4935
218990
NM_006272.1
NM_006272


IOH4375
218991
NM_058199.1
NM_058199


IOH10070
218993
BC016280.1
BC016280


IOH10110
218994
BC015904.1
BC015904


IOH10190
218995
NM_152471.1
NM_152471


IOH5559
219000
NM_032676.1
NM_032676


IOH5231
219023
BC004233.1
BC004233


IOH4958
219002
NM_004781.2
NM_004781


IOH5629
219012
NM_032691.1
NM_032691


IOH5397
219015
NM_024319.1
NM_024319


IOH4971
219016
NM_021974.2
NM_021974


IOH10125
219018
NM_020422.2
NM_020422


IOH10205
219019
NM_138470.1
NM_138470


IOH5544
219001
NM_031448.2
NM_031448


IOH13364
216994
BC012176.1
BC012176


IOH12495
216977
NM_018959.1
NM_018959


IOH12981
216978
NM_001084.2
NM_001084


IOH13450
216979
NM_178858.3
NM_178858


IOH12049
216980
BC009510.1
BC009510


IOH13360
216981
NM_020375.1
NM_020375


IOH12590
216983
NM_144492.1
NM_144492


IOH12410
216989
NM_004838.2
NM_004838


IOH13398
216995
NM_005710.1
NM_005710


IOH3084
219820
NM_005000.2
NM_005000


IOH13361
217005
BC014658.1
BC014658


IOH12774
217006
BC014146.2
BC014146


IOH11070
216986
BC025990.1
BC025990


IOH5547
219013
NM_030572.1
NM_030572


IOH12531
218983
BC011906.1
BC011906


IOH10550
219021
BC012373.1
BC012373


IOH11753
217714
BC028351.1
BC028351


IOH12886
216852
BC022272.1
BC022272


IOH13125
216851
BC020749.1
BC020749


IOH1900
216848
NM_000067.1
NM_000067


IOH13346
216859
NM_005702.1
NM_005702


IOH13409
216846
BC022043.1
BC022043


IOH13256
216850
BC017347.1
BC017347


IOH12757
216867
NM_032601.2
NM_032601


IOH13382
216880
NM_173825.1
NM_173825


IOH12113
216877
BC020630.1
BC020630


IOH12966
216876
NM_152396.1
NM_152396


IOH12079
216875
BC022258.1
BC022258


IOH12061
216856
BC022257.1
BC022257


IOH12653
216871
BC017249.1
BC017249


IOH12055
216853
BC020843.1
BC020843


IOH12078
216864
NM_005797.2
NM_005797


IOH12327
216863
NM_138957.1
NM_138957


IOH1903
216860
NM_004929.2
NM_004929


IOH13380
216838
NM_138818.1
NM_138818


IOH13388
216857
BC020835.1
BC020835


IOH1913
216872
NM_005138.1
NM_005138


IOH13476
216827
BC026236.1
BC026236


IOH22638
221174
NM_003006.2
NM_003006


IOH3506
221175
BC000450.1
BC000450


IOH23036
221176
BC022429.1
BC022429


IOH14340
221178
NM_021158.1
NM_021158


IOH13630
221179
NM_021104.1
NM_021104


IOH5674
221180
NM_015510.2
NM_015510


IOH5508
221181
BC004242.1
BC004242


IOH5450
221182
NM_020531.2
NM_020531


IOH9642
221183
BC013609.1
BC013609


IOH3753
221186
BC001064.1
BC001064


IOH1875
216824
NM_015971.2
NM_015971


IOH12140
216840
BC017780.1
BC017780


IOH12138
216842
NM_130782.1
NM_130782


IOH12143
216828
BC017781.1
BC017781


IOH13022
216830
BC020898.1
BC020898


IOH12831
216832
BC020658.1
BC020658


IOH13254
216835
NM_173474.2
NM_173474


IOH1877
216836
NM_005086.3
NM_005086


IOH14765
217704
BC015634.1
BC015634


IOH10856
217700
NM_145021.1
NM_145021


IOH2052
216837
NM_006755.1
NM_006755


IOH1960
216896
NM_018438.2
NM_018438


IOH12921
216839
NM_000536.1
NM_000536


IOH12434
216887
BC017873.1
BC017873


IOH12104
216841
NM_080816.1
NM_080816


IOH2022
216825
NM_002198.1
NM_002198


IOH12569
216945
BC012124.1
BC012124


IOH13432
216894
BC019080.2
BC019080


IOH12840
216930
NM_022720.2
NM_022720


IOH13462
216932
NM_138453.1
NM_138453


IOH13484
216934
NM_138408.1
NM_138408


IOH12045
216935
NM_005220.1
NM_005220


IOH12802
216936
BC014218.2
BC014218


IOH10695
216938
NM_000442.2
NM_000442


IOH10975
216940
NM_138722.1
NM_138722


IOH12682
216941
BC011924.1
BC011924


IOH12796
216942
NM_030815.1
NM_030815


IOH12116
221169
BC018928.1
BC018928


IOH2323
216897
NM_000526.3
NM_000526


IOH13489
216898
BC022377.1
BC022377


IOH12322
216899
BC017864.1
BC017864


IOH13453
216929
BC011923.1
BC011923


IOH5756
216902
BC008069.2
BC008069


IOH12194
216888
BC017786.1
BC017786


IOH12152
216910
BC020688.1
BC020688


IOH12442
216911
NM_138701.1
NM_138701


IOH13027
216912
BC022407.1
BC022407


IOH13026
216913
NM_014485.1
NM_014485


IOH12740
216914
BC020596.1
BC020596


IOH12057
216915
BC020620.1
BC020620


IOH12704
216920
NM_052978.1
NM_052978


IOH13276
216922
NM_022780.2
NM_022780


IOH13355
216923
BC014409.1
BC014409


IOH12778
216924
BC014148.2
BC014148


IOH13019
216901
BC022405.1
BC022405


IOH4364
221066
BC000116.1
BC000116


IOH9626
221172
BC011353.1
BC011353


IOH5552
221051
NM_032303.1
NM_032303


IOH5433
221052
BC002834.1
BC002834


IOH3146
221053
BC006769.1
BC006769


IOH4355
221054
BC004349.1
BC004349


IOH3554
221055
NM_003908.1
NM_003908


IOH3644
221056
NM_002861.1
NM_002861


IOH6092
221060
NM_001324.1
NM_001324


IOH4946
221061
NM_058179.1
NM_058179


IOH5673
221062
BC004889.1
BC004889


IOH5205
221063
NM_032314.1
NM_032314


IOH4905
221049
BC001600.1
BC001600


IOH3221
221065
BC001250.1
BC001250


IOH5918
221048
NM_015926.2
NM_015926


IOH3569
221067
NM_004632.2
NM_004632


IOH3655
221068
NM_004990.2
NM_004990


IOH6219
221072
NM_007065.2
NM_007065


IOH3126
221073
NM_018091.2
NM_018091


IOH5713
221074
NM_024322.1
NM_024322


IOH3438
221077
NM_006623.1
NM_006623


IOH4383
221078
NM_004698.1
NM_004698


IOH3592
221079
BC000463.1
BC000463


IOH3468
221084
BC000440.1
BC000440


IOH4508
221087
BC000277.1
BC000277


IOH4388
221089
NM_000026.1
NM_000026


IOH5448
221064
BC004258.1
BC004258


IOH6052
221033
BC004359.1
BC004359


IOH3720
221018
BC001946.1
BC001946


IOH4312
221019
NM_017727.2
NM_017727


IOH3627
221020
BC000525.1
BC000525


IOH6947
221023
BC008337.1
BC008337


IOH5867
221024
BC005889.2
BC005889


IOH4822
221025
NM_006194.1
NM_006194


IOH5666
221026
BC005134.1
BC005134


IOH5475
221027
BC004248.1
BC004248


IOH5395
221028
NM_006303.2
NM_006303


IOH4609
221029
BC000788.1
BC000788


IOH3758
221030
BC003595.1
BC003595


IOH5671
221050
NM_013319.1
NM_013319


IOH3630
221032
BC002361.1
BC002361


IOH22295
221095
NM_014364.1
NM_014364


IOH3490
221034
NM_003756.1
NM_003756


IOH5905
221036
NM_002298.2
NM_002298


IOH4855
221037
BC001889.1
BC001889


IOH5668
221038
BC004888.2
BC004888


IOH5513
221039
NM_032704.1
NM_032704


IOH5136
221041
NM_000358.1
NM_000358


IOH4045
221042
BC001449.1
BC001449


IOH3508
221043
NM_002805.1
NM_002805


IOH3633
221044
NM_000284.1
NM_000284


IOH6276
221045
BC006191.1
BC006191


IOH6997
221047
BC008023.1
BC008023


IOH4328
221031
BC000698.1
BC000698


IOH3022
221154
BC000953.2
BC000953


IOH9675
221137
BC011460.1
BC011460


IOH10459
221139
BC013119.1
BC013119


IOH21691
221140
BC030525.1
BC030525


IOH23012
221141
NM_080423.1
NM_080423


IOH22682
221142
NM_005060.2
NM_005060


IOH22374
221143
BC029660.1
BC029660


IOH21440
221144
BC022237.1
BC022237


IOH12694
221146
NM_032775.1
NM_032775


IOH3606
221147
BC002360.1
BC002360


IOH4968
221148
NM_018070.2
NM_018070


IOH10105
221149
BC015814.1
BC015814


IOH22892
221093
BC012824.1
BC012824


IOH23015
221153
BC021701.1
BC021701


IOH14075
221132
NM_013446.2
NM_013446


IOH22379
221155
BC028983.1
BC028983


IOH21478
221156
BC013796.1
BC013796


IOH12752
221157
NM_015938.2
NM_015938


IOH9977
221160
BC015805.1
BC015805


IOH22604
221162
NM_021969.1
NM_021969


IOH23025
221163
NM_139062.1
NM_139062


IOH21412
221164
NM_014702.1
NM_014702


IOH10956
221166
NM_006147.1
NM_006147


IOH14558
221168
BC022329.1
BC022329


IOH12628
216967
NM_018696.1
NM_018696


IOH4593
221170
BC000001.1
BC000001


IOH5520
221150
BC004925.1
BC004925


IOH21571
221114
BC030290.1
BC030290


IOH12584
216958
NM_020384.1
NM_020384


IOH13621
221096
BC016276.1
BC016276


IOH12547
221097
BC021101.1
BC021101


IOH12702
221098
BC012079.1
BC012079


IOH4842
221099
NM_130788.1
NM_130788


IOH3832
221100
BC000769.1
BC000769


IOH9647
221101
BC011454.1
BC011454


IOH2968
221103
NM_000282.1
NM_000282


IOH22910
221105
BC004122.1
BC004122


IOH22301
221107
BC030773.2
BC030773


IOH13631
221108
BC013005.2
BC013005


IOH4671
221136
NM_004401.1
NM_004401


IOH9673
221113
BC018426.1
BC018426


IOH12481
221134
BC009249.1
BC009249


IOH22973
221117
BC011713.2
BC011713


IOH22341
221119
BC030592.2
BC030592


IOH14429
221120
BC010047.1
BC010047


IOH12488
221121
BC024272.1
BC024272


IOH13023
221122
NM_015193.1
NM_015193


IOH9674
221125
BC011519.1
BC011519


IOH21874
221126
NM_015696.2
NM_015696


IOH6993
221128
BC008359.1
BC008359


IOH22994
221129
BC014237.1
BC014237


IOH22345
221131
NM_006948.1
NM_006948


IOH22631
221094
BC029054.1
BC029054


IOH4976
221111
NM_002708.1
NM_002708


IOH14131
217555
BC021561.1
BC021561


IOH12494
216965
NM_004105.2
NM_004105


IOH14207
217538
NM_033317.1
NM_033317


IOH14124
217539
NM_017952.2
NM_017952


IOH13986
217541
BC017262.1
BC017262


IOH14004
217543
BC021559.1
BC021559


IOH14178
217544
NM_144608.1
NM_144608


IOH14458
217548
BC017237.1
BC017237


IOH14168
217549
BC010176.1
BC010176


IOH14717
217550
NM_138443.1
NM_138443


IOH14361
217552
NM_152373.2
NM_152373


IOH14488
217536
BC010137.1
BC010137


IOH14682
217554
BC021551.1
BC021551


IOH14151
217531
NM_033161.2
NM_033161


IOH13887
217556
BC028840.1
BC028840


IOH14194
217557
BC025345.1
BC025345


IOH14694
217558
NM_002539.1
NM_002539


IOH13839
217559
NM_145063.1
NM_145063


IOH13752
217560
NM_007111.2
NM_007111


IOH13703
217565
BC021930.1
BC021930


IOH14146
217566
NM_006567.1
NM_006567


IOH14071
217567
BC025281.1
BC025281


IOH14021
217569
NM_016641.2
NM_016641


IOH14539
217570
BC011779.2
BC011779


IOH13727
217571
BC010081.2
BC010081


IOH14674
217553
NM_016093.2
NM_016093


IOH14513
217514
BC011888.1
BC011888


IOH14554
217500
NM_017660.2
NM_017660


IOH14463
217501
BC011739.2
BC011739


IOH14811
217502
NM_058163.1
NM_058163


IOH14566
217503
NM_003315.1
NM_003315


IOH14819
217504
BC018667.1
BC018667


IOH14669
217505
NM_138355.1
NM_138355


IOH14855
217506
NM_138387.2
NM_138387


IOH14059
217507
NM_016207.2
NM_016207


IOH14693
217508
BC026032.1
BC026032


IOH13934
217509
BC024269.1
BC024269


IOH14625
217537
NM_002622.3
NM_002622


IOH14650
217513
BC011812.1
BC011812


IOH4058
218328
BC002526.1
BC002526


IOH14526
217515
NM_005435.2
NM_005435


IOH14106
217518
BC018736.1
BC018736


IOH14632
217519
NM_004722.2
NM_004722


IOH14623
217521
NM_032855.1
NM_032855


IOH14622
217524
BC010064.2
BC010064


IOH13517
217525
NM_052844.1
NM_052844


IOH14206
217526
BC011885.1
BC011885


IOH13544
217527
NM_052845.1
NM_052845


IOH13653
217528
BC016381.1
BC016381


IOH14642
217529
BC021263.1
BC021263


IOH14571
217512
NM_145169.1
NM_145169


IOH5665
216458
NM_033003.1
NM_033003


IOH3593
218467
BC002373.1
BC002373


IOH23043
218476
NM_0144055.1
NM_014055


IOH9811
218487
BC009696.1
BC009696


IOH9857
218499
NM_138730.1
NM_138730


IOH5745
218504
BC006199.1
BC006199


IOH3515
218513
BC000503.1
BC000503


IOH4929
216447
NM_003405.2
NM_003405


IOH6324
216448
NM_031464.1
NM_031464


IOH6735
216449
NM_006374.2
NM_006374


IOH10972
216451
NM_007202.2
NM_007202


IOH14689
217572
BC011811.1
BC011811


IOH14401
216454
BC017236.1
BC017236


IOH23069
218442
NM_018439.1
NM_018439


IOH5842
216459
NM_016283.2
NM_016283


IOH6368
216460
NM_003821.2
NM_003821


IOH5022
216461
NM_020990.2
NM_020990


IOH10843
216463
BC014794.1
BC014794


IOH13323
216464
BC020225.1
BC020225


IOH5678
216470
BC004518.1
BC004518


IOH6779
216472
BC007872.1
BC007872


IOH7258
216473
NM_001239.2
NM_001239


IOH9871
216474
NM_002658.1
NM_002658


IOH11046
216475
NM_016282.2
NM_016282


IOH13291
216476
BC020221.1
BC020221


IOH13877
216453
NM_001744.2
NM_001744


IOH4360
218352
NM_016497.2
NM_016497


IOH14020
217497
NM_006521.3
NM_006521


IOH4285
218330
BC002484.1
BC002484


IOH4338
218331
NM_058217.1
NM_058217


IOH3166
218332
BC006838.1
BC006838


IOH3230
218333
BC000884.1
BC000884


IOH3518
218334
BC000452.1
BC000452


IOH4354
218340
NM_024043.1
NM_024043


IOH4341
218343
BC000691.1
BC000691


IOH3171
218344
BC006839.1
BC006839


IOH3523
218346
NM_024348.2
NM_024348


IOH4232
218347
NM_003609.2
NM_003609


IOH9793
218463
BC016582.1
BC016582


IOH4083
218350
BC001426.1
BC001426


IOH6290
218447
NM_032933.1
NM_032933


IOH4381
218353
NM_004832.1
NM_004832


IOH4301
218354
NM_017706.2
NM_017706


IOH4343
218355
NM_006651.2
NM_006651


IOH3421
218357
NM_004493.1
NM_004493


IOH4362
218364
BC000226.1
BC000226


IOH3196
218380
NM_003254.1
NM_003254


IOH3469
218381
NM_006110.1
NM_006110


IOH7008
218436
BC008031.1
BC008031


IOH7570
218437
BC008461.1
BC008461


IOH9772
218439
BC013158.1
BC013158


IOH13543
217573
BC014001.1
BC014001


IOH3352
218348
NM_080658.1
NM_080658


IOH7547
217298
BC007110.1
BC007110


IOHI1281
216999
BC025700.1
BC025700


IOH12571
217000
NM_016310.2
NM_016310


IOH12379
217001
BC026126.1
BC026126


IOH12355
217002
NM_016484.1
NM_016484


IOH12380
217004
BC012109.1
BC012109


IOH10848
217008
NM_024685.1
NM_024685


IOH10731
217009
BC021172.2
BC021172


IOH10645
217010
NM_000023.1
NM_000023


IOH12850
217011
BC011916.1
BC011916


IOH9833
217294
NM_145244.1
NM_145244


IOH14129
217316
BC018625.1
BC018625


IOH9972
217297
BC013571.1
BC013571


IOH13199
216992
NM_145041.1
NM_145041


IOH5749
217300
NM_001168.1
NM_001168


IOH5792
217301
NM_004051.1
NM_004051


IOH6546
217303
NM_014571.2
NM_014571


IOH9908
217307
BC013437.1
BC013437


IOH9978
217309
NM_006333.1
NM_006333


IOH7548
217310
BC005911.1
BC005911


IOH7567
217311
NM_080650.1
NM_080650


IOH5751
217312
NM_001673.2
NM_001673


IOH5797
217313
NM_004309.2
NM_004309


IOH5956
217314
BC007658.1
BC007658


IOH9906
217295
NM_145306.1
NM_145306


IOH10642
217688
NM_138812.1
NM_138812


IOH10722
216961
BC018063.1
BC018063


IOH10800
216963
NM_152314.1
NM_152314


IOH12777
216964
BC011936.1
BC011936


IOH12909
216966
NM_016836.1
NM_016836


IOH4597
221014
NM_003801.2
NM_003801


IOH12068
216968
BC009506.1
BC009506


IOH13265
216969
NM_053050.2
NM_053050


IOH13248
216971
BC011576.1
BC011576


IOH11158
216972
BC026325.1
BC026325


IOH10837
216973
NM_145047.1
NM_145047


IOH10911
216974
NM_024695.1
NM_024695


IOH10910
216998
BC014607.2
BC014607


IOH13320
216976
NM_024610.2
NM_024610


IOH11253
216997
NM_015417.2
NM_015417


IOH13855
217679
NM_138392.1
NM_138392


IOH10664
217677
NM_144647.1
NM_144647


IOH10958
217676
NM_016230.2
NM_016230


IOH10809
216984
NM_145314.1
NM_145314


IOH11034
216985
BC022462.1
BC022462


IOH10931
216987
BC025729.1
BC025729


IOH13153
216988
NM_032122.2
NM_032122


IOH12635
216990
BC024208.1
BC024208


IOH13079
216991
NM_021809.2
NM_021809


IOH13483
216993
NM_138415.1
NM_138415


IOH9858
217318
NM_019103.1
NM_019103


IOH11059
216975
NM_021245.2
NM_021245


IOH14073
217485
BC024281.1
BC024281


IOH14750
217365
NM_002028.2
NM_002028


IOH9894
217366
BC009674.1
BC009674


IOH9968
217368
BC013569.1
BC013569


IOH7532
217369
BC007104.1
BC007104


IOH7438
217371
BC008407.1
BC008407


IOH5772
217372
BC005823.1
BC005823


IOH5829
217373
NM_017966.1
NM_017966


IOH6528
217374
BC005055.1
BC005055


IOH9947
217378
NM_138787.1
NM_138787


IOH14704
217387
NM_002648.1
NM_002648


IOH6566
217315
NM_024493.1
NM_024493


IOH14846
217484
BC021120.1
BC021120


IOH5828
217361
NM_007255.1
NM_007255


IOH13935
217486
NM_022369.2
NM_022369


IOH14671
217487
NM_003104.2
NM_003104


IOH13726
217488
BC011710.2
BC011710


IOH13845
217489
NM_032476.1
NM_032476


IOH14544
217490
BC014057.1
BC014057


IOH13943
217491
NM_001679.1
NM_001679


IOH14624
217493
BC021253.2
BC021253


IOH14788
217494
BC018749.1
BC018749


IOH14790
217495
BC022098.1
BC022098


IOH14762
217496
NM_005347.2
NM_005347


IOH12587
216959
NM_022154.2
NM_022154


IOH13954
217483
NM_025108.1
NM_025108


IOH9864
217342
NM_145252.1
NM_145252


IOH9933
217319
NM_138793.1
NM_138793


IOH9993
217321
NM_015987.2
NM_015987


IOH7549
217322
BC005930.1
BC005930


IOH7571
217323
NM_006366.1
NM_006366


IOH5753
217324
NM_001561.3
NM_001561


IOH5964
217326
NM_006460.1
NM_006460


IOH9861
217330
BC009738.1
BC009738


IOH9936
217331
BC015169.1
BC015169


IOH7553
217334
BC005902.1
BC005902


IOH5054
217335
NM_004649.1
NM_004649


IOH5754
217336
NM_001983.1
NM_001983


IOH14081
217364
BC021105.1
BC021105


IOH14058
217341
BC018732.1
BC018732


IOH14069
217363
BC019102.1
BC019102


IOH9940
217343
NNLOO4853
NM_004853


IOH7554
217346
NM_014267.2
NM_014267


IOH5824
217349
BC007414.2
BC007414


IOH6582
217351
NM_032712.1
NM_032712


IOH14878
217353
NM_003794.1
NM_003794


IOH9941
217355
NM_022152.2
NM_022152


IOH9965
217356
NM_000317.1
NM_000317


IOH7556
217358
BC008435.1
BC008435


IOH7416
217359
BC008440.1
BC008440


IOH5762
217360
NM_032359.1
NM_032359


IOH13894
217498
NM_021822.1
NM_021822


IOH13547
217340
BC018766.1
BC018766


IOH21605
220775
BC031265.1
BC031265


IOH4717
219063
NM_014358.1
NM_014358


IOH10010
219064
BC017117.1
BC017117


IOH9694
219065
NM_001986.1
NM_001986


IOH10184
219066
BC010518.1
BC010518


IOH10251
219067
BC013069.1
BC013069


IOH127248
220866
NM_003358.1
NM_003358


IOH27133
220772
BC035028.1
BC035028


IOH28287
220867
AB065662.1
AB065662


IOH5012
217929
NM_024668.1
NM_024668


IOH7202
217927
BC005259.1
BC005259


IOH5335
221016
BC002751.1
BC002751


IOH23248
220774
BC033196.1
BC033196


IOH5409
219059
NM_024314.1
NM_024314


IOH28296
220870
AB065621.1
AB065621


IOH25778
220776
NM_003878.1
NM_003878


IOH22820
220777
NM_022141.1
NM_022141


IOH27453
220778
NM_080745.1
NM_080745


IOH3090
220872
BC001284.1
BC001284


IOH22254
220779
NM_139169.2
NM_139169


IOH21330
220873
NM_002739.1
NM_002739


IOH27325
220874
NM_000486.2
NM_000486


IOH27700
220780
BC037333.1
BC037333


IOH27414
220875
NM_016511.1
NM_016511


IOH28297
220868
AB065619.1
AB065619


IOH10418
219044
BC020960.1
BC020960


IOH10216
219031
BC016464.1
BC016464


IOH10556
219033
NM_006681.1
NM_006681


IOH4589
219034
NM_000262.1
NM_000262


IOH5233
219035
NM_024114.1
NM_024114


IOH5499
219036
BC004277.1
BC004277


IOH4704
219037
BC000772.1
BC000772


IOH5492
219038
NM_004887.2
NM_004887


IOH3851
219039
BC001129.1
BC001129


IOH4814
219040
BC005004.1
BC005004


IOH9639
219041
BC008624.1
BC008624


IOH4772
219061
NM_004965.3
NM_004965


IOH10240
219043
NM_033414.1
NM_033414


IOH5507
219060
NM_032301.1
NM_032301


IOH5121
219046
NM_080702.1
NM_080702


IOH5351
219047
BC002752.1
BC002752


IOH9768
219049
NM_080664.1
NM_080664


IOH3853
219051
BC001132.1
BC001132


IOH9964
219052
NM_004545.1
NM_004545


IOH9691
219053
BC011400.1
BC011400


IOH10248
219055
BC010562.1
BC010562


IOH10465
219056
NM_138771.1
NM_138771


IOH10335
219057
NM_144626.1
NM_144626


IOH5124
219058
BC003178.1
BC003178


IOH22624
220876
NM_033423.1
NM_033423


IOH10180
219042
BC010498.1
BC010498


IOH4015
220902
NM_014248.2
NM014248


IOH27210
220781
BC031056.1
BC031056


IOH7180
217926
NM_012383.2
NM_012383


IOH23176
220898
NM_024164.2
NM_024164


IOH6746
217917
NM_012200.2
NM_012200


IOH7199
217915
NM_005792.1
NM_005792


IOH27392
220899
BC033509.1
BC033509


IOH27448
220805
BC038422.1
BC038422


IOH7460
217912
BC008392.1
BC008392


IOH6706
217904
NM_019613.2
NM_019613


IOH22386
220900
NM_015488.1
NM_015488


IOH27534
220801
BC032390.1
BC032390


IOH26830
220808
BC034954.2
BC034954


IOH27198
220809
NM_004566.1
NM_004566


IOH26798
220810
BC035938.1
BC035938


IOH28390
220905
NM_033519.1
NM_033519


IOH25776
220814
BC034726.1
BC034726


IOH21725
220908
NM_170699.1
NM_170699


IOH25788
220909
NM_182665.1
NM_182665


IOH28389
220883
NM_000910.1
NM_000910


IOH7474
217947
BC007102.1
BC007102


IOH13194
220877
NM_021170.2
NM_021170


IOH27690
220783
NM_003692.1
NM_003692


IOH23122
220785
NM_144684.1
NM_144684


IOH28328
220879
NM_153445.1
NM_153445


IOH27154
220786
NM_018189.1
NM_018189


IOH28529
220880
XM_291436.1
XM_291436


IOH25820
220787
NM_198081.1
NM_198081


IOH27185
220788
BC039244.1
BC039244


IOH27505
220802
BC045634.1
BC045634


IOH26861
220789
NM_006100.1
NM_006100


IOH27669
220782
BC031964.1
BC031964


IOH14368
220884
NM_001436.2
NM_001436


IOH27270
220885
BC039252.1
BC039252


IOH27729
220886
NM_198181.1
NM_198181


IOH27746
220792
NM_053006.1
NM_053006


IOH22581
220887
NM_144770.1
NM_144770


IOH27237
220793
BC036071.1
BC036071


IOH21856
220794
NM_006869.1
NM_006869


IOH22385
220888
BC024243.2
BC024243


IOH25740
224795
NM_002734.1
NM_002734


IOH28221
220892
AB065869.1
AB065869


IOH25832
220799
NM_144595.1
NM_144595


IOH28158
220882
AB065674.1
AB065674


IOH22420
218753
BC022189.2
BC022189


IOH11454
218768
BC027978.1
BC027978


IOH14802
218739
BC015569.1
BC015569


IOH22400
218740
BC028425.1
BC028425


IOH22436
218742
BC021188.2
BC021188


IOH22462
218743
NM_015605.4
NM_015605


IOH11793
218744
NM_002287.2
NM_002287


IOH14435
218745
BC009207.2
BC009207


IOH14162
218746
NM_001353.3
NM_001353


IOH21422
218747
BC009631.1
BC009631


IOH21447
218748
BC020985.1
BC020985


IOH21486
218750
NM_018370.1
NM_018370


IOH21471
218737
BC016486.1
BC016486


IOH22403
218752
NM_144588.2
NM_144588


IOH21444
218736
BC020979.1
BC020979


IOH22437
218754
BC021189.2
BC021189


IOH22464
218755
BC036532.2
BC036532


IOH14523
218757
BC013905.2
BC013905


IOH13629
218758
BC018771.1
BC018771


IOH21424
218759
BC015219.1
BC015219


IOH21448
218760
NM_000585.1
NM_000585


IOH21474
218761
BC013112.2
BC013112


IOH21488
218762
NM_006571.2
NM_006571


IOH14530
218763
BC027729.1
BC027729


IOH22422
218765
BC022083.2
BC022083


IOH10174
219030
NM_138480.1
NM_1389480


IOH14605
218751
BC014264.2
BC014264


IOH22434
218718
NM_153224.2
NM_153224


IOH22407
218705
NM_018710.1
NM_018710


IOH22428
218706
BC032957.1
BC032957


IOH22455
218707
NM_004170.2
NM_004170


IOH11762
218708
BC025742.1
BC025742


IOH14150
218709
NM_007108.1
NM_007108


IOH14433
218710
NM_016319.1
NM_016319


IOH21411
218711
BC034245.1
BC034245


IOH21430
218712
BC021622.1
BC021622


IOH21462
218713
NM_152715.1
NM_152715


IOH21481
218714
NM_173344.1
NM_173344


IOH13580
218715
BC019239.1
BC019239


IOH21483
218738
NM_138461.1
NM_138461


IOH22412
218717
BC022077.1
BC022077


IOH13570
218769
NM_024674.1
NM_024674


IOH22457
218719
BC036540.2
BC036540


IOH14481
218721
BC013959.1
BC013959


IOH13947
218722
BC017337.1
BC017337


IOH21413
218723
NM_032459.1
NM_032459


IOH21442
218724
NM_021945.1
NM_021945


IOH21470
218725
BC024939.1
BC024939


IOH21482
218726
NM_020239.2
NM_020239


IOH14665
218727
BC017572.1
BC017572


IOH22398
218728
BC024245.2
BC024245


IOH22414
218729
BC030711.2
BC030711


IOH13956
218734
NM_024760.1
NM_024760


IOH22397
218716
NM_030755.1
NM_030755


IOH10056
219017
NM_002952.2
NM_002952


IOH22449
218766
BC033035.1
BC033035


IOH13334
218998
NM_138446.1
NM_138446


IOH3700
218314
BC004144.1
BC004144


IOH5156
218300
NM_024516.1
NM_024516


IOH4417
218295
BC000121.1
BC000121


IOH10118
219006
NM_138801.1
NM_138801


IOH4415
218283
BC001741.1
BC001741


IOH10343
219008
NM_152690.1
NM_152690


IOH10545
219009
BC013613.1
BC013613


IOH3168
219277
NM_006275.2
NM_006275


IOH4626
218275
NM_006232.2
NM_006232


IOH10283
218996
BC014776.1
BC014776


IOH4017
218269
NM_016286.1
NM_016286


IOH3721
218315
BC000215.1
BC000215


IOH3713
218267
NM_146388.1
NM_146388


IOH4623
218263
NM_000801.2
NM_000801


IOH4438
218260
NM_000437.2
NM_000437


IOH4407
218259
BC000120.1
BC000120


IOH13142
219022
BC012131.1
BC012131


IOH5456
218258
NM_173089.1
NM_173089


IOH4012
218257
BC001433.1
BC001433


IOH7183
217949
BC005312.1
BC005312


IOH3846
219027
NM_020676.2
NM_020676


IOH22871
220911
NM_153208.1
NM_153208


IOH4410
218271
BC000190.1
BC000190


IOH21410
218793
BC034275.1
BC034275


IOH21405
218770
NM_024060.1
NM_024060


IOH21426
218771
NM173541.1
NM173541


IOH21450
218772
NM_021709.1
NM_021709


IOH21475
218773
BC023152.1
BC023152


IOH21490
218774
NM_152634.1
NM_152634


IOH14227
218775
NM_005601.2
NM_005601


IOH14763
218781
NM_025161.2
NM_025161


IOH21409
218782
NM_173192.1
NM_173192


IOH21427
218783
NM_153702.1
NM_153702


IOH21454
218784
BC018404.1
BC018404


IOH21476
218785
BC016640.1
BC016640


IOH10533
218997
BC018206.1
BC018206


IOH14815
218792
BC011680.1
BC011680


IOH7206
217939
BC005339.1
BC005339


IOH21428
218794
NM_174926.1
NM_174926


IOH21458
218795
BC031469.1
BC031469


IOH14039
218797
BC023982.1
BC023982


IOH13283
218986
NM_032014.1
NM_032014


IOH3978
218327
BC001394.1
BC001394


IOH3706
218325
NM_002402.1
NM_002402


IOH5159
218323
BC004906.1
BC004906


IOH4908
218992
NM_002014.2
NM_002014


IOH5134
218322
NM_001384.2
NM_001384


IOH4474
218319
NM_030810.1
NM_030810


IOH22406
218787
NM_005038.1
NM_005038


IOH4088
220099
NM_032636.2
NM_032636


IOH6705
217893
NM_005586.2
NM_005586


IOH14064
220075
NM_004582.2
NM_004582


IOH7131
220077
NM_018466.2
NM_018466


IOH5661
220079
NM_004569.1
NM_004569


IOH10491
220081
NM_001769.2
NM_001769


IOH9914
220082
BC009712.1
BC009712


IOH12720
220085
BC009956.1
BC009956


IOH3658
220087
NM_004881.1
NM_004881


IOH9786
220090
NM_005380.1
NM_005380


IOH12125
220091
NM_019101.2
NM_019101


IOH10694
220094
BC020517.1
BC020517


IOH11450
220072
NM_019895.1
NM_019895


IOH4981
220097
NM_032641.1
NM_032641


IOH7016
220069
BC008054.1
BC008054


IOH7207
220101
BC005187.1
BC005187


IOH3991
220103
BC001430.1
BC001430


IOH11448
220106
BC011968.1
BC011968


IOH10395
220107
NM_024946.1
NM_024946


IOH4051
220108
BC002568.1
BC002568


IOH10241
220109
NM_004489.3
NM_004489


IOH4735
220110
BC000108.1
BC000108


IOH9888
220112
NM_003650.2
NM_003650


IOH7193
217903
BC005258.1
BC005258


IOH7482
217901
NM_003338.2
NM_003338


IOH11751
220034
NM_006002.2
NM_006002


IOH14515
220096
BC020746.1
BC020746


IOH3794
220053
BC001105.1
BC001105


IOH26872
220816
NM_002242.2
NM_002242


IOH13408
220038
BC019107.1
BC019107


IOH3287
220040
NM_002074.2
NM_002074


IOH12964
220041
NM_144646.1
NM_144646


IOH10522
220042
NM_024775.8
NM_024775


IOH13182
220046
BC021295.2
BC021295


IOH12787
220047
NM_148975.1
NM_148975


IOH14799
220048
BC022344.1
BC022344


IOH6364
220049
NM_000802.2
NM_000802


IOH13381
220050
BC017296.2
BC017296


IOH5857
220074
BC007320.2
BC007320


IOH4957
220052
NM_007370.2
NM_007370


IOH6703
217892
BC007835.1
BC007835


IOH12167
220054
BC012575.1
BC012575


IOH3292
220058
BC009010.1
BC009010


IOH5013
220059
BC004440.1
BC004440


IOH5505
220060
NM_013342.1
NM_013342


IOH13661
220061
NM_016052.1
NM_016052


IOH14512
220062
BC020744.1
BC020744


IOH5147
220063
BC003132.1
BC003132


IOH13005
220064
BC010943.1
BC010943


IOH13730
220065
BC020754.1
BC020754


IOH12789
220066
BC020651.1
BC020651


IOH12082
220067
BC009327.2
BC009327


IOH10076
220051
BC014897.1
BC014897


IOH5732
221003
NM_012289.2
NM_012289


IOH7457
217900
BC008478.1
BC008478


IOH6647
219623
NM_003311.2
NM_003311


IOH5963
219628
BC006456.1
BC006456


IOH22146
219629
BC035314.1
BC035314


IOH3041
219633
NM_018983.2
NM_018983


IOH10608
219634
NM_032146.2
NM_032146


IOH13548
219636
NM_005040.1
NM_005040


IOH23082
219640
BC021250.1
BC021250


IOH3394
219641
BC009046.1
BC009046


IOH6811
220999
BC007213.1
BC007213


IOH3060
221000
NM_020165.2
NM_020165


IOH21729
219618
NM_018527.1
NM_018527


IOH3053
221002
BC001258.1
BC001258


IOH22703
219613
BC031592.1
BC031592


IOH5306
221004
BC002702.1
BC002702


IOH4511
221005
NM_016630.2
NM_016630


IOH3456
221006
BC000306.1
BC000306


IOH4394
221007
BC000238.1
BC000238


IOH4172
221008
NM_005371.2
NM_005371


IOH4240
221009
BC000645.1
BC000645


IOH3462
221010
NM_002810.1
NM_002810


IOH6840
221011
BC007557.1
BC007557


IOH3075
221012
BC001247.1
BC001247


IOH4744
221013
NM_005659.1
NM_005659


IOH22396
218704
NM_145173.1
NM_145173


IOH4743
221001
NM_016091.1
NM_016091


IOH10937
217737
NM_022755.2
NM_022755


IOH5185
218999
NM_031445.1
NM_031445


IOH7198
217881
BC007003.1
BC007003


IOH7191
217879
BC007009.1
BC007009


IOH7444
217876
BC005893.1
BC005893


IOH7194
217869
NM_001906.1
NM_001906


IOH5230
219011
