Methods for Analyzing Minute Cellular Nucleic Acids

Information

  • Patent Application
  • 20150307932
  • Publication Number
    20150307932
  • Date Filed
    January 17, 2014
    11 years ago
  • Date Published
    October 29, 2015
    9 years ago
Abstract
The invention generally relates to methods for analyzing cellular nucleic acid. Methods of the invention involve capturing RNA from a lysed cell onto a substrate, producing a cDNA/RNA duplex, removing the RNA from the cDNA/RNA duplex, priming the cDNA to produce a primer/cDNA duplex, exposing the primer/cDNA duplex to at least one detectably labeled nucleotide in the presence of a polymerase capable of catalyzing addition of the nucleotide to the primer/cDNA duplex, detecting incorporation of the nucleotide into the primer portion, and repeating the exposing and detecting steps at least once.
Description
FIELD OF THE INVENTION

The invention generally relates to methods for analyzing cellular nucleic.


BACKGROUND

Sequencing-by-synthesis involves template-dependent addition of nucleotides to a template/primer duplex. Nucleotide addition is mediated by a polymerase enzyme and added nucleotides may be labeled in order to facilitate their detection. Single molecule sequencing has been used to obtain high-throughput sequence information on individual DNA or RNA. See, Braslaysky, Proc. Natl. Acad. Sci. USA 100: 3960-64 (2003). Recently, all four Watson-Crick nucleotides may be added simultaneously, each with a different detectable label or nucleotides may be added one at a time in a step-and-repeat manner for imaging incorporations.


Although in most applications of this technology the amount of template nucleic acid is not limiting, a number of applications start from small quantities of nucleic acid. For example, when bacteria that cannot be cultured (Rappe et al., Annu. Rev. Microbiol. 57:369-394, 2003) or when cDNA libraries from a small number of cells (Schutze et al., Nat. Biotechnol. 16:737-742, 1998) are sequenced, template nucleic acid amounts limit the number of sequences that may be determined.


In order to increase the amount of template nucleic acid in a sample, an amplification reaction, e.g., PCR, typically is conducted. However, due to the stochastic nature of the amplification reaction, a population of molecules that is present in a small amount in the sample often is overlooked. In fact, if rare nucleic acid is not amplified in the first few rounds of amplification, it becomes increasingly unlikely that the rare event will ever be detected. Thus, the resulting biased post-amplification nucleic acid population does not represent the true condition of the sample from which it was obtained.


There is a need for methods that allow for analysis of samples that include only a small quantity of nucleic acid.


SUMMARY

Methods of the invention allow for amplification-free analysis of very small quantities (e.g., nanogram, picogram, or fentogram amounts) of nucleic acids from a cell by direct sequencing methodologies. In this manner, methods of the invention allow for sequencing of biologically important rare cells without potentially biasing nucleic acid manipulation steps such as amplification. In particular embodiments, methods of the invention analyze nucleic acids obtained from only a single cell, such as a cancer cell.


Methods of the invention involve capturing RNA from a lysed cell onto a substrate, producing a cDNA/RNA duplex, removing the RNA from the cDNA/RNA duplex, priming the cDNA to produce a primer/cDNA duplex, exposing the primer/cDNA duplex to at least one detectably labeled nucleotide in the presence of a polymerase capable of catalyzing addition of the nucleotide to the primer/cDNA duplex, detecting incorporation of the nucleotide into the primer portion, and repeating the exposing and detecting steps at least once. In certain embodiments, methods of the invention further involve, prior to the capturing step, lysing a cell to release RNA from that cell. In certain embodiments, methods of the invention further involve removing a complementary strand of the cDNA, and resequencing the cDNA at least once.


Any surface capture method known in the art may be used to capture the RNA onto a substrate. In certain embodiments, the RNA is captured by adding a poly(A) tail to the RNA, and hybridizing the poly(A) tailed RNA to poly(T) primers that are attached to the substrate.


In certain embodiments, producing the cDNA/RNA duplex includes performing a sequencing reaction on the poly(A) tailed RNA that is hybridized to the poly(T) primer, thereby producing the cDNA/RNA duplex. Any sequencing method known in the art may be used. In particular embodiments, the sequencing reaction is a sequencing-by-synthesis reaction.


Either unique primers or universal primers, i.e., primers that all have the same sequence, may be used with methods of the invention. In certain embodiments, priming includes determining the sequence of the cDNA, synthesizing a primer that corresponds to a portion of the cDNA, and hybridizing the primer to the corresponding portion of the cDNA. In other embodiments, priming involves adding a poly(G) tail to a 3′ end of the cDNA, and hybridizing a poly(C) primer to the poly(G) tail. In certain embodiments, prior to the exposing step, the method further involves adding dCTP to the primer/cDNA duplex to fill remaining unpaired poly(G) nucleotides on the poly(G) tail of the cDNA, thereby ensuring alignment of the poly(C) primer with the poly(G) tail. Methods of the invention may also include exposing the primer/cDNA duplex to locked nucleic acids. Methods of the invention may also include, prior to the exposing step, adding dATP in order to fill poly(T) primers on the surface of the substrate that did not pair with an RNA. In certain embodiments, at least a portion of the primer/cDNA duplexes are individually optically resolvable.





BRIEF DESCRIPTION OF THE FIGURES


FIG. 1 is a schematic showing steps of certain embodiments of methods of the invention. An RNA template having a poly(A) tail is captured on a surface by hybridization to a poly(T) primer covalently attached to the surface. After capturing the poly(A) tailed RNA, dNTPs and reverse transcriptase are used to obtain a cDNA/RNA hybrid along the length of the original RNA template. The RNA template is removed by passing hot water through the flow channel. cDNA generated during the reverse transcription step remains covalently attached on the surface. Terminal transferase is used to add approximately 25 nt G residues to the 3′ end of the cDNA, followed by 3′ blocking with ddGTP and ddATP. Poly(C) primers (approximately 15 nt long) are hybridized to the generated poly(G) priming sites. A stepwise “fill” with dCTP is performed to ensure that the alignment of the poly(C) primer within the poly(G) tail is suitable for initiation of single molecule sequencing at the 3′ end of the cDNA. After surface washes, another fill step with dATP is performed in order to fill up the poly(dT) primers on the surface that do not contain a template, but still can be G-tailed by terminal transferase. This step prevents undesirable sequencing of G-tailed poly(dT) primers during sequencing, which would result in the abundance of poly-A reads. A “lock” step with virtual terminator-C, G and T (commercially available from Helicos Biosciences Corporation, Cambridge Mass.) is performed, followed by single molecule sequencing.



FIG. 2 is a set of graphs showing throughput, reproducibility and counting power of methods of the invention. Panel A is a graph showing representative usable read yields obtained per channel. The X axis shows the number of cells introduced into a flow cell channel. The Y axis shows the number of reads (in millions) aligned to a mouse transcriptome. Black columns are the 490 cells; grey columnsthe SM25 cells.


Panel B is a graph showing the reproducibility of methods of the invention across independent runs. The Pearson correlation coefficient between two experiments was 0.991. A thousand 490 cells per channel in the AmpliGrid lysis system were used.


Panel C is a graph showing correlation of gene counts obtained with methods of the invention compared to established digital gene expression assays performed using standard approaches (e.g., Lipson et al., Nat Biotechnol 27:652-658, 2009). The Expression profile obtained with methods of the invention of a thousand 490 cells was compared to a standard digital gene expression approach performed with 10 microgram 490 RNA isolated with Trizol from five million cells (Lipson et al., Nat Biotechnol 27:652-658, 2009). Both datasets are in high agreement (r=0.901). In panels B and C, X and Y axes indicate log10 counts obtained per gene, each axes normalized to one million total reads.


Panel D is a graph showing the cumulative read length distribution of raw (diamond), filtered (square) and aligned (triangle) reads in a single channel. The mean aligned read length is 36.5nts.



FIG. 3 is a set of graphs showing differential expression. Panel A is a graph showing profiles obtained from 490 and SM25 cells exhibit gene expression differences (r=0.81). Panel B is a graph showing validation of differentially expressed genes with the QRT-PCR assay. Black columns indicate fold differences observed with the LQ-DGE; gray columns with QRT-PCR. Y-axis indicates relative transcript level in SM25 relative to 490 cells.



FIG. 4 is a set of graphs showing similarity of gene counts obtained using different cell lysis conditions. The lysis buffer and conditions were done using the following commercial kits: buffer 1: Molecular Devices PicoPure RNA Isolation Kit; buffer 2: Advalytix AmpliGrid Cell Extraction Kit; buffer 3: Invitrogen CellsDirect Two-Step qRT-PCR Kit; and buffer 4: Qiagen FastLane Cell cDNA kit. The Pearson correlation coefficients were: buffer 1-2: r=0.946; buffer 2-3: r=0.942; buffer 3-4: r=0.943; buffer 2-4: r=0.937; buffer 1-3: r=0.94; and buffer 1-4: r=0.945. X and Y axes indicate counts obtained per reference sequence gene. Each experiment normalized to one million total read count.



FIG. 5 is a graph showing reproducibility of measurements using two different reverse transcriptases. The Pearson correlation coefficient between the two experiments was 0.993. A thousand SM25 cells per channel in the AmpliGrid lysis system were used. X and Y axes indicate counts obtained per reference sequence gene, each axes normalized to one million total read count.





DETAILED DESCRIPTION

The invention generally relates to methods for analyzing cellular nucleic acids. Methods of the invention involve capturing RNA from a lysed cell onto a substrate, producing a cDNA/RNA duplex, removing the RNA from the cDNA/RNA duplex, priming the cDNA to produce a primer/cDNA duplex, exposing the primer/cDNA duplex to at least one detectably labeled nucleotide in the presence of a polymerase capable of catalyzing addition of the nucleotide to the primer/cDNA duplex, detecting incorporation of the nucleotide into the primer portion, and repeating the exposing and detecting steps at least once.


Methods of the invention are advantageous because they do not require lossy RNA isolation or poly(A) tailed RNA selection steps. Methods of the invention take advantage of the higher-affinity RNA-DNA hybridization kinetics relative to DNA-DNA hybridization kinetics, allowing a higher fraction of poly(A) tailed templates to be captured on flow cell surfaces. Methods of the invention do not require RNA or cDNA fragmentation or size selection steps, thus minimizing bias particularly against short transcripts. Since each transcript captured on the surface can give rise to only one read, expression levels are independent of transcript length and thus do not require normalization for transcript length or other factors. Due to the lack of biasing, sample manipulation steps such as ligation, restriction digestion or amplification, artifacts are minimized.


RNA Samples

Ribonucleic acids (RNA) are derived from naturally occurring sources, e.g., cells. In one embodiment, RNA molecules are isolated from a biological sample containing a variety of other components, such as proteins, lipids and non-template nucleic acids. RNA molecules can be obtained from any cellular material, obtained from an animal, plant, bacterium, fungus, or any other cellular organism. In certain embodiments, the RNA templates are obtained from a single cell. Biological samples for use in the present invention include viral particles or preparations. RNA molecules can be obtained directly from an organism or from a biological sample obtained from an organism, e.g., from blood, urine, cerebrospinal fluid, seminal fluid, saliva, sputum, stool and tissue. Any tissue or body fluid specimen may be used as a source for RNA for use in the invention. RNA molecules can also be isolated from cultured cells, such as a primary cell culture or a cell line. The cells or tissues from which RNA molecules are obtained can be infected with a virus or other intracellular pathogen. A sample can also be total RNA extracted from a biological specimen, a cDNA library, viral, or genomic DNA.


RNA obtained from biological samples typically is fragmented to produce suitable fragments for analysis. In one embodiment, RNA from a biological sample is fragmented by sonication. RNA molecules can be obtained as described in U.S. Patent Application Publication Number US2002/0190663 A1, published Oct. 9, 2003. Generally, RNA can be extracted from a biological sample by a variety of techniques such as those described by Maniatis, et al., Molecular Cloning: A Laboratory Manual, Cold Spring Harbor, N.Y., pp. 280-281 (1982). Generally, individual RNA template molecules can be from about 5 bases to about 20 kb. RNA molecules may be single-stranded, double-stranded, or double-stranded with single-stranded regions (for example, stem- and loop-structures).


A biological sample as described herein may be homogenized or fractionated in the presence of a detergent or surfactant. The concentration of the detergent in the buffer may be about 0.05% to about 10.0%. The concentration of the detergent can be up to an amount where the detergent remains soluble in the solution. In a preferred embodiment, the concentration of the detergent is between 0.1% to about 2%. The detergent, particularly a mild one that is nondenaturing, can act to solubilize the sample. Detergents may be ionic or nonionic. Examples of nonionic detergents include triton, such as the Triton® X series (Triton® X-100 t-Oct-C6H4—(OCH2—CH2)xOH, x=9-10, Triton® X-100R, Triton® X-114 x=7-8), octyl glucoside, polyoxyethylene(9)dodecyl ether, digitonin, IGEPAL® CA630 octylphenyl polyethylene glycol, n-octyl-beta-D-glucopyranoside (betaOG), n-dodecyl-beta, Tween® 20 polyethylene glycol sorbitan monolaurate, Tween® 80 polyethylene glycol sorbitan monooleate, polidocanol, n-dodecyl beta-D-maltoside (DDM), NP-40 nonylphenyl polyethylene glycol, C12E8 (octaethylene glycol n-dodecyl monoether), hexaethyleneglycol mono-n-tetradecyl ether (C14EO6), octyl-beta-thioglucopyranoside (octyl thioglucoside, OTG), Emulgen, and polyoxyethylene 10 lauryl ether (C12E10). Examples of ionic detergents (anionic or cationic) include deoxycholate, sodium dodecyl sulfate (SDS), N-lauroylsarcosine, and cetyltrimethylammoniumbromide (CTAB). A zwitterionic reagent may also be used in the purification schemes of the present invention, such as Chaps, zwitterion 3-14, and 3-[(3-cholamidopropyl)dimethylammonio]-1-propanesulf-onate. It is contemplated also that urea may be added with or without another detergent or surfactant.


Lysis or homogenization solutions may further contain other agents, such as reducing agents. Examples of such reducing agents include dithiothreitol (DTT), β-mercaptoethanol, DTE, GSH, cysteine, cysteamine, tricarboxyethyl phosphine (TCEP), or salts of sulfurous acid.


RNA Capture

The RNA capture step prior to producing a cDNA/RNA duplex may be any suitable hybrid capture method. For example, capture can occur in solution, on beads (polystyrene beads), in a column (such as a chromatography column), in a gel (such as a polyacrylamide gel), or directly on the surface to be used for producing the cDNA/RNA. An array of support-bound capture oligos can be used to hybridize specifically to a target sequence. Additionally, chromatography-based capture techniques are useful. For example, ion exchange chromatography, HPLC, gas chromatography, and gel-based chromatography all are useful. In one embodiment, gel-based capture is used in order to achieve sequence-specific capture. Using this method, multiple different sequences are captured simultaneously using immobilized probes in the gel. The target sequences are isolated by removing portions of the gel containing them and eluting target from the gel portions for sequencing.


In an alternative embodiment, the target RNA molecule either includes, or is modified to include, an adaptor sequence (such as a polyadenylation region) that is complementary to a portion of a capture probe in order to aid in the capture of the RNA. A preferred embodiment involves an immobilized capture probe having a sequence that hybridizes (e.g., is complementary to) with the adaptor sequence. Methods of the invention are conducted by contacting capture probes with a sample including RNA molecules from a lysed cell under conditions suitable for specific hybridization between the target RNA molecule and immobilized capture probe, thereby forming target/capture probe duplexes. A wash step removes debris and unhybridized nucleic acid in the sample. In one embodiment, the cDNA/RNA duplex is produced using the capture probe as a primer. In another embodiment, the target/capture probe duplex is melted to release the target RNA. The resulting purified target population is analyzed as described below.


If target nucleic acid is melted off the capture probe, the targets are either attached to a surface for production of cDNA/RNA duplexes or hybridized to primers that have been attached to the surface. Surface attachment of oligonucleotides for sequencing can be direct or indirect. For example, nucleic acids are attached to an epoxide surface via a direct amine linkage as described below. Alternatively, the surface is prepared with a binding partner, the opposite of which is attached to the RNA. For example, the surface can be streptavidinated and biotinylated nucleic acids can be used to form an attachment at the surface. Other binding pairs (e.g., antibody/antigen, such as digoxigenen/anti-digoxigenen and dinitorphenol/anti-dinitrophenol) can also be used.


Further description of hybrid capture is provided in Lapidus (U.S. patent application number 2007/0048744), the content of which is incorporated by reference herein in its entirety.


Surfaces and Attachment

In a preferred embodiment, RNA molecules are attached to a substrate (also referred to herein as a surface). In certain embodiments, RNA molecules are attached to the surface such that the molecules are individually optically resolvable. Substrates for use in the invention can be two- or three-dimensional and can comprise a planar surface (e.g., a glass slide) or can be shaped. A substrate can include glass (e.g., controlled pore glass (CPG)), quartz, plastic (such as polystyrene (low cross-linked and high cross-linked polystyrene), polycarbonate, polypropylene and poly(methymethacrylate)), acrylic copolymer, polyamide, silicon, metal (e.g., alkanethiolate-derivatized gold), cellulose, nylon, latex, dextran, gel matrix (e.g., silica gel), polyacrolein, or composites.


Suitable three-dimensional substrates include, for example, spheres, microparticles, beads, membranes, slides, plates, micromachined chips, tubes (e.g., capillary tubes), microwells, microfluidic devices, channels, filters, or any other structure suitable for anchoring a nucleic acid. Substrates can include planar arrays or matrices capable of having regions that include populations of template nucleic acids or primers. Examples include nucleoside-derivatized CPG and polystyrene slides; derivatized magnetic slides; polystyrene grafted with polyethylene glycol, and the like.


Substrates are preferably coated to allow optimum optical processing and nucleic acid attachment. Substrates for use in the invention can also be treated to reduce background. Exemplary coatings include epoxides, and derivatized epoxides (e.g., with a binding molecule, such as an oligonucleotide or streptavidin).