BC004234.1
BC004234


IOH7475
217865
BC005914.1
BC005914


IOH12034
217760
BC027617.1
BC027617


IOH4984
219014
BC003597.1
BC003597


IOH14651
217751
NM_002966.1
NM_002966


IOH11737
217749
BC027607.1
BC027607


IOH22166
219621
NM_024786.1
NM_024786


IOH11653
217738
NM_173501.1
NM_173501


IOH11316
220033
NM_012400.2
NM_012400


IOH13616
217729
NM_001911.1
NM_001911


IOH11315
217724
NM_002364.1
NM_002364


IOH7270
216485
BC007023.1
BC007023


IOH14716
216477
NM_018291.2
NM_018291


IOH10668
217713
NM_145268.1
NM_145268


IOH11096
217712
NM_033105.1
NM_033105


IOH6460
219598
BC006393.1
BC006393


IOH7295
219599
NM_002994.2
NM_002994


IOH22574
219607
BC029520.1
BC029520


IOH21870
219608
BC033819.1
BC033819


IOH12287
219609
BC020868.1
BC020868


IOH27734
220945
BC040606.1
BC040606


IOH10619
220954
BC022231.1
BC022231


IOH5873
220935
NM_004549.2
NM_004549


IOH27547
220841
NM_152542.2
NM_152542


IOH27482
220842
BC039306.1
BC039306


IOH13267
220937
NM_022818.2
NM_022818


IOH25853
220843
NM_182607.2
NM_182607


IOH28263
220938
AB065734.1
AB065734


IOH28238
220939
AB065812.1
AB065812


IOH25850
220845
BC043193.2
BC043193


IOH27111
220846
BC032861.1
BC032861


IOH27401
220849
NM_012113.1
NM_012113


IOH25805
220934
BC039152.1
BC039152


IOH27486
220850
BC036193.1
BC036193


IOH27319
220946
BC047056.1
BC047056


IOH27747
220852
BC041366.2
BC041366


IOH22178
220853
BC031999.1
BC031999


IOH5904
220947
NM_017594.2
NM_017594


IOH13412
220948
NM_138786.1
NM_138786


IOH27478
220854
BC040527.1
BC040527


IOH28581
220949
AB065663.1
AB065663


IOH27515
220855
BC031231.1
BC031231


IOH25823
220858
BC037906.1
BC037906


IOH12808
220036
NM_015399.1
NM_015399


IOH26818
220832
BC030640.1
BC030640


IOH5628
221015
NM_012191.1
NM_012191


IOH14740
220912
NM_001216.1
NM_001216


IOH27358
220818
NM_152723.1
NM_152723


IOH5681
220913
NM_000972.2
NM_000972


IOH25737
220819
BC038354.1
BC038354


IOH28500
220914
XM_060307.1
XM_060307


IOH25797
220821
NM_153719.2
NM_153719


IOH25831
220922
BC041339.1
BC041339


IOH25844
220829
BC043175.1
BC043175


IOH27467
220830
NM_032047.2
NM_032047


IOH27450
220840
BC037253.1
BC037253


IOH28501
220926
XM_060315.1
XM_060315


IOH20993
220955
NM_021962.1
NM_021962


IOH28527
220927
XM_062285.1
XM_062285


IOH27543
220833
NM_000167.1
NM_000167


IOH27329
220834
NM_173619.1
NM_173619


IOH28257
220929
AB065758.1
AB065758


IOH27423
220835
NM_024430.1
NM_024430


IOH27502
220836
NM_178863.2
NM_178863


IOH28163
220930
AF137396.2
AF137396


IOH27369
220837
NM_153356.1
NM_153356


IOH27153
220838
BC032852.2
BC032852


IOH20956
220932
NM_006225.1
NM_006225


IOH27245
220933
BC041793.1
BC041793


IOH11558
220925
NM_182554.1
NM_182554


IOH13335
219736
NM_138788.1
NM_138788


IOH27212
220859
BC036015.1
BC036015


IOH12508
219703
BC014577.1
BC014577


IOH21553
219705
NM_001585.1
NM_001585


IOH22183
219707
NM_000710.2
NM_000710


IOH12498
219708
NM_144975.1
NM_144975


IOH9781
219710
BC010691.1
BC0I0691


IOH10008
219717
BC017168.1
BC017168


IOH14316
219719
BC009775.1
BC009775


IOH12277
219721
NM_016527.1
NM_016527


IOH12342
219694
NM_030774.2
NM_030774


IOH21781
219732
NM_152287.2
NM_152287


IOH4800
219693
BC001873.1
BC001873


IOH6499
219737
NM_018941.1
NM_018941


IOH7172
220021
BC005245.1
BC005245


IOH11058
220022
NM_016422.2
NM_016422


IOH12058
220023
BC022379.1
BC022379


IOH12842
220024
NM_144578.1
NM_144578


IOH13793
220025
BC017865.1
BC017865


IOH12973
220026
NM_152430.1
NM_152430


IOH13243
220027
BC021092.1
BC021092


IOH3742
220029
NM_016504.1
NM_016504


IOH9897
220030
BC009621.1
BC009621


IOH6336
220031
NM_32499.1
NM_032499


IOH3054
219661
NM_003675.2
NM_003675


IOH27376
220956
NM_052841.2
NM_052841


IOH27355
220957
NM_182623.1
NM_182623


IOH26853
220864
BC032838.2
BC032838


IOH22623
220958
NM_002521.1
NM_002821


IOH27539
220865
NM_003370.1
NM_003370


IOH10746
219646
NM_152443.1
NM_152443


IOH5210
219647
BC003653.1
BC003653


IOH7384
219648
NM_006479.2
NM_006479


IOH21782
219649
BC033665.1
BC033665


IOH21713
219652
NM_182980.1
NM_182980


IOH7253
219655
NM_006136.1
NM_006136


IOH5297
219702
BC002653.1
BC002653


IOH12290
219660
BC022316.1
BC022316


IOH27433
220817
NM_000913.1
NM_000913


IOH3631
219666
BC000412.1
BC000412


IOH21515
219672
BC033591.1
BC033591


IOH12543
219673
NM_022788.2
NM_022788


IOH12753
219677
NM_032784.2
NM_032784


IOH5426
219682
NM_002914.1
NM_002914


IOH10934
219683
BC025726.1
BC025726


IOH22511
219685
BC029483.1
BC029483


IOH4342
219687
BC000683.1
BC000683


IOH11017
219690
BC012924.1
BC012924


IOH5253
219692
NM_006140.2
NM_006140


IOH22790
219658
BC031653.1
BC031653


IOH4028
220342
NM_018107.2
NM_018107


IOH14546
220324
NM_004494.1
NM_004494


IOH5969
220325
BC008364.1
BC008364


IOH22693
220326
BC034389.1
BC034389


IOH12245
220332
NM_145245.1
NM_145245


IOH10823
220333
NM_004589.1
NM_004589


IOH6517
220335
BC007742.1
BC007742


IOH21590
220337
NM_152567.1
NM_152567


IOH22755
220338
BC029220.1
BC029220


IOH12948
220339
BC017810.1
BC017810


IOH22548
220317
BC031068.1
BC031068


IOH22738
220343
BC029158.1
BC029158


IOH6401
220344
NM_139156.1
NM_139156


IOH9645
220345
BC010451.1
BC010451


IOH11023
220346
BC019247.1
BC019247


IOH2949
220347
BC000158.2
BC000158


IOH12711
220348
NM_015343.1
NM_015343


IOH21842
220349
BC033864.1
BC033864


IOH21821
220374
NM_014305.1
NM_014305


IOH12784
220375
NM_032478.1
NM_032478


IOH5017
220376
BC004424.1
BC004424


IOH10922
220377
BC026184.2
BC026184


IOH11263
217181
NM_013246.1
NM_013246


IOH3307
220340
NM_000327.2
NM_000327


IOH22719
220302
NM_005749.2
NM_005749


IOH26809
220684
BC035936.1
BC035936


IOH12876
217183
NM_016487.1
NM_016487


IOH12088
217184
BC010907.1
BC010907


IOH12868
217185
BC010929.1
BC010929


IOH12920
217186
BC009423.1
BC009423


IOH12968
217187
BC009485.1
BC009485


IOH12627
217189
NM_138807.1
NM_138807


IOH13241
217192
NM_153217.1
NM_153217


IOH12144
217193
BC014538.1
BC014538


IOH13498
217194
BC010901.1
BC010901


IOH12952
217195
NM_052822.1
NM_052822


IOH13758
220322
NM_002784.2
NM_002784


IOH10524
217199
NM_138414.1
NM_138414


IOH13683
220303
BC009797.1
BC009797


IOH12389
220304
NM_030664.2
NM_030664


IOH21872
220305
NM_052938.2
NM_052938


IOH4700
220306
BC000014.1
BC000014


IOH9728
220307
BC011379.1
BC011379


IOH3819
220309
NM_003720.1
NM_003720


IOH11952
220312
BC022081.2
BC022081


IOH7540
220313
NM_032929.1
NM_032929


IOH21715
220314
NM_145109.1
NM_145109


IOH13154
220315
BC017880.1
BC017880


IOH13312
217198
NM_022483.2
NM_022483


IOH4081
216778
NM_017668.1
NM_017668


IOH13657
220380
NM_005666.1
NM_005666


IOH3301
216761
NM_138390.1
NM_138390


IOH3366
216762
BC008253.1
BC008253


IOH14139
216764
NM_018948.2
NM_018948


IOH3944
216765
NM_001757.1
NM_001757


IOH4079
216766
NM_005620.1
NM_005620


IOH4136
216767
NM_000375.1
NM_000375


IOH4171
216768
NM_024047.2
NM_024047


IOH2504
216770
NM_005032.2
NM_005032


IOH3015
216771
BC000993.2
BC000993


IOH3304
216773
BC008145.1
BC008145


IOH4274
216758
NM_024051.1
NM_024051


IOH3948
216777
NM_001549.1
NM_001549


IOH4220
216757
BC001023.1
BC001023


IOH4142
216779
BC002622.1
BC002622


IOH4184
216780
BC000586.1
BC000586


IOH4234
216781
NM_138820.1
NM_138820


IOH2894
216782
NM_024033.1
NM_024033


IOH3019
216783
NM_006324.1
NM_006324


IOH3260
216784
NM_024049.1
NM_024049


IOH3372
216786
NM_080651.1
NM_080651


IOH3953
216789
NM_015449.1
NM_015449


IOH4112
216790
NM_004146.3
NM_004146


IOH4145
216791
BC000535.1
BC000535


IOH4186
216792
NM_000854.2
NM_000854


IOH4237
215793
BC001017.1
BC001017


IOH14516
216775
BC015684.2
BC015684


IOH11024
216739
NM_174930.2
NM_174930


IOH2986
220384
NM_006142.1
NM_006142


IOH14261
220387
BC012547.1
BC012547


IOH10984
220388
NM_178525.2
NM_178525


IOH5587
220391
NM_005268.1
NM_005268


IOH4093
220392
NM_004155.2
NM_004155


IOH13690
224395
NM_014214.1
NM_014214


IOH10977
216727
BC022454.2
BC022454


IOH967
216730
BC002493.1
BC002493


IOH4127
216731
NM_014221.1
NM_014221


IOH3237
216760
BC000885.1
BC000885


IOH3330
216738
BC008605.1
BC008605


IOH14670
216740
BC021258.1
BC021258


IOH3933
216741
NM_005697.3
NM_005697


IOH4069
216742
NM_007008.1
NM_007008


IOH4130
216743
NM_018124.2
NM_018124


IOH4219
216745
NM_014077.1
NM_014077


IOH3086
236748
NM_003244.1
NM_003244


IOH3354
216750
NM_020445.1
NM_020445


IOH10757
216751
BC022524.1
BC022524


IOH14570
216752
BC021303.1
BC021303


IOH4076
216754
NM_003662.1
NM_003662


IOH4170
216756
NM_015492.2
NM_015492


IOH3291
216737
NM_138474.1
NM_138474


IOH14182
220740
BC010349.1
BC010349


IOH14782
220754
BC017353.1
BC017353


IOH14254
220727
BC015818.1
BC015818


IOH7291
220729
NM_005651.1
NM_005651


IOH14451
220730
BC018632.1
BC018632


IOH27724
220731
BC038713.1
BC038713


IOH22322
220732
BC028682.2
BC028682


IOH27335
220733
NM_001608.1
NM_001608


IOH25799
220735
NM_173830.3
NM_173830


IOH21965
220736
NM_032868.1
NM_032868


IOH25906
220737
BC035882.1
BC035882


IOH26825
220722
NM_177966.3
NM_177966


IOH14848
220739
BC021573.1
BC021573


IOH27535
220720
NM_003211.1
NM_003211


IOH12001
220742
NM_32858.1
NM_032858


IOH25842
220743
NM_172159.2
NM_172159


IOH25885
220744
NM_178553.2
NM_178553


IOH27322
220745
BC031589.1
BC031589


IOH27372
220746
BC033495.1
BC033495


IOH25811
220747
BC023247.1
BC023247


IOH26807
220748
BC040457.1
BC040457


IOH27106
220749
BC037278.1
BC037278


IOH14142
220751
NM_001375.1
NM_001375


IOH5524
220752
NM_031439.1
NM_031439


IOH12159
217182
BC012573.1
BC012573


IOH4956
220738
NM_021146.2
NM_021146


IOH7568
220705
BC008492.1
BC008492


IOH5858
216483
BC005857.1
BC005857


IOH25900
220689
BC041811.1
BC041811


IOH10880
220690
BC027322.1
BC027322


IOH14312
220691
BC008884.1
BC008884


IOH6569
220693
NM_032342.1
NM_032342


IOH11575
220694
NM_175609.1
NM_175609


IOH3266
220695
NM_007076.1
NM_007076


IOH27749
220697
BC037878.1
BC037878


IOH27405
220698
BC035359.1
BC035359


IOH27206
220699
BC036019.1
BC036019


IOH27741
220701
BC037779.2
BC037779


IOH7352
220702
NM_016371.1
NM_016371


IOH6246
220726
NM_006877.1
NM_006877


IOH12181
220704
BC012604.1
BC012604


IOH25867
220755
NM_153716.1
NM_153716


IOH7527
220706
BC005896.1
BC005896


IOH11355
220707
NM_001308.1
NM_001308


IOH27679
220708
BC035079.2
BC035079


IOH21615
220709
BC031222.1
BC031222


IOH26808
220710
BC038710.1
BC038710


IOH27524
220712
BC036246.1
BC036246


IOH25815
220713
BC028295.1
BC028295


IOH4945
220714
BC003568.1
BC003568


IOH13936
220715
NM_181703.1
NM_181703


IOH14365
220716
BC017475.1
BC017475


IOH11838
220717
NM_006217.2
NM_006217


IOH13760
220719
BC014550.1
BC014550


IOH11211
220703
NM_017436.2
NM_017436


IOH12271
217159
NM_020466.3
NM_020466


IOH11398
220753
NM_002898.1
NM_002898


IOH10239
217141
NM_138333.1
NM_138333


IOH11084
217143
BC015323.1
BC015323


IOH12222
217146
BC010915.1
BC010915


IOH12798
217147
BC014532.1
BC014532


IOH12838
217148
NM_006299.2
NM_006299


IOH12145
217149
BC014539.1
BC014539


IOH13421
217150
BC017098.1
BC017098


IOH12306
217151
NM_022104.1
NW_022104


IOH10498
217152
BC011959.1
BC011959


IOH12334
217154
NM_007083.2
NM_007083


IOH10730
217155
NM_016289.2
NM_016289


IOH12103
217139
NM_148904.2
NM_148904


IOH12345
217158
NM_003986.1
NM_003986


IOH12811
217137
NM_006834.2
NM_006834


IOH12855
217160
NM_014596.3
NM_014596


IOH12897
217161
BC011011.1
BC011011


IOH13048
217163
NM_152302.1
NM_152302


IOH12821
217173
NM_016940.1
NM_016940


IOH12586
217175
BC010405.2
BC010405


IOH10516
217176
BC018346.1
BC018346


IOH10874
217177
NM_006788.2
NM_006788


IOH12192
217178
NM_021255.1
NM_021255


IOH11180
217179
NM_017612.1
NM_017612


IOH11264
217157
NM_052817.1
NM_052817


IOH11149
217108
BC016911.1
BC016911


IOH21967
220756
NM_014079.1
NM_014079


IOH27668
220759
BC034318.1
BC034318


IOH27738
220760
BC041876.1
BC041876


IOH3277
220761
BC008090.1
BC008090


IOH4907
220762
BC001778.1
BC001778


IOH7335
220763
NM_033213.1
NM_033213


IOH14157
220764
NM_032924.2
NM_032924


IOH26905
220766
BC051698.1
BC051698


IOH26848
220767
NM_153353.2
NM_153353


IOH27730
220768
BC039362.1
BC039362


IOH27128
220769
NM_153343.2
NM_153343


IOH25790
220770
BC021906.1
BC021906


IOH13488
217140
BC026058.1
BC026058


IOH13135
217106
NM_032213.2
NM_032213


IOH3311
216797
BC009025.1
BC009025


IOH11042
217109
BC026213.1
BC026213


IOH12956
217110
NM_145055.1
NM_145055


IOH12069
217111
BC010904.1
BC010904


IOH12723
217113
NM_013338.2
NM_013338


IOH12717
217118
NM_015878.2
NM_015878


IOH10995
217121
BC016914.1
BC016914


IOH12297
217122
BC019337.1
BC019337


IOH12346
217123
BC012626.1
BC012626


IOH12616
217127
BC017376.2
BC017376


IOH12128
217128
BC014299.2
BC014299


IOH11229
217131
NM_006685.2
NM_006685


IOH12916
217136
NM_005368.1
NM_005368


IOH22979
220771
NM_018083.1
NM_018083


IOH13470
220202
BC017926.1
BC017926


IOH3931
220130
BC002490.1
BC002490


IOH14646
220132
NM_020378.2
NM_020378


IOH21862
220133
NM_152499.1
NM_152499


IOH5353
220137
NM_018137.1
NM_018137


IOH12436
220142
BC011934.1
BC011934


IOH22864
220144
BC031671.1
BC031671


IOH12083
220145
BC014455.1
BC014455


IOH21792
220148
BC033854.1
BC033854


IOH9690
220128
NM_007021.1
NM_007021


IOH14283
220154
NM_000948.1
NM_000948


IOH13538
220127
NM_014488.2
NM_014488


IOH13203
220157
NM_003975.1
NM_003975


IOH5241
220158
NM_016608.1
NM_016608


IOH6588
220166
BC006104.1
BC006104


IOH23124
220168
BC029428.1
BC029428


IOH6878
220179
NM_032753.2
NM_032753


IOH12214
220186
NM_016364.2
NM_016364


IOH23140
220191
BC029424.1
BC029424


IOH23143
220192
BC029458.1
BC029458


IOH3025
216795
BC000937.2
BC000937


IOH13252
219257
NM_080590.1
NM_080590


IOH12052
219192
NM_145051.1
NM_145051


IOH10942
219247
NM_144594.1
NM_144594


IOH12556
220129
NM_005725.2
NM_005725


IOH12086
220203
BC020626.1
BC020626


IOH23121
219258
BC018782.1
BC018782


IOH11169
220114
NM_138450.1
NM_138450


IOH13180
220120
BC017344.1
BC017344


IOH12453
220122
BC011765.2
BC011765


IOH22705
220124
NM_173586.1
NM_173586


IOH21589
220125
NM_152465.1
NM_152465


IOH13354
220126
BC009968.2
BC009968


IOH21779
219252
NM_145280.1
NM_145280


IOH6636
217968
BC006142.2
BC006142


IOH4759
217975
BC000038.1
BC000038


IOH3992
217962
NM_005720.1
NM_005720


IOH7236
218014
NM_032330.1
NM_032330


IOH6818
218017
NM_032926.1
NM_032926


IOH12304
220619
NM_138432.1
NM_138432


IOH9712
220587
BC011526.1
BC011526


IOH13898
220588
NM_002109.3
NM_002109


IOH10969
220591
NM_032138.2
NM_032138


IOH28294
220604
AB065630.1
AB065630


IOH13441
219594
BC022253.1
BC022253


IOH3871
220626
NM_007189.1
NM_007189


IOH13218
220627
BC021090.1
BC021090


IOH12715
220638
NM_015671.2
NM_015671


IOH12872
220649
BC022270.1
BC022270


IOH4802
220655
BC001214.1
BC001214


IOH27507
220656
NM_175738.2
NM_175738


IOH14552
220661
NM_04286.2
NM_004286


IOH3563
220611
NM_015698.2
NM_015698


IOH10201
217054
BC009006.1
BC009006


IOH22862
219597
BC029652.1
BC029652


IOH11318
217037
BC016395.1
BC016395


IOH10845
217039
BC016848.1
BC016848


IOH11302
217040
BC018113.1
BC018113


IOH10199
217042
NM_018279.2
NM_018279


IOH10298
217044
NM_080678.1
NM_080678


IOH10317
217045
BC017724.1
BC017724


IOH10346
217046
NM_007260.2
NM_007260


IOH10391
217047
NM_020424.2
NM_020424


IOH11268
217051
BC015479.1
BC015479


IOH10345
217034
BC016979.1
BC016979


IOH10314
217033
NM_031297.1
NM_031297


IOH10268
217055
NM_006054.1
NM_006054


IOH10300
217056
NM_001636.1
NM_001636


IOH10392
217059
NM_152637.1
NM_152637


IOH10793
217060
NM_017853.1
NM_017853


IOH11052
217061
NM_012419.3
NM_012419


IOH11246
217063
NM_015423.2
NM_015423


IOH10925
217065
NM_013401.2
NM_013401


IOH10269
217067
NM_052877.1
NM_052877


IOH10302
217068
NM_031910.2
NM_031910


IOH10325
217069
NM_033046.1
NM_033046


IOH11235
217052
NM_014372.1
NM_014372


IOH11243
217012
NM_006579.1
NM_006579


IOH14480
220683
NM_019894.1
NM_019894


IOH11681
216799
BC001550.1
BC001550


IOH3912
216800
NM_021159.2
NM_021159


IOH3959
216801
NM_016049.1
NM_016049


IOH4188
216804
BC000651.1
BC000651


IOH3059
216807
NM_002870.1
NM_002870


IOH3272
216808
BC001286.1
BC001286


IOH13806
216810
NM_002469.1
NM_002469


IOH3920
216811
BC001120.1
BC001120


IOH4117
216813
BC002616.1
BC002616


IOH4208
216815
NM_014060.1
NM_014060


IOH4250
216816
BC000607.1
BC000607


IOH10961
217036
NM_004331.1
NM_004331


IOH3070
216818
BC000809.1
BC000809


IOH10789
217075
BC015239.1
BC015239


IOH10805
217013
NM_002491.1
NM_002491


IOH10842
217014
NM_052935.1
NM_052935


IOH10242
217019
NM_058169.1
NM_058169


IOH10309
217021
BC016942.1
BC016942


IOH10384
217023
NM_032044.1
NM_032044


IOH11028
217026
NM_145206.1
NM_145206


IOH11236
217028
BC015468.1
BC015468


IOH10198
217030
BC010241.1
BC010241


IOH10297
217032
BC010555.1
BC010555


IOH2958
216817
BC001001.2
BC001001


IOH14654
219562
BC015667.2
BC015667


IOH22174
219563
NM_002963.2
NM_002963


IOH22742
219564
BC031650.1
BC031650


IOH23108
219567
NM_001671.2
NM_001671


IOH6921
219568
BC007602.1
BC007602


IOH23099
219573
NM_015666.2
NM_015666


IOH5167
219574
NM_032326.1
NM_032326


IOH22771
219575
NM_004291.1
NM_004291


IOH10368
217070
NM_003492.1
NM_003492


IOH5740
213577
BC002940.1
BC002940


IOH6650
219556
BC006148.1
BC006148


IOH21859
219581
NM_139242.1
NM_139242


IOH13169
219582
BC010167.2
BC010167


IOH22696
219583
BC029121.1
BC029121


IOH22756
219584
NM_152614.1
NM_152614


IOH23072
219585
BC015842.1
BC015842


IOH22794
219588
NM_002608.1
NM_002608


IOH22119
219591
BC029760.1
BC029760


IOH21708
219592
NM_152776.1
NM_152776


IOH3263
216796
BC009009.1
BC009009


IOH21765
219576
BC032775.1
BC032775


IOH10824
217095
NM_014061.3
NM_014061


IOH10129
219595
NM_016614.1
NM_016614


IOH110446
217076
NM_002927.3
NM_002927


IOH10948
217077
BC015409.1
BC015409


IOH10272
217079
NM_005724.3
NM_005724


IOH10304
217080
NM_138800.1
NM_138800


IOH10328
217081
BC015329.1
BC015329


IOH10372
217082
BC020962.1
BC020962


IOH11057
217086
BC015535.1
BC015535


IOH11259
217089
NM_002362.2
NM_002362


IOH10281
217091
NM_032809.2
NM_032809


IOH9663
219559
BC010458.1
BC010458


IOH10375
217094
BC016857.1
BC016857


IOH14835
219557
NM_174923.1
NM_174923


IOH11027
217096
NM_138808.1
NM_138808


IOH10971
217100
BC015413.1
BC015413


IOH10229
217101
NM_016176.2
NM_016176


IOH10289
217102
NM_052837.1
NM_052837


IOH10308
217103
BC016941.1
BC016941


IOH10340
217104
BC016934.1
BC016934


IOH10379
217105
BC020966.1
BC020966


IOH22849
219551
BC027486.1
BC027486


IOH22562
219552
BC029524.1
BC029524


IOH23080
219555
BC015878.1
BC015878


IOH10852
217074
NM_003792.1
NM_003792


IOH10306
217092
NM_006978.1
NM_006978


IOH12788
219789
NM_177552.1
NM_177552


IOH5541
219804
NM_004578.2
NM_004578


IOH3269
219768
NM_003825.2
NM_003825


IOH9701
219769
BC010642.1
BC010642


IOH3256
219770
BC001244.1
BC001244


IOH13784
219771
BC015066.1
BC015066


IOH22826
219777
NM_031491.1
NM_031481


IOH14352
219778
NM_005614.2
NM_005614


IOH14450
219779
NM_003278.1
NM_003278


IOH14289
219780
NM_006007.1
NM_006007


IOH13742
219781
BC010959.1
BC010959


IOH3965
219782
NM_004357.2
NM_004357


IOH3081
219784
NM_016098.1
NM_016098


IOH2916
219766
NM_015646.1
NM_015646


IOH7254
219788
BC005218.1
BC005218


IOH12177
219765
BC014991.1
BC014991


IOH5958
219790
BC008365.1
BC008365


IOH14099
219791
BC011842.2
BC011842


IOH6329
219792
BC006288.1
BC006288


IOH14184
219793
BC011006.1
BC011006


IOH10868
219794
NM_145006.1
NM_145006


IOH11073
219795
BC012947.1
BC012947


IOH14044
219796
BC021286.1
BC021286


IOH6278
219797
BC007689.2
BC007689


IOH10802
219800
NM_145286.1
NM_145286


IOH14443
219801
NM_020980.2
NM_020980


IOH14506
219802
NM_152267.2
NM_152267


IOH13864
216619
NM_005558.2
NM_005558


IOH11390
219785
BC015492.1
BC015492


IOH2929
219748
BC003377.1
BC003377


IOH27228
220688
NM_019109.1
NM_019109


IOH5421
216624
NM_016103.1
NM_016103


IOH6672
216625
NM_002867.2
NM_002867


IOH10734
216626
BC020495.1
BC020495


IOH14575
216627
NM_006270.2
NM_006270


IOH9688
216628
NM_004422.1
NM_004422


IOH13239
216629
NM_018969.2
NM_018969


IOH21132
216630
NM_024046.1
NM_024046


IOH22568
219741
NM_152587.2
NM_152587


IOH4077
219742
BC002520.1
BC002520


IOH14113
219744
BC009762.2
BC009762


IOH7448
219745
BC008438.1
BC008438


IOH14238
219767
BC021241.2
BC021241


IOH13789
219747
BC010963.1
BC010963


IOH3028
219805
NM_031227.1
NM_031227


IOH5164
219754
BC004896.1
BC004896


IOH13706
219752
NM_003106.2
NM_003106


IOH6738
219753
BC007806.1
BC007806


IOH11628
219754
NM_144593.1
NM_144593


IOH11804
219755
BC028728.1
BC028728


IOH14448
219756
BC017101.1
BC017101


IOH14519
219757
BC014521.1
BC014521


IOH14186
219758
NM_015975.3
NM_015975


IOH11799
219759
NM_001008.2
NM_001008


IOH3847
219760
NM_016468.2
NM_016468


IOH12799
219763
NM_024713.1
NM_024713


IOH5099
219764
NM_001154.2
NM_001154


IOH10850
219746
NM_152667.1
NM_152667


IOH12227
219983
BC009779.1
BC009779


IOH5640
219803
NM_031472.1
NM_031472


IOH14089
219945
BC014095.2
BC014095


IOH5465
219947
BC004938.1
BC004938


IOH14627
219948
BC021995.1
BC021995


IOH12733
219950
NM_144654.1
NM_144654


IOH12301
219951
NM_006643.2
NM_006643


IOH10186
219953
BC010504.1
BC010504


IOH12212
219955
BC012609.1
BC012609


IOH6217
219963
NM_033177.2
NM_033177


IOH14248
219964
BC014665.1
BC014665


IOH13812
219966
NM_003666.1
NM_003666


IOH10741
219967
NM_053285.1
NM_053285


IOH10347
219942
NM_002194.2
NM_002194


IOH4736
219977
BC000111.1
BC000111


IOH3316
219941
NM_138379.1
NM_138379


IOH12689
219984
BC012192.1
BC012192


IOH12915
219995
NM_016305.1
NM_016305


IOH10208
219996
BC013648.1
BC013648


IOH13007
220000
NM_002243.2
NM_002243


IOH9923
220001
NM_005103.3
NM_005103


IOH3184
220004
BC006793.1
BC006793


IOH5273
220006
BC002629.1
BC002629


IOH10197
220010
BC008141.1
BC008141


IOH10264
220013
BC016440.1
BC016440


IOH9764
220014
BC018445.1
BC018445


IOH4911
220015
BC001709.1
BC001709


IOH10296
220017
BC012881.1
BC012881


IOH14388
219975
NM_003943.1
NM_003943


IOH5875
219829
NM_018129.1
NM_018129


IOH3275
219806
NM_007241.2
NM_007241


IOH2956
219807
NM_030920.1
NM_030920


IOH12991
219812
NM_033416.1
NM_033416


IOH23147
219813
BC029399.1
BC029399


IOH12754
219814
BC010889.1
BC010889


IOH5954
219815
NM_006241.2
NM_006241


IOH6926
219816
BC007312.1
BC007312


IOH11176
219817
BC012919.1
BC012919


IOH12664
219818
NM_138412.1
NM_138412


IOH3923
219819
NM_005333.1
NM_005333


IOH14467
219823
NM_001760.2
NM_001760


IOH2920
219825
BC000903.2
BC000903


IOH3201
219943
BC001964.1
BC001964


IOH4156
219827
NM_019606.3
NM_019606


IOH10344
216618
BC016964.1
BC016964


IOH12105
219830
BC015118.1
BC015118


IOH3283
219831
BC008990.1
BC008990


IOH3251
219926
NM_024058.1
NM_024058


IOH14527
219927
NM_172341.1
NM_172341


IOH12891
219929
BC013319.1
BC013319


IOH9750
219930
BC016614.1
BC016614


IOH6391
219931
NM_033661.1
NM_033661


IOH3325
219935
BC008091.1
BC008091


IOH12592
219936
BC010181.1
BC010181


IOH5376
219938
NM_007233.1
NM_007233


IOH4363
219939
NM_005272.2
NM_005272


IOH10698
219940
NM_182488.1
NM_182488


IOH6081
219826
BC005876.1
BC005876


IOH20996
216539
NM_006504.2
NM_006504


IOH7013
216552
BC007324.1
BC007324


IOH11251
216523
BC025708.1
BC025708


IOH12770
216524
NM_052946.1
NM_052946


IOH14193
216526
NM_144624.1
NM_144624


IOH21152
216527
NM_005248.1
NM_005248


IOH5340
216528
BC002706.1
BC002706


IOH4753
216529
BC000729.1
BC000729


IOH6313
216530
NM_000858.2
NM_000858


IOH6708
216531
NM_002045.1
NM_002045


IOH5978
216532
NM_001827.1
NM_001827


IOH12559
216534
BC013992.1
BC013992


IOH13992
216535
NM_013410.1
NM_013410


IOH7357
216521
BC005371.1
BC005371


IOH2412
216537
NM_003583.2
NM_003583


IOH7134
216520
BC008374.1
BC008374


IOH6325
216540
NM_007240.1
NM_007240


IOH13715
216541
NM_177554.1
NM_177554


IOH5691
216542
BC004522.1
BC004522


IOH7574
216543
NM_001664.1
NM_001664


IOH12834
216544
BC018942.1
BC018942


IOH11309
216545
BC024004.1
BC024004


IOH3294
216546
NM_001736.1
NM_001736


IOH11033
216547
NM_004720.3
NM_004720


IOH13042
216549
NM_003130.1
NM_003130


IOH4141
216550
NM_054033.1
NM_054033


IOH13214
216623
NM_033256.1
NM_033256


IOH14360
216536
NM_001625.1
NM_001625


IOH12669
216499
BC014552.1
BC014552


IOH21154
216480
NM_017490.1
NM_017490


IOH6979
216484
NM_000269.1
NM_000269


IOH10122
216486
NM_000431.1
NM_000431


IOH12980
216487
BC015186.1
BC015186


IOH11014
216488
NM_005565.2
NM_005565


IOH11645
216489
NM_001721.2
NM_001721


IOH14591
216490
BC021278.1
BC021278


IOH20967
216492
NM_020439.1
NM_020439


IOH5163
216493
NM_001800.2
NM_001800


IOH5481
216494
NM_018110.2
NM_018110


IOH6258
216495
NM_033019.1
NM_033019


IOH7002
216496
NM_018571.4
NM_018571


IOH10488
216522
BC018345.1
BC018345


IOH10145
216498
NM_005391.1
NM_005391


IOH11625
216553
BC028719.1
BC028719


IOH11097
216500
NM_004417.2
NM_004417


IOH5211
216505
NM_001823.2
NM_001823


IOH4633
216506
NM_002044.1
NM_002044


IOH6284
216507
BC006231.1
BC006231


IOH7132
216508
NM_006748.1
NM_006748


IOH7287
216509
BC007462.1
BC007462


IOH10919
216511
NM_145025.1
NM_145025


IOH11402
216513
NM_024779.2
NM_024779


IOH14775
216514
BC024291.1
BC024291


IOH21038
216515
NM_005233.2
NM_005233


IOH4674
216518
NM_031361.1
NM_031361


IOH6288
216519
BC006233.1
BC006233


IOH7271
216497
BC005298.1
BC005298


IOH5158
216605
BC005153.1
BC005153


IOH21299
216551
NM_024025.1
NM_024025


IOH10104
216591
NM_022337.1
NM_022337


IOH1753
216592
NM_001667.1
NM_001667


IOH3460
216593
NM_002436.2
NM_002436


IOH6697
216596
NM_020299.2
NM_020299


IOH14446
216597
BC022305.1
BC022305


IOH5443
216599
NM_003712.1
NM_003712


IOH12943
216600
BC009196.1
BC009196


IOH14614
216601
BC021289.1
BC021289


IOH6072
216602
NM_023940.1
NM_023940


IOH14587
216589
NM_002710.1
NM_002710


IOH14475
216604
NM_002884.1
NM_002884


IOH12805
216588
NM_014241.2
NM_014241


IOH9624
216606
NM_003382.2
NM_003382


IOH1987
216607
NM_015727.1
NM_015727


IOH11395
216609
BC028739.2
BC028739


IOH7464
216610
NM_016301.2
NM_016301


IOH5608
216611
NM_005605.2
NM_005605


IOH12269
216612
BC020700.1
BC020700


IOH4164
216613
BC000566.1
BC000566


IOH6101
216614
NM_017595.2
NM_017595


IOH10511
216615
NM_004283.2
NM_004283


IOH14604
216616
NM_002070.1
NM_002070


IOH5175
216617
BC005155.1
BC005155


IOH10139
216603
NM_021252.2
NM_021252


IOH14797
216569
NM_022777.1
NM_022777


IOH5472
216554
BC004247.1
BC004247


IOH9848
216555
NM_002068.1
NM_002068


IOH10825
216556
NM_145313.1
NM_145313


IOH1937
216557
NM_006822.1
NM_006822


IOH3305
216558
BC008094.1
BC008094


IOH12614
216559
BC009877.1
BC009877


IOH4559
216560
NM_024076.1
NM_024076


IOH12967
216561
BC009961.1
BC009961


IOH4659
216562
BC000103.1
BC000103


IOH3815
216563
NM_007236.2
NM_007236


IOH7224
216564
NM_002721.3
NM_002721


IOH4847
216566
BC003088.1
BC003088


IOH4954
216590
NM_001663.2
NM_001663


IOH12833
216568
NM_014310.3
NM_014310


IOH12030
218896
NM_002704.1
NM_002704


IOH5698
216572
NM_031436.1
NM_031436


IOH12198
216573
NM_005832.2
NM_005832


IOH4436
216574
NM_002903.1
NM_002903


IOH3548
216575
NM_001467.2
NM_001467


IOH7558
216576
BC008493.1
BC008493


IOH13822
216577
NM_016361.2
NM_016361


IOH10011
216579
NM_006861.2
NM_006861


IOH12810
216580
NM_016530.1
NM_016530


IOH14673
216581
NM_004251.2
NM_004251


IOH5739
216584
NM_020677.1
NM_020677


IOH5913
216586
NM_172016.1
NM_172016


IOH5237
216587
NM_004090.1
NM_004090


IOH10004
216567
NM_020673.1
NM_020673.