Various methods can be used to anchor or immobilize the nucleic acid molecule to the surface of the substrate. The immobilization can be achieved through direct or indirect bonding to the surface. The bonding can be by covalent linkage. See, Joos et al., Analytical Biochemistry 247:96-101, 1997; Oroskar et al., Clin. Chem. 42:1547-1555, 1996; and Khandjian, Mol. Bio. Rep. 11:107-115, 1986. A preferred attachment is direct amine bonding of a terminal nucleotide of the template or the 5′ end of the primer to an epoxide integrated on the surface. The bonding also can be through non-covalent linkage. For example, biotin-streptavidin (Taylor et al., J. Phys. D. Appl. Phys. 24:1443, 1991) and digoxigenin with anti-digoxigenin (Smith et al., Science 253:1122, 1992) are common tools for anchoring nucleic acids to surfaces and parallels. Alternatively, the attachment can be achieved by anchoring a hydrophobic chain into a lipid monolayer or bilayer. Other methods for known in the art for attaching nucleic acid molecules to substrates also can be used.


RNA Tailing

In certain embodiments, a tail is attached to the RNA molecules. RNA tailing is described for example in Steinman et al. (International patent application number PCT/US09/64001), the content of which is incorporated by reference herein in its entirety. The RNA tails act as a primer binding sites. The primer binding site may be used to hybridize the template RNA molecule to a sequencing primer (e.g., a poly(T) sequence), which may optionally be anchored to a substrate. The primer binding sequence may be a unique sequence including at least 2 bases but likely contains a unique order of all 4 bases and is generally 20-50 bases in length. One example of a specific sequence binding primer is: 5′-CAG GGC AGA GGA TGG ATG CAA GGA TAA GTG GA-3′ (SEQ ID NO: 1). In a particular embodiment, the primer binding sequence is a homopolymer of a single base, e.g. poly(T), generally 20-200 bases in length.


The RNA tail also may include a blocker, e.g., a chain terminating nucleotide, on the 3′-end. The blocker prevents unintended sequence information from being obtained using the 3′-end of the primer binding site inadvertently as a second sequencing primer, particularly when using homopolymeric primer sequences. The blocker may be any moiety that prevents a polymerase from adding bases during incubation with a dNTPs. An exemplary blocker is a nucleotide terminator that lacks a 3′-OH, i.e., a dideoxynucleotide (ddNTP). Common nucleotide terminators are 2′,3′-dideoxynucleotides, 3′-aminonucleotides, 3′-deoxynucleotides, 3′-azidonucleotides, acyclonucleotides, etc. The blocker may have attached a detectable label, e.g. a fluorophore. The label may be attached via a labile linkage, e.g., a disulfide, so that following hybridization of the template RNA to the surface, the locations of the template nucleic acids may be identified by imaging. Generally, the detectable label is removed before commencing with sequencing. Depending upon the linkage, the cleaved product may or may not require further chemical modification to prevent undesirable side reactions, for example following cleavage of a disulfide by TCEP the produced reactive thiol is blocked with iodoacetamide.


Methods of the invention involve attaching the oligonucleotide tail to the template RNA molecules. In certain embodiments, the oligonucleotide tail is attached to the template RNA molecule with an enzyme, such as terminal transferase. The enzyme may be a ligase or a polymerase. The ligase may be any enzyme capable of ligating an oligonucleotide to the template RNA molecule. Suitable ligases include T4 RNA ligase (such ligases are available commercially, from New England Biolabs). Methods for using ligases are well known in the art. The polymerase may be any enzyme capable of adding nucleotides to the 3′ terminus of template RNA molecules. The polymerase may be, for example, yeast poly(A) polymerase, commercially available from USB. The polymerase is used according to the manufacturer's instructions. In a particular embodiment, the enzyme is a terminal transferase, which is commercially from New England Biolabs. The enzyme is used according to the manufacturer's instructions.


The ligation may be blunt ended or via use of complementary over hanging ends. In certain embodiments, the ends of the template RNA are repaired, trimmed (e.g. using an exonuclease), or filled (e.g., using a polymerase and dNTPs), to form blunt ends. Upon generating blunt ends, the ends may be treated with a polymerase and dATP to form a template independent addition to the 3′-end of the template RNA, thus producing a single A overhanging. This single A is used to guide ligation of fragments with a single T overhanging from the 5′-end in a method referred to as T-A cloning.


Alternatively, because the possible combination of overhangs left by the restriction enzymes are known after a restriction digestion, the ends may be left as is, i.e., ragged ends. In certain embodiments double stranded oligonucleotides with complementary over hanging ends are used. In a particular example, the A:T single base over hang method is used (see Steinman et al., International patent application number PCT/US09/64001).


In a particular embodiment, a substrate has anchored a reverse complement to the primer binding sequence of the oligonucleotide, for example 5′-TC CAC TTA TCC TTG CAT CCA TCC TCT GCC CTG (SEQ ID NO: 2) or a poly(T)(50). When homopolymeric sequences are used for the primer, it may be advantageous to perform a procedure known in the art as a “fill and lock”. When poly(A) (20-70) on the template RNA and poly(T)(50) on the surface hybridize there is a high likelihood that there will not be perfect alignment, so the hybrid is filled in by incubating the sample with polymerase and TTP. Following the fill step, the sample is washed and the polymerase is incubated with one or two dNTPs complementary to the base(s) used in the lock sequence. The fill and lock can also be performed in a single step process in which polymerase, TTP and one or two reversible terminators (complements of the lock bases) are mixed together and incubated. The reversible terminators stop addition during this stage and can be made functional again (reversal of inhibitory mechanism) by treatments specific to the analogs used. Some reversible terminators have functional blocks on the 3′-OH which need to be removed while others, for example Helicos BioSciences Virtual Terminators have inhibitors attached to the base via a disulfide which can be removed by treatment with TCEP.


After tailing, the tailed RNA are introduced to primers and RNA template/primer duplexes are formed. A cDNA/RNA duplex is then produced as described below. Further description is provided in Kahvejian (U.S. patent application number 2008/0081330), the content of which is incorporated by reference herein in its entirety.


cDNA/RNA Duplexes


Single molecule sequencing methodologies may be used to produce the cDNA/RNA duplexes, and such methodologies are discussed in further detail below. Single molecule sequencing is shown for example in Lapidus et al. (U.S. Pat. No. 7,169,560), Lapidus et al. (U.S. patent application number 2009/0191565), Quake et al. (U.S. Pat. No. 6,818,395), Harris (U.S. Pat. No. 7,282,337), Quake et al. (U.S. patent application number 2002/0164629), and Braslaysky, et al., PNAS (USA), 100: 3960-3964 (2003), the contents of each of these references is incorporated by reference herein in its entirety.


Briefly, the tailed RNA are attached to a surface of a flow cell. The RNA may be covalently attached to the surface or various attachments other than covalent linking as known to those of ordinary skill in the art may be employed. Moreover, the attachment may be indirect, e.g., via hybridization to a primer already attached to the surface or via a polymerase directly or indirectly attached to the surface. The surface may be planar or otherwise, and/or may be porous or non-porous, or any other type of surface known to those of ordinary skill to be suitable for attachment. A strand of cDNA is then produced by polymerase-mediated addition of nucleotides incorporated into the growing strand surface primer. In certain embodiments, the nucleotides used in the sequencing reaction are not chain terminating nucleotides.


In certain embodiments, it may be beneficial to know the sequence of the cDNA strand, and thus fluorescently-labeled nucleotides are used in the reaction. The cDNA sequence is obtained by imaging the polymerase-mediated addition of fluorescently-labeled nucleotides incorporated into the growing strand surface oligonucleotide, at single molecule resolution. Knowing the sequence of the cDNA allows for design of primers that are capable of hybridizing to the 3′ end of the cDNA molecule for subsequence sequencing reactions.


Alternatively, certain embodiments do not require knowledge of the sequence of the cDNA strand for subsequent sequencing. In these embodiments, the cDNA strand may be produced using unlabeled nucleotides, known as dark filling. The reaction occurs as described above, however, unlabeled nucleotides are used to produce the cDNA strand.


Removal, Priming, and Filling

Once the cDNA/RNA duplex is produced, the RNA strand is removed and the cDNA strand is primed with a primer. The template can be removed by any suitable means, for example by raising the temperature of the surface of the flow cell such that the duplex is melted, or by changing the buffer conditions to destabilize the duplex, or combination thereof. Methods for melting nucleic acid duplexes are well known in the art and are described, for example, in chapter 10 of Molecular Cloning, a Laboratory Manual, 3.sup.rd Edition, J. Sambrook, and D. W. Russell, Cold Spring Harbor Press (2001), Lander et al. (U.S. patent application number 2009/0305248), Quake (U.S. patent application number 2006/0019267), and Harris (U.S. patent application number 2009/0053705), content of each of which is incorporated herein by reference. In certain embodiments, the RNA strand of the cDNAIRNA duplex is removed by passing hot water over the duplex. Once dissociated, the RNA may then be removed from the surface, for example, by rinsing the surface with a suitable rinsing solution. The complementary cDNA generated during the copy step remains on the surface because it is extended from the covalently attached poly(T) oligonucleotide.