IOH14287
219845
NM_053045.1
NM_053045


IOH11993
219861
BC020976.1
BC020976


IOH21099
219540
NM_020185.2
NM_020185


IOH21339
219541
NM_016508.2
NM_016508


IOH22332
219545
NM_024745.1
NM_024745


IOH21538
219548
BC032249.1
BC032249


IOH5031
219834
NM_032308.1
NM_032308


IOH7456
219835
NM_145792.1
NM_145792


IOH4806
219836
BC001907.1
BC001907


IOH5889
219838
BC008037.2
BC008037


IOH9807
219840
BC009047.1
BC009047


IOH3994
219841
NM_020467.2
NM_020467


IOH13242
219537
BC015625.1
BC015625


IOH3136
219844
NM_005340.1
NM_005340


IOH22318
219534
BC030597.1
BC030597


IOH2912
219846
BC003366.1
BC003366


IOH3243
219847
NM_007362.2
NM_007362


IOH10494
219848
NM_016058.1
NM_016058


IOH5367
219851
BC002758.1
BC002758


IOH4100
219852
NM_006468.3
NM_006468


IOH3240
219853
BC001256.1
BC001256


IOH4556
219854
NM_005274.1
NM_005274


IOH3382
219855
BC008651.1
BC008651


IOH10623
219857
BC015155.1
BC015155


IOH13168
218894
NM_032574.1
NM_032574


IOH13650
219843
BC018953.1
BC018953


IOH21787
219480
BC033851.1
BC033851


IOH4703
219454
BC000712.1
BC000712


IOH22829
219455
BC027465.1
BC027465


IOH5310
219456
BC002769.1
BC002769


IOH21007
219457
BC031549.1
BC031549


IOH21418
219459
BC034718.1
BC034718


IOH13910
219464
NM_005510.2
NM_005510


IOH6373
219465
NM_024901.2
NM_024901


IOH21512
219468
BC030253.1
BC030253


IOH21026
219469
NM_022048.1
NM_022048


IOH21419
219471
BC011392.1
BC011392


IOH22249
219473
BC036649.1
BC036649


IOH22290
219474
BC030776.1
BC030776


IOH13175
219538
NM_138790.1
NM_138790


IOH22410
219476
BC030020.2
BC030020


IOH4057
219862
BC001408.1
BC001408


IOH22297
219486
BC034483.1
BC034483


IOH6500
219492
NM_032694.1
NM_032694


IOH21472
219496
BC019954.1
BC019954


IOH22299
219498
NM_032491.2
NM_032491


IOH22369
219499
NM_006202.1
NM_006202


IOH21592
219503
NM_152394.2
NM_152394


IOH22389
219511
BC030653.2
BC030653


IOH20954
219516
NM_178152.1
NM_178152


IOH21323
219518
NM_001277.1
NM_001277


IOH21336
219530
NM_014326.2
NM_014326


IOH21451
219531
BC034247.1
BC034247


IOH22282
219533
BC034468.1
BC034468


IOH22340
219475
NM_033103.1
NM_033103


IOH7163
219915
NM_004102.2
NM_004102


IOH12123
219859
NM_173362.2
NM_173362


IOH14013
219897
NM_005147.1
NM_005147


IOH13637
219898
BC015754.1
BC015754


IOH13536
219899
NM_005842.2
NM_005842


IOH2980
219900
BC000962.2
BC000962


IOH5105
219901
BC004969.1
BC004969


IOH5325
219902
NM_024312.1
NM_024312


IOH5254
219903
BC002656.1
BC002656


IOH11669
219905
NM_152773.2
NM_152773


IOH5830
219906
BC007407.1
BC007407


IOH3804
219907
BC004179.1
BC004179


IOH6880
219908
BC007282.1
BC007282


IOH6966
219895
NM_032920.1
NM_032920


IOH11511
219913
BC028039.1
BC028039


IOH3328
219893
BC008567.1
BC008567


IOH3511
219916
NM_006022.1
NM_006022


IOH14253
219917
BC010896.1
BC010896


IOH12025
219918
BC027866.1
BC027866


IOH5656
219919
NM_015610.1
NM_015610


IOH11880
219920
NM_003447.1
NM_003447


IOH14723
219921
BC011928.2
BC011928


IOH6345
219922
BC008803.1
BC008803


IOH4359
219923
NM_021992.1
NM_021992


IOH6980
219925
NM_032886.1
NM_032886


IOH13940
220678
NM_144620.1
NM_144620


IOH10654
220681
NM_007249.3
NM_007249


IOH7170
220682
BC006986.1
BC006986


IOH9842
219910
BC009734.1
BC009734


IOH12626
219880
NM_012396.1
NM_012396


IOH14667
219863
BC020786.1
BC020786


IOH12518
219865
BC010172.2
BC010172


IOH4263
219866
NM_000999.2
NM_000999


IOH13535
219867
BC016754.1
BC016754


IOH4447
219868
BC001716.1
BC001716


IOH5650
219869
BC004885.1
BC004885


IOH11279
219870
BC017064.1
BC017064


IOH12898
219871
BC10900.1
BC010900


IOH09869
219874
NM_017837.2
NM_017837


IOH4273
219875
BC002430.1
BC002430


IOH4189
219876
NM_014366.1
NM_014366


IOH3865
219877
BC001694.1
BC001694


IOH5510
219896
NM_024061.1
NM_024061


IOH10463
219879
BC013687.1
BC013687


IOH11381
219451
NM_005641.2
NM_005641


IOH6968
219881
BC007639.1
BC007639


IOH7274
219882
NM_031427.1
NM_031427


IOH13646
219883
BC015059.1
BC015059


IOH5952
219884
NM_001660.2
NM_001660


IOH11106
219885
NM_006838.1
NM_006838


IOH4913
219886
BC002954.1
BC002954


IOH14170
219887
BC022361.1
BC022361


IOH6338
219888
BC006259.2
BC006259


IOH4850
219889
NM_178191.1
NM_178191


IOH21487
219890
NM_052861.1
NM_052861


IOH4965
219891
BC001868.1
BC001868


IOH14751
219892
BC015091.2
BC015091


IOH5727
219878
BC002934.1
BC002934


IOH12223
218954
NM_002555.2
NM_002555


IOH14755
219453
BC018747.1
BC018747


IOH14111
218932
NM_145271.1
NM_145271


IOH12986
218933
NM_000200.1
NM_000200


IOH10884
218934
NM_145254.1
NM_145254


IOH11035
218935
BC018028.1
BC018028


IOH12529
218938
BC010414.1
BC010414


IOH12944
218939
BC009393.2
BC009393


IOH12382
218940
NM_000608.1
NM_000608


IOH13353
218941
NM_138794.1
NM_138794


IOH12649
218942
NM_033281.2
NM_033281


IOH12242
218943
NM_145300.1
NM_145300


IOH11127
218946
NM_004202.1
NM_004202


IOH13435
218930
BC017381.1
BC017383


IOH12548
218950
BC009873.1
BC009873


IOH12601
218927
BC009366.1
BC009366


IOH13307
218955
NM_025065.4
NM_025065


IOH10921
218956
BC016900.1
BC016900


IOH12487
218957
BC010426.1
BC010426


IOH11137
218958
BC020942.1
BC020942


IOH11067
218959
NM_080739.1
NM_080739


IOH12519
218961
NM_017503.2
NM_017503


IOH12579
218962
BC012783.2
BC012783


IOH12074
218964
BC014307.1
BC014307


IOH13306
218965
BC017399.1
BC017399


IOH12816
218966
NM_006216.2
NM_006216


IOH12539
218967
NM_018215.1
NM_018215


IOH11147
218968
BC012493.1
BC012493


IOH13317
218948
NM_052950.2
NM_052950


IOH10849
218912
NM_144717.1
NM_144717


IOH21059
216479
NM_003656.3
NM_003656


IOH12727
218897
NM_018413.2
NM_018413


IOH13016
218898
BC012984.2
BC012984


IOH11006
218899
NM_003766.2
NM_003766


IOH10955
218900
BC027473.1
BC027473


IOH13426
218901
BC014089.2
BC014089


IOH12121
218902
NM_014035.1
NM_014035


IOH13230
218903
NM_130777.1
NM_130777


IOH12337
218904
NM_006476.2
NM_006476


IOH12458
218905
BC013935.1
BC013935


IOH12647
218906
NM_005726.2
NM_005726


IOH12275
218907
NM_144982.1
NM_144982


IOH12225
218931
NM_002621.1
NM_002621


IOH11093
218910
NM_012473.2
NM_012473


IOH10783
218971
NM_145013.1
NM_145013


IOH12533
218913
NM_005376.1
NM_005376


IOH12454
218914
NM_138482.1
NM_138482


IOH12084
218916
BC021680.1
BC021680


IOH13071
218917
NM_145303.1
NM_145303


IOH13075
218918
NM_138573.1
NM_138573


IOH12288
218919
NM_032570.1
NM_032570


IOH11647
218920
NM_024561.1
NM_024561


IOH12120
218921
BC012569.1
BC012569


IOH10420
218922
NM_004089.1
NM_004089


IOH10822
218924
BC025791.1
BC025791


IOH12648
218925
NM_032125.1
NM_032125


IOH12476
218926
NM_022054.2
NM_022054


IOH12165
218909
BC011014.1
BC011014


IOH4541
219431
BC001174.1
BC001174


IOH22628
219415
BC029032.1
BC029032


IOH10380
219416
NM_138792.1
NM_138792


IOH22889
219417
NM_005550.2
NM_005550


IOH23047
219418
NM_152576.1
NM_152576


IOH5894
219419
NM_000404.1
NM_000404


IOH21749
219420
NM_178523.2
NM_178523


IOH22763
219422
BC031661.1
BC031661


IOH21756
219423
BC033710.1
BC033710


IOH13504
219424
NM_138436.1
NM_138436


IOH6468
219425
NM_000281.1
NM_000281


IOH12235
219426
BC017943.1
BC017943


IOH10509
219428
BC013051.1
BC013051


IOH12557
218969
NM_138397.1
NM_139397


IOH3444
219430
NM_001819.1
NM_001819


IOH22190
219411
BC031827.1
BC031827


IOH6765
219432
NM_032908.1
NM_032908


IOH12282
219435
BC020867.1
BC020967


IOH10009
219437
NM_021218
NM_021218


IOH13414
219438
NM_031210.1
NM_031210


IOH22940
219441
BC030005.1
BC030005


IOH3500
219442
NM_006831.1
NM_006831


IOH4587
219443
BC000091.1
BC000091


IOH21581
219444
BC029568.1
BC029568


IOH22117
219447
BC013103.1
BC013103


IOH12990
219448
BC010155.2
BC010155


IOH3154
219450
NM_138386.1
NM_138386


IOH13085
218895
NM_022142.3
NM_022142


IOH22939
219429
BC030636.1
BC030636


IOH23129
219375
NM_006519.1
NM_006519


IOH22963
219452
NM_002095.1
NM_002095


IOH12071
218972
NM_138463.1
NM_138463


IOH12646
218973
BC011578.1
BC011578


IOH12127
218976
BC021682.1
BC021682


IOH10917
218982
NM_031950.1
NM_031950


IOH12659
218985
BC009230.2
BC009230


IOH13888
219362
BC017869.1
BC017869


IOH22577
219363
NM_152914.1
NM_152914


IOH6467
219365
BC006370.2
BC006370


IOH22461
219367
NM_153350.2
NM_153350


IOH2960
219368
NM_024059.2
NM_024059


IOH11667
219369
BC017046.1
BC017046


IOH21844
219414
NM_005423.1
NM_005423


IOH22727
219374
BC029799.1
BC029799


IOH21569
219413
BC028113.1
BC028113


IGH21513
219377
NM_015973.1
NM_015973


IOH6669
219378
BC007207.1
BC007207


IOH10913
219380
NM_004567.2
NM_004567


IOH11817
219381
NM_002197.1
NM_002197


IOH21704
219384
BC032347.1
BC032347


IOH22492
219391
NM_145028.1
NM_145028


IOH3770
219395
BC001669.1
BC001669


IOH22121
219396
BC013171.1
BC013171


IOH3092
219404
NM_017512.1
NM_017512


IOH3744
219407
BC004159.1
BC004159


IOH10277
219408
NM_138491.1
NM_138491


IOH22760
219410
BC031655.1
BC031655


IOH11199
218970
BC022471.1
BC022471


IOH14733
219372
BC009245.1
BC009245
















TABLE 6





AccNumber

















NM_001893.3



NM_001894.2



NM_004196.2



NM_052987.1



NM_001826.1



NM_016507.1



NM_020547.1



NM_015850.2



NM_023030.1



NM_004635.2



NM_003137.2



NM_002576.2



NM_005030.2



NM_004071.1



NM_002748.2



NM_002732.2



NM_001786.2



NM_004431.1



NM_004442.3



NM_002253.1



NM_003010.1



XM_042066.8



NM_005922.1



NM_005923.3



NM_005965.2



NM_006254.1



NM_005400.1



NM_002731.1



NM_001654.1



NM_003688.1



NM_004938.1



NM_002314.2



NM_002742.1



NM_002738.2



NM_001619.2



NM_003691.1



NM_003942.1



NM_003188.2



NM_004834.2



NM_005990.1



NM_003674.1



NM_002613.1



NM_003384.1



NM_003600.1



NM_003607.1



NM_004586.1



NM_004217.1



NM_003242.2



NM_002741.1



NM_006281.1



NM_006852.1



NM_007064.1



NM_017572.1



NM_017593.2



NM_018401.1



NM_020397.1



NM_021133.1



NM_018650.1



NM_021643.1



NM_003952.1



NM_005884.2



NM_013233.1



NM_025195.1



NM_012395.1



NM_013257.2



NM_013392.1



NM_005465.2



NM_006035.2



NM_006282.1



NM_005813.2



NM_020168.3



NM_020328.1



NM_002752.3



NM_002754.3



NM_004383.1



NM_001259.2



NM_001892.2



NM_001106.2



NM_001896.1



NM_002756.2



NM_000061.1



NM_022972.1



NM_004445.1



NM_005235.1



NM_004443.2



NM_004560.2



NM_005157.2



NM_001616.2



NM_004441.2



NM_001982.1



NM_000459.1



NM_004444.2



NM_006343.1



NM_000075.2



NM_001258.1



NM_001261.2



NM_001799.2



NM_004935.1



BC000479.1



NM_016440.1



NM_016735.1



NM_001203.1



NM_005163.1



NM_005204.2



NM_005627.1



NM_002037.1



NM_002350.1



BC001280.1



NM_015978.1



NM_005012.1



NM_003576.2



NM_013254.2



NM_005417.2



NM_032409.1



NM_004103.2



NM_001396.2



NM_004226.1



NM_015112.1



NM_005228.1



NM_006213.1



NM_005246.1



NM_014920.1



NM_005906.2



NM_033115.1



NM_012424.2



NM_004759.2



NM_006622.1



NM_014002.1



NM_014496.1



NM_007194.1



NM_002745.2



NM_002447.1



NM_013355.1



NM_032844.1



NM_006258.1



NM_017719.2



NM_031414.2



NM_001626.2



NM_006256.1



NM_018423.1



NM_032237.1



NM_002750.2



NM_102578.1



BC001662.1



BC017715.1



BC001274.1



BC000442.1



BC006106.1



NM_003948.2



BC003614.1



NM_002744.2



BC005408.1



NM_033621.1



BC008302.1



BC000471.1



BC002541.1



BC002755.1



BC008716.1



BC001968.1



BC008838.1



BC000251.1



BC002637.1



BC016652.1



BC012761.1



BC008726.1



BC020972.1



BC011668.1



BC004207.1



BC003065.1



BC002695.1



BC018111.1



BC013879.1



NM_018492.2



NM_024776.1



NM_024800.1



BC014037.1





















TABLE 7





COLONY_NAME
COLONY_ID
ACCNO
trunCACC
CONCENTRATION



















IOH10670
216928
NM_001637.1
NM_001637
65


IOH13082
216944
BC013393.2
BC013393
2172


IOH10699
216927
BC024187.2
BC024187
22


IOH13295
216946
BC012330.1
BC012330
336


IOH12655
216947
BC012072.1
BC012072
81


IOH12800
216948
BC014194.1
BC014194
56


IOH10808
216949
NM_152613.1
NM_152613
96


IOH11247
216950
NM_024411.1
NM_024411
198


IOH13403
216952
BC011878.2
BC011878
92


IOH13383
216954
NM_145042.1
NM_145042
82


IOH13411
216955
BC009253.1
BC009253
2232


IOH12828
216956
NM_145061.1
NM_145061
432


IOH12732
216957
NM_052838.2
NM_052838
2627


IOH13260
216943
NM_145043.1
NM_145043
2789


IOH13348
216903
NM_144676.1
NM_144676
52


IOH12335
216890
BC022319.1
BC022319
431


IOH12946
216891
BC022300.1
BC022300
122


IOH10305
221173
BC020555.1
BC020555
91


IOH12236
216895
BC013902.1
BC013902
31


IOH27257
220804
NM_000286.1
NM_000286
64


IOH5639
219024
BC004505.1
BC004505
843


IOH4675
219025
BC000742.1
BC000742
998


IOH4986
219026
BC004965.1
BC004965
736


IOH4978
219028
BC003604.1
BC003604
228


IOH9638
219029
BC010464.1
BC010464
186


IOH10382
219032
BC017085.1
BC017085
597


IOH26854
220773
BC030578.1
BC030578
111


IOH10365
219020
NM_152269.1
NM_152269
113


IOH21921
220806
NM_000566.1
NM_000566
46


IOH5155
218987
BC004219.1
BC004219
1342


IOH10191
219007
BC009108.1
BC009108
1667


IOH4935
218990
NM_006272.1
NM_006272
5365


IOH4375
218991
NM_058199.1
NM_058199
155


IOH10070
218993
BC016280.1
BC016280
1082


IOH10110
218994
BC015904.1
BC015904
116


IOH10190
218995
NM_152471.1
NM_152471
5362


IOH5559
219000
NM_032676.1
NM_032676
5366


IOH5231
219023
BC004233.1
BC004233
5367


IOH4958
219002
NM_004781.2
NM_004781
2834


IOH5629
219012
NM_032691.1
NM_032691
4365


IOH5397
219015
NM_024319.1
NM_024319
964


IOH4971
219016
NM_021974.2
NM_021974
4777


IOH10125
219018
NM_020422.2
NM_020422
281


IOH10205
219019
NM_138470.1
NM_138470
165


IOH5544
219001
NM_031448.2
NM_031448
5368


IOH13364
216994
BC012176.1
BC012176
420


IOH12495
216977
NM_018959.1
NM_018959
300


IOH12981
216978
NM_001084.2
NM_001084
356


IOH13450
216979
NM_178858.3
NM_178858
230


IOH12049
216980
BC009510.1
BC009510
202


IOH13360
216981
NM_020375.1
NM_020375
847


IOH12590
216983
NM_144492.1
NM_144492
360


IOH12410
216989
NM_004838.2
NM_004838
1039


IOH13398
216995
NM_005710.1
NM_005710
1909


IOH3084
219820
NM_005000.2
NM_005000
128


IOH13361
217005
BC014658.1
BC014658
584


IOH12774
217006
BC014146.2
BC014146
129


IOH11070
216986
BC025990.1
BC025990
167


IOH5547
219013
NM_030572.1
NM_030572
854


IOH12531
218983
BC011906.1
BC011906
129


IOH10550
219021
BC012373.1
BC012373
186


IOH11753
217714
BC028351.1
BC028351
3230


IOH12886
216852
BC022272.1
BC022272
161


IOH13125
216851
BC020749.1
BC020749
158


IOH1900
216848
NM_000067.1
NM_000067
875


IOH13346
216859
NM_005702.1
NM_005702
47


IOH13409
216846
BC022043.1
BC022043
641


IOH13256
216850
BC017347.1
BC017347
254


IOH12757
216867
NM_032601.2
NM_032601
545


IOH13382
216880
NM_173825.1
NM_173825
77


IOH12113
216877
BC020630.1
BC020630
201


IOH12966
216876
NM_152396.1
NM_152396
67


IOH12079
216875
BC022258.1
BC022258
1065


IOH12061
216856
BC022257.1
BC022257
3926


IOH12653
216871
BC017249.1
BC017249
152


IOH12055
216853
BC020843.1
BC020843
160


IOH12078
216864
NM_005797.2
NM_005797
308


IOH12327
216863
NM_138957.1
NM_138957
448


IOH1903
216860
NM_004929.2
NM_004929
1663


IOH13380
216838
NM_138818.1
NM_138818
73


IOH13388
216857
BC020835.1
BC020835
331


IOH1913
216872
NM_005138.1
NM_005138
196


IOH13476
216827
BC026236.1
BC026236
31


IOH22638
221174
NM_003006.2
NM_003006
183


IOH3506
221175
BC000450.1
BC000450
54


IOH23036
221176
BC022429.1
BC022429
491


IOH14340
221178
NM_021158.1
NM_021158
109


IOH13630
221179
NM_021104.1
NM_021104
142


IOH5674
221180
NM_015510.2
NM_015510
328


IOH5508
221181
BC004242.1
BC004242
4577


IOH5450
221182
NM_020531.2
NM_020531
39


IOH9642
221183
BC013609.1
BC013609
35


IOH3753
221186
BC001064.1
BC001064
4924


IOH1875
216824
NM_015971.2
NM_015971
50


IOH12140
216840
BC017780.1
BC017780
210


IOH12138
216842
NM_130782.1
NM_130782
55


IOH12143
216828
BC017781.1
BC017781
63


IOH13022
216830
BC020898.1
BC020898
83


IOH12831
216832
BC020658.1
BC020658
112


IOH13254
216835
NM_173474.2
NM_173474
46


IOH1877
216836
NM_005086.3
NM_005086
188


IOH14765
217704
BC015634.1
BC015634
4651


IOH10856
217700
NM_145021.1
NM_145021
64


IOH2052
216837
NM_006755.1
NM_006755
25


IOH1960
216896
NM_018438.2
NM_018438
23


IOH12921
216839
NM_000536.1
NM_000536
19


IOH12434
216887
BC017873.1
BC017873
270


IOH12104
216841
NM_080816.1
NM_080816
54


IOH2022
216825
NM_002198.1
NM_002198
54


IOH12569
216945
BC012124.1
BC012124
163


IOH13432
216894
BC019080.2
BC019080
29


IOH12840
216930
NM_022720.2
NM_022720
1121


IOH13462
216932
NM_138453.1
NM_138453
2379


IOH13484
216934
NM_138408.1
NM_138408
463


IOH12045
216935
NM_005220.1
NM_005220
20


IOH12802
216936
BC014218.2
BC014218
2605


IOH10695
216938
NM_000442.2
NM_000442
107


IOH10975
216940
NM_138722.1
NM_138722
1349


IOH12682
216941
BC011924.1
BC011924
83


IOH12796
216942
NM_030815.1
NM_030815
986


IOH12116
221169
BC018928.1
BC018928
360


IOH2323
216897
NM_000526.3
NM_000526
23


IOH13489
216898
BC022377.1
BC022377
1059


IOH12322
216899
BC017864.1
BC017864
153


IOH13453
216929
BC011923.1
BC011923
154


IOH5756
216902
BC008069.2
BC008069
155


IOH12194
216888
BC017786.1
BC017786
77


IOH12152
216910
BC020688.1
BC020688
102


IOH12442
216911
NM_138701.1
NM_138701
149


IOH13027
216912
BC022407.1
BC022407
756


IOH13026
216913
NM_014485.1
NM_014485
1522


IOH12740
216914
BC020596.1
BC020596
387


IOH12057
216915
BC020620.1
BC020620
821


IOH12704
216920
NM_052978.1
NM_052978
195


IOH13276
216922
NM_022780.2
NM_022780
114


IOH13355
216923
BC014409.1
BC014409
1518


IOH12778
216924
BC014148.2
BC014148
69


IOH13019
216901
BC022405.1
BC022405
169


IOH4364
221066
BC000116.1
BC000116
819


IOH9626
221172
BC011353.1
BC011353
31


IOH5552
221051
NM_032303.1
NM_032303
80


IOH5433
221052
BC002834.1
BC002834
758


IOH3146
221053
BC006769.1
BC006769
431


IOH4355
221054
BC004349.1
BC004349
322


IOH3554
221055
NM_003908.1
NM_003908
518


IOH3644
221056
NM_002861.1
NM_002861
1387


IOH6092
221060
NM_001324.1
NM_001324
1044


IOH4946
221061
NM_058179.1
NM_058179
1424


IOH5673
221062
BC004889.1
BC004889
822


IOH5205
221063
NM_032314.1
NM_032314
66


IOH4905
221049
BC001600.1
BC001600
1544


IOH3221
221065
BC001250.1
BC001250
405


IOH5918
221048
NM_015926.2
NM_015926
399


IOH3569
221067
NM_004632.2
NM_004632
407


IOH3655
221068
NM_004990.2
NM_004990
524


IOH6219
221072
NM_007065.2
NM_007065
1685


IOH3216
221073
NM_018091.2
NM_018091
1097


IOH5713
221074
NM_024322.1
NM_024322
1678


IOH3438
221077
NM_006623.1
NM_006623
5376


IOH4383
221078
NM_004698.1
NM_004698
693


IOH3592
221079
BC000463.1
BC000463
1663


IOH3468
221084
BC000440.1
BC000440
217


IOH4508
221087
BC000277.1
BC000277
4181


IOH4388
221089
NM_000026.1
NM_000026
3065


IOH5448
221064
BC004258.1
BC004258
924


IOH6052
221033
BC004359.1
BC004359
88


IOH3720
221018
BC001946.1
BC001946
47


IOH4312
221019
NM_017727.2
NM_017727
124


IOH3627
221020
BC000525.1
BC000525
758


IOH6947
221023
BC008337.1
BC008337
116


IOH5867
221024
BC005889.2
BC005889
1016


IOH4822
221025
NM_006194.1
NM_006194
39


IOH5666
221026
BC005134.1
BC005134
1325


IOH5475
221027
BC004248.1
BC004248
70


IOH5395
221028
NM_006303.2
NM_006303
747


IOH4609
221029
BC000788.1
BC000788
2972


IOH3758
221030
BC003595.1
BC003595
502


IOH5671
221050
NM_013319.1
NM_013319
216


IOH3630
221032
BC002361.1
BC002361
98


IOH22295
221095
NM_014364.1
NM_014364
28


IOH3490
221034
NM_003756.1
NM_003756
433


IOH5905
221036
NM_002298.2
NM_002298
2240


IOH4855
221037
BC001889.1
BC001889
1229


IOH5668
221038
BC004888.2
BC004888
260


IOH5513
221039
NM_032704.1
NM_032704
166


IOH5136
221041
NM_000358.1
NM_000358
56


IOH4045
221042
BC001449.1
BC001449
925


IOH3508
221043
NM_002805.1
NM_002805
55


IOH3633
221044
NM_000284.1
NM_000284
188


IOH6276
221045
BC006191.1
BC006191
838


IOH6997
221047
BC008023.1
BC008023
512


IOH4328
221031
BC000698.1
BC000698
471


IOH3022
221154
BC000953.2
BC000953
181


IOH9675
221137
BC011460.1
BC011460
26


IOH10459
221139
BC013119.1
BC013119
87


IOH21691
221140
BC030525.1
BC030525
476


IOH23012
221141
NM_080423.1
NM_080423
4040


IOH22682
221142
NM_005060.2
NM_005060
145


IOH22374
221143
BC029660.1
BC029660
284


IOH21440
221144
BC022237.1
BC022237
2398


IOH12694
221146
NM_032775.1
NM_032775
35


IOH3606
221147
BC002360.1
BC002360
131


IOH4968
221148
NM_018070.2
NM_018070
3168


IOH10105
221149
BC015814.1
BC015814
634


IOH22892
221093
BC012824.1
BC012824
33


IOH23015
221153
BC021701.1
BC021701
537


IOH14075
221132
NM_013446.2
NM_013446
48


IOH22379
221155
BC028983.1
BC028983
110


IOH21478
221156
BC013796.1
BC013796
22


IOH12752
221157
NM_015938.2
NM_015938
54


IOH9977
221160
BC015805.1
BC015805
5364


IOH22604
221162
NM_021969.1
NM_021969
51


IOH23025
221163
NM_139062.1
NM_139062
456


IOH21412
221164
NM_014702.1
NM_014702
87


IOH10956
221166
NM_006147.1
NM_006147
151


IOH14558
221168
BC022329.1
BC022329
630


IOH12628
216967
NM_018696.1
NM_018696
2000


IOH4593
221170
BC000001.1
BC000001
385


IOH5520
221150
BC004925.1
BC004925
76


IOH21571
221114
BC030290.1
BC030290
51


IOH12584
216958
NM_020384.1
NM_020384
704


IOH13621
221096
BC016276.1
BC016276
86


IOH12547
221097
BC021101.1
BC021101
48


IOH12702
221098
BC012079.1
BC012079
145


IOH4842
221099
NM_130788.1
NM_130788
63


IOH3832
221100
BC000769.1
BC000769
662


IOH9647
221101
BC011454.1
BC011454
74


IOH2968
221103
NM_000282.1
NM_000282
30


IOH22910
221105
BC004122.1
BC004122
3953


IOH22301
221107
BC030773.2
BC030773
140


IOH13631
221108
BC013005.2
BC013005
43


IOH4671
221136
NM_004401.1
NM_004401
2629


IOH9673
221113
BC018426.1
BC018426
288


IOH12481
221134
BC009249.1
BC009249
382


IOH22973
221117
BC011713.2
BC011713
797


IOH22341
221119
BC030592.2
BC030592
227


IOH14429
221120
BC010047.1
BC010047
204


IOH12488
221121
BC024272.1
BC024272
85


IOH13023
221122
NM_015193.1
NM_015193
1238


IOH9674
221125
BC011519.1
BC011519
60


IOH21874
221126
NM_015696.2
NM_015696
218


IOH6993
221128
BC008359.1
BC008359
496


IOH22994
221129
BC014237.1
BC014237
94


IOH22345
221131
NM_006948.1
NM_006948
1640


IOH22631
221094
BC029054.1
BC029054
121


IOH4976
221111
NM_002708.1
NM_002708
31


IOH14131
217555
BC021561.1
BC021561
1347


IOH12494
216965
NM_004105.2
NM_004105
452


IOH14207
217538
NM_033317.1
NM_033317
170


IOH14124
217539
NM_017952.2
NM_017952
55


IOH13986
217541
BC017262.1
BC017262
46


IOH14004
217543
BC021559.1
BC021559
194


IOH14178
217544
NM_144608.1
NM_144608
189


IOH14458
217548
BC017237.1
BC017237
804


IOH14168
217549
BC010176.1
BC010176
750


IOH14717
217550
NM_138443.1
NM_138443
111


IOH14361
217552
NM_152373.2
NM_152373
83


IOH14488
217536
BC010137.1
BC010137
199


IOH14682
217554
BC021551.1
BC021551
449


IOH14151
217531
NM_033161.2
NM_033161
70


IOH13887
217556
BC028840.1
BC028840
193


IOH14194
217557
BC025345.1
BC025345
2423


IOH14694
217558
NM_002539.1
NM_002539
278


IOH13839
217559
NM_145063.1
NM_145063
1483


IOH13752
217560
NM_007111.2
NM_007111
210


IOH13703
217565
BC021930.1
BC021930
446


IOH14146
217566
NM_006567.1
NM_006567
227


IOH14071
217567
BC025281.1
BC025281
224


IOH14021
217569
NM_016641.2
NM_016641
412


IOH14539
217570
BC011779.2
BC011779
225


IOH13727
217571
BC010081.2
BC010081
1079


IOH14674
217553
NM_016093.2
NM_016093
52


IOH14513
217514
BC011888.1
BC011888
204


IOH14554
217500
NM_017660.2
NM_017660
33


IOH14463
217501
BC011739.2
BC011739
29


IOH14811
217502
NM_058163.1
NM_058163
5375


IOH14566
217503
NM_003315.1
NM_003315
187


IOH14819
217504
BC018667.1
BC018667
205


IOH14669
217505
NM_138355.1
NM_138355
5373


IOH14855
217506
NM_138387.2
NM_138387
79


IOH14059
217507
NM_016207.2
NM_016207
281


IOH14693
217508
BC026032.1
BC026032
192


IOH13934
217509
BC024269.1
BC024269
94


IOH14625
217537
NM_002622.3
NM_002622
265


IOH14650
217513
BC011812.1
BC011812
55


IOH4058
218328
BC002526.1
BC002526
538


IOH14526
217515
NM_005435.2
NM_005435
1772


IOH14106
217518
BC018736.1
BC018736
36


IOH14632
217519
NM_004722.2
NM_004722
207


IOH14623
217521
NM_032855.1
NM_032855
467


IOH14622
217524
BC010064.2
BC010064
33


IOH13517
217525
NM_052844.1
NM_052844
580


IOH14206
217526
BC011885.1
BC011885
262


IOH13544
217527
NM_052845.1
NM_052845
2522


IOH13653
217528
BC016381.1
BC016381
35


IOH14642
217529
BC021263.1
BC021263
4027


IOH14571
217512
NM_145169.1
NM_145169
383


IOH5665
216458
NM_033003.1
NM_033003
5372


IOH3593
218467
BC002373.1
BC002373
5279


IOH23043
218476
NM_014055.1
NM_014055
2169


IOH9811
218487
BC009696.1
BC009696
1911


IOH9857
218499
NM_138730.1
NM_138730
1623


IOH5745
218504
BC006199.1
BC006199
1685


IOH3515
218513
BC000503.1
BC000503
1121


IOH4929
216447
NM_003405.2
NM_003405
5359


IOH6324
216448
NM_031464.1
NM_031464
4986


IOH6735
216449
NM_006374.2
NM_006374
5376


IOH10972
216451
NM_007202.2
NM_007202
240


IOH14689
217572
BC011811.1
BC011811
100


IOH14401
216454
BC017236.1
BC017236
3117


IOH23069
218442
NM_018439.1
NM_018439
4668


IOH5842
216459
NM_016283.2
NM_016283
4658


IOH6368
216460
NM_003821.2
NM_003821
87


IOH5022
216461
NM_020990.2
NM_020990
3129


IOH10843
216463
BC014794.1
BC014794
102


IOH13323
216464
BC020225.1
BC020225
88


IOH5678
216470
BC004518.1
BC004518