Once the RNA template has been removed, leaving only a cDNA template attached to the solid support, the cDNA template is primed for subsequent sequencing. There are numerous methods for priming the cDNA template. In certain embodiments, a tail, such as a poly(G) tail is added to the 3′ end of the cDNA strand. The added tail acts as a primer binding site on the cDNA molecule for a subsequent sequencing reaction. In certain embodiments, an oligonucleotide of poly(G) is added to the 3′ end of the cDNA. Adding the oligonucleotide tail of poly(G) may be accomplished by methods described herein, such as using a terminal transferase enzyme. The poly(G) tail is then blocked used a ddGTP. Blocking is described herein. A poly(C) primer is then hybridized to the poly(G) tail. Further description is provided in Harris (U.S. patent application number 2009/0053705), Harris (U.S. Pat. No. 7,282,337), and Harris (U.S. patent application number 2009/0197257), the content of each of which is incorporated by reference herein in its entirety.


In certain embodiments, the poly(C) primer will not perfectly align with the poly(G) tail on the cDNA molecules, so dCTP is added to the primer/cDNA duplex in a stepwise manner to fill remaining unpaired poly(G) nucleotides on the poly(G) tail of the cDNA, thereby ensuring alignment of the poly(C) primer. Once primed, a sequencing reaction is performed. The sequencing reaction is conducted as described herein.


In certain embodiments, after priming of the cDNA molecules, dATP is added in order to fill poly(T) primers on the substrate that did not pair with an RNA, but could still have been G-tailed by terminal transferase. This step prevents undesirable sequencing of G-tailed poly(dT) primers during sequencing, which would result in the abundance of poly-A reads.


In other embodiments, the poly(G) tail is not necessary, because generation of the cDNA strand can provide the sequence of the terminal portion of the cDNA, which information may be used to design a primer that will hybridize to the terminal portion of the cDNA for the second sequencing reaction.


Methods of synthesizing primers are known in the art. See, e.g., Sambrook et al. (DNA microarray: A Molecular Cloning Manual, Cold Spring Harbor, N.Y., 2003) or Maniatis, et al. (Molecular Cloning: A Laboratory Manual, Cold Spring Harbor, N.Y., 1982), the contents of each of which are incorporated by reference herein in their entirety. Suitable methods for synthesizing oligonucleotide primers are also described in Caruthers (Science 230:281-285, 1985), the contents of which are incorporated by reference. The primer includes a nucleotide sequence with substantial complementarity to the cDNA strand, so that the primer hybridize with the cDNA strand. Complementarity between the primer and the cDNA strand need only be sufficient to specifically bind the primer to the cDNA sequence.


Primers suitable for use in the present invention include those formed from nucleic acids, nucleic acid analogs, locked nucleic acids, modified nucleic acids, and chimeric primers of a mixed class including a nucleic acid with another organic component such as peptide nucleic acids. Exemplary nucleotide analogs include phosphate esters of deoxyadenosine, deoxycytidine, deoxyguanosine, deoxythymidine, adenosine, cytidine, guanosine, and uridine. Other examples of non-natural nucleotides include a xanthine or hypoxanthine; 5-bromouracil, 2-aminopurine, deoxyinosine, or methylated cytosine, such as 5-methylcytosine, and N4-methoxydeoxycytosine. Also included are bases of polynucleotide mimetics, such as methylated nucleic acids, e.g., 2′-O-methRNA, peptide nucleic acids, modified peptide nucleic acids, and any other structural moiety that can act substantially like a nucleotide or base, for example, by exhibiting base-complementarity with one or more bases that occur in DNA or RNA.


The length of the primer is not critical, as long as the primer is capable of hybridizing to the cDNA. In fact, primers may be of any length. For example, primers may be as few as 5 nucleotides, or as much as 100 nucleotides. Exemplary primers are 5-mers, 10-mers, 15-mers, 20-mers, 25-mers, 50-mers, or 100-mers. Methods for determining an optimal primer length are known in the art. See, e.g., Shuber (U.S. Pat. No. 5,888,778).


Sequencing

Single molecule sequencing is shown for example in Lapidus et al. (U.S. Pat. No. 7,169,560), Lapidus et al. (U.S. patent application number 2009/0191565), Quake et al. (U.S. Pat. No. 6,818,395), Harris (U.S. Pat. No. 7,282,337), Quake et al. (U.S. patent application number 2002/0164629), Braslaysky, et al., PNAS (USA), 100: 3960-3964 (2003), Harris et al. (Science 320:106-109, 2008), Lipson et al. (Nat Biotechnol 27:652-658, 2009), and Pushkarev et al. (Nat Biotechnol 2009), the contents of each of these references is incorporated by reference herein in its entirety. The following sections discuss general considerations for nucleic acid sequencing, for example, polymerases useful in sequencing-by-synthesis, reaction conditions, signal detection and analysis.


Nucleotides


Nucleotides useful in the invention include any nucleotide or nucleotide analog, whether naturally-occurring or synthetic. For example, preferred nucleotides include phosphate esters of deoxyadenosine, deoxycytidine, deoxyguanosine, deoxythymidine, adenosine, cytidine, guanosine, and uridine. Other nucleotides useful in the invention comprise an adenine, cytosine, guanine, thymine base, a xanthine or hypoxanthine; 5-bromouracil, 2-aminopurine, deoxyinosine, or methylated cytosine, such as 5-methylcytosine, and N4-methoxydeoxycytosine. Also included are bases of polynucleotide mimetics, such as methylated nucleic acids, e.g., 2′-O-methRNA, peptide nucleic acids, modified peptide nucleic acids, locked nucleic acids and any other structural moiety that can act substantially like a nucleotide or base, for example, by exhibiting base-complementarity with one or more bases that occur in DNA or RNA and/or being capable of base-complementary incorporation, and includes chain-terminating analogs. A nucleotide corresponds to a specific nucleotide species if they share base-complementarity with respect to at least one base.


Nucleotides for nucleic acid sequencing according to the invention preferably include a detectable label that is directly or indirectly detectable. Preferred labels include optically-detectable labels, such as fluorescent labels. Examples of fluorescent labels include, but are not limited to, 4-acetamido-4′-isothiocyanatostilbene-2,2′disulfonic acid; acridine and derivatives: acridine, acridine isothiocyanate; 5-(2′-aminoethyl)aminonaphthalene-1-sulfonic acid (EDANS); 4-amino-N-[3-vinylsulfonyl)phenyl]naphthalimide-3,5 disulfonate; N-(4-anilino-1-naphthyl)maleimide; anthranilamide; BODIPY; Brilliant Yellow; coumarin and derivatives; coumarin, 7-amino-4-methylcoumarin (AMC, Coumarin 120), 7-amino-4-trifluoromethylcouluarin (Coumaran 151); cyanine dyes; cyanosine; 4′,6-diaminidino-2-phenylindole (DAPI); 5′5″-dibromopyrogallol-sulfonaphthalein (Bromopyrogallol Red); 7-diethylamino-3-(4′-isothiocyanatophenyl)-4-methylcoumarin; diethylenetriamine pentaacetate; 4,4′-diisothiocyanatodihydro-stilbene-2,2′-disulfonic acid; 4,4′-diisothiocyanatostilbene-2,2′-disulfonic acid; 5-[dimethylamino]naphthalene-1-sulfonyl chloride (DNS, dansylchloride); 4-dimethylaminophenylazophenyl-4′-isothiocyanate (DABITC); eosin and derivatives; eosin, eosin isothiocyanate, erythrosin and derivatives; erythrosin B, erythrosin, isothiocyanate; ethidium; fluorescein and derivatives; 5-carboxyfluorescein (FAM), 5-(4,6-dichlorotriazin-2-yl)aminofluorescein (DTAF), 2′,7′-dimethoxy-4′5′-dichloro-6-carboxyfluorescein, fluorescein, fluorescein isothiocyanate, QFITC, (XRITC); fluorescamine; IR144; IR1446; Malachite Green isothiocyanate; 4-methylumbelliferoneortho cresolphthalein; nitrotyrosine; pararosaniline; Phenol Red; B-phycoerythrin; o-phthaldialdehyde; pyrene and derivatives: pyrene, pyrene butyrate, succinimidyl 1-pyrene; butyrate quantum dots; Reactive Red 4 (Cibacron™ Brilliant Red 3B-A) rhodamine and derivatives: 6-carboxy-X-rhodamine (ROX), 6-carboxyrhodamine (R6G), lissamine rhodamine B sulfonyl chloride rhodamine (Rhod), rhodamine B, rhodamine 123, rhodamine X isothiocyanate, sulforhodamine 13, sulforhodamine 101, sulfonyl chloride derivative of sulforhodamine 101 (Texas Red); N,N,N′,N′tetramethyl-6-carboxyrhodamine (TAMRA); tetramethyl rhodamine; tetramethyl rhodamine isothiocyanate (TRITC); riboflavin; rosolic acid; terbium chelate derivatives; Cy3; Cy5; Cy5.5; Cy7; IRD 700; IRD 800; La Jolta Blue; phthalo cyanine; and naphthalo cyanine. Preferred fluorescent labels are cyanine-3 and cyanine-5. Labels other than fluorescent labels are contemplated by the invention, including other optically-detectable labels.


Polymerases


Nucleic acid polymerases generally useful in the invention include DNA polymerases, RNA polymerases, reverse transcriptases, and mutant or altered forms of any of the foregoing. DNA polymerases and their properties are described in detail in, among other places, DNA Replication 2nd edition, Kornberg and Baker, W. H. Freeman, New York, N.Y. (1991). Known conventional DNA polymerases useful in the invention include, but are not limited to, Pyrococcus furiosus (Pfu) DNA polymerase (Lundberg et al., 1991, Gene, 108: 1, Stratagene), Pyrococcus woesei (Pwo) DNA polymerase (Hinnisdaels et al., 1996, Biotechniques, 20:186-8, Boehringer Mannheim), Thermus thermophilus (Tth) DNA polymerase (Myers and Gelfand 1991, Biochemistry 30:7661), Bacillus stearothermophilus DNA polymerase (Stenesh and McGowan, 1977, Biochim Biophys Acta 475:32), Thermococcus litoralis (Tli) DNA polymerase (also referred to as Vent™ DNA polymerase, Cariello et al., 1991, Polynucleotides Res, 19: 4193, New England Biolabs), 9.degree.Nm™ DNA polymerase (New England Biolabs), Stoffel fragment, ThermoSequenase® (Amersham Pharmacia Biotech UK), Therminator™ (New England Biolabs), Thermotoga maritima (Tma) DNA polymerase (Diaz and Sabino, 1998 Braz J. Med. Res, 31:1239), Thermus aquaticus (Taq) DNA polymerase (Chien et al., 1976, J. Bacteoriol, 127: 1550), DNA polymerase, Pyrococcus kodakaraensis KOD DNA polymerase (Takagi et al., 1997, Appl. Environ. Microbiol. 63:4504), JDF-3 DNA polymerase (from thermococcus sp. JDF-3, Patent application WO 0132887), Pyrococcus GB-D (PGB-D) DNA polymerase (also referred as Deep Vent™ DNA polymerase, Juncosa-Ginesta et al., 1994, Biotechniques, 16:820, New England Biolabs), UlTma DNA polymerase (from thermophile Thermotoga maritima; Diaz and Sabino, 1998 Braz J. Med. Res, 31:1239; PE Applied Biosystems), Tgo DNA polymerase (from thermococcus gorgonarius, Roche Molecular Biochemicals), E. coli DNA polymerase I (Lecomte and Doubleday, 1983, Polynucleotides Res. 11:7505), T7 DNA polymerase (Nordstrom et al., 1981, J. Biol. Chem. 256:3112), and archaeal DP1I/DP2 DNA polymerase II (Cann et al, 1998, Proc. Natl. Acad. Sci. USA 95:14250).


Both mesophilic polymerases and thermophilic polymerases are contemplated. Thermophilic DNA polymerases include, but are not limited to, ThermoSequenase®, 9.degree.Nm™, Therminator™, Taq, Tne, Tma, Pfu, Tfl, Tth, Tli, Stoffel fragment, Vent™ and Deep Vent™ DNA polymerase, KOD DNA polymerase, Tgo, JDF-3, and mutants, variants and derivatives thereof. A highly-preferred form of any polymerase is a 3′ exonuclease-deficient mutant.


Reverse transcriptases useful in the invention include, but are not limited to, reverse transcriptases from HIV, HTLV-1, HTLV-II, FeLV, FIV, SIV, AMV, MMTV, MoMuLV and other retroviruses (see Levin, Cell 88:5-8 (1997); Verma, Biochim Biophys Acta. 473:1-38 (1977); Wu et al., CRC Crit. Rev Biochem. 3:289-347 (1975)).


Detection


Any detection method can be used that is suitable for the type of label employed. Thus, exemplary detection methods include radioactive detection, optical absorbance detection, e.g., UV-visible absorbance detection, optical emission detection, e.g., fluorescence or chemiluminescence. For example, extended primers can be detected on a substrate by scanning all or portions of each substrate simultaneously or serially, depending on the scanning method used. For fluorescence labeling, selected regions on a substrate may be serially scanned one-by-one or row-by-row using a fluorescence microscope apparatus, such as described in Fodor (U.S. Pat. No. 5,445,934) and Mathies et al. (U.S. Pat. No. 5,091,652). Devices capable of sensing fluorescence from a single molecule include scanning tunneling microscope (siM) and the atomic force microscope (AFM). Hybridization patterns may also be scanned using a CCD camera (e.g., Model TE/CCD512SF, Princeton Instruments, Trenton, N.J.) with suitable optics (Ploem, in Fluorescent and Luminescent Probes for Biological Activity Mason, T. G. Ed., Academic Press, Landon, pp. 1-11 (1993), such as described in Yershov et al., Proc. Natl. Acad. Sci. 93:4913 (1996), or may be imaged by TV monitoring. For radioactive signals, a phosphorimager device can be used (Johnston et al., Electrophoresis, 13:566, 1990; Drmanac et al., Electrophoresis, 13:566, 1992; 1993). Other commercial suppliers of imaging instruments include General Scanning Inc., (Watertown, Mass. on the World Wide Web at genscan.com), Genix Technologies (Waterloo, Ontario, Canada; on the World Wide Web at confocal.com), and Applied Precision Inc. Such detection methods are particularly useful to achieve simultaneous scanning of multiple attached template nucleic acids.


A number of approaches can be used to detect incorporation of fluorescently-labeled nucleotides into a single nucleic acid molecule. Optical setups include near-field scanning microscopy, far-field confocal microscopy, wide-field epi-illumination, light scattering, dark field microscopy, photoconversion, single and/or multiphoton excitation, spectral wavelength discrimination, fluorophor identification, evanescent wave illumination, and total internal reflection fluorescence (TIRF) microscopy. In general, certain methods involve detection of laser-activated fluorescence using a microscope equipped with a camera. Suitable photon detection systems include, but are not limited to, photodiodes and intensified CCD cameras. For example, an intensified charge couple device (ICCD) camera can be used. The use of an ICCD camera to image individual fluorescent dye molecules in a fluid near a surface provides numerous advantages. For example, with an ICCD optical setup, it is possible to acquire a sequence of images (movies) of fluorophores.


Some embodiments of the present invention use TIRF microscopy for imaging. TIRF microscopy uses totally internally reflected excitation light and is well known in the art. See, e.g., the World Wide Web at nikon-instruments.jp/eng/page/products/tirf.aspx. In certain embodiments, detection is carried out using evanescent wave illumination and total internal reflection fluorescence microscopy. An evanescent light field can be set up at the surface, for example, to image fluorescently-labeled nucleic acid molecules. When a laser beam is totally reflected at the interface between a liquid and a solid substrate (e.g., a glass), the excitation light beam penetrates only a short distance into the liquid. The optical field does not end abruptly at the reflective interface, but its intensity falls off exponentially with distance. This surface electromagnetic field, called the “evanescent wave”, can selectively excite fluorescent molecules in the liquid near the interface. The thin evanescent optical field at the interface provides low background and facilitates the detection of single molecules with high signal-to-noise ratio at visible wavelengths.


The evanescent field also can image fluorescently-labeled nucleotides upon their incorporation into the attached template/primer complex in the presence of a polymerase. Total internal reflectance fluorescence microscopy is then used to visualize the attached template/primer duplex and/or the incorporated nucleotides with single molecule resolution.


Some embodiments of the invention use non-optical detection methods such as, for example, detection using nanopores (e.g., protein or solid state) through which molecules are individually passed so as to allow identification of the molecules by noting characteristics or changes in various properties or effects such as capacitance or blockage current flow (see, for example, Stoddart et al, Proc. Nat. Acad. Sci., 106:7702, 2009; Purnell and Schmidt, ACS Nano, 3:2533, 2009; Branton et al, Nature Biotechnology, 26:1146, 2008; Polonsky et al, U.S. Application 2008/0187915; Mitchell & Howorka, Angew. Chem. Int. Ed. 47:5565, 2008; Borsenberger et al, J. Am. Chem. Soc., 131, 7530, 2009); or other suitable non-optical detection methods.


Analysis


Alignment and/or compilation of sequence results obtained from the image stacks produced as generally described above utilizes look-up tables that take into account possible sequences changes (due, e.g., to errors, mutations, etc.). Essentially, sequencing results obtained as described herein are compared to a look-up type table that contains all possible reference sequences plus 1 or 2 base errors.


Resequencing

In certain embodiments, the cDNA is resequenced by denaturing the extended complementary strand of the cDNA, removing the newly-synthesized complementary strand, annealing a new primer, and then repeating the experiment with fresh reagents to sequentially analyze the sequence of the same cDNA molecule. This approach is very sensitive because only a single copy of the cDNA molecule is needed to obtain sequence information. Further, releasing the extension product from the cDNA template, e.g., by denaturing, and annealing the cDNA template with a different primer, provides the opportunity to re-read the same cDNA molecule with different sets of nucleotides (e.g., different combinations of two types of labeled nucleotides and two types of unlabeled nucleotides).


In some embodiments, nucleotides lacking any labeling moiety are provided for a period of time to allow unlabeled nucleotides to fill in regions, for example regions that are an already known, until the complementary strand extends to reach unknown regions further downstream. At this point, nucleotides bearing a labeling moiety can be added and analysis begun or continued.


Further description of resequencing is provided in Lander et al. (U.S. patent application serial number 2009/0305248) and Quake (U.S. patent application serial number 2006/0019267), the content of each of which is incorporated by reference herein in its entirety.