410


IOH6779
216472
BC007872.1
BC007872
5373


IOH7258
216473
NM_001239.2
NM_001239
5371


IOH9871
216474
NM_002658.1
NM_002658
5364


IOH11046
216475
NM_016282.2
NM_016282
3789


IOH13291
216476
BC020221.1
BC020221
3465


IOH13877
216453
NM_001744.2
NM_001744
5377


IOH4360
218352
NM_016497.2
NM_016497
4334


IOH14020
217497
NM_006521.3
NM_006521
231


IOH4285
218330
BC002484.1
BC002484
799


IOH4338
218331
NM_058217.1
NM_058217
473


IOH3166
218332
BC006838.1
BC006838
179


IOH3230
218333
BC000884.1
BC000884
1927


IOH3518
218334
BC000452.1
BC000452
4320


IOH4354
218340
NM_024043.1
NM_024043
605


IOH4341
218343
BC000691.1
BC000691
3126


IOH3171
218344
BC006839.1
BC006839
150


IOH3523
218346
NM_024348.2
NM_024348
277


IOH4232
218347
NM_003609.2
NM_003609
4252


IOH9793
218463
BC016582.1
BC016582
276


IOH4083
218350
BC001426.1
BC001426
4641


IOH6290
218447
NM_032933.1
NM_032933
142


IOH4381
218353
NM_004832.1
NM_004832
5375


IOH4301
218354
NM_017706.2
NM_017706
142


IOH4343
218355
NM_006651.2
NM_006651
4098


IOH3421
218357
NM_004493.1
NM_004493
1310


IOH4362
218364
BC000226.1
BC000226
3669


IOH3196
218380
NM_003254.1
NM_003254
226


IOH3469
218381
NM_006110.1
NM_006110
1785


IOH7008
218436
BC008031.1
BC008031
4731


IOH7570
218437
BC008461.1
BC008461
268


IOH9772
218439
BC013158.1
BC013158
146


IOH13543
217573
BC014001.1
BC014001
258


IOH3352
218348
NM_080658.1
NM_080658
752


IOH7547
217298
BC007110.1
BC007110
144


IOH11281
216999
BC025700.1
BC025700
1474


IOH12571
217000
NM_016310.2
NM_016310
440


IOH12379
217001
BC026126.1
BC026126
1339


IOH12355
217002
NM_016484.1
NM_016484
2663


IOH12380
217004
BC012109.1
BC012109
3887


IOH10848
217008
NM_024685.1
NM_024685
126


IOH10731
217009
BC021172.2
BC021172
1705


IOH10645
217010
NM_000023.1
NM_000023
129


IOH12850
217011
BC011916.1
BC011916
367


IOH9833
217294
NM_145244.1
NM_145244
392


IOH14129
217316
BC018625.1
BC018625
137


IOH9972
217297
BC013571.1
BC013571
1419


IOH13199
216992
NM_145041.1
NM_145041
5351


IOH5749
217300
NM_001168.1
NM_001168
3023


IOH5792
217301
NM_004051.1
NM_004051
528


IOH6546
217303
NM_014571.2
NM_014571
50


IOH9908
217307
BC0132437.1
BC0132437
446


IOH9978
217309
NM_006333.1
NM_006333
2728


IOH7548
217310
BC005911.1
BC005911
5314


IOH7567
217311
NM_080650.1
NM_080650
5269


IOH5751
217312
NM_001673.2
NM_001673
489


IOH5797
217313
NM_004309.2
NM_004309
2551


IOH5956
217314
BC007658.1
BC007658
965


IOH9906
217295
NM_145306.1
NM_145306
1175


IOH10642
217688
NM_138812.1
NM_138812
469


IOH10722
216961
BC018063.1
BC018063
324


IOH10800
216963
NM_152314.1
NM_152314
416


IOH12777
216964
BC011936.1
BC011936
1584


IOH12909
216966
NM_016836.1
NM_016836
42


IOH4597
221014
NM_003801.2
NM_003801
40


IOH12068
216968
BC009506.1
BC009506
270


IOH13265
216969
NM_053050.2
NM_053050
1249


IOH13248
216971
BC011576.1
BC011576
296


IOH11158
216972
BC026325.1
BC026325
394


IOH10837
216973
NM_145047.1
NM_145047
103


IOH10911
216974
NM_024695.1
NM_024695
1350


IOH10910
216998
BC014607.2
BC014607
1784


IOH13320
216976
NM_024610.2
NM_024610
502


IOH11253
216997
NM_015417.2
NM_015417
1268


IOH13855
217679
NM_138392.1
NM_138392
1958


IOH10664
217677
NM_144647.1
NM_144647
5374


IOH10958
217676
NM_016230.2
NM_016230
2054


IOH10809
216984
NM_145314.1
NM_145314
65


IOH11034
216985
BC022462.1
BC022462
124


IOH10931
216987
BC025729.1
BC025729
129


IOH13153
216988
NM_032122.2
NM_032122
285


IOH12635
216990
BC024208.1
BC024208
1123


IOH13079
216991
NM_021809.2
NM_021809
959


IOH13483
216993
NM_138415.1
NM_138415
164


IOH9858
217318
NM_019103.1
NM_019103
117


IOH11059
216975
NM_021245.2
NM_021245
120


IOH14073
217485
BC024281.1
BC024281
3646


IOH14750
217365
NM_002028.2
NM_002028
619


IOH9894
217366
BC009674.1
BC009674
618


IOH9968
217368
BC013569.1
BC013569
5369


IOH7532
217369
BC007104.1
BC007104
5373


IOH7438
217371
BC008407.1
BC008407
2600


IOH5772
217372
BC005823.1
BC005823
793


IOH5829
217373
NM_017966.1
NM_017966
228


IOH6528
217374
BC005055.1
BC005055
4336


IOH9947
217378
NM_138787.1
NM_138787
4035


IOH14704
217387
NM_002648.1
NM_002648
1621


IOH6566
217315
NM_024493.1
NM_024493
3012


IOH14846
217484
BC021120.1
BC021120
321


IOH5828
217361
NM_007255.1
NM_007255
128


IOH13935
217486
NM_022369.2
NM_022369
46


IOH14671
217487
NM_003104.2
NM_003104
2597


IOH13726
217488
BC011710.2
BC011710
34


IOH13845
217489
NM_032476.1
NM_032476
1771


IOH14544
217490
BC014057.1
BC014057
205


IOH13943
217491
NM_001679.1
NM_001679
198


IOH14624
217493
BC021253.2
BC021253
1793


IOH14788
217494
BC018749.1
BC018749
269


IOH14790
217495
BC022098.1
BC022098
380


IOH14762
217496
NM_005347.2
NM_005347
215


IOH12587
216959
NM_022154.2
NM_022154
61


IOH13954
217483
NM_025108.1
NM_025108
237


IOH9864
217342
NM_145252.1
NM_145252
197


IOH9933
217319
NM_138793.1
NM_138793
250


IOH9993
217321
NM_015987.2
NM_015987
3019


IOH7549
217322
BC005930.1
BC005930
205


IOH7571
217323
NM_006366.1
NM_006366
1046


IOH5753
217324
NM_001561.3
NM_001561
48


IOH5964
217326
NM_006460.1
NM_006460
1635


IOH9861
217330
BC009738.1
BC009738
4084


IOH9936
217331
BC015169.1
BC015169
1242


IOH7553
217334
BC005902.1
BC005902
698


IOH5054
217335
NM_004649.1
NM_004649
5370


IOH5754
217336
NM_001983.1
NM_001983
858


IOH14081
217364
BC021105.1
BC021105
4015


IOH14058
217341
BC018732.1
BC018732
951


IOH14069
217363
BC019102.1
BC019102
445


IOH9940
217343
NM_004853.1
NM_004853
5375


IOH7554
217346
NM_014267.2
NM_014267
2519


IOH5824
217349
BC007414.2
BC007414
67


IOH6582
217351
NM_032712.1
NM_032712
39


IOH14878
217353
NM_003794.1
NM_003794
175


IOH9941
217355
NM_022152.2
NM_022152
62


IOH9965
217356
NM_000317.1
NM_000317
5374


IOH7556
217358
BC008435.1
BC008435
2295


IOH7416
217359
BC008440.1
BC008440
1649


IOH5762
217360
NM_032359.1
NM_032359
1601


IOH13894
217498
NM_021822.1
NM_021822
99


IOH13547
217340
BC018766.1
BC018766
368


IOH21605
220775
BC031265.1
BC031265
398


IOH4717
219063
NM_014358.1
NM_014358
188


IOH10010
219064
BC017117.1
BC017117
297


IOH9694
219065
NM_001986.1
NM_001986
3627


IOH10184
219066
BC010518.1
BC010518
203


IOH10251
219067
BC013069.1
BC013069
537


IOH27248
220866
NM_003358.1
NM_003358
273


IOH27133
220772
BC035028.1
BC035028
100


IOH28287
220867
AB065662.1
AB065662
25


IOH5012
217929
NM_024668.1
NM_024668
212


IOH7202
217927
BC005259.1
BC005259
4739


IOH5335
221016
BC002751.1
BC002751
424


IOH23248
220774
BC033196.1
BC033196
1474


IOH5409
219059
NM_024314.1
NM_024314
273


IOH28296
220870
AB065621.1
AB065621
29


IOH25778
220776
NM_003878.1
NM_003878
37


IOH22820
220777
NM_022141.1
NM_022141
738


IOH27453
220778
NM_080745.1
NM_080745
1262


IOH3090
220872
BC001284.1
BC001284
41


IOH22254
220779
NM_139169.2
NM_139169
1297


IOH21330
220873
NM_002739.1
NM_002739
80


IOH27325
220874
NM_000486.2
NM_000486
811


IOH27700
220780
BC037333.1
BC037333
479


IOH27414
220875
NM_016511.1
NM_016511
213


IOH28297
220868
AB065619.1
AB065619
44


IOH10418
219044
BC020960.1
BC020960
377


IOH10216
219031
BC016464.1
BC016464
192


IOH10556
219033
NM_006681.1
NM_006681
418


IOH4589
219034
NM_000262.1
NM_000262
177


IOH5233
219035
NM_024114.1
NM_024114
305


IOH5499
219036
BC004277.1
BC004277
5369


IOH4704
219037
BC000772.1
BC000772
2544


IOH5492
219038
NM_004887.2
NM_004887
309


IOH3851
219039
BC001129.1
BC001129
72


IOH4814
219040
BC005004.1
BC005004
655


IOH9639
219041
BC008624.1
BC008624
5361


IOH4772
219061
NM_004965.3
NM_004965
5249


IOH10240
219043
NM_033414.1
NM_033414
452


IOH5507
219060
NM_032301.1
NM_032301
221


IOH5121
219046
NM_080702.1
NM_080702
722


IOH5351
219047
BC002752.1
BC002752
5358


IOH9768
219049
NM_080664.1
NM_080664
2459


IOH3853
219051
BC001132.1
BC001132
322


IOH9964
219052
NM_004545.1
NM_004545
302


IOH9691
219053
BC011400.1
BC011400
2948


IOH10248
219055
BC010562.1
BC010562
280


IOH10465
219056
NM_138771.1
NM_138771
2608


IOH10335
219057
NM_144626.1
NM_144626
463


IOH5124
219058
BC003178.1
BC003178
95


IOH22624
220876
NM_033423.1
NM_033423
83


IOH10180
219042
BC010498.1
BC010498
1370


IOH4015
220902
NM_014248.2
NM_014248
1711


IOH27210
220781
BC031056.1
BC031056
606


IOH7180
217926
NM_012383.2
NM_012383
3853


IOH23176
220898
NM_024164.2
NM_024164
51


IOH6746
217917
NM_012200.2
NM_012200
132


IOH7199
217915
NM_005792.1
NM_005792
5369


IOH27392
220899
BC033509.1
BC033509
307


IOH27448
220805
BC038422.1
BC038422
25


IOH7460
217912
BC008392.1
BC008392
686


IOH6706
217904
NM_019613.2
NM_019613
49


IOH22386
220900
NM_015488.1
NM_015488
42


IOH27534
220801
BC032390.1
BC032390
57


IOH26830
220808
BC034954.2
BC034954
92


IOH27198
220809
NM_004566.1
NM_004566
22


IOH26798
220810
BC035938.1
BC035938
34


IOH28390
220905
NM_033519.1
NM_033519
34


IOH25776
220814
BC034726.1
BC034726
725


IOH21725
220908
NM_170699.1
NM_170699
92


IOH25788
220909
NM_182665.1
NM_182665
445


IOH28389
220883
NM_000910.1
NM_000910
48


IOH7474
217947
BC007102.1
BC007102
2876


IOH13194
220877
NM_021170.2
NM_021170
114


IOH27690
220783
NM_003692.1
NM_003692
26


IOH23122
220785
NM_144684.1
NM_144684
27


IOH28328
220879
NM_153445.1
NM_153445
25


IOH27154
220786
NM_018189.1
NM_018189
132


IOH28529
220880
XM_291436.1
XM_291436
138


IOH25820
220787
NM_198081.1
NM_198081
119


IOH27185
220788
BC039244.1
BC039244
132


IOH27505
220802
BC045634.1
BC045634
226


IOH26861
220789
NM_006100.1
NM_006100
210


IOH27669
220782
BC031964.1
BC031964
80


IOH14368
220884
NM_001436.2
NM_001436
25


IOH27270
220885
BC039252.1
BC039252
22


IOH27729
220886
NM_198181.1
NM_198181
465


IOH27746
220792
NM_053006.1
NM_053006
69


IOH22581
220887
NM_144770.1
NM_144770
63


IOH27237
220793
BC036071.1
BC036071
34


IOH21856
220794
NM_006869.1
NM_006869
157


IOH22385
220888
BC024243.2
BC024243
63


IOH25740
220795
NM_002734.1
NM_002734
146


IOH28221
220892
AB065869.1
AB065869
26


IOH25832
220799
NM_144595.1
NM_144595
72


IOH28158
220882
AB065674.1
AB065674
147


IOH22420
218753
BC022189.2
BC022189
83


IOH11454
218768
BC027978.1
BC027978
268


IOH14802
218739
BC015569.1
BC015569
925


IOH22400
218740
BC028425.1
BC028425
100


IOH22436
218742
BC021188.2
BC021188
729


IOH22462
218743
NM_015605.4
NM_015605
3875


IOH11793
218744
NM_002287.2
NM_002287
218


IOH14435
218745
BC009207.2
BC009207
2011


IOH14162
218746
NM_001353.3
NM_001353
1532


IOH21422
218747
BC009631.1
BC009631
154


IOH21447
218748
BC020985.1
BC020985
5375


IOH21486
218750
NM_018370.1
NM_018370
1142


IOH21471
218737
BC016486.1
BC016486
1609


IOH22403
218752
NM_144588.2
NM_144588
148


IOH21444
218736
BC020979.1
BC020979
1583


IOH22437
218754
BC021189.2
BC021189
5365


IOH22464
218755
BC036532.2
BC036532
838


IOH14523
218757
BC013905.2
BC013905
5373


IOH13629
218758
BC018771.1
BC018771
60


IOH21424
218759
BC015219.1
BC015219
2989


IOH21448
218760
NM_000585.1
NM_000585
743


IOH21474
218761
BC013112.2
BC013112
850


IOH21488
218762
NM_006571.2
NM_006571
2624


IOH14530
218763
BC027729.1
BC027729
1894


IOH22422
218765
BC022083.2
BC022083
544


IOH10174
219030
NM_138480.1
NM_138480
1058


IOH14605
218751
BC014264.2
BC014264
5349


IOH22434
218718
NM_153224.2
NM_153224
186


IOH22407
218705
NM_018710.1
NM_018710
134


IOH22428
218706
BC032957.1
BC032957
40


IOH22455
218707
NM_004170.2
NM_004170
102


IOH11762
218708
BC02742.1
BC025742
28


IOH14150
218709
NM_007108.1
NM_007108
1607


IOH14433
218710
NM_016319.1
NM_016319
460


IOH21411
218711
BC034245.1
BC034245
674


IOH21430
218712
BC021622.1
BC021622
468


IOH21462
218713
NM_152715.1
NM_152715
901


IOH21481
218714
NM_173344.1
NM_173344
46


IOH13580
218715
BC019239.1
BC019239
2075


IOH21483
218738
NM_138461.1
NM_138461
108


IOH22412
218717
BC022077.1
BC022077
34


IOH13570
218769
NM_024674.1
NM_024674
5376


IOH22457
218719
BC036540.2
BC036540
736


IOH14481
218721
BC013959.1
BC013959
1191


IOH13947
218722
BC017337.1
BC017337
43


IOH21413
218723
NM_032459.1
NM_032459
4389


IOH21442
218724
NM_021945.1
NM_021945
242


IOH21470
218725
BC024939.1
BC024939
41


IOH21482
218726
NM_020239.2
NM_020239
242


IOH14665
218727
BC017572.1
BC017572
893


IOH22398
218728
BC024245.2
BC024245
953


IOH22414
218729
BC030711.2
BC030711
1589


IOH13956
218734
NM_024760.1
NM_024760
86


IOH22397
218716
NM_030755.1
NM_030755
522


IOH10056
219017
NM_002952.2
NM_002952
3677


IOH22449
218766
BC033035.1
BC033035
5367


IOH13334
218998
NM_138446.1
NM_138446
2202


IOH3700
218314
BC004144.1
BC004144
67


IOH5156
218300
NM_024516.1
NM_024516
5365


IOH4417
218295
BC000121.1
BC000121
3422


IOH10118
219006
NM_138801.1
NM_138801
355


IOH4415
218283
BC001741.1
BC001741
5376


IOH10343
219008
NM_152690.1
NM_152690
266


IOH10545
219009
BC013613.1
BC013613
133


IOH3168
218277
NM_006275.2
NM_006275
4190


IOH4626
218275
NM_006232.2
NM_006232
1712


IOH10283
218996
BC014776.1
BC014776
5370


IOH4017
218269
NM_016286.1
NM_016286
5376


IOH3721
218315
BC000215.1
BC000215
1976


IOH3713
218267
NM_146388.1
NM_146388
59


IOH4623
218263
NM_000801.2
NM_000801
5362


IOH4438
218260
NM_000437.2
NM_000437
83


IOH4407
218259
BC000120.1
BC000120
553


IOH13142
219022
BC012131.1
BC012131
3242


IOH5456
218258
NM_173089.1
NM_173089
2586


IOH4012
218257
BC001433.1
BC001433
175


IOH7183
217949
BC005312.1
BC005312
38


IOH3846
219027
NM_020676.2
NM_020676
142


IOH22871
220911
NM_153208.1
NM_153208
154


IOH4410
218271
BC000190.1
BC000190
369


IOH21410
218793
BC034275.1
BC034275
1098


IOH21405
218770
NM_024060.1
NM_024060
5145


IOH21426
218771
NM_173541.1
NM_173541
1271


IOH21450
218772
NM_021709.1
NM_021709
4055


IOH21475
218773
BC023152.1
BC023152
4414


IOH21490
218774
NM_152634.1
NM_152634
649


IOH14227
218775
NM_005601.2
NM_005601
897


IOH14763
218781
NM_025161.2
NM_025161
222


IOH21409
218782
NM_173192.1
NM_173192
3853


IOH21427
218783
NM_153702.1
NM_153702
346


IOH21454
218784
BC018404.1
BC018404
1646


IOH21476
218785
BC016640.1
BC016640
152


IOH10533
218997
BC018206.1
BC018206
5368


IOH14815
218792
BC011680.1
BC011680
136


IOH7206
217939
BC005339.1
BC005339
1842


IOH21428
218794
NM_174926.1
NM_174926
240


IOH21458
218795
BC031469.1
BC031469
1060


IOH14039
218797
BC023982.1
BC023982
1661


IOH13283
218986
NM_032014.1
NM_032014
156


IOH3978
218327
BC001394.1
BC001394
4298


IOH3706
218325
NM_002402.1
NM_002402
149


IOH5159
218323
BC004906.1
BC004906
29


IOH4908
218992
NM_002014.2
NM_002014
3035


IOH5134
218322
NM_001384.2
NM_001384
22


IOH4474
218319
NM_030810.1
NM_030810
2422


IOH22406
218787
NM_005038.1
NM_005038
5375


IOH4088
220099
NM_032636.2
NM_032636
284


IOH6705
217893
NM_005586.2
NM_005586
128


IOH14064
220075
NM_004582.2
NM_004582
323


IOH7131
220077
NM_018466.2
NM_018466
136


IOH5661
220079
NM_004569.1
NM_004569
2095


IOH10491
220081
NM_001769.2
NM_001769
1583


IOH9914
220082
BC009712.1
BC009712
393


IOH12720
220085
BC009956.1
BC009956
64


IOH3658
220087
NM_004881.1
NM_004881
1764


IOH9786
220090
NM_005380.1
NM_005380
113


IOH12125
220091
NM_019101.2
NM_019101
2402


IOH10694
220094
BC020517.1
BC020517
98


IOH11450
220072
NM_019895.1
NM_019895
2140


IOH4981
220097
NM_032641.1
NM_032641
136


IOH7016
220069
BC008054.1
BC008054
156


IOH7207
220101
BC005187.1
BC005187
1204


IOH3991
220103
BC001430.1
BC001430
92


IOH11448
220106
BC011968.1
BC011968
464


IOH10395
220107
NM_024946.1
NM_024946
100


IOH4051
220108
BC002568.1
BC002568
30


IOH10241
220109
NM_004489.3
NM_004489
156


IOH4735
220110
BC000108.1
BC000108
1552


IOH9888
220112
NM_003650.2
NM_003650
762


IOH7193
217903
BC005258.1
BC005258
83


IOH7482
217901
NM_003338.2
NM_003338
565


IOH11751
220034
NM_006002.2
NM_006002
94


IOH14515
220096
BC020746.1
BC020746
715


IOH3794
220053
BC001105.1
BC001105
43


IOH26872
220816
NM_002242.2
NM_002242
739


IOH13408
220038
BC019107.1
BC019107
498


IOH3287
220040
NM_002074.2
NM_002074
758


IOH12964
220041
NM_144646.1
NM_144646
174


IOH10522
220042
NM_024775.8
NM_024775
1152


IOH13182
220046
BC021295.2
BC021295
859


IOH12787
220047
NM_148975.1
NM_148975
356


IOH14799
220048
BC022344.1
BC022344
1807


IOH6364
220049
NM_000802.2
NM_000802
423


IOH13381
220050
BC017296.2
BC017296
50


IOH5857
220074
BC007320.2
BC007320
384


IOH4957
220052
NM_007370.2
NM_007370
36


IOH6703
217892
BC007835.1
BC007835
146


IOH12167
220054
BC012575.1
BC012575
1015


IOH3292
220058
BC009010.1
BC009010
1177


IOH5013
220059
BC004440.1
BC004440
1339


IOH5505
220060
NM_013342.1
NM_013342
1121


IOH13661
220061
NM_016052.1
NM_016052
1918


IOH14512
220062
BC020744.1
BC020744
42


IOH5147
220063
BC003132.1
BC003132
367


IOH13005
220064
BC010943.1
BC010943
1223


IOH13730
220065
BC020754.1
BC020754
126


IOH12789
220066
BC020651.1
BC020651
129


IOH12082
220067
BC009327.2
BC009327
4550


IOH10076
220051
BC014897.1
BC014897
974


IOH5732
221003
NM_012289.2
NM_012289
2781


IOH7457
217900
BC008478.1
BC008478
364


IOH6647
219623
NM_003311.2
NM_003311
127


IOH5963
219628
BC006456.1
BC006456
53


IOH22146
219629
BC035314.1
BC035314
228


IOH3041
219633
NM_018983.2
NM_018983
141


IOH10608
219634
NM_032146.2
NM_032146
143


IOH13548
219636
NM_005040.1
NM_005040
140


IOH23082
219640
BC021250.1
BC021250
64


IOH3394
219641
BC009046.1
BC009046
199


IOH6811
220999
BC007213.1
BC007213
52


IOH3060
221000
NM_020165.2
NM_020165
108


IOH21729
219618
NM_018527.1
NM_018527
45


IOH3053
221002
BC001258.1
BC001258
1592


IOH22703
219613
BC031592.1
BC031592
126


IOH5306
221004
BC002702.1
BC002702
64


IOH4511
221005
NM_016630.2
NM_016630
1313


IOH3456
221006
BC000306.1
BC000306
441


IOH4394
221007
BC000238.1
BC000238
605


IOH4172
221008
NM_005371.2
NM_005371
3863


IOH4240
221009
BC000645.1
BC000645
51


IOH3462
221010
NM_002810.1
NM_002810
947


IOH6840
221011
BC007557.1
BC007557
139


IOH3075
221012
BC001247.1
BC001247
1063


IOH4744
221013
NM_005659.1
NM_005659
4931


IOH22396
218704
NM_145173.1
NM_145173
1447


IOH4743
221001
NM_016091.1
NM_016091
45


IOH10937
217737
NM_022755.2
NM_022755
3517


IOH5185
218999
NM_031445.1
NM_031445
586


IOH7198
217881
BC007003.1
BC007003
151


IOH7191
217879
BC007009.1
BC007009
5362


IOH7444
217876
BC005893.1
BC005893
2531


IOH7194
217869
NM_001906.1
NM_001906
460


IOH5230
219011
BC004234.1
BC004234
286


IOH7475
217865
BC005914.1
BC005914
681


IOH12034
217760
BC027617.1
BC027617
5372


IOH4984
219014
BC003597.1
BC003597
229


IOH14651
217751
NM_002966.1
NM_002966
121


IOH11737
217749
BC027607.1
BC027607
725


IOH22166
219621
NM_024786.1
NM_024786
39


IOH11653
217738
NM_173501.1
NM_173501
1510


IOH11316
220033
NM_012400.2
NM_012400
1129


IOH13616
217729
NM_001911.1
NM_001911
276


IOH11315
217724
NM_002364.1
NM_002364
5371


IOH7270
216485
BC007023.1
BC007023
838


IOH14716
216477
NM_018291.2
NM_018291
164


IOH10668
217713
NM_145268.1
NM_145268
2573


IOH11096
217712
NM_033105.1
NM_033105
1495


IOH6460
219598
BC006393.1
BC006393
30


IOH7295
219599
NM_002994.2
NM_002994
508


IOH22574
219607
BC029520.1
BC029520
122


IOH21870
219608
BC033819.1
BC033819
49


IOH12287
219609
BC020868.1
BC020868
131


IOH27734
220945
BC040606.1
BC040606
64


IOH10619
220954
BC022231.1
BC022231
188


IOH5873
220935
NM_004549.2
NM_004549
716


IOH27547
220841
NM_152542.2
NM_152542
220


IOH27482
220842
BC039306.1
BC039306
1110


IOH13267
220937
NM_022818.2
NM_022818
463


IOH25853
220843
NM_182607.2
NM_182607
310


IOH28263
220938
AB065734.1
AB065734
133


IOH28238
220939
AB065812.1
AB065812
41


IOH25850
220845
BC043193.2
BC043193
60


IOH27111
220846
BC032861.1
BC032861
22


IOH27401
220849
NM_012113.1
NM_012113
94


IOH25805
220934
BC039152.1
BC039152
65


IOH27486
220850
BC036193.1
BC036193
125


IOH27319
220946
BC047056.1
BC047056
1055


IOH27747
220852
BC041366.2
BC041366
2576


IOH22178
220853
BC031999.1
BC031999
3395


IOH5904
220947
NM_017594.2
NM_017594
1167


IOH13412
220948
NM_138786.1
NM_138786
1218


IOH27478
220854
BC040527.1
BC040527
454


IOH28581
220949
AB065663.1
AB065663
55


IOH27515
220855
BC031231.1
BC031231
2285


IOH25823
220858
BC037906.1
BC037906
2771


IOH12808
220036
NM_015399.1
NM_015399
196


IOH26818
220832
BC030640.1
BC030640
136


IOH5628
221015
NM_012191.1
NM_012191
2886


IOH14740
220912
NM_001216.1
NM_001216
109


IOH27358
220818
NM_152723.1
NM_152723
5378


IOH5681
220913
NM_000972.2
NM_000972
27


IOH25737
220819
BC038354.1
BC038354
28


IOH28500
220914
XM_060307.1
XM_060307
32


IOH25797
220821
NM_153719.2
NM_153719
3694


IOH25831
220922
BC041339.1
BC041339
142


IOH25844
220829
BC043175.1
BC043175
44


IOH27467
220830
NM_032047.2
NM_032047
51


IOH27450
220840
BC037253.1
BC037253
76


IOH28501
220926
XM_060315.1
XM_060315
54


IOH20993
220955
NM_021962.1
NM_021962
5380


IOH28527
220927
XM_062285.1
XM_062285
1690


IOH27543
220833
NM_000167.1
NM_000167
109


IOH27329
220834
NM_173619.1
NM_173619
23


IOH28257
220929
AB065758.1
AB065758
52


IOH27423
220835
NM_024430.1
NM_024430
34


IOH27502
220836
NM_178863.2
NM_178863
43


IOH28163
220930
AF137396.2
AF137396
21


IOH27369
220837
NM_153356.1
NM_153356
5374


IOH27153
220838
BC032852.2
BC032852
4664


IOH20956
220932
NM_006225.1
NM_006225
283


IOH27245
220933
BC041793.1
BC041793
85


IOH11558
220925
NM_182554.1
NM_182554
340


IOH13335
219736
NM_138788.1
NM_138788
33


IOH27212
220859
BC036015.1
BC036015
56


IOH12508
219703
BC014577.1
BC014577
42


IOH21553
219705
NM_001585.1
NM_001585
70


IOH22183
219707
NM_000710.2
NM_000710
2320


IOH12498
219708
NM_144975.1
NM_144975
295


IOH9781
219710
BC010691.1
BC010691
37


IOH10008
219717
BC017168.1
BC017168
105


IOH14316
219719
BC009775.1
BC009775
72


IOH12277
219721
NM_016527.1
NM_016527
2442


IOH12342
219694
NM_030774.2
NM_030774
250


IOH21781
219732
NM_152287.2
NM_152287
486


IOH4800
219693
BC001873.1
BC001873
96


IOH6499
219737
NM_018941.1
NM_018941
27


IOH7172
220021
BC005245.1
BC005245
372


IOH11058
220022
NM_016422.2
NM_016422
91


IOH12058
220023
BC022379.1
BC022379
204


IOH12842
220024
NM_144578.1
NM_144578
1944


IOH13793
220025
BC017865.1
BC017865
72


IOH12973
220026
NM_152430.1
NM_152430
1887


IOH13243
220027
BC021092.1
BC021092
2156


IOH3742
220029
NM_016504.1
NM_016504
389


IOH9897
220030
BC009621.1
BC009621
662


IOH6336
220031
NM_032499.1
NM_032499
883


IOH3054
219661
NM_003675.2
NM_003675
33


IOH27376
220956
NM_052841.2
NM_052841
5376


IOH27355
220957
NM_182623.1
NM_182623
610


IOH26853
220864
BC032838.2
BC032838
146


IOH22623
220958
NM_002521.1
NM_002521
117


IOH27539
220865
NM_003370.1
NM_003370
140


IOH10746
219646
NM_152443.1
NM_152443
34


IOH5210
219647
BC003653.1
BC003653
25


IOH7384
219648
NM_006479.2
NM_006479
92


IOH21782
219649
BC033665.1
BC033665
31


IOH21713
219652
NM_182980.1
NM_182980
19


IOH7253
219655
NM_006136.1
NM_006136
20


IOH5297
219702
BC002653.1
BC002653
54


IOH12290
219660
BC022316.1
BC022316
42


IOH27433
220817
NM_000913.1
NM_000913
37


IOH3631
219666
BC000412.1
BC000412
211


IOH21515
219672
BC033591.1
BC033591
71


IOH12543
219673
NM_022788.2
NM_022788
170


IOH12753
219677
NM_032784.2
NM_032784
28


IOH5426
219682
NM_002914.1
NM_002914
194


IOH10934
219683
BC025726.1
BC025726
1150


IOH22511
219685
BC029483.1
BC029483
44


IOH4342
219687
BC000683.1
BC000683
42


IOH11017
219690
BC012924.1
BC012924
70


IOH5253
219692
NM_006140.2
NM_006140
111


IOH22790
219658
BC031653.1
BC031653
80


IOH4028
220342
NM_018107.2
NM_018107
85


IOH14546
220324
NM_004494.1
NM_004494
589


IOH5969
220325
BC008364.1
BC008364
2258


IOH22693
220326
BC034389.1
BC034389
3632


IOH12245
220332
NM_145245.1
NM_145245
297


IOH10823
220333
NM_004589.1
NM_004589
82


IOH6517
220335
BC007742.1
BC007742
446


IOH21590
220337
NM_152567.1
NM_152567
40


IOH22755
220338
BC029220.1
BC029220
530


IOH12948
220339
BC017810.1
BC017810
835


IOH22548
220317
BC031068.1
BC031068
123


IOH22738
220343
BC029158.1
BC029158
30


IOH6401
220344
NM_139156.1
NM_139156
53


IOH9645
220345
BC010451.1
BC010451
219


IOH11023
220346
BC019247.1
BC019247
23


IOH2949
220347
BC000158.2
BC000158
30


IOH12711
220348
NM_015343.1
NM_015343
51


IOH21842
220349
BC033864.1
BC033864
214


IOH21821
220374
NM_014305.1
NM_014305
204


IOH12784
220375
NM_032478.1
NM_032478
200


IOH5017
220376
BC004424.1
BC004424
51


IOH10922
220377
BC026184.2
BC026184
20


IOH11263
217181
NM_013246.1
NM_013246
63


IOH3307
220340
NM_000327.2
NM_000327
76


IOH22719
220302
NM_005749.2
NM_005749
39


IOH26809
220684
BC035936.1
BC035936
202


IOH12876
217183
NM_016487.1
NM_016487
133


IOH12088
217184
BC010907.1
BC010907
54


IOH12868
217185
BC010929.1
BC010929
37


IOH12920
217186
BC009423.1
BC009423
61


IOH12968
217187
BC009485.1
BC009485
759


IOH12627
217189
NM_138807.1
NM_138807
25


IOH13241
217192
NM_153217.1
NM_153217
27


IOH12144
217193
BC014538.1
BC014538
46


IOH13498
217194
BC010901.1
BC010901
654


IOH12952
217195
NM_052822.1
NM_052822
76


IOH13758
220322
NM_002784.2
NM_002784
22


IOH10524
217199
NM_138414.1
NM_138414
4866


IOH13683
220303
BC009797.1
BC009797
282


IOH12389
220304
NM_030664.2
NM_030664
32


IOH21872
220305
NM_052938.2
NM_052938
31


IOH4700
220306
BC000014.1
BC000014
23


IOH9728
220307
BC011379.1
BC011379
159


IOH3819
220309
NM_003720.1
NM_003720
278


IOH11952
220312
BC022081.2
BC022081
48


IOH7540
220313
NM_032929.1
NM_032929
417


IOH21715
220314
NM_145109.1
NM_145109
3106


IOH13154
220315
BC017880.1
BC017880
21


IOH13312
217198
NM_022483.2
NM_022483
33


IOH4081
216778
NM_017668.1
NM_017668
1026


IOH13657
220380
NM_005666.1
NM_005666
45


IOH3301
216761
NM_138390.1
NM_138390
114


IOH3366
216762
BC008253.1
BC008253
890


IOH14139
216764
NM_018948.2
NM_018948
49


IOH3944
216765
NM_001757.1
NM_001757
23


IOH4079
216766
NM_005620.1
NM_005620
961


IOH4136
216767
NM_000375.1
NM_000375
959


IOH4171
216768
NM_024047.2
NM_024047
166


IOH2504
216770
NM_005032.2
NM_005032
537


IOH3015
216771
BC000993.2
BC000993
26


IOH3304
216773
BC008145.1
BC008145
1777


IOH4274
216758
NM_024051.1
NM_024051
840


IOH3948
216777
NM_001549.1
NM_001549
478


IOH4220
216757
BC001023.1
BC001023
20


IOH4142
216779
BC002622.1
BC002622
36


IOH4184
216780
BC000586.1
BC000586
113


IOH4234
216781
NM_138820.1
NM_138820
502


IOH2894
216782
NM_024033.1
NM_024033
743


IOH3019
216783
NM_006324.1
NM_006324
897


IOH3260
216784
NM_024049.1
NM_024049
987


IOH3372
216786
NM_080651.1
NM_080651
74


IOH3953
216789
NM_015449.1
NM_015449
21


IOH4112
216790
NM_004146.3
NM_004146
158


IOH4145
216791
BC000535.1
BC000535
43


IOH4186
216792
NM_000854.2
NM_000854
265


IOH4237
216793
BC001017.1
BC001017
528


IOH14516
216775
BC015684.2
BC015684
88


IOH11024
216739
NM_174930.2
NM_174930
294


IOH2986
220384
NM_006142.1
NM_006142
1560


IOH14261
220387
BC012547.1
BC012547
686


IOH10984
220388
NM_178525.2
NM_178525
25


IOH5587
220391
NM_005268.1
NM_005268
19


IOH4093
220392
NM_004155.2
NM_004155
1979


IOH13690
220395
NM_014214.1
NM_014214
783


IOH10977
216727
BC022454.2
BC022454
23


IOH3967
216730
BC002493.1
BC002493
491


IOH4127
216731
NM_014221.1
NM_014221
1004


IOH3237
216760
BC000885.1
BC000885
265


IOH3330
216738
BC008605.1
BC008605
594


IOH14670
216740
BC021258.1
BC021258
43


IOH3933
216741
NM_005697.3
NM_005697
96


IOH4069
216742
NM_007008.1
NM_007008
814


IOH4130
216743
NM_018124.2
NM_018124
27


IOH4219
216745
NM_014077.1
NM_014077
70


IOH3086
216748
NM_003244.1
NM_003244
20


IOH3354
216750
NM_020445.1
NM_020445
53


IOH10757
216751
BC022524.1
BC022524
2026


IOH14570
216752
BC021303.1
BC021303
171


IOH4076
216754
NM_003662.1
NM_003662
1290


IOH4170
216756
NM_015492.2
NM_015492
531


IOH3291
216737
NM_138474.1
NM_138474
494


IOH14182
220740
BC010349.1
BC010349
80


IOH14782
220754
BC017353.1
BC017353
80


IOH14254
220727
BC015818.1
BC015818
73


IOH7291
220729
NM_005651.1
NM_005651
196


IOH14451
220730
BC018632.1
BC018632
394


IOH27724
220731
BC038713.1
BC038713
30


IOH22322
220732
BC028682.2
BC028682
40


IOH27335
220733
NM_001608.1
NM_001608
2776


IOH25799
220735
NM_173830.3
NM_173830
5240


IOH21965
220736
NM_032868.1
NM_032868
600


IOH25906
220737
BC035882.1
BC035882
833


IOH26825
220722
NM_177966.3
NM_177966
257


IOH14848
220739
BC021573.1
BC021573
37


IOH27535
220720
NM_003211.1
NM_003211
239


IOH12001
220742
NM_032858.1
NM_032858
36


IOH25842
220743
NM_172159.2
NM_172159
40


IOH25885
220744
NM_178553.2
NM_178553
29


IOH27322
220745
BC031589.1
BC031589
93


IOH27372
220746
BC033495.1
BC033495
54


IOH25811
220747
BC023247.1
BC023247
1575


IOH26807
220748
BC040457.1
BC040457
279


IOH27106
220749
BC037278.1
BC037278
2405


IOH14142
220751
NM_001375.1
NM_001375
51


IOH5524
220752
NM_031439.1
NM_031439
26


IOH12159
217182
BC012573.1
BC012573
61


IOH4956
220738
NM_021146.2
NM_021146
265


IOH7568
220705
BC008492.1
BC008492
3280


IOH5858
216483
BC005857.1
BC005857
1303


IOH25900
220689
BC041811.1
BC041811
1892


IOH10880
220690
BC027322.1
BC027322
78


IOH14312
220691
BC008884.1
BC008884
83


IOH6569
220693
NM_032342.1
NM_032342
132


IOH11575
220694
NM_175609.1
NM_175609
105


IOH3266
220695
NM_007076.1
NM_007076
400


IOH27749
220697
BC037878.1
BC037878
5371


IOH27405
220698
BC035359.1
BC035359
62


IOH27206
220699
BC036019.1
BC036019
390


IOH27741
220701
BC037779.2
BC037779
1374


IOH7352
220702
NM_016371.1
NM_016371
46


IOH6246
220726
NM_006877.1
NM_006877
2003


IOH12181
220704
BC012604.1
BC012604
201


IOH25867
220755
NM_153716.1
NM_153716
877


IOH7527
220706
BC005896.1
BC005896
1039


IOH11355
220707
NM_001308.1
NM_001308
2015


IOH27679
220708
BC035079.2
BC035079
62


IOH21615
220709
BC031222.1
BC031222
136


IOH26808
220710
BC038710.1
BC038710
177


IOH27524
220712
BC036246.1
BC036246
1091


IOH25815
220713
BC028295.1
BC028295
110


IOH4945
220714
BC003568.1
BC003568
1190


IOH13936
220715
NM_181703.1
NM_181703
1355


IOH14365
220716
BC017475.1
BC017475
945


IOH11838
220717
NM_006217.2
NM_006217
611


IOH13760
220719
BC014550.1
BC014550
197


IOH11211
220703
NM_017436.2
NM_017436
240


IOH12271
217159
NM_020466.3
NM_020466
52


IOH11398
220753
NM_002898.1
NM_002898
1009


IOH10239
217141
NM_138333.1
NM_138333
3413


IOH11084
217143
BC015323.1
BC015323
80


IOH12222
217146
BC010915.1
BC010915
736


IOH12798
217147
BC014532.1
BC014532
1705


IOH12838
217148
NM_006299.2
NM_006299
891


IOH12145
217149
BC014539.1
BC014539
87


IOH13421
217150
BC017098.1
BC017098
36


IOH12306
217151
NM_022104.1
NM_022104
3045


IOH10498
217152
BC011959.1
BC011959
2666


IOH12334
217154
NM_007083.2
NM_007083
178


IOH10730
217155
NM_016289.2
NM_016289
1452


IOH12103
217139
NM_148904.2
NM_148904
142


IOH12345
217158
NM_003986.1
NM_003986
372


IOH12811
217137
NM_006834.2
NM_006834
1271


IOH12855
217160
NM_014596.3
NM_014596
1389


IOH12897
217161
BC011011.1
BC011011
32


IOH13048
217163
NM_152302.1
NM_152302
1224


IOH12821
217173
NM_016940.1
NM_016940
1246


IOH12586
217175
BC010405.2
BC010405
271


IOH10516
217176
BC018346.1
BC018346
2471


IOH10874
217177
NM_006788.2
NM_006788
966


IOH12192
217178
NM_021255.1
NM_021255
2198


IOH11180
217179
NM_017612.1
NM_017612
464


IOH11264
217157
NM_052817.1
NM_052817
75


IOH11149
217108
BC016911.1
BC016911
30


IOH21967
220756
NM_014079.1
NM_014079
55


IOH27668
220759
BC034318.1
BC034318
275


IOH27738
220760
BC041876.1
BC041876
49


IOH3277
220761
BC008090.1
BC008090
1130


IOH4907
220762
BC001778.1
BC001778
35


IOH7335
220763
NM_033213.1
NM_033213
120


IOH14157
220764
NM_032924.2
NM_032924
81


IOH26805
220766
BC051698.1
BC051698
513


IOH26848
220767
NM_153353.2
NM_153353
3707


IOH27730
220768
BC039362.1
BC039362
143


IOH27128
220769
NM_153343.2
NM_153343
2048


IOH25790
220770
BC021906.1
BC021906
19


IOH13488
217140
BC026058.1
BC026058
23


IOH13135
217106
NM_032213.2
NM_032213
112


IOH3311
216797
BC009025.1
BC009025
43


IOH11042
217109
BC026213.1
BC026213
2691


IOH12956
217110
NM_145055.1
NM_145055
604


IOH12069
217111
BC010904.1
BC010904
44


IOH12723
217113
NM_013338.2
NM_013338
174


IOH12717
217118
NM_015878.2
NM_015878
34


IOH10995
217121
BC016914.1
BC016914
106


IOH12297
217122
BC019337.1
BC019337
68


IOH12346
217123
BC012626.1
BC012626
678


IOH12616
217127
BC017376.2
BC017376
1599


IOH12128
217128
BC014299.2
BC014299
266


IOH11229
217131
NM_006685.2
NM_006685
179


IOH12916
217136
NM_005368.1
NM_005368
4411


IOH22979
220771
NM_018083.1
NM_018083
3168


IOH13470
220202
BC017926.1
BC017926
112


IOH3931
220130
BC002490.1
BC002490
789


IOH14646
220132
NM_020378.2
NM_020378
58


IOH21862
220133
NM_152499.1
NM_152499
149


IOH5353
220137
NM_018137.1
NM_018137
155


IOH12436
220142
BC011934.1
BC011934
457


IOH22864
220144
BC031671.1
BC031671
32


IOH12083
220145
BC014455.1
BC014455
25


IOH21792
220148
BC033854.1
BC033854
40


IOH9690
220128
NM_007021.1
NM_007021
44


IOH14283
220154
NM_000948.1
NM_000948
77


IOH13538
220127
NM_014488.2
NM_014488
156


IOH13203
220157
NM_003975.1
NM_003975
29


IOH5241
220158
NM_016608.1
NM_016608
25


IOH6588
220166
BC006104.1
BC006104
96


IOH23124
220168
BC029428.1
BC029428
305


IOH6878
220179
NM_032753.2
NM_032753
48


IOH12214
220186
NM_016364.2
NM_016364
38


IOH23140
220191
BC029424.1
BC029424
52


IOH23143
220192
BC029458.1
BC029458
19


IOH3025
216795
BC000937.2
BC000937
333


IOH13252
219257
NM_080590.1
NM_080590
24


IOH12052
219192
NM_145051.1
NM_145051
73


IOH10942
219247
NM_144594.1
NM_144594
26


IOH12556
220129
NM_005725.2
NM_005725
43


IOH12086
220203
BC020626.1
BC020626
349


IOH23121
219258
BC018782.1
BC018782
20


IOH11169
220114
NM_138450.1
NM_138450
522


IOH13180
220120
BC017344.1
BC017344
41


IOH12453
220122
BC011765.2
BC011765
149


IOH22705
220124
NM_173586.1
NM_173586
21


IOH21589
220125
NM_152465.1
NM_152465
56


IOH13354
220126
BC009968.2
BC009968
166


IOH21779
219252
NM_145280.1
NM_145280
43


IOH6636
217968
BC006142.2
BC006142
28


IOH4759
217975
BC000038.1
BC000038
98


IOH3992
217962
NM_005720.1
NM_005720
223


IOH7236
218014
NM_032330.1
NM_032330
53


IOH6818
218017
NM_032926.1
NM_032926
19


IOH12304
220619
NM_138432.1
NM_138432
82


IOH9712
220587
BC011526.1
BC011526
32


IOH13898
220588
NM_002109.3
NM_002109
26


IOH10969
220591
NM_032138.2
NM_032138
71


IOH28294
220604
AB065630.1
AB065630
33


IOH13441
219594
BC022253.1
BC022253
167


IOH3871
220626
NM_007189.1
NM_007189
93


IOH13218
220627
BC021090.1
BC021090
121


IOH12715
220638
NM_015671.2
NM_015671
39


IOH12872
220649
BC022270.1
BC022270
118


IOH4802
220655
BC001214.1
BC001214
122


IOH27507
220656
NM_175738.2
NM_175738
280


IOH14552
220661
NM_004286.2
NM_004286
95


IOH3563
220611
NM_015698.2
NM_015698
161


IOH10201
217054
BC009006.1
BC009006
25


IOH22862
219597
BC029652.1
BC029652
38


IOH11318
217037
BC016395.1
BC016395
1191


IOH10845
217039
BC016848.1
BC016848
69


IOH11302
217040
BC018113.1
BC018113
160


IOH10199
217042
NM_018279.2
NM_018279
61


IOH10298
217044
NM_080678.1
NM_080678
1454


IOH10317
217045
BC017724.1
BC017724
577


IOH10346
217046
NM_007260.2
NM_007260
2223


IOH10391
217047
NM_020424.2
NM_020424
92


IOH11268
217051
BC015479.1
BC015479
25


IOH10345
217034
BC016979.1
BC016979
353


IOH10314
217033
NM_031297.1
NM_031297
170


IOH10268
217055
NM_006054.1
NM_006054
492


IOH10300
217056
NM_001636.1
NM_001636
343


IOH10392
217059
NM_152637.1
NM_152637
28


IOH10793
217060
NM_017853.1
NM_017853
1088


IOH11052
217061
NM_012419.3
NM_012419
2048


IOH11246
217063
NM_015423.2
NM_015423
779


IOH10925
217065
NM_013401.2
NM_013401
1483


IOH10269
217067
NM_052877.1
NM_052877
114


IOH10302
217068
NM_031910.2
NM_031910
124


IOH10325
217069
NM_033046.1
NM_033046
340


IOH11235
217052
NM_014372.1
NM_014372
823


IOH11243
217012
NM_006579.1
NM_006579
245


IOH14480
220683
NM_019894.1
NM_019894
81


IOH11681
216799
BC001550.1
BC001550
2772


IOH3912
216800
NM_021159.2
NM_021159
840


IOH3959
216801
NM_016049.1
NM_016049
1022


IOH4188
216804
BC000651.1
BC000651
211


IOH3059
216807
NM_002870.1
NM_002870
93


IOH3272
216808
BC001286.1
BC001286
844


IOH13806
216810
NM_002469.1
NM_002469
674


IOH3920
216811
BC001120.1
BC001120
1728


IOH4117
216813
BC002616.1
BC002616
576


IOH4208
216815
NM_014060.1
NM_014060
684


IOH4250
216816
BC000607.1
BC000607
183


IOH10961
217036
NM_004331.1
NM_004331
877


IOH3070
216818
BC000809.1
BC000809
204


IOH10789
217075
BC015239.1
BC015239
221


IOH10805
217013
NM_002491.1
NM_002491
326


IOH10842
217014
NM_052935.1
NM_052935
35


IOH10242
217019
NM_058169.1
NM_058169
390


IOH10309
217021
BC016942.1
BC016942
640


IOH10384
217023
NM_032044.1
NM_032044
30


IOH11028
217026
NM_145206.1
NM_145206
1605


IOH11236
217028
BC015468.1
BC015468
43


IOH10198
217030
BC010241.1
BC010241
45


IOH10297
217032
BC010555.1
BC010555
437


IOH2958
216817
BC001001.2
BC001001
594


IOH14654
219562
BC015667.2
BC015667
46


IOH22174
219563
NM_002963.2
NM_002963
1037


IOH22742
219564
BC031650.1
BC031650
102


IOH23108
219567
NM_001671.2
NM_001671
86


IOH6921
219568
BC007602.1
BC007602
100


IOH23099
219573
NM_015666.2
NM_015666
54


IOH5167
219574
NM_032326.1
NM_032326
43


IOH22771
219575
NM_004291.1
NM_004291
77


IOH10368
217070
NM_003492.1
NM_003492
49


IOH5740
219577
BC002940.1
BC002940
691


IOH6650
219556
BC006148.1
BC006148
41


IOH21859
219581
NM_139242.1
NM_139242
38


IOH13169
219582
BC010167.2
BC010167
115


IOH22696
219583
BC029121.1
BC029121
26


IOH22756
219584
NM_152614.1
NM_152614
24


IOH23072
219585
BC015842.1
BC015842
1415


IOH22794
219588
NM_002608.1
NM_002608
66


IOH22119
219591
BC029760.1
BC029760
1267


IOH21708
219592
NM_152776.1
NM_152776
30


IOH3263
216796
BC009009.1
BC009009
32


IOH21765
219576
BC032775.1
BC032775
178


IOH10824
217095
NM_014061.3
NM_014061
43


IOH10129
219595
NM_016614.1
NM_016614
728


IOH11040
217076
NM_002927.3
NM_002927
263


IOH10948
217077
BC015409.1
BC015409
114


IOH10272
217079
NM_005724.3
NM_005724
75


IOH10304
217080
NM_138800.1
NM_138800
22


IOH10328
217081
BC015329.1
BC015329
2126


IOH10372
217082
BC020962.1
BC020962
74


IOH11057
217086
BC015535.1
BC015535
62


IOH11259
217089
NM_002362.2
NM_002362
1042


IOH10281
217091
NM_032809.2
NM_032809
77


IOH9663
219559
BC010458.1
BC010458
112


IOH10375
217094
BC016857.1
BC016857
590


IOH14835
219557
NM_174923.1
NM_174923
220


IOH11027
217096
NM_138808.1
NM_138808
20


IOH10971
217100
BC015413.1
BC015413
27


IOH10229
217101
NM_016176.2
NM_016176
159


IOH10289
217102
NM_052837.1
NM_052837
70


IOH10308
217103
BC016941.1
BC016941
27


IOH10340
217104
BC016934.1
BC016934
23


IOH10379
217105
BC020966.1
BC020966
43


IOH22849
219551
BC027486.1
BC027486
447


IOH22562
219552
BC029524.1
BC029524
418


IOH23080
219555
BC015878.1
BC015878
242


IOH10852
217074
NM_003792.1
NM_003792
380


IOH10306
217092
NM_006978.1
NM_006978
1042


IOH12788
219789
NM_177552.1
NM_177552
514


IOH5541
219804
NM_004578.2
NM_004578
260


IOH3269
219768
NM_003825.2
NM_003825
5370


IOH9701
219769
BC010642.1
BC010642
368


IOH3256
219770
BC001244.1
BC001244
878


IOH13784
219771
BC015066.1
BC015066
153


IOH22826
219777
NM_031481.1
NM_031481
27


IOH14352
219778
NM_005614.2
NM_005614
39


IOH14450
219779
NM_003278.1
NM_003278
49


IOH14289
219780
NM_006007.1
NM_006007
592


IOH13742
219781
BC010959.1
BC010959
202


IOH3965
219782
NM_004357.2
NM_004357
4860


IOH3081
219784
NM_016098.1
NM_016098
105


IOH2916
219766
NM_015646.1
NM_015646
787


IOH7254
219788
BC005218.1
BC005218
53


IOH12177
219765
BC014991.1
BC014991
141


IOH5958
219790
BC008365.1
BC008365
801


IOH14099
219791
BC011842.2
BC011842
1646


IOH6329
219792
BC006288.1
BC006288
179


IOH14184
219793
BC011006.1
BC011006
1611


IOH10868
219794
NM_145006.1
NM_145006
254


IOH11073
219795
BC012947.1
BC012947
2230


IOH14044
219796
BC021286.1
BC021286
2654


IOH6278
219797
BC007689.2
BC007689
1529


IOH10802
219800
NM_145286.1
NM_145286
1015


IOH14443
219801
NM_020980.2
NM_020980
625


IOH14506
219802
NM_152267.2
NM_152267
23


IOH13864
216619
NM_005558.2
NM_005558
310


IOH11390
219785
BC015492.1
BC015492
1120


IOH2929
219748
BC003377.1
BC003377
77


IOH27228
220688
NM_019109.1
NM_019109
55


IOH5421
216624
NM_016103.1
NM_016103
358


IOH6672
216625
NM_002867.2
NM_002867
3330


IOH10734
216626
BC020495.1
BC020495
75


IOH14575
216627
NM_006270.2
NM_006270
2277


IOH9688
216628
NM_004422.1
NM_004422
102


IOH13239
216629
NM_018969.2
NM_018969
54


IOH21132
216630
NM_024046.1
NM_024046
455


IOH22568
219741
NM_152587.2
NM_152587
2606


IOH4077
219742
BC002520.1
BC002520
287


IOH14113
219744
BC009762.2
BC009762
266


IOH7448
219745
BC008438.1
BC008438
823


IOH14238
219767
BC021241.2
BC021241
1484


IOH13789
219747
BC010963.1
BC010963
549


IOH3028
219805
NM_031227.1
NM_031227
2193


IOH5164
219750
BC004896.1
BC004896
67


IOH13706
219752
NM_003106.2
NM_003106
410


IOH6738
219753
BC007806.1
BC007806
71


IOH11628
219754
NM_144593.1
NM_144593
100


IOH11804
219755
BC028728.1
BC028728
250


IOH14448
219756
BC017101.1
BC017101
1363


IOH14519
219757
BC014521.1
BC014521
592


IOH14186
219758
NM_015975.3
NM_015975
5374


IOH11799
219759
NM_001008.2
NM_001008
29


IOH3847
219760
NM_016468.2
NM_016468
253


IOH12799
219763
NM_024713.1
NM_024713
67


IOH5099
219764
NM_001154.2
NM_001154
1051


IOH10850
219746
NM_152667.1
NM_152667
52


IOH12227
219983
BC009779.1
BC009779
1886


IOH5640
219803
NM_031472.1
NM_031472
4271


IOH14089
219945
BC014095.2
BC014095
5370


IOH5465
219947
BC004938.1
BC004938
1918


IOH14627
219948
BC021995.1
BC021995
837


IOH12733
219950
NM_144654.1
NM_144654
223


IOH12301
219951
NM_006643.2
NM_006643
3577


IOH10186
219953
BC010504.1
BC010504
362


IOH12212
219955
BC012609.1
BC012609
1583


IOH6217
219963
NM_033177.2
NM_033177
78


IOH14248
219964
BC014665.1
BC014665
4273


IOH13812
219966
NM_003666.1
NM_003666
459


IOH10741
219967
NM_053285.1
NM_053285
69


IOH10347
219942
NM_002194.2
NM_002194
3196


IOH4736
219977
BC000111.1
BC000111
118


IOH3316
219941
NM_138379.1
NM_138379
21


IOH12689
219984
BC012192.1
BC012192
36


IOH12915
219995
NM_016305.1
NM_016305
3078


IOH10208
219996
BC013648.1
BC013648
596


IOH13007
220000
NM_002243.2
NM_002243
301


IOH9923
220001
NM_005103.3
NM_005103
1011


IOH3184
220004
BC006793.1
BC006793
112


IOH5273
220006
BC002629.1
BC002629
506


IOH10197
220010
BC008141.1
BC008141
1000


IOH10264
220013
BC016440.1
BC016440
134


IOH9764
220014
BC018445.1
BC018445
2112


IOH4911
220015
BC001709.1
BC001709
5195


IOH10296
220017
BC012881.1
BC012881
64


IOH14388
219975
NM_003943.1
NM_003943
32


IOH5875
219829
NM_018129.1
NM_018129
102


IOH3275
219806
NM_007241.2
NM_007241
775


IOH2956
219807
NM_030920.1
NM_030920
5374


IOH12991
219812
NM_033416.1
NM_033416
52


IOH23147
219813
BC029399.1
BC029399
352


IOH12754
219814
BC010889.1
BC010889
4646


IOH5954
219815
NM_006241.2
NM_006241
498


IOH6926
219816
BC007312.1
BC007312
31


IOH11176
219817
BC012919.1
BC012919
1634


IOH12664
219818
NM_138412.1
NM_138412
2303


IOH3923
219819
NM_005333.1
NM_005333
57


IOH14467
219823
NM_001760.2
NM_001760
56


IOH2920
219825
BC000903.2
BC000903
5364


IOH3201
219943
BC001964.1
BC001964
24


IOH4156
219827
NM_019606.3
NM_019606
514


IOH10344
216618
BC016964.1
BC016964
118


IOH12105
219830
BC015118.1
BC015118
242


IOH3283
219831
BC008990.1
BC008990
5343


IOH3251
219926
NM_024058.1
NM_024058
68


IOH14527
219927
NM_172341.1
NM_172341
1089


IOH12891
219929
BC013319.1
BC013319
25


IOH9750
219930
BC016614.1
BC016614
68


IOH6391
219931
NM_033661.1
NM_033661
5106


IOH3325
219935
BC008091.1
BC008091
2308


IOH12592
219936
BC010181.1
BC010181
4041


IOH5376
219938
NM_007233.1
NM_007233
588


IOH4363
219939
NM_005272.2
NM_005272
820


IOH10698
219940
NM_182488.1
NM_182488
479


IOH6081
219826
BC005876.1
BC005876
752


IOH20996
216539
NM_006504.2
NM_006504
163


IOH7013
216552
BC007324.1
BC007324
82


IOH11251
216523
BC025708.1
BC025708
654


IOH12770
216524
NM_052946.1
NM_052946
86


IOH14193
216526
NM_144624.1
NM_144624
1027


IOH21152
216527
NM_005248.1
NM_005248
1648


IOH5340
216528
BC002706.1
BC002706
107


IOH4753
216529
BC000729.1
BC000729
27


IOH6313
216530
NM_000858.2
NM_000858
3858


IOH6708
216531
NM_002045.1
NM_002045
4105


IOH5978
216532
NM_001827.1
NM_001827
5370


IOH12559
216534
BC013992.1
BC013992
5374


IOH13992
216535
NM_013410.1
NM_013410
5196


IOH7357
216521
BC005371.1
BC005371
5369


IOH2412
216537
NM_003583.2
NM_003583
282


IOH7134
216520
BC008374.1
BC008374
3701


IOH6325
216540
NM_007240.1
NM_007240
3283


IOH13715
216541
NM_177554.1
NM_177554
290


IOH5691
216542
BC004522.1
BC004522
1565


IOH7574
216543
NM_001664.1
NM_001664
5363


IOH12834
216544
BC018942.1
BC018942
136


IOH11309
216545
BC024004.1
BC024004
132


IOH3294
216546
NM_001736.1
NM_001736
39


IOH11033
216547
NM_004720.3
NM_004720
56


IOH13042
216549
NM_003130.1
NM_003130
1115


IOH4141
216550
NM_054033.1
NM_054033
1540


IOH13214
216623
NM_033256.1
NM_033256
931


IOH14360
216536
NM_001625.1
NM_001625
5370


IOH12669
216499
BC014552.1
BC014552
1104


IOH21154
216480
NM_017490.1
NM_017490
204


IOH6979
216484
NM_000269.1
NM_000269
5376


IOH10122
216486
NM_000431.1
NM_000431
5360


IOH12980
216487
BC015186.1
BC015186
2121


IOH11014
216488
NM_005565.2
NM_005565
5364


IOH11645
216489
NM_001721.2
NM_001721
806


IOH14591
216490
BC021278.1
BC021278
315


IOH20967
216492
NM_020439.1
NM_020439
4211


IOH5163
216493
NM_001800.2
NM_001800
5360


IOH5481
216494
NM_018110.2
NM_018110
1807


IOH6258
216495
NM_033019.1
NM_033019
5372


IOH7002
216496
NM_018571.4
NM_018571
129


IOH10488
216522
BC018345.1
BC018345
2413


IOH10145
216498
NM_005391.1
NM_005391
483


IOH11625
216553
BC028719.1
BC028719
198


IOH11097
216500
NM_004417.2
NM_004417
916


IOH5211
216505
NM_001823.2
NM_001823
4305


IOH4633
216506
NM_002044.1
NM_002044
5214


IOH6284
216507
BC006231.1
BC006231
244


IOH7132
216508
NM_006748.1
NM_006748
139


IOH7287
216509
BC007462.1
BC007462
5367


IOH10918
216511
NM_145025.1
NM_145025
636


IOH11402
216513
NM_024779.2
NM_024779
5374


IOH14775
216514
BC024291.1
BC024291
5366


IOH21038
216515
NM_005233.2
NM_005233
518


IOH4674
216518
NM_031361.1
NM_031361
2288


IOH6288
216519
BC006233.1
BC006233
4230


IOH7271
216497
BC005298.1
BC005298
3295


IOH5158
216605
BC005153.1
BC005153
724


IOH21299
216551
NM_024025.1
NM_024025
89


IOH10104
216591
NM_022337.1
NM_022337
4645


IOH1753
216592
NM_001667.1
NM_001667
3990


IOH3460
216593
NM_002436.2
NM_002436
741


IOH6697
216596
NM_020299.2
NM_020299
1469


IOH14446
216597
BC022305.1
BC022305
1523


IOH5443
216599
NM_003712.1
NM_003712
71


IOH12943
216600
BC009196.1
BC009196
109


IOH14614
216601
BC021289.1
BC021289
22


IOH6072
216602
NM_023940.1
NM_023940
2635


IOH14587
216589
NM_002710.1
NM_002710
37


IOH14475
216604
NM_002884.1
NM_002884
105


IOH12805
216588
NM_014241.2
NM_014241
216


IOH9624
216606
NM_003382.2
NM_003382
31


IOH1987
216607
NM_015727.1
NM_015727
39


IOH11395
216609
BC028739.2
BC028739
36


IOH7464
216610
NM_016301.2
NM_016301
133


IOH5608
216611
NM_005605.2
NM_005605
91


IOH12269
216612
BC020700.1
BC020700
130


IOH4164
216613
BC000566.1
BC000566
147


IOH6101
216614
NM_017595.2
NM_017595
3826


IOH10511
216615
NM_004283.2
NM_004283
756


IOH14604
216616
NM_002070.1
NM_002070
4171


IOH5175
216617
BC005155.1
BC005155
34


IOH10139
216603
NM_021252.2
NM_021252
4950


IOH14797
216569
NM_022777.1
NM_022777
913


IOH5472
216554
BC004247.1
BC004247
2510


IOH9848
216555
NM_002068.1
NM_002068
245


IOH10825
216556
NM_145313.1
NM_145313
24


IOH1937
216557
NM_006822.1
NM_006822
68


IOH3305
216558
BC008094.1
BC008094
54


IOH12614
216559
BC009877.1
BC009877
133


IOH4559
216560
NM_024076.1
NM_024076
1391


IOH12967
216561
BC009961.1
BC009961
1332


IOH4659
216562
BC000103.1
BC000103
928


IOH3815
216563
NM_007236.2
NM_007236
107


IOH7224
216564
NM_002721.3
NM_002721
59


IOH4847
216566
BC003088.1
BC003088
74


IOH4954
216590
NM_001663.2
NM_001663
1643


IOH12833
216568
NM_014310.3
NM_014310
808


IOH12030
218896
NM_002704.1
NM_002704
469


IOH5698
216572
NM_031436.1
NM_031436
541


IOH12198
216573
NM_005832.2
NM_005832
57


IOH4436
216574
NM_002903.1
NM_002903
1516


IOH3548
216575
NM_001467.2
NM_001467
110


IOH7558
216576
BC008493.1
BC008493
95


IOH13822
216577
NM_016361.2
NM_016361
269


IOH10011
216579
NM_006861.2
NM_006861
2763


IOH12810
216580
NM_016530.1
NM_016530
165


IOH14673
216581
NM_004251.2
NM_004251
3858


IOH5739
216584
NM_020677.1
NM_020677
1953


IOH5913
216586
NM_172016.1
NM_172016
110


IOH5237
216587
NM_004090.1
NM_004090
3830


IOH10004
216567
NM_020673.1
NM_020673
3098


IOH14287
219845
NM_053045.1
NM_053045
201


IOH11993
219861
BC020976.1
BC020976
919


IOH21099
219540
NM_020185.2
NM_020185
257


IOH21339
219541
NM_016508.2
NM_016508
414


IOH22332
219545
NM_024745.1
NM_024745
788


IOH21538
219548
BC032249.1
BC032249
52


IOH5031
219834
NM_032308.1
NM_032308
4871


IOH7456
219835
NM_145792.1
NM_145792
81


IOH4806
219836
BC001907.1
BC001907
3556


IOH5889
219838
BC008037.2
BC008037
3082


IOH9807
219840
BC009047.1
BC009047
3119


IOH3994
219841
NM_020467.2
NM_020467
3104


IOH13242
219537
BC015625.1
BC015625
49


IOH3136
219844
NM_005340.1
NM_005340
3260


IOH22318
219534
BC030597.1
BC030597
230


IOH2912
219846
BC003366.1
BC003366
180


IOH3243
219847
NM_007362.2
NM_007362
5374


IOH10494
219848
NM_016058.1
NM_016058
5365


IOH5367
219851
BC002758.1
BC002758
470


IOH4100
219852
NM_006468.3
NM_006468
2762


IOH3240
219853
BC001256.1
BC001256
402


IOH4556
219854
NM_005274.1
NM_005274
1804


IOH3382
219855
BC008651.1
BC008651
74


IOH10623
219857
BC015155.1
BC015155
126


IOH13168
218894
NM_032574.1
NM_032574
468


IOH13650
219843
BC018953.1
BC018953
254


IOH21787
219480
BC033851.1
BC033851
1291


IOH4703
219454
BC000712.1
BC000712
2368


IOH22829
219455
BC027465.1
BC027465
644


IOH5310
219456
BC002769.1
BC002769
1069


IOH21007
219457
BC031549.1
BC031549
2037


IOH21418
219459
BC034718.1
BC034718
480


IOH13910
219464
NM_005510.2
NM_005510
2246


IOH6373
219465
NM_024901.2
NM_024901
1432


IOH21512
219468
BC030253.1
BC030253
1958


IOH21026
219469
NM_022048.1
NM_022048
1205


IOH21419
219471
BC011392.1
BC011392
2728


IOH22249
219473
BC036649.1
BC036649
60


IOH22290
219474
BC030776.1
BC030776
73


IOH13175
219538
NM_138790.1
NM_138790
39


IOH22410
219476
BC030020.2
BC030020
389


IOH4057
219862
BC001408.1
BC001408
53


IOH22297
219486
BC034483.1
BC034483
790


IOH6500
219492