INCORPORATION BY REFERENCE

References and citations to other documents, such as patents, patent applications, patent publications, journals, books, papers, web contents, have been made throughout this disclosure. All such documents are hereby incorporated herein by reference in their entirety for all purposes.


EQUIVALENTS

Various modifications of the invention and many further embodiments thereof, in addition to those shown and described herein, will become apparent to those skilled in the art from the full contents of this document, including references to the scientific and patent literature cited herein. The subject matter herein contains important information, exemplification and guidance that can be adapted to the practice of this invention in its various embodiments and equivalents thereof.


EXAMPLES

Methods of the invention were used to profile a mouse pancreatic ductal cell line (SM25) and a mouse pancreatic adenocarcinoma cell line (490). SM25 was derived from a mouse with the pancreas targeted expression of KRAS G12D, which induces a precursor pancreatic cancer lesion called PanIN (Aguirre et al., Genes Dev 17:3112-3126, 2003). 490 was derived from a pancreatic adenocarcinoma that was developed in a genetically engineered mouse model incorporating activating mutation KRAS G12D and the conditional loss of p53 targeted specifically to the pancreas (Bardeesy et al. Proc Natl Acad Sci USA 103:5947-5952, 2006).


Example 1
Sample Loading and Flow Cell Preparation

SM25 and 490 cells in quantities indicated in the figures were lysed in the lysis buffers of PicoPure RNA Isolation (Molecular Devices), AmpliGrid Cell Extraction (Advalytix), CellsDirect Two-Step qRT-PCR (Invitrogen) or FastLane Cell cDNA (Qiagen) kits as instructed by the manufacturers. The lysates were hybridized in 10 μl volume to Helicos poly(dT)-coated sequencing flow cell channels in 1×SSC, 0.05% SDS at 37° C. for 30 minutes. First-strand cDNA was synthesized with the SuperScript III first-strand cDNA synthesis kit (Invitrogen) using manufacturer's recommendations, except no additional primers were added, and the incubation steps were modified as follows: 37° C. 15 minutes, and 55° C. 45 minutes. Subsequent to cDNA synthesis, hot water was passed through the channels to degrade and melt away the RNA strands. Guanine tailing was performed using terminal transferase, adding 500 μl guanine in 20 μl volume in 1×TdT buffer, 2.5 mM CoCl2 and 20 units terminal transferase per channel. The reaction took place at 37° C. for 30 minutes, followed by 3′ blocking with 100 μM ddGTP and ddATP under the same reaction conditions. The poly-C primers were hybridized at 50 nM in 1×SSC, 0.05% SDS at 55° C. for 30 minutes, followed by step-wise “fill” steps with 500 μM cytosine and adenine nucleotides with 5 units Klenow fragment (NEB) in 1×NEB2 buffer and 20 μl reaction volume per channel. The lock step was then performed using virtual terminator guanine and thymidine nucleotide analogs. Sequencing by synthesis was then initiated as described herein. For the experiments with the HIV RT, the only step that was altered was the cDNA synthesis step, which was performed in the 1×HIV RT buffer, 150 μM dNTPs and 10 units enzyme in 20 μl reaction volume. The reaction took place at 42° C. for 30 minutes, followed by 55° C. for 30 minutes.


Example 2
RNA Isolation and QRT-PCR Validation

For RNA extraction, cells were detached from cell culture plates by standard trypsinization and centrifuged into a pellet. The supernatant was removed and cells were flash frozen in liquid nitrogen. Frozen pellets were then thawed and cells were homogenized with the QIAshredder Kit (Qiagen). Total RNA was then extracted with the RNeasy Mini Kit (Qiagen) and treated with on column DNase I (Qiagen) as instructed. Total RNA quantification and quality assessment was done with Nanodrop OD260 and OD260/280 measurements. RNA was then subjected to reverse transcriptase using the Invitrogen Superscript III First-Strand Synthesis System for RT-PCR kit per protocol to make cDNA. Oligo(dT)20 primers from the Invitrogen kit were used for reverse transcription and RNase H was used for RNA removal after cDNA synthesis. The cDNA was then aliquoted for quantitative PCR at 10 ng per reaction. Primers for each gene were obtained from a pre-validated source, PrimerBank (http://pga.mghlarvard.edu/primerbank/). The primers were prepped at a final concentration of 0.4 μM using Power SYBR Green Master Mix per protocol and each condition was done in triplicate. qPCR reactions were run and analyzed using the ABI 7500 Real-Time PCR system (Applied Biosystems). Beta-actin (actb) was used as the endogenous control for each cell line.


Example 3
Data Analysis

Read filtering, alignment (using the IndexDP algorithm) and transcript counting were done as described (Lipson et al. Nat Biotechnol 27:652-658, 2009). The mouse reference used was the MM9 assembly downloaded from the UCSC Genome Browser. For the whole genome alignment of reads, the IndexDP alignment threshold used was 4.3 (Lipson et al. Nat Biotechnol 27:652-658, 2009).


Example 4
Sequencing


FIG. 1 is a schematic showing the protocol used for sequencing RNA from cells. Poly(A) tailed mRNA from 250 to 16000 lysed SM25 and 490 cells were captured directly on poly(dT)-coated sequencing flow cells without the need for intermediate RNA isolation or poly(A) tailed RNA purification steps. On-surface cDNA synthesis was initiated by the use of SuperScript III (SSIII) reverse transcriptase (RT), followed by terminal transferase (TdT)-mediated on-surface G-tailing of cDNAs covalently attached to surfaces to generate priming sites for sequencing from the 3′ ends of cDNAs. Poly(C) primers were hybridized to the G-tailed templates, followed by a “fill and lock” step in order to ensure that the poly(C) primer alignment within the poly(G) stretch was suitable for the initiation of sequencing at the 3′ end of the generated cDNA. Sequencing was then performed as described above.


Example 5
cDNA Priming

Guanine was chosen over other nucleotides for on-surface TdT-mediated tailing for several reasons: guanine tailing with TdT was generally limited to about 25-30 nts whereas TdT-mediated tailing with other nucleotides exhibit variable lengths and was not as controllable as guanine tailing; adenine tailing would have caused the poly(A) tail at the 3′ end of the cDNA molecules to interact with the poly(dT) capture primers on the surface; and thymidine tailing would have required a poly(A) primer to be used for the sequencing initiation purposes rather than a poly(C) primer, which was have been problematic because the poly(A) primers would hybridize not only to the TdT-generated poly(T) tails, but also to the poly(dT) capture primers on the sequencing surfaces.


Example 6
Polymerases

SSIII was chosen as the reverse transcriptase for production of the cDNA/RNA duplex because it is a commonly-used reverse transcriptase reported to give satisfactory performance for on-surface applications (Taniguchi et al. Nat Methods 6:503-506, 2009). Profiles that were obtained with this reverse transcriptase were compared to HIV reverse transcriptase to determine any reverse transcriptase specific differences (FIG. 5). High concordance was obtained of transcript counts with both reverse transcriptases (Pearson correlation, r=0.993), indicating the accuracy and reproducibility of the profiles.


Example 7
Sequence Reads

To determine the effect of cell quantity used per channel to the number of usable reads obtained, a titration protocol was performed, results of which are shown in FIG. 2 panel A. Data herein show that as low as 250 cells could generate sufficient usable reads for general gene expression profiling purposes. The measurements were highly reproducible as demonstrated by profiling a thousand 490 cells prepared at separate times in two independent runs (FIG. 2 panel B). Comparison of four different commercial cell lysis conditions revealed high correlation of transcript counts obtained (FIG. 4), suggesting independence of the quantitative power of gene expression profiles obtained with methods of the invention from cell lysis methods.


Example 8
Comparison to Other Profiling Methods

To determine the correlation of methods of the invention to standard digital gene expression methods, profiling of 10 micrograms of 490 RNA (from about 4 million cells) was compared to one thousand 490 cells profiled with methods of the invention. High correlation was observed between both datasets (FIG. 2 panel C), demonstrating the quantification ability of methods of the invention and accuracy of the counts. The rRNA sequence level with standard digital gene expression methods profiling was 2-3%, while this proportion was 0.01-0.02% with the methods of the invention. Mitochondrial sequences proportions were similar in both methods (2-3%). Since rRNA species can also be poly-adenylated (Ozsolak et al. Nature, 2009; and Slomovic et al. Nucleic Acids Res, 34:2966-2975, 2006), the presence of rRNA reads from methods of the invention was expected.


Example 9
Sequencing Statistics

Over 97% of the reads were 24-60 nucleotides (nts) in length, with a median length of 36 nts (FIG. 2 panel D). This length was 3 nts higher than previously reported performance involving single molecule sequencing (See Lipson, Nat Biotechnol 27:652-658, 2009; and Pushkarev et al., Nat Biotechnol, 2009). While the cause is not known, the slightly longer read lengths might have been caused by sequencing-by-synthesis steps taking place further away from the flow cell surface, thus allowing easier diffusion of enzymes and other components of single molecule sysnthesis chemistry. The average error rates were around 4.7% to 5.1% per base. Examination of the strandedness of the procedure revealed 1.5-1.9% of the sequences mapping to known genes to be aligned opposite to their known transcription direction (Table 1). This percentage is lower than the 4.6% level obtained with the standard digital gene expression approach and may indicate potential antisense transcription events. The primary contributor of these reads is likely to be the reverse transcriptase tendency to generate spurious second-strand cDNA products.