NM_032694.1
NM_032694
4234


IOH21472
219496
BC019954.1
BC019954
287


IOH22299
219498
NM_032491.2
NM_032491
736


IOH22369
219499
NM_006202.1
NM_006202
186


IOH21592
219503
NM_152394.2
NM_152394
33


IOH22389
219511
BC030653.2
BC030653
2384


IOH20954
219516
NM_178152.1
NM_178152
2342


IOH21323
219518
NM_001277.1
NM_001277
2584


IOH21336
219530
NM_014326.2
NM_014326
1053


IOH21451
219531
BC034247.1
BC034247
417


IOH22282
219533
BC034468.1
BC034468
71


IOH22340
219475
NM_033103.1
NM_033103
207


IOH7163
219915
NM_004102.2
NM_004102
5372


IOH12123
219859
NM_173362.2
NM_173362
4749


IOH14013
219897
NM_005147.1
NM_005147
46


IOH13637
219898
BC015754.1
BC015754
774


IOH13536
219899
NM_005842.2
NM_005842
346


IOH2980
219900
BC000962.2
BC000962
2365


IOH5105
219901
BC004969.1
BC004969
5363


IOH5325
219902
NM_024312.1
NM_024312
1279


IOH5254
219903
BC002656.1
BC002656
1267


IOH11669
219905
NM_152773.2
NM_152773
1546


IOH5830
219906
BC007407.1
BC007407
944


IOH3804
219907
BC004179.1
BC004179
137


IOH6880
219908
BC007282.1
BC007282
232


IOH6966
219895
NM_032920.1
NM_032920
156


IOH11511
219913
BC028039.1
BC028039
5368


IOH3328
219893
BC008567.1
BC008567
5219


IOH3511
219916
NM_006022.1
NM_006022
418


IOH14253
219917
BC010896.1
BC010896
178


IOH12025
219918
BC027866.1
BC027866
52


IOH5656
219919
NM_015610.1
NM_015610
313


IOH11880
219920
NM_003447.1
NM_003447
109


IOH14723
219921
BC011928.2
BC011928
651


IOH6345
219922
BC008803.1
BC008803
186


IOH4359
219923
NM_021992.1
NM_021992
5371


IOH6980
219925
NM_032886.1
NM_032886
56


IOH13940
220678
NM_144620.1
NM_144620
1577


IOH10654
220681
NM_007249.3
NM_007249
73


IOH7170
220682
BC006986.1
BC006986
82


IOH9842
219910
BC009734.1
BC009734
353


IOH12626
219880
NM_012396.1
NM_012396
852


IOH14667
219863
BC020786.1
BC020786
92


IOH12518
219865
BC010172.2
BC010172
373


IOH4263
219866
NM_000999.2
NM_000999
505


IOH13535
219867
BC016754.1
BC016754
405


IOH4447
219868
BC001716.1
BC001716
2543


IOH5650
219869
BC004885.1
BC004885
524


IOH11279
219870
BC017064.1
BC017064
188


IOH12898
219871
BC010900.1
BC010900
157


IOH9869
219874
NM_017837.2
NM_017837
44


IOH4273
219875
BC002430.1
BC002430
103


IOH4189
219876
NM_014366.1
NM_014366
243


IOH3865
219877
BC001694.1
BC001694
5358


IOH5510
219896
NM_024061.1
NM_024061
304


IOH10463
219879
BC013687.1
BC013687
499


IOH11381
219451
NM_005641.2
NM_005641
617


IOH6968
219881
BC007639.1
BC007639
116


IOH7274
219882
NM_031427.1
NM_031427
390


IOH13646
219883
BC015059.1
BC015059
2985


IOH5952
219884
NM_001660.2
NM_001660
5376


IOH11106
219885
NM_006838.1
NM_006838
2134


IOH4913
219886
BC002954.1
BC002954
425


IOH14170
219887
BC022361.1
BC022361
525


IOH6338
219888
BC006259.2
BC006259
120


IOH4850
219889
NM_178191.1
NM_178191
723


IOH21487
219890
NM_052861.1
NM_052861
129


IOH4965
219891
BC001868.1
BC001868
244


IOH14751
219892
BC015091.2
BC015091
535


IOH5727
219878
BC002934.1
BC002934
567


IOH12223
218954
NM_002555.2
NM_002555
469


IOH14755
219453
BC018747.1
BC018747
258


IOH14111
218932
NM_145271.1
NM_145271
224


IOH12986
218933
NM_000200.1
NM_000200
2711


IOH10884
218934
NM_145254.1
NM_145254
141


IOH11035
218935
BC018028.1
BC018028
2152


IOH12529
218938
BC010414.1
BC010414
2868


IOH12944
218939
BC009393.2
BC009393
897


IOH12382
218940
NM_000608.1
NM_000608
565


IOH13353
218941
NM_138794.1
NM_138794
213


IOH12649
218942
NM_033281.2
NM_033281
36


IOH12242
218943
NM_145300.1
NM_145300
2004


IOH11127
218946
NM_004202.1
NM_004202
43


IOH13435
218930
BC017381.1
BC017381
2555


IOH12548
218950
BC009873.1
BC009873
1244


IOH12601
218927
BC009366.1
BC009366
159


IOH13307
218955
NM_025065.4
NM_025065
3365


IOH10921
218956
BC016900.1
BC016900
114


IOH12487
218957
BC010426.1
BC010426
4709


IOH11137
218958
BC020942.1
BC020942
277


IOH11067
218959
NM_080739.1
NM_080739
32


IOH12519
218961
NM_017503.2
NM_017503
249


IOH12579
218962
BC012783.2
BC012783
1315


IOH12074
218964
BC014307.1
BC014307
43


IOH13306
218965
BC017399.1
BC017399
124


IOH12816
218966
NM_006216.2
NM_006216
158


IOH12539
218967
NM_018215.1
NM_018215
52


IOH11147
218968
BC012493.1
BC012493
208


IOH13317
218948
NM_052950.2
NM_052950
35


IOH10849
218912
NM_144717.1
NM_144717
1052


IOH21059
216479
NM_003656.3
NM_003656
5371


IOH12727
218897
NM_018413.2
NM_018413
2005


IOH13016
218898
BC012984.2
BC012984
906


IOH11006
218899
NM_003766.2
NM_003766
1070


IOH10955
218900
BC027473.1
BC027473
839


IOH13426
218901
BC014089.2
BC014089
367


IOH12121
218902
NM_014035.1
NM_014035
243


IOH13230
218903
NM_130777.1
NM_130777
1085


IOH12337
218904
NM_006476.2
NM_006476
253


IOH12458
218905
BC013935.1
BC013935
34


IOH12647
218906
NM_005726.2
NM_005726
136


IOH12275
218907
NM_144982.1
NM_144982
65


IOH12225
218931
NM_002621.1
NM_002621
616


IOH11093
218910
NM_012473.2
NM_012473
167


IOH10783
218971
NM_145013.1
NM_145013
35


IOH12533
218913
NM_005376.1
NM_005376
414


IOH12454
218914
NM_138482.1
NM_138482
2153


IOH12084
218916
BC021680.1
BC021680
106


IOH13071
218917
NM_145303.1
NM_145303
111


IOH13075
218918
NM_138573.1
NM_138573
622


IOH12288
218919
NM_032570.1
NM_032570
99


IOH11647
218920
NM_024561.1
NM_024561
154


IOH12120
218921
BC012569.1
BC012569
1926


IOH10420
218922
NM_004089.1
NM_004089
1738


IOH10822
218924
BC025791.1
BC025791
27


IOH12648
218925
NM_032125.1
NM_032125
321


IOH12476
218926
NM_022054.2
NM_022054
1467


IOH12165
218909
BC011014.1
BC011014
548


IOH4541
219431
BC001174.1
BC001174
20


IOH22628
219415
BC029032.1
BC029032
254


IOH10380
219416
NM_138792.1
NM_138792
43


IOH22889
219417
NM_005550.2
NM_005550
873


IOH23047
219418
NM_152576.1
NM_152576
4552


IOH5894
219419
NM_000404.1
NM_000404
40


IOH21749
219420
NM_178523.2
NM_178523
4365


IOH22763
219422
BC031661.1
BC031661
297


IOH21756
219423
BC033710.1
BC033710
799


IOH13504
219424
NM_138436.1
NM_138436
1866


IOH6468
219425
NM_000281.1
NM_000281
5369


IOH12235
219426
BC017943.1
BC017943
5366


IOH10509
219428
BC013051.1
BC013051
173


IOH12557
218969
NM_138397.1
NM_138397
354


IOH3444
219430
NM_001819.1
NM_001819
3686


IOH22190
219411
BC031827.1
BC031827
2848


IOH6765
219432
NM_032908.1
NM_032908
5366


IOH12282
219435
BC020867.1
BC020867
238


IOH10009
219437
NM_021218.1
NM_021218
5356


IOH13414
219438
NM_031210.1
NM_031210
833


IOH22940
219441
BC030005.1
BC030005
1281


IOH3500
219442
NM_006831.1
NM_006831
1768


IOH4587
219443
BC000091.1
BC000091
666


IOH21581
219444
BC029568.1
BC029568
5366


IOH22117
219447
BC013103.1
BC013103
187


IOH12990
219448
BC010155.2
BC010155
4457


IOH3154
219450
NM_138386.1
NM_138386
1904


IOH13085
218895
NM_022142.3
NM_022142
1388


IOH22939
219429
BC030636.1
BC030636
196


IOH23129
219375
NM_006519.1
NM_006519
563


IOH22963
219452
NM_002095.1
NM_002095
269


IOH12071
218972
NM_138463.1
NM_138463
316


IOH12646
218973
BC011578.1
BC011578
32


IOH12127
218976
BC021682.1
BC021682
1282


IOH10917
218982
NM_031950.1
NM_031950
82


IOH12659
218985
BC009230.2
BC009230
2579


IOH13888
219362
BC017869.1
BC017869
233


IOH22577
219363
NM_152914.1
NM_152914
5370


IOH6467
219365
BC006370.2
BC006370
2963


IOH22461
219367
NM_153350.2
NM_153350
77


IOH2960
219368
NM_024059.2
NM_024059
271


IOH11667
219369
BC017046.1
BC017046
4183


IOH21844
219414
NM_005423.1
NM_005423
3880


IOH22727
219374
BC029799.1
BC029799
3265


IOH21569
219413
BC028113.1
BC028113
5100


IOH21513
219377
NM_015973.1
NM_015973
808


IOH6669
219378
BC007207.1
BC007207
1242


IOH10913
219380
NM_004567.2
NM_004567
5363


IOH11817
219381
NM_002197.1
NM_002197
907


IOH21704
219384
BC032347.1
BC032347
2255


IOH22492
219391
NM_145028.1
NM_145028
100


IOH3770
219395
BC001669.1
BC001669
35


IOH22121
219396
BC013171.1
BC013171
5359


IOH3092
219404
NM_017512.1
NM_017512
538


IOH3744
219407
BC004159.1
BC004159
76


IOH10277
219408
NM_138491.1
NM_138491
5368


IOH22760
219410
BC031655.1
BC031655
166


IOH11199
218970
BC022471.1
BC022471
576


IOH14733
219372
BC009245.1
BC009245
4144



















TABLE 8







AccNumber
Concentration(nM)



















NM_001893.3
163



NM_001894.2
396



NM_004196.2
88



NM_052987.1
29



NM_001826.1
3837



NM_016507.1
242



NM_020547.1
257



NM_015850.2
468



NM_023030.1
2591



NM_004635.2
1338



NM_003137.2
41



NM_002576.2
68



NM_005030.2
140



NM_004071.1
253



NM_002748.2
4610



NM_002732.2
55



NM_001786.2
2287



NM_004431.1
318



NM_004442.3
864



NM_002253.1
34



NM_003010.1
260



XM_042066.8
34



NM_005922.1
1851



NM_005923.3
125



NM_005965.2
129



NM_006254.1
82



NM_005400.1
121



NM_002731.1
52



NM_001654.1
22



NM_003688.1
1028



NM_004938.1
70



NM_002314.2
40



NM_002742.1
26



NM_002738.2
95



NM_001619.2
28



NM_003691.1
2035



NM_003942.1
270



NM_003188.2
41



NM_004834.2
29



NM_005990
179



NM_003674.1
122



NM_002613.1
115



NM_003384.1
26



NM_003600.1
313



NM_003607.1
1096



NM_004586.1
32



NM_004217.1
72



NM_003242.2
1385



NM_002741.1
51



NM_006281.1
66



NM_006852.1
1576



NM_007064.1
83



NM_017572.1
1485



NM_017593.2
491



NM_018401.1
61



NM_020397.1
3327



NM_021133.1
110



NM_018650.1
169



NM_021643.1
106



NM_003952.1
46



NM_005884.2
712



NM_013233.1
1605



NM_025195.1
648



NM_012395.1
61



NM_013257.2
23



NM_013392.1
1064



NM_005465.2
75



NM_006035.2
80



NM_006282.1
145



NM_005813.2
41



NM_020168.3
42



NM_020328.1
64



NM_002752.3
46



NM_002754.3
200



NM_004383.1
149



NM_001259.2
138



NM_001892.2
113



NM_001106.2
126



NM_001896.1
81



NM_002756.2
274



NM_000061.1
113



NM_022972.1
92



NM_004445.1
19



NM_005235.1
334



NM_004443.2
138



NM_004560.2
211



NM_005157.2
182



NM_001616.2
135



NM_004441.2
65



NM_001982.1
43



NM_000459.1
31



NM_004444.2
85



NM_006343.1
846



NM_000075.2
512



NM_001258.1
614



NM_001261.2
49



NM_001799.2
122



NM_004935.1
1653



BC000479.1
738



NM...016440.1
834



NM_016735.1
118



NM_001203.1
4306



NM_005163.1
109



NM_005204.2
71



NM_005627.1
35



NM_002037.1
1699



NM_002350.1
269



BC001280.1
1017



NM_015978.1
768



NM_005012.1
1192



NM_003576.2
830



NM_013254.2
324



NM_005417.2
24



NM_032409.1
732



NM_004103.2
22



NM_001396.2
165



NM_004226.1
1331



NM_015112.1
128



NM_005228.1
73



NM_006213.1
380



NM_005246.1
100



NM_014920.1
1369



NM_005906.2
768



NM_033115.1
595



NM_012424.2
38



NM_004759.2
148



NM_006622.1
361



NM_014002.1
341



NM_014496.1
190



NM_007194.1
740



NM_002745.2
30



NM_002447.1
146



NM_013355.1
400



NM_032844.1
753



NM_006258.1
32



NM_017719.2
45



NM_031414.2
3208



NM_001626.2
26



NM_006256.1
2434



NM_018423.1
59



NM_032237.1
701



NM_002750.2
61



NM_002578.1
42



BC001662.1
35



BC017715.1
259



BC001274.1
1282



BC000442.1
42



BC006106.1
25



NM_003948.2
113



BC003614.1
69



NM_002744.2
23



BC005408.1
587



NM_033621.1
232



BC008302.1
179



BC000471.1
22



BC002541.1
31



BC002755.1
265



BC008716.1
20



BC001968.1
63



BC008838.1
961



BC000251.1
23



BC002637.1
2652



BC016652.1
39



BC012761.1
36



BC008726.1
852



BC020972.1
27



BC011668.1
41



BC004207.1
24



BC003065.1
175



BC002695.1
39



BC018111_1
30



BC013879.1
641



NM_018492.2
62



NM_024776.1
2328



NM...024800.1
189



BC014037.1
40


















TABLE 15





Accno
Description







NM_000023.1
>gi|4506910|ref|NM000023.1|Homo sapiens sarcoglycan, alpha



(50 kDa dystrophin-associated glycoprotein) (SGCA), mRNA


NM_000024.3
>gi|15718673|ref|NM_000024.3|Homo sapiens adrenergic, beta-2-,



receptor, surface (ADRB2), mRNA


NM_000033.2
>gi|7262392|ref|NM_000033.2|Homo sapiens ATP-binding cassette,



sub-family D (ALD), member 1 (ABCD1), mRNA


NM_000061.1
>gi|4557376|ref|NM_000061.1|Homo sapiens Bruton



agammaglobulinemia tyrosine kinase (BTK), mRNA


NM_000160.1
>gi|4503946|ref|NM_000160.1|Homo sapiens glucagon receptor



(GCGR), mRNA


NM_000166.2
>gi|31542846|ref|NM_000166.2|Homo sapiens gap junction protein,



beta 1, 32 kDa (connexin 32, Charcot-Marie-Tooth neuropathy, X-



linked) (GJB1), mRNA


NM_000198.2
>gi|50726973|ref|NM_000198.2|Homo sapiens hydroxy-delta-5-



steroid dehydrogenase, 3 beta- and steroid delta-isomerase 2



(HSD3B2), mRNA


NM_000206.1
>gi|4557881|ref|NM_000206.1|Homo sapiens interleukin 2 receptor,



gamma (severe combined immunodeficiency) (IL2RG), mRNA


NM_000208.1
>gi|4557883|ref|NM_000208.1|Homo sapiens insulin receptor



(INSR), mRNA


NM_000231.1
>gi|4557846|ref|NM_000231.1|Homo sapiens sarcoglycan, gamma



(35 kDa dystrophin-associated glycoprotein) (SGCG), mRNA


NM_000286.1
>gi|4505720|ref|NM_000286.1|Homo sapiens peroxisomal



biogenesis factor 12-(PEX12), mRNA


NM_000327.2
>gi|19743809|ref|NM_000327.2|Homo sapiens retinal outer segment



membrane protein 1 (ROM1), mRNA


NM_000341.2
>gi|23308570|ref|NM_000341.2|Homo sapiens solute carrier family



3 (cystine, dibasic and neutralamino acid transporters, activator of



cystine, dibasic and neutral amino acid transport), member 1



(SLC3A1), mRNA


NM_000359.1
>gi|4507474|ref|NM_000359.1|Homo sapiens transglutaminase 1 (K



polypeptide epidermal type I, protein-glutamine-gamma-



glutamyltransferase) (TGM1), mRNA


NM_000387.2
>gi|6006040|ref|NM_000387.2|Homo sapiens solute carrier family



25 (carnitine/acylcarnitine translocase), member 20 (SLC25A20),



nuclear gene encoding mitochondrial protein, mRNA


NM_000398.3
>gi|6552326|ref|NM_000398.3|Homo sapiens diaphorase (NADH)



(cytochrome b-5 reductase) (DIA1), transcript variant M, mRNA


NM_000430.2
>gi|6031206|ref|NM_000430.2|Homo sapiens platelet-activating



factor acetylhydrolase, isoform Ib, alpha subunit 45 kDa



(PAFAH1B1), mRNA


NM_000442.2
>gi|21314616|ref|NM_000442.2|Homo sapiens platelet/endothelial



cell adhesion molecule (CD31 antigen) (PECAM1), mRNA


NM_000459.1
>gi|4557868|ref|NM_000459.1|Homo sapiens TEK tyrosine kinase,



endothelial (venous malformations, multiple cutaneous and mucosal)



(TEK), mRNA


NM_000486.2
>gi|4755122|ref|NM_000486.2|Homo sapiens aquaporin 2 (collecting



duct) (AQP2), mRNA


NM_000499.2
>gi|13325053|ref|NM_000499.2|Homo sapiens cytochrome P450,



family 1, subfamily A, polypeptide 1 (CYP1A1), mRNA


NM_000594.2
>gi|25952110|ref|NM_000594.2|Homo sapiens tumor necrosis factor



(TNF superfamily, member 2) (TNF), mRNA


NM_000626.1
>gi|11038673|ref|NM_000626.1|Homo sapiens CD79B antigen



(immunoglobulin-associated beta) (CD79B), transcript variant 1,



mRNA


NM_000675.3
>gi|17136146|ref|NM_000675.3|Homo sapiens adenosine A2a



receptor (ADORA2A), mRNA


NM_000714.3
>gi|21536444|ref|NM_000714.3|Homo sapiens benzodiazapine



receptor (peripheral) (BZRP), transcript variant PBR, mRNA


NM_000732.3
>gi|55775475|ref|NM_000732.3|Homo sapiens CD3D antigen, delta



polypeptide (TiT3 complex) (CD3D), mRNA


NM_000754.2
>gi|6466451|ref|NM_000754.2|Homo sapiens catechol-O-



methyltransferase (COMT), transcript variant MB-COMT, mRNA


NM_000764.2
>gi|15147329|ref|NM_000764.2|Homo sapiens cytochrome P450,



family 2, subfamily A, polypeptide 7 (CYP2A7), transcript variant 1,



mRNA


NM_000810.2
>gi|6031207|ref|NM_000810.2|Homo sapiens gamma-aminobutyric



acid (GABA) A receptor, alpha 5 (GABRA5), mRNA


NM_000866.1
>gi|10835196|ref|NM_000866.1|Homo sapiens 5-hydroxytryptamine



(serotonin) receptor 1F (HTR1F), mRNA


NM_000910.1
>gi|4505446|ref|NM_000910.1|Homo sapiens neuropeptide Y



receptor Y2 (NPY2R), mRNA


NM_000953.2
>gi|38505191|ref|NM_000953.2|Homo sapiens prostaglandin D2



receptor (DP) (PTGDR), mRNA


NM_000963.1
>gi|4506264|ref|NM_000963.1|Homo sapiens prostaglandin-



endoperoxide synthase 2 (prostaglandin G/H synthase and



cyclooxygenase) (PTGS2), mRNA


NM_001013.2
>gi|14141192|ref|NM_001013.2|Homo sapiens ribosomal protein S9



(RPS9), mRNA


NM_001014.2
>gi|13904867|ref|NM_001014.2|Homo sapiens ribosomal protein



S10 (RPS10), mRNA


NM_001015.2
>gi|14277698|ref|NM_001015.2|Homo sapiens ribosomal protein



S11 (RPS11), mRNA


NM_001016.2
>gi|14277699|ref|NM_001016.2|Homo sapiens ribosomal protein



S12 (RPS12), mRNA


NM_001018.2
>gi|14591911|ref|NM_001018.2|Homo sapiens ribosomal protein



S15 (RPS15), mRNA


NM_001020.2
>gi|14591912|ref|NM_001020.2|Homo sapiens ribosomal protein



S16 (RPS16), mRNA


NM_001021.2
>gi|14591913|ref|NM_001021.2|Homo sapiens ribosomal protein



S17 (RPS17), mRNA


NM_001022.3
>gi|48255921|ref|NM_001022.3|Homo sapiens ribosomal protein



S19 (RPS19), mRNA


NM_001023.2
>gi|14591915|ref|NM_001023.2|Homo sapiens ribosomal protein



S20 (RPS20), mRNA


NM_001042.1
>gi|4507010|ref|NM_001042.1|Homo sapiens solute carrier family 2



(facilitated glucose transporter), member 4 (SLC2A4), mRNA


NM_001047.1
>gi|4507200|ref|NM_001047.1|Homo sapiens steroid-5-alpha-



reductase, alpha polypeptide 1 (3-oxo-5 alpha-steroid delta 4-



dehydrogenase alpha 1) (SRD5A1), mRNA


NM_001084.2
>gi|21361165|ref|NM_001084.2|Homo sapiens procollagen-lysine, 2-



oxoglutarate 5-dioxygenase 3 (PLOD3), mRNA


NM_001086.1
>gi|4557226|ref|NM_001086.1|Homo sapiens arylacetamide



deacetylase (esterase) (AADAC), mRNA


NM_001094.4
>gi|34452696|ref|NM_001094.4|Homo sapiens amiloride-sensitive



cation channel 1, neuronal (degenerin) (ACCN1), transcript variant 2,



mRNA


NM_001106.2
>gi|10862697|ref|NM_001106.2|Homo sapiens activin A receptor,



type IIB (ACVR2B), mRNA


NM_001150.1
>gi|4502094|ref|NM_001150.1|Homo sapiens alanyl (membrane)



aminopeptidase (aminopeptidase N, aminopeptidase M, microsomal



aminopeptidase, CD13, p150) (ANPEP), mRNA


NM_001183.3
>gi|37577154|ref|NM_001183.3|Homo sapiens ATPase, H+



transporting, lysosomal accessory protein 1 (ATP6AP1), mRNA


NM_001203.1
>gi|4502430|ref|NM_001203.1|Homo sapiens bone morphogenetic



protein receptor, type IB (BMPR1B), mRNA


NM_001216.1
>gi|9955947|ref|NM_001216.1|Homo sapiens carbonic anhydrase IX



(CA9), mRNA


NM_001296.3
>gi|37577160|ref|NM_001296.3|Homo sapiens chemokine binding



protein 2 (CCBP2), mRNA


NM_001306.2
>gi|21536298|ref|NM_001306.2|Homo sapiens claudin 3 (CLDN3),



mRNA


NM_001307.1
>gi|10835007|ref|NM_001307.1|Homo sapiens claudin 7 (CLDN7),



mRNA


NM_001361.1
>gi|16753222|ref|NM_001361.1|Homo sapiens dihydroorotate



dehydrogenase (DHODH), nuclear gene encoding mitochondrial



protein, mRNA


NM_001425.1
>gi|4503562|ref|NM_001425.1|Homo sapiens epithelial membrane



protein 3 (EMP3), mRNA


NM_001448.2
>gi|21614524|ref|NM_001448.2|Homo sapiens glypican 4 (GPC4),



mRNA


NM_001544.2
>gi|12545400|ref|NM_001544.2|Homo sapiens intercellular adhesion



molecule 4, Landsteiner-Wiener blood group (ICAM4), transcript



variant 1, mRNA


NM_001561.3
>gi|20070135|ref|NM_001561.3|Homo sapiens tumor necrosis factor



receptor superfamily, member 9 (TNFRSF9), mRNA


NM_001611.2
>gi|6138970|ref|NM_001611.2|Homo sapiens acid phosphatase 5,



tartrate resistant (ACP5), mRNA


NM_001616.2
>gi|10862696|ref|NM_001616.2|Homo sapiens activin A receptor,



type II (ACVR2), mRNA


NM_001629.2
>gi|15718674|ref|NM_001629.2|Homo sapiens arachidonate 5-



lipoxygenase-activating protein (ALOX5AP), mRNA


NM_001633.1
>gi|4502066|ref|NM_001633.1|Homo sapiens alpha-1-



microglobulin/bikunin precursor (AMBP), mRNA


NM_001636.1
>gi|27764862|ref|NM_001636.1|Homo sapiens solute carrier family



25 (mitochondrial carrier; adenine nucleotide translocator), member 6



(SLC25A6), mRNA


NM_001637.1
>gi|4502114|ref|NM_001637.1|Homo sapiens acyloxyacyl hydrolase



(neutrophil) (AOAH), mRNA


NM_001664.1
>gi|10835048|ref|NM_001664.1|Homo sapiens ras homolog gene



family, member A (ARHA), mRNA


NM_001671.2
>gi|18426870|ref|NM_001671.2|Homo sapiens asialoglycoprotein



receptor 1 (ASGR1), mRNA


NM_001679.1
>gi|4502280|ref|NM_001679.1|Homo sapiens ATPase, Na+/K+



transporting, beta 3 polypeptide (ATP1B3), mRNA


NM_001680.2
>gi|11125765|ref|NM_001680.2|Homo sapiens FXYD domain



containing ion transport regulator 2 (FXYD2), transcript variant a,



mRNA


NM_001686.3
>gi|50345985|ref|NM_001686.3|Homo sapiens ATP synthase, H+



transporting, mitochondrial F1 complex, beta polypeptide (ATP5B),



nuclear gene encoding mitochondrial protein, mRNA


NM_001688.2
>gi|21361564|ref|NM_001688.2|Homo sapiens ATP synthase, H+



transporting, mitochondrial F0 complex, subunit b, isoform 1



(ATP5F1), mRNA


NM_001696.2
>gi|19913433|ref|NM_001696.2|Homo sapiens ATPase, H+



transporting, lysosomal 31 kDa, V1 subunit E isoform 1 (ATP6V1E1),



mRNA


NM_001697.1
>gi|4502302|ref|NM_001697.1|Homo sapiens ATP synthase, H+



transporting, mitochondrial F1 complex, O subunit (oligomycin



sensitivity conferring protein) (ATP5O), mRNA


NM_001736.1
>gi|4502508|ref|NM_001736.1|Homo sapiens complement



component 5 receptor 1 (C5a ligand) (C5R1), mRNA


NM_001769.2
>gi|21237762|ref|NM_001769.2|Homo sapiens CD9 antigen (p24)



(CD9), mRNA


NM_001803.1
>gi|4502760|ref|NM_001803.1|Homo sapiens CDW52 antigen



(CAMPATH-1 antigen) (CDW52), mRNA


NM_001841.1
>gi|4502928|ref|NM_001841.1|Homo sapiens cannabinoid receptor 2



(macrophage) (CNR2), mRNA


NM_001860.1
>gi|4507016|ref|NM_001860.1|Homo sapiens solute carrier family



31 (copper transporters), member 2 (SLC31A2), mRNA


NM_001935.2
>gi|18765693|ref|NM_001935.2|Homo sapiens dipeptidylpeptidase 4



(CD26, adenosine deaminase complexing protein 2) (DPP4), mRNA


NM_001993.2
>gi|10518499|ref|NM_001993.2|Homo sapiens coagulation factor III



(thromboplastin, tissue factor) (F3), mRNA


NM_002045.1
>gi|4503910|ref|NM_002045.1|Homo sapiens growth associated



protein 43 (GAP43), mRNA


NM_002068.1
>gi|4504038|ref|NM_002068.1|Homo sapiens guanine nucleotide



binding protein (G protein), alpha 15 (Gq class) (GNA15), mRNA


NM_002072.1
>gi|4504044|ref|NM_002072.1|Homo sapiens guanine nucleotide



binding protein (G protein), q polypeptide (GNAQ), mRNA


NM_002233.1
>gi|4504816|ref|NM_002233.1|Homo sapiens potassium voltage-



gated channel, shaker-related subfamily, member 4 (KCNA4),



mRNA


NM_002242.2
>gi|34222089|ref|NM_002242.2|Homo sapiens potassium inwardly-



rectifying channel, subfamily J, member 13 (KCNJ13), mRNA


NM_002262.2
>gi|7669497|ref|NM_002262.2|Homo sapiens killer cell lectin-like



receptor subfamily D, member 1 (KLRD1), transcript variant 1,



mRNA


NM_002413.3
>gi|22035639|ref|NM_002413.3|Homo sapiens microsomal



glutathione S-transferase 2 (MGST2), mRNA


NM_002436.2
>gi|6006024|ref|NM_002436.2|Homo sapiens membrane protein,



palmitoylated 1, 55 kDa (MPP1), mRNA


NM_002447.1
>gi|4505264|ref|NM_002447.1|Homo sapiens macrophage



stimulating 1 receptor (c-met-related tyrosine kinase) (MST1R),



mRNA


NM_002558.2
>gi|27894283|ref|NM_002558.2|Homo sapiens purinergic receptor



P2X, ligand-gated ion channel, 1 (P2RX1), mRNA


NM_002608.1
>gi|4505680|ref|NM_002608.1|Homo sapiens platelet-derived



growth factor beta polypeptide (simian sarcoma viral (v-sis)



oncogene homolog) (PDGFB), transcript variant 1, mRNA


NM_002617.3
>gi|24797087|ref|NM_002617.3|Homo sapiens peroxisome



biogenesis factor 10 (PEX10), transcript variant 2, mRNA


NM_002618.2
>gi|46047483|ref|NM_002618.2|Homo sapiens peroxisome



biogenesis factor 13 (PEX13), mRNA


NM_002688.2
>gi|9945438|ref|NM_002688.2|Homo sapiens peanut-like 1



(Drosophila) (PNUTL1), mRNA


NM_002870.1
>gi|4506362|ref|NM_002870.1|Homo sapiens RAB13, member RAS



oncogene family (RAB13), mRNA


NM_002880.1
>gi|4506400|ref|NM_002880.1|Homo sapiens v-raf-1 murine



leukemia viral oncogene homolog 1 (RAF1), mRNA


NM_002922.2
>gi|21361446|ref|NM_002922.2|Homo sapiens regulator of G-



protein signalling 1 (RGS1), mRNA


NM_002944.2
>gi|19924164|ref|NM_002944.2|Homo sapiens v-ros UR2 sarcoma



virus oncogene homolog 1 (avian) (ROS1), mRNA


NM_002982.1
>gi|4506840|ref|NM_002982.1|Homo sapiens small inducible



cytokine A2 (monocyte chemotactic protein 1) (SCYA2), mRNA


NM_003002.1
>gi|4506864|ref|NM_003002.1|Homo sapiens succinate



dehydrogenase complex, subunit D, integral membrane protein



(SDHD), nuclear gene encoding mitochondrial protein, mRNA


NM_003004.1
>gi|4506868|ref|NM_003004.1|Homo sapiens secreted and



transmembrane 1 (SECTM1), mRNA


NM_003006.2
>gi|6031197|ref|NM_003006.2|Homo sapiens selectin P ligand



(SELPLG), mRNA


NM_003045.3
>gi|51173150|ref|NM_003045.3|Homo sapiens solute carrier family



7 (cationic amino acid transporter, y+ system), member 1 (SLC7A1),



mRNA


NM_003049.1
>gi|4506970|ref|NM_003049.1|Homo sapiens solute carrier family



10 (sodium/bile acid cotransporter family), member 1 (SLC10A1),



mRNA


NM_003123.1
>gi|4507180|ref|NM_003123.1|Homo sapiens sialophorin (gpL115,



leukosialin, CD43) (SPN), mRNA


NM_003192.1
>gi|4507372|ref|NM_003192.1|Homo sapiens tubulin-specific



chaperone c (TBCC), mRNA


NM_003193.2
>gi|6006029|ref|NM_003193.2|Homo sapiens tubulin-specific



chaperone e (TBCE), mRNA


NM_003277.1
>gi|4502878|ref|NM_003277.1|Homo sapiens claudin 5



(transmembrane protein deleted in velocardiofacial syndrome)



(CLDN5), mRNA


NM_003358.1
>gi|4507810|ref|NM_003358.1|Homo sapiens UDP-glucose



ceramide glucosyltransferase (UGCG), mRNA


NM_003374.1
>gi|4507878|ref|NM_003374.1|Homo sapiens voltage-dependent



anion channel 1 (VDAC1), mRNA


NM_003382.2
>gi|21361556|ref|NM_003382.2|Homo sapiens vasoactive intestinal



peptide receptor 2 (VIPR2), mRNA


NM_003498.2
>gi|19923171|ref|NM_003498.2|Homo sapiens stannin (SNN),



mRNA


NM_003562.2
>gi|21361113|ref|NM_003562.2|Homo sapiens solute carrier family



25 (mitochondrial carrier; oxoglutarate carrier), member 11



(SLC25A11), mRNA


NM_003630.1
>gi|4505726|ref|NM_003630.1|Homo sapiens peroxisomal



biogenesis factor 3 (PEX3), mRNA


NM_003712.1
>gi|4505976|ref|NM_003712.1|Homo sapiens phosphatidic acid



phosphatase type 2C (PPAP2C), mRNA


NM_003720.1
>gi|4505022|ref|NM_003720.1|Homo sapiens Down syndrome



critical region gene 2 (DSCR2), mRNA


NM_003764.2
>gi|33667037|ref|NM_003764.2|Homo sapiens syntaxin 11 (STX11),



mRNA


NM_003801.2
>gi|6031166|ref|NM_003801.2|Homo sapiens GPAA1P anchor



attachment protein 1 homolog (yeast) (GPAA1), mRNA


NM_003818.2
>gi|22035625|ref|NM_003818.2|Homo sapiens CDP-diacylglycerol



synthase (phosphatidate cytidylyltransferase) 2 (CDS2), mRNA


NM_003847.1
>gi|4505716|ref|NM_003847.1|Homo sapiens peroxisomal



biogenesis factor 11A (PEX11A), mRNA


NM_003853.2
>gi|27477087|ref|NM_003853.2|Homo sapiens interleukin 18



receptor accessory protein (IL18RAP), mRNA


NM_003874.1
>gi|4502686|ref|NM_003874.1|Homo sapiens CD84 antigen



(leukocyte antigen) (CD84), mRNA


NM_003897.2
>gi|16554595|ref|NM_003897.2|Homo sapiens immediate early



response 3 (IER3), transcript variant short, mRNA


NM_004001.3
>gi|50511929|ref|NM_004001.3|Homo sapiens Fc fragment of IgG,



low affinity IIb, receptor (CD32) (FCGR2B), transcript variant 1,



mRNA


NM_004070.2
>gi|31542310|ref|NM_004070.2|Homo sapiens chloride channel Ka



(CLCNKA), mRNA


NM_004148.2
>gi|31543289|ref|NM_004148.2|Homo sapiens ninjurin 1 (NINJ1),



mRNA


NM_004177.3
>gi|34147491|ref|NM_004177.3|Homo sapiens syntaxin 3A



(STX3A), mRNA


NM_004271.1
>gi|4758707|ref|NM_004271.1|Homo sapiens lymphocyte antigen 86



(LY86), mRNA


NM_004304.3
>gi|29029631|ref|NM_004304.3|Homo sapiens anaplastic lymphoma



kinase (Ki-1) (ALK), mRNA


NM_004331.1
>gi|4757859|ref|NM_004331.1|Homo sapiens BCL2/adenovirus E1B



19 kDa interacting protein 3-like (BNIP3L), mRNA


NM_004362.1
>gi|4758003|ref|NM_004362.1|Homo sapiens calmegin (CLGN),



mRNA


NM_004373.2
>gi|17999527|ref|NM_004373.2|Homo sapiens cytochrome c oxidase



subunit VIa polypeptide 1 (COX6A1), nuclear gene encoding



mitochondrial protein, mRNA


NM_004382.2
>gi|19923244|ref|NM_004382.2|Homo sapiens corticotropin



releasing hormone receptor 1 (CRHR1), mRNA


NM_004383.1
>gi|4758077|ref|NM_004383.1|Homo sapiens c-src tyrosine kinase



(CSK), mRNA


NM_004431.1
>gi|4758277|ref|NM_004431.1|Homo sapiens EphA2 (EPHA2),



mRNA


NM_004438.1
>gi|4758279|ref|NM_004438.1|Homo sapiens EphA4 (EPHA4),



mRNA


NM_004439.4
>gi|56119208|ref|NM_004439.4|Homo sapiens EPH receptor A5



(EPHA5), transcript variant 1, mRNA


NM_004440.1
>gi|4758281|ref|NM_004440.1|Homo sapiens EphA7 (EPHA7),



mRNA


NM_004441.2
>gi|21396502|ref|NM_004441.2|Homo sapiens EphB1 (EPHB1),



mRNA


NM_004441.3
>gi|55770893|ref|NM_004441.3|Homo sapiens EPH receptor B1



(EPHB1), mRNA


NM_004442.3
>gi|21396503|ref|NM_004442.3|Homo sapiens EphB2 (EPHB2),



transcript variant 1, mRNA


NM_004443.2
>gi|17975767|ref|NM_004443.2|Homo sapiens EphB3 (EPHB3),



mRNA


NM_004444.2
>gi|17975769|ref|NM_004444.2|Homo sapiens EphB4 (EPHB4),



mRNA


NM_004445.1
>gi|4758291|ref|NM_004445.1|Homo sapiens EphB6 (EPHB6),



mRNA


NM_004469.2
>gi|19924297|ref|NM_004469.2|Homo sapiens c-fos induced growth



factor (vascular endothelial growth factor D) (FIGF), mRNA


NM_004475.1
>gi|4758393|ref|NM_004475.1|Homo sapiens flotillin 2 (FLOT2),



mRNA


NM_004485.2
>gi|21314630|ref|NM_004485.2|Homo sapiens guanine nucleotide



binding protein (G protein), gamma 4 (GNG4), mRNA


NM_004512.3
>gi|22212920|ref|NM_004512.3|Homo sapiens interleukin 11



receptor, alpha (IL11RA), transcript variant 1, mRNA


NM_004528.2
>gi|22035640|ref|NM_004528.2|Homo sapiens microsomal



glutathione S-transferase 3 (MGST3), mRNA


NM_004542.1
>gi|4758771|ref|NM_004542.1|Homo sapiens NADH dehydrogenase



(ubiquinone) 1 alpha subcomplex, 3, 9 kDa (NDUFA3), mRNA


NM_004549.2
>gi|19923255|ref|NM_004549.2|Homo sapiens NADH



dehydrogenase (ubiquinone) 1, subcomplex unknown, 2, 14.5 kDa



(NDUFC2), mRNA


NM_004588.3
>gi|56699490|ref|NM_004588.3|Homo sapiens sodium channel,



voltage-gated, type II, beta (SCN2B), mRNA


NM_004617.2
>gi|21265109|ref|NM_004617.2|Homo sapiens transmembrane 4



superfamily member 4 (TM4SF4), mRNA


NM_004695.2
>gi|20127461|ref|NM_004695.2|Homo sapiens solute carrier family



16 (monocarboxylic acid transporters), member 5 (SLC16A5),



mRNA


NM_004710.2
>gi|22091455|ref|NM_004710.2|Homo sapiens synaptogyrin 2



(SYNGR2), mRNA


NM_004720.3
>gi|11038657|ref|NM_004720.3|Homo sapiens endothelial



differentiation, lysophosphatidic acid G-protein-coupled receptor, 4



(EDG4), mRNA


NM_004722.2
>gi|14917110|ref|NM_004722.2|Homo sapiens adaptor-related



protein complex 4, mu 1 subunit (AP4M1), mRNA


NM_004732.1
>gi|4758619|ref|NM_004732.1|Homo sapiens potassium voltage-



gated channel, shaker-related subfamily, beta member 3 (KCNAB3),



mRNA


NM_004738.1
>gi|4759301|ref|NM_004738.1|Homo sapiens VAMP (vesicle-



associated membrane protein)-associated protein B and C (VAPB),



mRNA


NM_004766.1
>gi|4758031|ref|NM_004766.1|Homo sapiens coatomer protein



complex, subunit beta 2 (beta prime) (COPB2), mRNA


NM_004781.2
>gi|9257252|ref|NM_004781.2|Homo sapiens vesicle-associated



membrane protein 3 (cellubrevin) (VAMP3), mRNA


NM_004809.3
>gi|31543664|ref|NM_004809.3|Homo sapiens stomatin (EPB72)-



like 1 (STOML1), mRNA


NM_004813.1
>gi|4758897|ref|NM_004813.1|Homo sapiens peroxisomal



biogenesis factor 16 (PEX16), transcript variant 1, mRNA


NM_004853.1
>gi|4759187|ref|NM_004853.1|Homo sapiens syntaxin 8 (STX8),



mRNA


NM_004867.2
>gi|33589836|ref|NM_004867.2|Homo sapiens integral membrane



protein 2A (ITM2A), mRNA


NM_004869.2
>gi|17865801|ref|NM_004869.2|Homo sapiens vacuolar protein



sorting 4B (yeast) (VPS4B), mRNA


NM_004872.2
>gi|20070190|ref|NM_004872.2|Homo sapiens chromosome 1 open



reading frame 8 (C1orf8), mRNA


NM_004892.2
>gi|14591922|ref|NM_004892.2|Homo sapiens SEC22 vesicle



trafficking protein-like 1 (S. cerevisiae) (SEC22L1), mRNA


NM_004952.3
>gi|33359683|ref|NM_004952.3|Homo sapiens ephrin-A3 (EFNA3),



mRNA


NM_004955.1
>gi|4826715|ref|NM_004955.1|Homo sapiens solute carrier family



29 (nucleoside transporters), member 1 (SLC29A1), mRNA


NM_005086.3
>gi|16933560|ref|NM_005086.3|Homo sapiens sarcospan (Kras



oncogene-associated gene) (SSPN), mRNA


NM_005092.2
>gi|40354198|ref|NM_005092.2|Homo sapiens tumor necrosis factor



(ligand) superfamily, member 18 (TNFSF18), mRNA


NM_005201.2
>gi|13929430|ref|NM_005201.2|Homo sapiens chemokine (C-C



motif) receptor 8 (CCR8), mRNA


NM_005205.2
>gi|17999529|ref|NM_005205.2|Homo sapiens cytochrome c oxidase



subunit VIa polypeptide 2 (COX6A2), nuclear gene encoding



mitochondrial protein, mRNA


NM_005226.2
>gi|38788192|ref|NM_005226.2|Homo sapiens endothelial



differentiation, sphingolipid G-protein-coupled receptor, 3 (EDG3),



mRNA


NM_005232.1
>gi|4885208|ref|NM_005232.1|Homo sapiens EphA1 (EPHA1),



mRNA


NM_005233.2
>gi|21361240|ref|NM_005233.2|Homo sapiens EphA3 (EPHA3),



mRNA


NM_005268.1
>gi|10835078|ref|NM_005268.1|Homo sapiens gap junction protein,



beta 5 (connexin 31.1) (GJB5), mRNA


NM_005272.2
>gi|22027523|ref|NM_005272.2|Homo sapiens guanine nucleotide



binding protein (G protein), alpha transducing activity polypeptide 2



(GNAT2), mRNA


NM_005274.1
>gi|4885286|ref|NM_005274.1|Homo sapiens guanine nucleotide



binding protein (G protein), gamma 5 (GNG5), mRNA


NM_005283.1
>gi|4885338|ref|NM_005283.1|Homo sapiens chemokine (C motif)



receptor 1 (XCR1), mRNA


NM_005290.1
>gi|4885298|ref|NM_005290.1|Homo sapiens G protein-coupled



receptor 15 (GPR15), mRNA


NM_005294.1
>gi|4885306|ref|NM_005294.1|Homo sapiens G protein-coupled



receptor 21 (GPR21), mRNA


NM_005299.1
>gi|4885316|ref|NM_005299.1|Homo sapiens G protein-coupled



receptor 31 (GPR31), mRNA


NM_005333.1
>gi|4885400|ref|NM_005333.1|Homo sapiens holocytochrome c



synthase (cytochrome c heme-lyase) (HCCS), mRNA


NM_005441.2
>gi|45827788|ref|NM_005441.2|Homo sapiens chromatin assembly



factor 1, subunit B (p60) (CHAF1B), mRNA


NM_005506.1
>gi|5031630|ref|NM_005506.1|Homo sapiens scavenger receptor



class B, member 2 (SCARB2), mRNA


NM_005567.2
>gi|6006016|ref|NM_005567.2|Homo sapiens lectin, galactoside-



binding, soluble, 3 binding protein (LGALS3BP), mRNA


NM_005592.1
>gi|5031926|ref|NM_005592.1|Homo sapiens muscle, skeletal,



receptor tyrosine kinase (MUSK), mRNA


NM_005697.3
>gi|16445417|ref|NM_005697.3|Homo sapiens secretory carrier



membrane protein 2 (SCAMP2), mRNA


NM_005698.2
>gi|16445418|ref|NM_005698.2|Homo sapiens secretory carrier



membrane protein 3 (SCAMP3), transcript variant 1, mRNA


NM_005723.2
>gi|21264582|ref|NM_005723.2|Homo sapiens transmembrane 4



superfamily member 9 (TM4SF9), mRNA


NM_005725.2
>gi|21264579|ref|NM_005725.2|Homo sapiens tetraspan 2 (TSPAN-



2), mRNA


NM_005727.2
>gi|21264577|ref|NM_005727.2|Homo sapiens tetraspan 1 (TSPAN-



1), mRNA


NM_005803.2
>gi|6552331|ref|NM_005803.2|Homo sapiens flotillin 1 (FLOT1),



mRNA


NM_005842.2
>gi|22209007|ref|NM_005842.2|Homo sapiens sprouty homolog 2



(Drosophila) (SPRY2), mRNA


NM_005855.1
>gi|5032018|ref|NM_005855.1|Homo sapiens receptor (calcitonin)



activity modifying protein 1 (RAMP1), mRNA


NM_005981.2
>gi|21264346|ref|NM_005981.2|Homo sapiens sarcoma amplified



sequence (SAS), mRNA


NM_006054.1
>gi|5174654|ref|NM_006054.1|Homo sapiens reticulon 3 (RTN3),



mRNA


NM_006100.1
>gi|5174696|ref|NM_006100.1|Homo sapiens alpha2,3-



sialyltransferase (ST3GALVI), mRNA


NM_006118.2
>gi|13435355|ref|NM_006118.2|Homo sapiens HS1 binding protein



(HAX1), mRNA


NM_006120.2
>gi|18765714|ref|NM_006120.2|Homo sapiens major



histocompatibility complex, class II, DM alpha (HLA-DMA), mRNA


NM_006137.4
>gi|14589878|ref|NM_006137.4|Homo sapiens CD7 antigen (p41)



(CD7), mRNA


NM_006280.1
>gi|5454089|ref|NM_006280.1|Homo sapiens signal sequence



receptor, delta (translocon-associated protein delta) (SSR4), mRNA


NM_006293.2
>gi|27597077|ref|NM_006293.2|Homo sapiens TYRO3 protein



tyrosine kinase (TYRO3), mRNA


NM_006307.2
>gi|21314639|ref|NM_006307.2|Homo sapiens sushi-repeat-



containing protein, X-linked (SRPX), mRNA


NM_006320.1
>gi|5453915|ref|NM_006320.1|Homo sapiens progesterone receptor



membrane component 2 (PGRMC2), mRNA


NM_006325.2
>gi|6042206|ref|NM_006325.2|Homo sapiens RAN, member RAS



oncogene family (RAN), mRNA


NM_006327.2
>gi|45433538|ref|NM_006327.2|Homo sapiens translocase of inner



mitochondrial membrane 23 homolog (yeast) (TIMM23), mRNA


NM_006351.1
>gi|5454123|ref|NM_006351.1|Homo sapiens translocase of inner



mitochondrial membrane 44 homolog (yeast) (TIMM44), mRNA


NM_006356.1
>gi|5453558|ref|NM_006356.1|Homo sapiens ATP synthase, H+



transporting, mitochondrial F0 complex, subunit d (ATP5H), mRNA


NM_006366.1
>gi|5453592|ref|NM_006366.1|Homo sapiens CAP, adenylate



cyclase-associated protein, 2 (yeast) (CAP2), mRNA


NM_006476.2
>gi|21359881|ref|NM_006476.2|Homo sapiens ATP synthase, H+



transporting, mitochondrial F0 complex, subunit g (ATP5L), mRNA


NM_006504.2
>gi|18860860|ref|NM_006504.2|Homo sapiens protein tyrosine



phosphatase, receptor type, E (PTPRE), transcript variant 1, mRNA


NM_006555.2
>gi|21071061|ref|NM_006555.2|Homo sapiens SNARE protein Ykt6



(YKT6), mRNA


NM_006573.2
>gi|21314645|ref|NM_006573.2|Homo sapiens tumor necrosis factor



(ligand) superfamily, member 13b (TNFSF13B), mRNA


NM_006578.2
>gi|20336268|ref|NM_006578.2|Homo sapiens guanine nucleotide



binding protein (G protein), beta 5 (GNB5), transcript variant 1,



mRNA


NM_006579.1
>gi|5729809|ref|NM_006579.1|Homo sapiens emopamil binding



protein (sterol isomerase) (EBP), mRNA


NM_006580.2
>gi|21536296|ref|NM_006580.2|Homo sapiens claudin 16



(CLDN16), mRNA


NM_006611.1
>gi|5729898|ref|NM_006611.1|Homo sapiens killer cell lectin-like



receptor subfamily A, member 1 (KLRA1), mRNA


NM_006694.1
>gi|5729888|ref|NM_006694.1|Homo sapiens jumping translocation



breakpoint (JTB), mRNA


NM_006754.2
>gi|33239441|ref|NM_006754.2|Homo sapiens synaptophysin-like



protein (SYPL), transcript variant 1, mRNA


NM_006779.2
>gi|30089963|ref|NM_006779.2|Homo sapiens CDC42 effector



protein (Rho GTPase binding) 2 (CDC42EP2), mRNA


NM_006788.2
>gi|21361362|ref|NM_006788.2|Homo sapiens ralA binding protein



1 (RALBP1), mRNA


NM_006804.2
>gi|31543656|ref|NM_006804.2|Homo sapiens START domain



containing 3 (STARD3), mRNA


NM_006815.2
>gi|21314646|ref|NM_006815.2|Homo sapiens coated vesicle



membrane protein (RNP24), mRNA


NM_006827.2
>gi|21359875|ref|NM_006827.2|Homo sapiens transmembrane



trafficking protein (TMP21), mRNA


NM_006854.2
>gi|8051609|ref|NM_006854.2|Homo sapiens KDEL (Lys-Asp-Glu-



Leu) endoplasmic reticulum protein retention receptor 2 (KDELR2),



mRNA


NM_006858.2
>gi|27894322|ref|NM_006858.2|Homo sapiens transmembrane



emp24 domain containing 1 (TMED1), mRNA


NM_006869.1
>gi|6806912|ref|NM_006869.1|Homo sapiens centaurin, alpha 1



(CENTA1), mRNA


NM_006931.1
>gi|5902089|ref|NM_006931.1|Homo sapiens solute carrier family 2



(facilitated glucose transporter), member 3 (SLC2A3), mRNA


NM_006984.1
>gi|5921464|ref|NM_006984.1|Homo sapiens claudin 10 (CLDN10),



mRNA


NM_007008.1
>gi|5902015|ref|NM_007008.1|Homo sapiens reticulon 4 (RTN4),



mRNA


NM_007022.1
>gi|5901883|ref|NM_007022.1|Homo sapiens putative tumor



suppressor (101F6), mRNA


NM_007107.2
>gi|28416942|ref|NM_007107.2|Homo sapiens signal sequence



receptor, gamma (translocon-associated protein gamma) (SSR3),



mRNA


NM_007172.2
>gi|24497450|ref|NM_007172.2|Homo sapiens nucleoporin 50 kDa



(NUP50), transcript variant 2, mRNA


NM_007176.1
>gi|6005718|ref|NM_007176.1|Homo sapiens chromosome 14 open



reading frame 1 (C14orf1), mRNA


NM_007189.1
>gi|27881505|ref|NM_007189.1|Homo sapiens ATP-binding



cassette, sub-family F (GCN20), member 2 (ABCF2), nuclear gene



encoding mitochondrial protein, transcript variant 1, mRNA


NM_007223.1
>gi|6005771|ref|NM_007223.1|Homo sapiens putative G protein



coupled receptor (GPR), mRNA


NM_007242.3
>gi|34328905|ref|NM_007242.3|Homo sapiens DEAD (Asp-Glu-



Ala-As) box polypeptide 19 (DDX19), mRNA


NM_007255.1
>gi|6005951|ref|NM_007255.1|Homo sapiens xylosylprotein beta



1,4-galactosyltransferase, polypeptide 7 (galactosyltransferase I)



(B4GALT7), mRNA


NM_007285.5
>gi|20911042|ref|NM_007285.5|Homo sapiens GABA(A) receptor-



associated protein-like 2 (GABARAPL2), mRNA


NM_012096.1
>gi|6912241|ref|NM_012096.1|Homo sapiens adaptor protein



containing pH domain, PTB domain and leucine zipper motif



(APPL), mRNA


NM_012113.1
>gi|6912283|ref|NM_012113.1|Homo sapiens carbonic anhydrase



XIV (CA14), mRNA


NM_012117.1
>gi|6912291|ref|NM_012117.1|Homo sapiens chromobox homolog 5



(HP1 alpha homolog, Drosophila) (CBX5), mRNA


NM_012129.1
>gi|6912311|ref|NM_012129.1|Homo sapiens claudin 12 (CLDN12),



mRNA


NM_012232.2
>gi|42734429|ref|NM_012232.2|Homo sapiens polymerase I and



transcript release factor (PTRF), mRNA


NM_012261.1
>gi|7110632|ref|NM_012261.1|Homo sapiens chromosome 20 open



reading frame 103 (C20orf103), mRNA


NM_012339.3
>gi|54792144|ref|NM_012339.3|Homo sapiens tetraspanin 15



(TSPAN15), mRNA


NM_012368.1
>gi|6912555|ref|NM_012368.1|Homo sapiens olfactory receptor,



family 2, subfamily C, member 1 (OR2C1), mRNA


NM_012369.1
>gi|6912557|ref|NM_012369.1|Homo sapiens olfactory receptor,



family 2, subfamily F, member 1 (OR2F1), mRNA


NM_012407.1
>gi|7110696|ref|NM_012407.1|Homo sapiens protein kinase C, alpha



binding protein (PRKCABP), mRNA


NM_012419.3
>gi|21361404|ref|NM_012419.3|Homo sapiens regulator of G-



protein signalling 17 (RGS17), mRNA


NM_012430.2
>gi|14591918|ref|NM_012430.2|Homo sapiens SEC22 vesicle



trafficking protein-like 2 (S. cerevisiae) (SEC22L2), mRNA


NM_013319.1
>gi|7019550|ref|NM_013319.1|Homo sapiens transitional epithelia



response protein (TERE1), mRNA


NM_013332.1
>gi|7019408|ref|NM_013332.1|Homo sapiens hypoxia-inducible



protein 2 (HIG2), mRNA


NM_013338.2
>gi|9665250|ref|NM_013338.2|Homo sapiens Alg5, S. cerevisiae,



homolog of (ALG5), mRNA


NM_013443.2
>gi|21361443|ref|NM_013443.2|Homo sapiens CMP-NeuAC:(beta)-



N-acetylgalactosaminide (alpha)2,6-sialyltransferase member VI



(ST6GALNAC6), mRNA


NM_013943.1
>gi|7330334|ref|NM_013943.1|Homo sapiens chloride intracellular



channel 4 (CLIC4), mRNA


NM_014051.1
>gi|7662638|ref|NM_014051.1|Homo sapiens transmembrane protein



14A (TMEM14A), mRNA


NM_014182.2
>gi|21314658|ref|NM_014182.2|Homo sapiens ORM1-like 2 (S. cerevisiae)



(ORMDL2), mRNA


NM_014184.1
>gi|7661823|ref|NM_014184.1|Homo sapiens HSPC163 protein



(HSPC163), mRNA


NM_014215.1
>gi|31657139|ref|NM_014215.1|Homo sapiens insulin receptor-



related receptor (INSRR), mRNA


NM_014251.1
>gi|7657580|ref|NM_014251.1|Homo sapiens solute carrier family



25, member 13 (citrin) (SLC25A13), mRNA


NM_014270.3
>gi|54633308|ref|NM_014270.3|Homo sapiens solute carrier family



7 (cationic amino acid transporter, y+ system), member 9 (SLC7A9),



mRNA


NM_014310.3
>gi|22027485|ref|NM_014310.3|Homo sapiens RASD family,



member 2 (RASD2), mRNA


NM_014392.1
>gi|7657002|ref|NM_014392.1|Homo sapiens DNA segment on



chromosome 4 (unique) 234 expressed sequence (D4S234E), mRNA


NM_014437.2
>gi|21361422|ref|NM_014437.2|Homo sapiens solute carrier family



39 (zinc transporter), member 1 (SLC39A1), mRNA


NM_014685.1
>gi|7661869|ref|NM_014685.1|Homo sapiens homocysteine-



inducible, endoplasmic reticulum stress-inducible, ubiquitin-like



domain member 1 (HERPUD1), mRNA


NM_014713.2
>gi|13518239|ref|NM_014713.2|Homo sapiens lysosomal-associated



protein transmembrane 4 alpha (LAPTM4A), mRNA


NM_014752.1
>gi|7661907|ref|NM_014752.1|Homo sapiens KIAA0102 gene



product (KIAA0102), mRNA


NM_014765.1
>gi|7657256|ref|NM_014765.1|Homo sapiens translocase of outer



mitochondrial membrane 20 homolog (yeast) (TOMM20), mRNA


NM_015112.1
>gi|14149670|ref|NM_015112.1|Homo sapiens microtubule



associated serine/threonine kinase 2 (MAST2), mRNA


NM_015161.1
>gi|24308006|ref|NM_015161.1|Homo sapiens ADP-ribosylation



factor-like 6 interacting protein (ARL6IP), mRNA


NM_015727.1
>gi|7669545|ref|NM_015727.1|Homo sapiens tachykinin receptor 1



(TACR1), transcript variant short, mRNA


NM_015994.2
>gi|19913437|ref|NM_015994.2|Homo sapiens ATPase, H+



transporting, lysosomal 34 kDa, V1 subunit D (ATP6V1D), mRNA


NM_016013.2
>gi|49574509|ref|NM_016013.2|Homo sapiens NADH



dehydrogenase (ubiquinone) 1 alpha subcomplex, assembly factor 1



(NDUFAF1), mRNA


NM_016016.1
>gi|7706305|ref|NM_016016.1|Homo sapiens CGI-69 protein (CGI-



69), mRNA


NM_016041.1
>gi|7705603|ref|NM_016041.1|Homo sapiens CGI-101 protein (F-



LAN-1), mRNA


NM_016057.1
>gi|7706336|ref|NM_016057.1|Homo sapiens coatomer protein



complex, subunit zeta 1 (COPZ1), mRNA


NM_016072.2
>gi|19923443|ref|NM_016072.2|Homo sapiens CGI-141 protein



(CGI-141), mRNA


NM_016103.1
>gi|7705826|ref|NM_016103.1|Homo sapiens GTP-binding protein



Sara (LOC51128), mRNA


NM_016145.1
>gi|7706664|ref|NM_016145.1|Homo sapiens PTD008 protein



(PTD008), mRNA


NM_016286.1
>gi|7705924|ref|NM_016286.1|Homo sapiens dicarbonyl/L-xylulose



reductase (DCXR), mRNA


NM_016321.1
>gi|7706682|ref|NM_016321.1|Homo sapiens Rhesus blood group, C



glycoprotein (RHCG), mRNA


NM_016322.2
>gi|19923482|ref|NM_016322.2|Homo sapiens RAB14, member



RAS oncogene family (RAB14), mRNA


NM_016338.3
>gi|39725949|ref|NM_016338.3|Homo sapiens importin 11 (IPO11),



mRNA


NM_016371.1
>gi|7705420|ref|NM_016371.1|Homo sapiens hydroxysteroid (17-



beta) dehydrogenase 7 (HSD17B7), mRNA


NM_016388.2
>gi|54607136|ref|NM_016388.2|Homo sapiens T cell receptor



interacting molecule (TCRIM), mRNA


NM_016462.1
>gi|7705500|ref|NM_016462.1|Homo sapiens hypothetical protein



HSPC194 (HSPC194), mRNA


NM_016467.1
>gi|7706008|ref|NM_016467.1|Homo sapiens hypothetical protein



LOC51240 (LOC51240), mRNA


NM_016511.1
>gi|7706062|ref|NM_016511.1|Homo sapiens C-type lectin-like



receptor-1 (CLEC1), mRNA


NM_016541.1
>gi|7706566|ref|NM_016541.1|Homo sapiens guanine nucleotide



binding protein (G protein), gamma 13 (GNG13), mRNA


NM_016561.1
>gi|7706090|ref|NM_016561.1|Homo sapiens bifunctional apoptosis



regulator (BFAR), mRNA


NM_016564.1
>gi|7706096|ref|NM_016564.1|Homo sapiens BM88 antigen



(BM88), mRNA


NM_016568.1
>gi|7706102|ref|NM_016568.1|Homo sapiens G-protein coupled



receptor SALPR (SALPR), mRNA


NM_016641.2
>gi|19923804|ref|NM_016641.2|Homo sapiens membrane interacting



protein of RGS16 (MIR16), mRNA


NM_016930.1
>gi|8394375|ref|NM_016930.1|Homo sapiens syntaxin 18 (STX18),



mRNA


NM_017506.1
>gi|9506798|ref|NM_017506.1|Homo sapiens olfactory receptor,



family 7, subfamily A, member 5 (OR7A5), mRNA


NM_017526.1
>gi|8923784|ref|NM_017526.1|Homo sapiens leptin receptor gene-



related protein (OBRGRP), mRNA


NM_017882.1
>gi|8923531|ref|NM_017882.1|Homo sapiens ceroid-lipofuscinosis,



neuronal 6, late infantile, variant (CLN6), mRNA


NM_018091.2
>gi|21361688|ref|NM_018091.2|Homo sapiens likely ortholog of



mouse elongation protein 3 homolog (S. cerevisiae) (ELP3), mRNA


NM_018153.2
>gi|16933552|ref|NM_018153.2|Homo sapiens anthrax toxin



receptor 1 (ANTXR1), transcript variant 3, mRNA


NM_018279.2
>gi|21361719|ref|NM_018279.2|Homo sapiens hypothetical protein



FLJ10936 (FLJ10936), mRNA


NM_018375.1
>gi|8922967|ref|NM_018375.1|Homo sapiens solute carrier family



39 (zinc transporter), member 9 (SLC39A9), mRNA


NM_018668.2
>gi|18105057|ref|NM_018668.2|Homo sapiens vacuolar protein



sorting 33B (yeast) (VPS33B), mRNA


NM_018711.1
>gi|24308166|ref|NM_018711.1|Homo sapiens hypothetical protein



DKFZp761H039 (DKFZp761H039), mRNA


NM_018969.2
>gi|20070286|ref|NM_018969.2|Homo sapiens super conserved



receptor expressed in brain 3 (SREB3), mRNA


NM_019069.3
>gi|42544246|ref|NM_019069.3|Homo sapiens WD repeat domain



5B (WDR5B), mRNA


NM_019101.2
>gi|22091451|ref|NM_019101.2|Homo sapiens apolipoprotein M



(APOM), mRNA


NM_019891.1
>gi|9845248|ref|NM_019891.1|Homo sapiens ERO1-like beta (S. cerevisiae)