TABLE 1








Aligned
Percentage



Quality

Read
of Reads


Sample
Filtered
Aligned
Mean
Mapping in the


Name
Reads
Reads
Length
Antisense Direction



















Ampligrid-
8553680
2505107
36.5916
1.065


490-SSIII


Qiagen-
11270742
4186003
37.0209
1.218


490-SSIII


Ampligrid-
15093695
6298058
35.6237
1.619


SM25-SSIII


Qiagen-
11557689
4970093
35.4661
1.212


SM25-SSIII


Ampligrid-
14099553
6974285
34.9793
1.998


SM25-HIV RT


Standard
25506692
14318515
32.8482
4.678


DGE-490










Table 1 provides data showing filtered and aligned read yields, read lengths and percentage of reads aligning in the antisense direction of known gene transcription directions are shown. Each row indicates data from single channels of a 50-channel HELISCOPE system (single molecule sequencing by synthesis system, Helicos Biosciences Corporation, Cambridge Mass.). Sample names contain the cell lysis method, cell line, and the reverse transcriptase enzyme used. The last row indicate the yields from 10 microgram 490 RNA profiled with an established digital gene expression method.


Example 10
Expression Profiling

To further investigate the quantification ability of methods of the invention and their use in identifying differentially expressed genes, profiles of the 490 and SM25 cells produced by methods of the invention were compared (FIG. 3 panel A). Methods of the invention were used to identify 2088 genes exhibiting greater than 2-fold differences and with 10 t.p.m (transcripts per million) minimum expression levels in at least one of the cell lines (See Table 2 below). Thirteen genes exhibiting a wide-range of expression level differences were validated with the quantitative real-time polymerase chain reaction approach (FIG. 3, panel C). Data herein demonstrate that methods of the invention may be used to clearly distinguish expression profiles between cell lines derived from pancreatic pre-malignant tissue and fully developed adenocarcinoma. The differentiation of gene expression of similar cell types is a critical element for comprehensive analyses of rare cell populations such as circulating tumor cells and stem cells.




















TABLE 2












Normalized
Normalized
Normalized
Normalized




Ampligrid 490
Qiagen 490
Ampligrid SM25
Qiagen SM25
Ampligrid SM25 HIV-RT
Ampligrid 490
Qiagen 490
Ampligrid SM25
Qiagen SM25
SM25/490


























Sox17
16.9119
18
400
284.82
478.212
56.43866
36.18424
455.3551
435.3444
9.616408


Atp6v1h
53.4408
57.0929
329.491
215.416
359.225
178.3435
114.7702
375.0885
329.2611
2.402992


Pcmtd1
27
8
125
76.7745
154
90.10482
16.08188
142.2985
117.349
2.445198


Rdh10
419
553
504
312
564
1398.293
1111.66
573.7474
476.8888
0.418588


Mcm3
25.8173
130.163
67.9502
48.5
95.7074
86.1579
261.6583
77.35367
74.13175
0.435533


Paqr8
15.4556
29.8943
12.1218
8.35167
13.1911
51.57867
60.09458
13.79931
12.76544
0.237879


Tmem14a
17
10
70
50
83
56.73267
20.10235
79.68713
76.42448
2.031777


Gsta3
6
1.00877
1286.95
953
1438.94
20.02329
2.027865
1465.048
1456.651
132.4964


Ogfrl1
9.11415
10.0373
56.1174
29.8335
44.5281
30.41588
20.17733
63.88335
45.6002
2.163997


Lmbrd1
44.4604
45.5996
240.765
196.089
299.54
148.3739
91.66593
274.0839
299.72
2.390453


Dst
349.874
142
274.582
154.498
355.309
1167.605
285.4534
312.5808
236.1486
0.377638


Neurl3
9
13.1085
63.5425
33.3162
86.194
30.03494
26.35117
72.336
50.92347
2.18599


uc007arr.1
16
11
158
76
161
53.39545
22.11259
179.8652
116.1652
3.920516


Tbc1d8
5.0365
7.01833
54.7068
29.2605
64.8978
16.80789
14.10849
62.27754
44.72437
3.46101


Il1r1
40
28.0117
189
135.343
245.663
133.4886
56.31011
215.1553
206.8704
2.223543


Fhl2
140
219
125
107
153
467.2102
440.2415
142.2985
163.5484
0.337039


Ercc5
10
8
107.429
53.3985
100
33.37216
16.08188
122.2958
81.61906
4.123321


Slc39a10
63.9387
196.179
76.2128
33.6053
76.7081
213.3772
394.366
86.75971
51.36535
0.227275


Sdpr
267
391
107
55
96
891.0366
786.002
121.8075
84.06693
0.122761


Myo1b
57.5365
27.0456
286.379
134.037
264.333
192.0117
54.36802
326.0103
204.8742
2.154741


Stat1
7
8.65211
181.392
112.425
244.381
23.36051
17.39278
206.4944
171.8405
9.283542


Nab1
24
28
127
92
158
80.09318
56.28659
144.5752
140.621
2.091192


Inpp1
6
7
52
37
51
20.02329
14.07165
59.19616
56.55412
3.39494


Sgol2
20
59
41
16
48
66.74431
118.6039
46.67389
24.45583
0.383763


Aox1
13
9
79
31
62
43.3838
18.09212
89.93262
47.38318
2.233652


Stradb
8
7
73
35
92
26.69773
14.07165
83.1023
53.49714
3.350541


Wdr12
62
247.996
154
99.2847
178
206.9074
498.5303
175.3117
151.7556
0.463637


Plekhm3
5
5
62.2369
20
72.2286
16.68608
10.05118
70.84972
30.56979
3.793191


Idh1
163
86.0919
757.696
511.456
873.997
543.9661
173.065
862.5518
781.7552
2.293216


Rpe
46.9429
67.8772
350.069
205.774
424.887
156.6586
136.4491
398.5142
314.5234
2.432681


1110028C15Rik
6.05714
5.12281
81.931
64.6213
96.478
20.21398
10.29805
93.26924
98.77299
6.293983


Acadl
126
187
1252
1013
1702
420.4892
375.914
1425.261
1548.36
3.733814


Vil1
48
44
9
2
5
160.1864
88.45035
10.24549
3.056979
0.053502


Wnt10a
14
21
138
59
146
46.72102
42.21494
157.0975
90.18089
2.780409


Atg9a
21.0328
8.10163
131.008
67.9516
183.338
70.19099
16.28618
149.1379
103.8633
2.925642


Ptprn
140
132
144
78
199
467.2102
265.3511
163.9278
119.2222
0.386521


Obsl1
62
27
39
15
55
206.9074
54.27635
44.39712
22.92735
0.257767


Stk11ip
20
3.00047
86.2729
51.4554
130.471
66.74431
6.031651
98.212
78.64905
2.430212


Ap1s3
5.00964
11.0468
62
29.1106
76.3601
16.71825
22.20667
70.58003
44.49525
2.95634


Serpine2
56
50
610.657
415.671
699.972
186.8841
100.5118
695.1644
635.3488
4.629549


Irs1
44.5426
31.101
24
20
40.2439
148.6483
62.52033
27.3213
30.56979
0.274146


Ccl20
16
21.0027
2083
2158
2449
53.39545
42.22037
2371.261
3298.481
59.29711


Cab39
18
27
25.4433
17.0055
32
60.06988
54.27635
28.96434
25.99273
0.48062


Ugt1a10
12
21.4039
287.053
113.399
310.719
40.04659
43.02688
326.7776
173.3292
6.020055


Ugt1a9
12
4.14219
239.372
103.651
310.719
40.04659
8.326777
272.4981
158.4295
8.908366


Ugt1a7c
12
59.1445
375.69
442.122
310.719
40.04659
118.8944
427.6809
675.7789
6.942577


Ugt1a6a
12
41.8828
328.295
264.572
413.685
40.04659
84.19428
373.727
404.3956
6.263016


Ugt1a5
12
4.14219
258.846
74.2183
310.719
40.04659
8.326777
294.6671
113.4419
8.436647


Ugt1a2
12
4.14219
239.372
74.2183
310.719
40.04659
8.326777
272.4981
113.4419
7.978358


Ugt1a1
12
4.14219
239.372
89.3992
310.719
40.04659
8.326777
272.4981
136.6458
8.458041


Glrp1
67
36
2.02218
1
1
223.5934
72.36847
2.302025
1.52849
0.012943


Cxcr7
171
334.997
128
118
127
570.6639
673.4228
145.7136
180.3618
0.2621


Hes6
48
57
412
262
533
160.1864
114.5834
469.0157
400.4643
3.164395


Per2
17
11
95
43
105.317
56.73267
22.11259
108.1468
65.72506
2.20523


2310007B03Rik
43
38
214
149
261
143.5003
76.38894
243.615
227.745
2.143625


Mterfd2
28.0834
22.0125
142
95
208
93.72036
44.2503
161.651
145.2065
2.224078


Fam174a
29
31
218
164
213
96.77925
62.31729
248.1685
250.6723
3.13546


St8sia4
8
1
95
65
109.12
26.69773
2.010235
108.1468
99.35183
7.227914


Tcfcp2l1
13.0117
3.02065
232.619
79.6743
256.472
43.42285
6.072217
264.8106
121.7813
7.810717