(ERO1LB), mRNA


NM_020133.1
>gi|9910391|ref|NM_020133.1|Homo sapiens 1-acylglycerol-3-



phosphate O-acyltransferase 4 (lysophosphatidic acid acyltransferase,



delta) (AGPAT4), mRNA


NM_020167.2
>gi|19923822|ref|NM_020167.2|Homo sapiens neuromedin U



receptor 2 (NMU2R), mRNA


NM_020239.2
>gi|12965169|ref|NM_020239.2|Homo sapiens small protein effector



1 of Cdc42 (SPEC1), mRNA


NM_020384.1
>gi|9966780|ref|NM_020384.1|Homo sapiens claudin 2 (CLDN2),



mRNA


NM_020424.2
>gi|19923825|ref|NM_020424.2|Homo sapiens hypothetical protein



A-211C6.1 (LOC57149), mRNA


NM_020466.3
>gi|20070310|ref|NM_020466.3|Homo sapiens hypothetical protein



dJ122O8.2 (DJ122O8.2), mRNA


NM_020526.2
>gi|18201903|ref|NM_020526.2|Homo sapiens EphA8 (EPHA8),



mRNA


NM_020531.2
>gi|41327713|ref|NM_020531.2|Homo sapiens chromosome 20 open



reading frame 3 (C20orf3), mRNA


NM_020665.2
>gi|21361864|ref|NM_020665.2|Homo sapiens kidney-specific



membrane protein (NX17), mRNA


NM_020673.1
>gi|10190713|ref|NM_020673.1|Homo sapiens RAB22A, member



RAS oncogene family (RAB22A), mRNA


NM_020697.2
>gi|45433545|ref|NM_020697.2|Homo sapiens potassium voltage-



gated channel, delayed-rectifier, subfamily S, member 2 (KCNS2),



mRNA


NM_020836.2
>gi|34147339|ref|NM_020836.2|Homo sapiens brain-enriched



guanylate kinase-associated protein (KIAA1446), mRNA


NM_020944.2
>gi|27413907|ref|NM_020944.2|Homo sapiens glucosidase, beta



(bile acid) 2 (GBA2), mRNA


NM_020975.2
>gi|21536315|ref|NM_020975.2|Homo sapiens ret proto-oncogene



(multiple endocrine neoplasia and medullary thyroid carcinoma 1,



Hirschsprung disease) (RET), transcript variant 2, mRNA


NM_020980.2
>gi|11038652|ref|NM_020980.2|Homo sapiens aquaporin 9 (AQP9),



mRNA


NM_021105.1
>gi|10863876|ref|NM_021105.1|Homo sapiens phospholipid



scramblase 1 (PLSCR1), mRNA


NM_021137.2
>gi|22024386|ref|NM_021137.2|Homo sapiens tumor necrosis factor,



alpha-induced protein 1 (endothelial) (TNFAIP1), mRNA


NM_021203.2
>gi|14917112|ref|NM_021203.2|Homo sapiens signal recognition



particle receptor, B subunit (SRPRB), mRNA


NM_021627.2
>gi|54607090|ref|NM_021627.2|Homo sapiens



SUMO1/sentrin/SMT3 specific protease 2 (SENP2), mRNA


NM_021955.1
>gi|11386178|ref|NM_021955.1|Homo sapiens guanine nucleotide



binding protein (G protein), gamma transducing activity polypeptide



1 (GNGT1), mRNA


NM_021999.2
>gi|31542987|ref|NM_021999.2|Homo sapiens integral membrane



protein 2B (ITM2B), mRNA


NM_022006.1
>gi|1612658|ref|NM_022006.1|Homo sapiens FXYD domain



containing ion transport regulator 7 (FXYD7), mRNA


NM_022059.1
>gi|1545764|ref|NM_022059.1|Homo sapiens chemokine



(C—X—C motif) ligand 16 (CXCL16), mRNA


NM_022121.2
>gi|31377721|ref|NM_022121.2|Homo sapiens PERP, TP53



apoptosis effector (PERP), mRNA


NM_022154.2
>gi|15147222|ref|NM_022154.2|Homo sapiens up-regulated by



BCG-CWS (LOC64116), mRNA


NM_022157.2
>gi|31542866|ref|NM_022157.2|Homo sapiens Ras-related GTP



binding C (RRAGC), mRNA


NM_022823.1
>gi|12383063|ref|NM_022823.1|Homo sapiens fibronectin type III



domain containing 4 (FNDC4), mRNA


NM_022916.2
>gi|18105055|ref|NM_022916.2|Homo sapiens vacuolar protein



sorting 33A (yeast) (VPS33A), mRNA


NM_023039.2
>gi|21362082|ref|NM_023039.2|Homo sapiens ankyrin repeat,



family A (RFXANK-like), 2 (ANKRA2), mRNA


NM_023942.1
>gi|13027615|ref|NM_023942.1|Homo sapiens hypothetical protein



MGC3036 (MGC3036), mRNA


NM_024059.2
>gi|15011885|ref|NM_024059.2|Homo sapiens hypothetical protein



MGC5356 (MGC5356), mRNA


NM_024076.1
>gi|13129063|ref|NM_024076.1|Homo sapiens potassium channel



tetramerisation domain containing 15 (KCTD15), mRNA


NM_024081.4
>gi|40255027|ref|NM_024081.4|Homo sapiens proline rich Gla (G-



carboxyglutamic acid) 4 (transmembrane) (PRRG4), mRNA


NM_024312.1
>gi|13236550|ref|NM_024312.1|Homo sapiens MGC4170 protein



(MGC4170), mRNA


NM_024411.1
>gi|13270472|ref|NM_024411.1|Homo sapiens prodynorphin



(PDYN), mRNA


NM_024712.2
>gi|19718770|ref|NM_024712.2|Homo sapiens engulfment and cell



motility 3 (ced-12 homolog, C. elegans) (ELMO3), mRNA


NM_024786.1
>gi|13376149|ref|NM_024786.1|Homo sapiens zinc finger, DHHC



domain containing 11 (ZDHHC11), mRNA


NM_024893.1
>gi|13376346|ref|NM_024893.1|Homo sapiens chromosome 20 open



reading frame 39 (C20orf39), mRNA


NM_025193.2
>gi|19923620|ref|NM_025193.2|Homo sapiens hydroxy-delta-5-



steroid dehydrogenase, 3 beta- and steroid delta-isomerase 7



(HSD3B7), mRNA


NM_030570.2
>gi|33149302|ref|NM_030570.2|Homo sapiens uroplakin 3B



(UPK3B), transcript variant 1, mRNA


NM_030579.1
>gi|13385593|ref|NM_030579.1|Homo sapiens cytochrome b5 outer



mitochondrial membrane precursor (CYB5-M), mRNA


NM_030755.1
>gi|13559515|ref|NM_030755.1|Homo sapiens thioredoxin domain-



containing (TXNDC), mRNA


NM_030772.1
>gi|13540536|ref|NM_030772.1|Homo sapiens gap junction protein,



alpha 10, 59 kDa (GJA10), mRNA


NM_030903.2
>gi|50726880|ref|NM_030903.2|Homo sapiens olfactory receptor,



family 2, subfamily W, member 1 (OR2W1), mRNA


NM_030908.1
>gi|13929211|ref|NM_030908.1|Homo sapiens olfactory receptor,



family 2, subfamily A, member 4 (OR2A4), mRNA


NM_030938.2
>gi|20070348|ref|NM_030938.2|Homo sapiens likely ortholog of rat



vacuole membrane protein 1 (VMP1), mRNA


NM_030969.2
>gi|18373333|ref|NM_030969.2|Homo sapiens transmembrane



protein 14B (TMEM14B), mRNA


NM_030971.3
>gi|49472836|ref|NM_030971.3|Homo sapiens sideroflexin 3



(SFXN3), mRNA


NM_031412.1
>gi|13899218|ref|NM_031412.1|Homo sapiens GABA(A) receptor-



associated protein like 1 (GABARAPL1), mRNA


NM_031434.2
>gi|31543199|ref|NM_031434.2|Homo sapiens chromosome 7 open



reading frame 21 (C7orf21), mRNA


NM_031496.1
>gi|14165406|ref|NM_031496.1|Homo sapiens protocadherin alpha 2



(PCDHA2), transcript variant 3, mRNA


NM_031896.3
>gi|22027498|ref|NM_031896.3|Homo sapiens calcium channel,



voltage-dependent, gamma subunit 7 (CACNG7), mRNA


NM_031936.2
>gi|19923637|ref|NM_031936.2|Homo sapiens G protein-coupled



receptor 61 (GPR61), mRNA


NM_031954.2
>gi|31377664|ref|NM_031954.2|Homo sapiens potassium channel



tetramerisation domain containing 10 (KCTD10), mRNA


NM_032036.2
>gi|50511937|ref|NM_032036.2|Homo sapiens family with sequence



similarity 14, member A (FAM14A), mRNA


NM_032047.2
>gi|15451895|ref|NM_032047.2|Homo sapiens UDP-



GlcNAc:betaGal beta-1,3-N-acetylglucosaminyltransferase 5



(B3GNT5), mRNA


NM_032122.2
>gi|19549326|ref|NM_032122.2|Homo sapiens dystrobrevin binding



protein 1 (DTNBP1), mRNA


NM_032318.1
>gi|14150087|ref|NM_032318.1|Homo sapiens hippocampus



abundant gene transcript-like 2 (HIATL2), mRNA


NM_032439.1
>gi|33469020|ref|NM_032439.1|Homo sapiens phytanoyl-CoA



hydroxylase interacting protein-like (PHYHIPL), mRNA


NM_033102.1
>gi|14916436|ref|NM_033102.1|Homo sapiens prostein protein



(Prostein), mRNA


NM_033105.1
>gi|14916442|ref|NM_033105.1|Homo sapiens beta cysteine string



protein (LOC85479), mRNA


NM_033540.2
>gi|45269136|ref|NM_033540.2|Homo sapiens mitofusin 1 (MFN1),



nuclear gene encoding mitochondrial protein, transcript variant 1,



mRNA


NM_033542.2
>gi|56676380|ref|NM_033542.2|Homo sapiens chromosome 20 open



reading frame 35 (C20orf35), mRNA


NM_052822.1
>gi|16445413|ref|NM_052822.1|Homo sapiens secretory carrier



membrane protein 1 (SCAMP1), transcript variant 2, mRNA


NM_052837.1
>gi|16445420|ref|NM_052837.1|Homo sapiens secretory carrier



membrane protein 3 (SCAMP3), transcript variant 2, mRNA


NM_053278.1
>gi|16751916|ref|NM_053278.1|Homo sapiens G protein-coupled



receptor 102 (GPR102), mRNA


NM_054020.2
>gi|26051221|ref|NM_054020.2|Homo sapiens cation channel, sperm



associated 2 (CATSPER2), transcript variant 1, mRNA


NM_054030.1
>gi|16876450|ref|NM_054030.1|Homo sapiens G protein-coupled



receptor MRGX2 (MRGX2), mRNA


NM_079834.1
>gi|17738286|ref|NM_079834.1|Homo sapiens secretory carrier



membrane protein 4 (SCAMP4), mRNA


NM_080387.1
>gi|17933769|ref|NM_080387.1|Homo sapiens C-type lectin-like



receptor (CLEC-6), mRNA


NM_080548.1
>gi|18104990|ref|NM_080548.1|Homo sapiens protein tyrosine



phosphatase, non-receptor type 6 (PTPN6), transcript variant 2,



mRNA


NM_080653.1
>gi|18087814|ref|NM_080653.1|Homo sapiens ATPase, H+



transporting, lysosomal 31kD, V1 subunit E-like 2 (ATP6V1EL2),



mRNA


NM_080739.1
>gi|18152770|ref|NM_080739.1|Homo sapiens chromosome 20 open



reading frame 141 (C20orf141), mRNA


NM_080817.1
>gi|18201869|ref|NM_080817.1|Homo sapiens G protein-coupled



receptor 82 (GPR82), mRNA


NM_133496.3
>gi|41529827|ref|NM_133496.3|Homo sapiens solute carrier family



30 (zinc transporter), member 7 (SLC30A7), mRNA


NM_138461.1
>gi|19923994|ref|NM_138461.1|Homo sapiens hypothetical protein



BC013113 (LOC116211), mRNA


NM_138463.1
>gi|19923998|ref|NM_138463.1|Homo sapiens hypothetical protein



BC014072 (LOC116238), mRNA


NM_138501.3
>gi|34222216|ref|NM_138501.3|Homo sapiens glycoprotein,



synaptic 2 (GPSN2), mRNA


NM_138573.1
>gi|20070379|ref|NM_138573.1|Homo sapiens neuregulin 4



(LOC145957), mRNA


NM_138786.1
>gi|20270326|ref|NM_138786.1|Homo sapiens hypothetical protein



BC014339 (LOC116441), mRNA


NM_138959.1
>gi|20373170|ref|NM_138959.1|Homo sapiens vang-like 1 (van



gogh, Drosophila) (VANGL1), mRNA


NM_139313.1
>gi|21327686|ref|NM_139313.1|Homo sapiens YME1-like 1 (S. cerevisiae)



(YME1L1), nuclear gene encoding mitochondrial protein,



transcript variant 2, mRNA


NM_144628.1
>gi|21389446|ref|NM_144628.1|Homo sapiens chromosome 20 open



reading frame 140 (C20orf140), mRNA


NM_144638.1
>gi|21389472|ref|NM_144638.1|Homo sapiens hypothetical protein



MGC29956 (MGC29956), mRNA


NM_144673.1
>gi|21389566|ref|NM_144673.1|Homo sapiens chemokine-like



factor super family 2 (CKLFSF2), mRNA


NM_144676.1
>gi|21389572|ref|NM_144676.1|Homo sapiens hypothetical protein



MGC23911 (MGC23911), mRNA


NM_145206.1
>gi|21624647|ref|NM_145206.1|Homo sapiens vesicle transport



through interaction with t-SNAREs homolog 1A (yeast) (VTI1A),



mRNA


NM_145286.1
>gi|21686994|ref|NM_145286.1|Homo sapiens stomatin (EPB72)-



like 3 (STOML3), mRNA


NM_145793.1
>gi|22035691|ref|NM_145793.1|Homo sapiens GDNF family



receptor alpha 1 (GFRA1), transcript variant 2, mRNA


NM_148957.2
>gi|31652245|ref|NM_148957.2|Homo sapiens tumor necrosis factor



receptor superfamily, member 19 (TNFRSF19), transcript variant 2,



mRNA


NM_148975.1
>gi|23110994|ref|NM_148975.1|Homo sapiens membrane-spanning



4-domains, subfamily A, member 4 (MS4A4A), transcript variant 2,



mRNA


NM_152353.1
>gi|22748764|ref|NM_152353.1|Homo sapiens hypothetical protein



MGC33839 (MGC33839), mRNA


NM_152430.1
>gi|22748910|ref|NM_152430.1|Homo sapiens hypothetical protein



MGC24137 (MGC24137), mRNA


NM_152690.1
>gi|24497590|ref|NM_152690.1|Homo sapiens dolichyl-phosphate



mannosyltransferase polypeptide 2, regulatory subunit (DPM2),



transcript variant 2, mRNA


NM_152864.2
>gi|42476063|ref|NM_152864.2|Homo sapiens chromosome 20 open



reading frame 58 (C20orf58), mRNA


NM_153611.3
>gi|48976062|ref|NM_153611.3|Homo sapiens hypothetical protein



MGC20446 (MGC20446), mRNA


NM_172341.1
>gi|28144919|ref|NM_172341.1|Homo sapiens presenilin enhancer 2



(PEN2), mRNA


NM_173470.1
>gi|27735036|ref|NM_173470.1|Homo sapiens hypothetical protein



LOC93380 (LOC93380), mRNA


NM_173605.1
>gi|27734696|ref|NM_173605.1|Homo sapiens potassium channel



regulator (KCNRG), mRNA


NM_174889.2
>gi|31341340|ref|NM_174889.2|Homo sapiens hypothetical protein



LOC91942 (LOC91942), mRNA


NM_174926.1
>gi|28376667|ref|NM_174926.1|Homo sapiens hypothetical protein



MGC17839 (MGC17839), mRNA


NM_175614.2
>gi|46370098|ref|NM_175614.2|Homo sapiens NADH



dehydrogenase (ubiquinone) 1 alpha subcomplex, 11, 14.7 kDa



(NDUFA11), mRNA


NM_175733.2
>gi|31342257|ref|NM_175733.2|Homo sapiens synaptotagmin IX



(SYT9), mRNA


NM_177424.1
>gi|28933464|ref|NM_177424.1|Homo sapiens syntaxin 12 (STX12),



mRNA


NM_177996.1
>gi|30061490|ref|NM_177996.1|Homo sapiens erythrocyte



membrane protein band 4.1-like 1 (EPB41L1), transcript variant 2,



mRNA


NM_178129.3
>gi|38373667|ref|NM_178129.3|Homo sapiens purinergic receptor



P2Y, G-protein coupled, 8 (P2RY8), mRNA


NM_178450.2
>gi|31341961|ref|NM_178450.2|Homo sapiens hypothetical protein



MGC48332 (MGC48332), mRNA


NM_178498.2
>gi|31341916|ref|NM_178498.2|Homo sapiens hypothetical protein



MGC52019 (MGC52019), mRNA


NM_178543.3
>gi|45545420|ref|NM_178543.3|Homo sapiens ectonucleotide



pyrophosphatase/phosphodiesterase 7 (ENPP7), mRNA


NM_178833.3
>gi|47271478|ref|NM_178833.3|Homo sapiens hypothetical protein



BC009732 (LOC133308), mRNA


NM_178858.3
>gi|34222270|ref|NM_178858.3|Homo sapiens sideroflexin 2



(SFXN2), mRNA


NM_178863.2
>gi|31341469|ref|NM_178863.2|Homo sapiens potassium channel



tetramerisation domain containing 13 (KCTD13), mRNA


NM_182553.1
>gi|32698937|ref|NM_182553.1|Homo sapiens hypothetical protein



MGC50896 (MGC50896), mRNA


NM_182607.2
>gi|34222376|ref|NM_182607.2|Homo sapiens hypothetical protein



MGC44287 (MGC44287), mRNA


NM_198276.1
>gi|38093646|ref|NM_198276.1|Homo sapiens transmembrane



protein 17 (TMEM17), mRNA


NM_199328.1
>gi|40788010|ref|NM_199328.1|Homo sapiens claudin 8 (CLDN8),



mRNA


NM_207337.1
>gi|46559738|ref|NM_207337.1|Homo sapiens hypothetical protein



LOC196394 (LOC196394), mRNA
















TABLE 16





Transmembrane proteins: GO: 0004888
















NM_000024.3
>gi|15718673|ref|NM_000024.3| Homo sapiens adrenergic, beta-2-,



receptor, surface (ADRB2), mRNA


NM_000160.1
>gi|4503946|ref|NM_000160.1| Homo sapiens glucagon receptor



(GCGR), mRNA


NM_000206.1
>gi|4557881|ref|NM_000206.1| Homo sapiens interleukin 2 receptor,



gamma (severe combined immunodeficiency) (IL2RG), mRNA


NM_000208.1
>gi|4557883|ref|NM_000208.1| Homo sapiens insulin receptor



(INSR), mRNA


NM_000459.1
>gi|4557868|ref|NM_000459.1| Homo sapiens TEK tyrosine kinase,



endothelial (venous malformations, multiple cutaneous and mucosal)



(TEK), mRNA


NM_000626.1
>gi|11038673|ref|NM_000626.1| Homo sapiens CD79B antigen



(immunoglobulin-associated beta) (CD79B), transcript variant 1, mRNA


NM_000675.3
>gi|17136146|ref|NM_000675.3| Homo sapiens adenosine A2a



receptor (ADORA2A), mRNA


NM_000732.3
>gi|55775475|ref|NM_000732.3| Homo sapiens CD3D antigen, delta



polypeptide (TiT3 complex) (CD3D), mRNA


NM_000810.2
>gi|6031207|ref|NM_000810.2| Homo sapiens gamma-aminobutyric



acid (GABA) A receptor, alpha 5 (GABRA5), mRNA


NM_000866.1
>gi|10835196|ref|NM_000866.1| Homo sapiens 5-hydroxytryptamine



(serotonin) receptor 1F (HTR1F), mRNA


NM_000910.1
>gi|4505446|ref|NM_000910.1| Homo sapiens neuropeptide Y



receptor Y2 (NPY2R), mRNA


NM_000953.2
>gi|38505191|ref|NM_000953.2| Homo sapiens prostaglandin D2



receptor (DP) (PTGDR), mRNA


NM_001013.2
>gi|14141192|ref|NM_001013.2| Homo sapiens ribosomal protein S9



(RPS9), mRNA


NM_001014.2
>gi|13904867|ref|NM_001014.2| Homo sapiens ribosomal protein



S10 (RPS10), mRNA


NM_001015.2
>gi|14277698|ref|NM_001015.2| Homo sapiens ribosomal protein



S11 (RPS11), mRNA


NM_001016.2
>gi|14277699|ref|NM_001016.2| Homo sapiens ribosomal protein



S12 (RPS12), mRNA


NM_001018.2
>gi|14591911|ref|NM_001018.2| Homo sapiens ribosomal protein



S15 (RPS15), mRNA


NM_001021.2
>gi|14591913|ref|NM_001021.2| Homo sapiens ribosomal protein



S17 (RPS17), mRNA


NM_001022.3
>gi|48255921|ref|NM_001022.3| Homo sapiens ribosomal protein



S19 (RPS19), mRNA


NM_001023.2
>gi|14591915|ref|NM_001023.2| Homo sapiens ribosomal protein



S20 (RPS20), mRNA


NM_001106.2
>gi|10862697|ref|NM_001106.2| Homo sapiens activin A receptor,



type IIB (ACVR2B), mRNA


NM_001203.1
>gi|4502430|ref|NM_001203.1| Homo sapiens bone morphogenetic



protein receptor, type IB (BMPR1B), mRNA


NM_001296.3
>gi|37577160|ref|NM_001296.3| Homo sapiens chemokine binding



protein 2 (CCBP2), mRNA


NM_001306.2
>gi|21536298|ref|NM_001306.2| Homo sapiens claudin 3 (CLDN3),



mRNA


NM_001616.2
>gi|10862696|ref|NM_001616.2| Homo sapiens activin A receptor,



type II (ACVR2), mRNA


NM_001671.2
>gi|18426870|ref|NM_001671.2| Homo sapiens asialoglycoprotein



receptor 1 (ASGR1), mRNA


NM_001736.1
>gi|4502508|ref|NM_001736.1| Homo sapiens complement



component 5 receptor 1 (C5a ligand) (C5R1), mRNA


NM_001841.1
>gi|4502928|ref|NM_001841.1| Homo sapiens cannabinoid receptor 2



(macrophage) (CNR2), mRNA


NM_001993.2
>gi|10518499|ref|NM_001993.2| Homo sapiens coagulation factor III



(thromboplastin, tissue factor) (F3), mRNA


NM_002262.2
>gi|7669497|ref|NM_002262.2| Homo sapiens killer cell lectin-like



receptor subfamily D, member 1 (KLRD1), transcript variant 1, mRNA


NM_002447.1
>gi|4505264|ref|NM_002447.1| Homo sapiens macrophage



stimulating 1 receptor (c-met-related tyrosine kinase) (MST1R), mRNA


NM_002944.2
>gi|19924164|ref|NM_002944.2| Homo sapiens v-ros UR2 sarcoma



virus oncogene homolog 1 (avian) (ROS1), mRNA


NM_003123.1
>gi|4507180|ref|NM_003123.1| Homo sapiens sialophorin (gpL115,



leukosialin, CD43) (SPN), mRNA


NM_003382.2
>gi|21361556|ref|NM_003382.2| Homo sapiens vasoactive intestinal



peptide receptor 2 (VIPR2), mRNA


NM_003853.2
>gi|27477087|ref|NM_003853.2| Homo sapiens interleukin 18



receptor accessory protein (IL18RAP), mRNA


NM_004304.3
>gi|29029631|ref|NM_004304.3| Homo sapiens anaplastic lymphoma



kinase (Ki-1) (ALK), mRNA


NM_004382.2
>gi|19923244|ref|NM_004382.2| Homo sapiens corticotropin



releasing hormone receptor 1 (CRHR1), mRNA


NM_004431.1
>gi|4758277|ref|NM_004431.1| Homo sapiens EphA2 (EPHA2),



mRNA


NM_004438.1
>gi|4758279|ref|NM_004438.1| Homo sapiens EphA4 (EPHA4),



mRNA


NM_004439.4
>gi|56119208|ref|NM_004439.4| Homo sapiens EPH receptor A5



(EPHA5), transcript variant 1, mRNA


NM_004440.1
>gi|4758281|ref|NM_004440.1| Homo sapiens EphA7 (EPHA7),



mRNA


NM_004441.2
>gi|21396502|ref|NM_004441.2| Homo sapiens EphB1 (EPHB1),



mRNA


NM_004441.3
>gi|55770893|ref|NM_004441.3| Homo sapiens EPH receptor B1



(EPHB1), mRNA


NM_004442.3
>gi|21396503|ref|NM_004442.3| Homo sapiens EphB2 (EPHB2),



transcript variant 1, mRNA


NM_004443.2
>gi|17975767|ref|NM_004443.2| Homo sapiens EphB3 (EPHB3),



mRNA


NM_004444.2
>gi|17975769|ref|NM_004444.2| Homo sapiens EphB4 (EPHB4),



mRNA


NM_004445.1
>gi|4758291|ref|NM_004445.1| Homo sapiens EphB6 (EPHB6),



mRNA


NM_004512.3
>gi|22212920|ref|NM_004512.3| Homo sapiens interleukin 11



receptor, alpha (IL11RA), transcript variant 1, mRNA


NM_004720.3
>gi|11038657|ref|NM_004720.3| Homo sapiens endothelial



differentiation, lysophosphatidic acid G-protein-coupled receptor, 4 (EDG4), mRNA


NM_004952.3
>gi|33359683|ref|NM_004952.3| Homo sapiens ephrin-A3 (EFNA3),



mRNA


NM_005201.2
>gi|13929430|ref|NM_005201.2| Homo sapiens chemokine (C-C



motif) receptor 8 (CCR8), mRNA


NM_005226.2
>gi|38788192|ref|NM_005226.2| Homo sapiens endothelial



differentiation, sphingolipid G-protein-coupled receptor, 3 (EDG3), mRNA


NM_005232.1
>gi|4885208|ref|NM_005232.1| Homo sapiens EphA1 (EPHA1),



mRNA


NM_005233.2
>gi|21361240|ref|NM_005233.2| Homo sapiens EphA3 (EPHA3),mRNA


NM_005272.2
>gi|22027523|ref|NM_005272.2| Homo sapiens guanine nucleotide



binding protein (G protein), alpha transducing activity polypeptide 2 (GNAT2), mRNA


NM_005283.1
>gi|4885338|ref|NM_005283.1| Homo sapiens chemokine (C motif)



receptor 1 (XCR1), mRNA


NM_005290.1
>gi|4885298|ref|NM_005290.1| Homo sapiens G protein-coupled



receptor 15 (GPR15), mRNA


NM_005294.1
>gi|4885306|ref|NM_005294.1| Homo sapiens G protein-coupled



receptor 21 (GPR21), mRNA


NM_005299.1
>gi|4885316|ref|NM_005299.1| Homo sapiens G protein-coupled



receptor 31 (GPR31), mRNA


NM_005567.2
>gi|6006016|ref|NM_005567.2| Homo sapiens lectin, galactoside-



binding, soluble, 3 binding protein (LGALS3BP), mRNA


NM_005592.1
>gi|5031926|ref|NM_005592.1| Homo sapiens muscle, skeletal,



receptor tyrosine kinase (MUSK), mRNA


NM_006293.2
>gi|27597077|ref|NM_006293.2| Homo sapiens TYRO3 protein



tyrosine kinase (TYRO3), mRNA


NM_006504.2
>gi|18860860|ref|NM_006504.2| Homo sapiens protein tyrosine



phosphatase, receptor type, E (PTPRE), transcript variant 1, mRNA


NM_006579.1
>gi|5729809|ref|NM_006579.1| Homo sapiens emopamil binding



protein (sterol isomerase) (EBP), mRNA


NM_006611.1
>gi|5729898|ref|NM_006611.1| Homo sapiens killer cell lectin-like



receptor subfamily A, member 1 (KLRA1), mRNA


NM_007223.1
>gi|6005771|ref|NM_007223.1| Homo sapiens putative G protein



coupled receptor (GPR), mRNA


NM_012368.1
>gi|6912555|ref|NM_012368.1| Homo sapiens olfactory receptor,



family 2, subfamily C, member 1 (OR2C1), mRNA


NM_012369.1
>gi|6912557|ref|NM_012369.1| Homo sapiens olfactory receptor,



family 2, subfamily F, member 1 (OR2F1), mRNA


NM_014215.1
>gi|31657139|ref|NM_014215.1| Homo sapiens insulin receptor-



related receptor (INSRR), mRNA


NM_015727.1
>gi|7669545|ref|NM_015727.1| Homo sapiens tachykinin receptor 1



(TACR1), transcript variant short, mRNA


NM_016511.1
>gi|7706062|ref|NM_016511.1| Homo sapiens C-type lectin-like



receptor-1 (CLEC1), mRNA


NM_016568.1
>gi|7706102|ref|NM_016568.1| Homo sapiens G-protein coupled



receptor SALPR (SALPR), mRNA


NM_017506.1
>gi|9506798|ref|NM_017506.1| Homo sapiens olfactory receptor,



family 7, subfamily A, member 5 (OR7A5), mRNA


NM_018969.2
>gi|20070286|ref|NM_018969.2| Homo sapiens super conserved



receptor expressed in brain 3 (SREB3), mRNA


NM_020167.2
>gi|19923822|ref|NM_020167.2| Homo sapiens neuromedin U



receptor 2 (NMU2R), mRNA


NM_020526.2
>gi|18201903|ref|NM_020526.2| Homo sapiens EphA8 (EPHA8),



mRNA


NM_022059.1
>gi|11545764|ref|NM_022059.1| Homo sapiens chemokine (C-X-C



motif) ligand 16 (CXCL16), mRNA


NM_030903.2
>gi|50726880|ref|NM_030903.2| Homo sapiens olfactory receptor,



family 2, subfamily W, member 1 (OR2W1), mRNA


NM_030908.1
>gi|13929211|ref|NM_030908.1| Homo sapiens olfactory receptor,



family 2, subfamily A, member 4 (OR2A4), mRNA


NM_031936.2
>gi|19923637|ref|NM_031936.2| Homo sapiens G protein-coupled



receptor 61 (GPR61), mRNA


NM_053278.1
>gi|16751916|ref|NM_053278.1| Homo sapiens G protein-coupled



receptor 102 (GPR102), mRNA


NM_054030.1
>gi|16876450|ref|NM_054030.1| Homo sapiens G protein-coupled



receptor MRGX2 (MRGX2), mRNA


NM_080817.1
>gi|18201869|ref|NM_080817.1| Homo sapiens G protein-coupled



receptor 82 (GPR82), mRNA


NM_145793.1
>gi|22035691|ref|NM_145793.1| Homo sapiens GDNF family



receptor alpha 1 (GFRA1), transcript variant 2, mRNA


NM_148957.2
>gi|31652245|ref|NM_148957.2| Homo sapiens tumor necrosis factor



receptor superfamily, member 19 (TNFRSF19), transcript variant 2, mRNA


NM_152430.1
>gi|22748910|ref|NM_152430.1| Homo sapiens hypothetical protein



MGC24137 (MGC24137), mRNA


NM_177435.1
>gi|29171749|ref|NM_177435.1| Homo sapiens peroxisome



proliferative activated receptor, delta (PPARD), transcript variant 2, mRNA


NM_178129.3
>gi|38373667|ref|NM_178129.3| Homo sapiens purinergic receptor



P2Y, G-protein coupled, 8 (P2RY8), mRNA
















TABLE 17





GPCRs: GO: 0004930
















NM_000024.3
>gi|15718673|ref|NM_000024.3| Homo sapiens adrenergic, beta-2-,



receptor, surface (ADRB2), mRNA


NM_000160.1
>gi|4503946|ref|NM_000160.1| Homo sapiens glucagon receptor



(GCGR), mRNA


NM_000675.3
>gi|17136146|ref|NM_000675.3| Homo sapiens adenosine A2a



receptor (ADORA2A), mRNA


NM_000866.1
>gi|10835196|ref|NM_000866.1| Homo sapiens 5-hydroxytryptamine



(serotonin) receptor 1F (HTR1F), mRNA


NM_000910.1
>gi|4505446|ref|NM_000910.1| Homo sapiens neuropeptide Y



receptor Y2 (NPY2R), mRNA


NM_000953.2
>gi|38505191|ref|NM_000953.2| Homo sapiens prostaglandin D2



receptor (DP) (PTGDR), mRNA


NM_001013.2
>gi|14141192|ref|NM_001013.2| Homo sapiens ribosomal protein S9



(RPS9), mRNA


NM_001014.2
>gi|13904867|ref|NM_001014.2| Homo sapiens ribosomal protein



S10 (RPS10), mRNA


NM_001016.2
>gi|14277699|ref|NM_001016.2| Homo sapiens ribosomal protein



S12 (RPS12), mRNA


NM_001018.2
>gi|14591911|ref|NM_001018.2| Homo sapiens ribosomal protein



S15 (RPS15), mRNA


NM_001021.2
>gi|14591913|ref|NM_001021.2| Homo sapiens ribosomal protein



S17 (RPS17), mRNA


NM_001022.3
>gi|48255921|ref|NM_001022.3| Homo sapiens ribosomal protein



S19 (RPS19), mRNA


NM_001296.3
>gi|37577160|ref|NM_001296.3| Homo sapiens chemokine binding



protein 2 (CCBP2), mRNA


NM_001736.1
>gi|4502508|ref|NM_001736.1| Homo sapiens complement



component 5 receptor 1 (C5a ligand) (C5R1), mRNA


NM_001841.1
>gi|4502928|ref|NM_001841.1| Homo sapiens cannabinoid receptor 2



(macrophage) (CNR2), mRNA


NM_003382.2
>gi|21361556|ref|NM_003382.2| Homo sapiens vasoactive intestinal



peptide receptor 2 (VIPR2), mRNA


NM_004382.2
>gi|19923244|ref|NM_004382.2| Homo sapiens corticotropin



releasing hormone receptor 1 (CRHR1), mRNA


NM_004720.3
>gi|11038657|ref|NM_004720.3| Homo sapiens endothelial



differentiation, lysophosphatidic acid G-protein-coupled receptor, 4 (EDG4), mRNA


NM_005201.2
>gi|13929430|ref|NM_005201.2| Homo sapiens chemokine (C-C



motif) receptor 8 (CCR8), mRNA


NM_005226.2
>gi|38788192|ref|NM_005226.2| Homo sapiens endothelial



differentiation, sphingolipid G-protein-coupled receptor, 3 (EDG3), mRNA


NM_005272.2
>gi|22027523|ref|NM_005272.2| Homo sapiens guanine nucleotide



binding protein (G protein), alpha transducing activity polypeptide 2 (GNAT2), mRNA


NM_005283.1
>gi|4885338|ref|NM_005283.1| Homo sapiens chemokine (C motif)



receptor 1 (XCR1), mRNA


NM_005290.1
>gi|4885298|ref|NM_005290.1| Homo sapiens G protein-coupled



receptor 15 (GPR15), mRNA


NM_005294.1
>gi|4885306|ref|NM_005294.1| Homo sapiens G protein-coupled



receptor 21 (GPR21), mRNA


NM_005299.1
>gi|4885316|ref|NM_005299.1| Homo sapiens G protein-coupled



receptor 31 (GPR31), mRNA


NM_007223.1
>gi|6005771|ref|NM_007223.1| Homo sapiens putative G protein



coupled receptor (GPR), mRNA


NM_012368.1
>gi|6912555|ref|NM_012368.1| Homo sapiens olfactory receptor,



family 2, subfamily C, member 1 (OR2C1), mRNA


NM_012369.1
>gi|6912557|ref|NM_012369.1| Homo sapiens olfactory receptor,



family 2, subfamily F, member 1 (OR2F1), mRNA


NM_015727.1
>gi|7669545|ref|NM_015727.1| Homo sapiens tachykinin receptor 1



(TACR1), transcript variant short, mRNA


NM_016568.1
>gi|7706102|ref|NM_016568.1| Homo sapiens G-protein coupled



receptor SALPR (SALPR), mRNA


NM_017506.1
>gi|9506798|ref|NM_017506.1| Homo sapiens olfactory receptor,



family 7, subfamily A, member 5 (OR7A5), mRNA


NM_018969.2
>gi|20070286|ref|NM_018969.2) Homo sapiens super conserved



receptor expressed in brain 3 (SREB3), mRNA


NM_020167.2
>gi|19923822|ref|NM_020167.2| Homo sapiens neuromedin U



receptor 2 (NMU2R), mRNA


NM_030903.2
>gi|50726880|ref|NM_030903.2| Homo sapiens olfactory receptor,



family 2, subfamily W, member 1 (OR2W1), mRNA


NM_030908.1
>gi|13929211|ref|NM_030908.1| Homo sapiens olfactory receptor,



family 2, subfamily A, member 4 (OR2A4), mRNA


NM_031936.2
>gi|19923637|ref|NM_031936.2| Homo sapiens G protein-coupled



receptor 61 (GPR61), mRNA


NM_053278.1
>gi|16751916|ref|NM_053278.1| Homo sapiens G protein-coupled



receptor 102 (GPR102), mRNA


NM_054030.1
>gi|16876450|ref|NM_054030.1| Homo sapiens G protein-coupled



receptor MRGX2 (MRGX2), mRNA


NM_080817.1
>gi|18201869|ref|NM_080817.1| Homo sapiens G protein-coupled



receptor 82 (GPR82), mRNA


NM_152430.1
>gi|22748910|ref|NM_152430.1| Homo sapiens hypothetical protein



MGC24137 (MGC24137), mRNA


NM_177435.1
>gi|29171749|ref|NM_177435.1| Homo sapiens peroxisome



proliferative activated receptor, delta (PPARD), transcript variant 2, mRNA


NM_178129.3
>gi|38373667|ref|NM_178129.3| Homo sapiens purinergic receptor



P2Y, G-protein coupled, 8 (P2RY8), mRNA









REFERENCES CITED

Many modifications and variations of this invention can be made without departing from its spirit and scope, as will be apparent to those skilled in the art. The specific embodiments described herein are offered by way of example only, and the invention is to be limited only by the terms of the appended claims, along with the full scope of equivalents to which such claims are entitled. Such modifications are intended to fall within the scope of the appended claims.


All references, patent and non-patent, cited herein are incorporated herein by reference in their entireties and for all purposes to the same extent as if each individual publication or patent or patent application was specifically and individually indicated to be incorporated by reference in its entirety for all purposes.

Claims
  • 1-43. (canceled)
  • 44. A method for making a positionally addressable array at least 100 proteins, comprising: selecting at least 100 proteins from the proteins listed in Table 15, Table 16 and Table 17;for each of the selected proteins, cloning each open reading frame from a population of open reading frames into a baculovirus vector to generate a recombinant baculovirus vector comprising a promoter that directs expression of a fusion protein comprising the open reading frame linked to a tag;expressing the fusion proteins generated for each of the population of open reading frames using insect cells;isolating the fusion proteins using affinity chromatography directed to the tag; andspotting the isolated proteins on a substrate to form a positionally addressable array comprising at least 100 proteins from the proteins listed in Table 15, Table 16, and Table 17, immobilized on a substrate.
  • 45. The method of claim 44, wherein the cells are sf9 cells.
  • 46. The method of claim 44, wherein the array of proteins comprises at least 1000 full length mammalian proteins.
  • 47. The method of claim 44, wherein the proteins are human proteins.
  • 48. The method of claim 44, wherein the proteins comprise at least 250 membrane proteins of Table 15.
  • 49. The method of claim 44, wherein the proteins comprise at least 50 transmembrane proteins of Table 16.
  • 50. The method of claim 44, wherein the proteins comprise at least 25 Gprotein coupled receptor proteins of Table 17.
  • 51. The method of claim 44, wherein the tag is a GST tag.
  • 52. The method of claim 44, wherein the proteins are expressed, isolated, and spotted in a high throughput_manner, and under non-denaturing conditions.
  • 53-61. (canceled)
Parent Case Info

The present application claims priority benefit under 35 U.S.C. §119(e) of U.S. Provisional Application No. 60/610,444 filed Sep. 15, 2004, U.S. Provisional Application No. 60/610,446 filed Sep. 15, 2004, U.S. Provisional Application No. 60/620,193 filed Oct. 18, 2004, U.S. Provisional Application No. 60/620,233 filed Oct. 18, 2005, U.S. Provisional Application No. 60/653,585 filed Feb. 15, 2005 and U.S. Provisional Application No. 60/665,486 filed Mar. 25, 2005, the disclosure of each of which is incorporated by reference herein in its entirety.

Provisional Applications (6)
Number Date Country
60610444 Sep 2004 US
60610446 Sep 2004 US
60620193 Oct 2004 US
60620233 Oct 2004 US
60653585 Feb 2005 US
60665486 Mar 2005 US
Continuations (1)
Number Date Country
Parent 11229258 Sep 2005 US
Child 12768198 US