Ralb
63
36
441.784
160.638
524.376
210.2446
72.36847
502.9214
245.5335
2.648338


Tmem185b
39
48.9796
239.693
147.98
293
130.1514
98.46052
272.8635
226.1859
2.182955


Epb4.1l5
5
3
67
51
78
16.68608
6.030706
76.27197
77.95297
6.789031


Tmem37
15
34
116
88
102
50.05823
68.348
132.053
134.5071
2.251233


En1
94
90
0
1
1.00901
313.6983
180.9212
0
1.52849
0.00309


Slc35f5
29
30
172
113
211
96.77925
60.30706
195.8027
172.7193
2.345984


uc007clk.1
7.18701
14
23.1889
57.1369
20.593
23.9846
28.14329
26.39796
87.33316
2.181771


Cd55
12
17
105.309
71.7306
116.837
40.04659
34.174
119.8825
109.6395
3.09243


C4bp
2
3
377
271
426
6.674431
6.030706
429.1721
414.2207
66.38203


Pfkfb2
2
5
87
61
93
6.674431
10.05118
99.03972
93.23787
11.496


AA986860
38
31
590
300
713.913
126.8142
62.31729
671.6487
458.5469
5.975714


Mapkapk2
190
175
1042
574
1285
634.071
351.7912
1186.2
877.3531
2.093146


Dyrk3
23
27
158
92
153
76.75596
54.27635
179.8652
140.621
2.445857


Ikbke
20
14
325
147
416
66.74431
28.14329
369.976
224.688
6.267035


Rab7l1
5
6
58
44
61
16.68608
12.06141
66.02648
67.25355
4.636232


Mfsd4
28.3982
16.6159
27.0052
18.9926
43.4285
94.77092
33.40187
30.74239
29.02999
0.466342


Klhdc8a
10
6
61
38
76
33.37216
12.06141
69.44165
58.08261
2.806829


Nuak2
17
14
205
89.2409
209.067
56.73267
28.14329
233.3695
136.4038
4.356631


uc007cpj.1
65
26
327.797
121.35
356.989
216.919
52.26612
373.1601
185.4822
2.075309


Btg2
96.4528
26
681
424.186
763.878
321.8838
52.26612
775.242
648.3639
3.804908


Lgr6
21
22
0
0
0
70.08153
44.22518
0
0
0


Phlda3
82
144
725
435
928.722
273.6517
289.4739
825.331
664.893
2.646344


Lad1
213
228.071
195
98
243.149
710.8269
458.4764
221.9856
149.792
0.317948


Tnnt2
112
158
58
47
69
373.7682
317.6172
66.02648
71.83901
0.199405


Pkp1
20
6
108
34
120.403
66.74431
12.06141
122.9459
51.96865
2.219566


Kif21b
47
6
37
23
54.7318
156.8491
12.06141
42.12034
35.15526
0.457494


Cfh
27
2
766.403
543.985
866.291
90.10482
4.020471
872.4637
831.4755
18.10288


Rgs2
28
17
181
131
213.182
93.44204
34.174
206.0482
200.2321
3.183615


Pla2g4a
156
109
130
110
142
520.6056
219.1156
147.9904
168.1339
0.427356


Edem3
37
40.111
203
117.278
246.186
123.477
80.63255
231.0927
179.2582
2.010445


Rgl1
5
1
130
70
137
16.68608
2.010235
147.9904
106.9943
13.63823


uc007czl.1
6.03746
0
148.418
108.603
286.026
20.14831
0
168.9572
165.9986
16.62451


Xpr1
27.1126
16.3574
157.861
67
155.363
90.48059
32.88222
179.707
102.4088
2.286879


Tor3a
9
11
127
79
107
30.03494
22.11259
144.5752
120.7507
5.087986


Ralgps2
65.2726
60
87.04
30.007
71.8396
217.8287
120.6141
99.08526
45.86539
0.428287


2810025M15Rik
93
132.01
98
62.0052
127
310.3611
265.3712
111.562
94.77431
0.358389


Gas5
546
1052
2619.89
3307.99
2803
1822.12
2114.768
2982.45
5056.229
2.041887


Pigc
9
16
75
51
104
30.03494
32.16377
85.37907
77.95297
2.625972


Slc19a2
11
22
219
131
233
36.70937
44.22518
249.3069
200.2321
5.554353


Blzf1
15
15.1184
73
52
86.0244
50.05823
30.39154
83.1023
79.48146
2.020935


Nme7
103.276
112.529
3006.8
1869.91
3436.8
344.6543
226.2098
3422.904
2858.138
11.00269


Atp1b1
18.3324
44.7812
1107.64
872.341
1180.36
61.17917
90.02075
1260.924
1333.364
17.158


Creg1
27
25.0193
213.34
169.379
222
90.10482
50.29468
242.8636
258.8941
3.573785


Tada1l
14
27.2227
121.572
59.7121
133.45
46.72102
54.72403
138.3961
91.26933
2.263939


Uck2
76
189
139
95.4847
170
253.6284
379.9345
158.2359
145.9474
0.480115


Mgst3
157
578
327
251.954
345
523.9429
1161.916
372.2528
385.1091
0.449244


Uap1
28
44.1981
260
161
249
93.44204
88.84858
295.9808
246.0868
2.973645


Pcp4l1
3
0
86
62
80
10.01165
0
97.90134
94.76636
19.24436


Nit1
44
34.8173
261.637
214.991
304
146.8375
69.99097
297.8443
328.6115
2.889177


F11r
60
137
406
417
680.759
200.2329
275.4022
462.1854
637.3802
2.311784


Ifi204
48.7752
54.7817
34.0787
24.9412
29.0717
162.7734
110.1241
38.79477
38.12237
0.281854


Ifi203
113.838
45.3499
66.4755
33.9486
74.1698
379.902
91.16397
75.67489
51.89008
0.270801


Ifi202b
66
44
34
28.9395
48
220.2562
88.45035
38.70518
44.23373
0.268666


Akt3
62
18
25
22
32
206.9074
36.18424
28.45969
33.62677
0.255404


Cabc1
4.05884
0
75.2603
21.2822
75.7858
13.54522
0
85.6754
32.52962
8.726693


Ephx1
20
12
1097
531
1235
66.74431
24.12282
1248.811
811.628
22.6753


Nvl
49.9516
45.6626
56.1507
42.2582
37.0595
166.6993
91.79257
63.92126
64.59122
0.497163


Cnih4
248
577
391
357
485
827.6295
1159.906
445.1096
545.6708
0.498497


uc007dxm.1
9.90001
0.936348
54.3468
28.7726
127.29
33.03847
1.88228
61.86773
43.97862
3.031045


Capn2
389
332
379.808
214.656
399
1298.177
667.3981
432.3687
328.0995
0.386894


Dusp10
53
57.1
29.0256
17.1239
32.0624
176.8724
114.7844
33.04238
26.1737
0.203033


C130074G19Rik
68
40
461
183
436.672
226.9307
80.40941
524.7967
279.7136
2.617655


Lyplal1
15
19
92
63
86
50.05823
38.19447
104.7317
96.29485
2.277851


Cenpf
37.8947
775.576
111.976
186.187
182.196
126.4628
1559.09
127.4721
284.5849
0.244464


Ptpn14
89.8962
41
545.361
216.997
560.266
300.003
82.41965
620.8322
331.6777
2.490726


Vash2
38
8
25
11
22
126.8142
16.08188
28.45969
16.81339
0.316825


Dtl
32
52.0315
51.5482
29.0249
60.4304
106.7909
104.5956
58.68183
44.36426
0.487477


Slc30a1
5
17
104
41.3829
94.0545
16.68608
34.174
118.3923
63.25334
3.571478


Sertad4
9
10
91
36.0599
75
30.03494
20.10235
103.5933
55.11718
3.165517


Lamb3
69
50
361.435
208
462.154
230.2679
100.5118
411.4531
317.9259
2.20503


uc007eer.1
3
3
71
33
61
10.01165
6.030706
80.82552
50.44016
8.182446


Fbxo5
13.65
125.165
30.5008
28.5916
61.1214
45.55299
251.6111
34.72173
43.70197
0.263907


Akap12
19
6.02859
170.438
64.793
178.27
63.4071
12.11888
194.0245
99.03543
3.880253


Lrp11
7
6
69
43
64
23.36051
12.06141
78.54875
65.72506
4.073009


BC013529
39
36
287
210.525
295
130.1514
72.36847
326.7173
321.7853
3.202167


Stxbp5
13
14
78
37
84.186
43.3838
28.14329
88.79424
56.55412
2.032074


Rab32
3
5
247
213
356
10.01165
10.05118
281.1817
325.5683
30.24251


Fuca2
9
12
157.405
107.87
189.146
30.03494
24.12282
179.1879
164.8782
6.353033


Hivep2
31.4717
13.3049
150.175
88.5893
152.321
105.0278
26.74598
170.9574
135.4078
2.324932


Pex7
32
40
172
130
193
106.7909
80.40941
195.8027
198.7037
2.107402


uc007epl.1
40.1643
35.8705
12.2703
7
21.2068
134.0369
72.10815
13.96836
10.69943
0.119662


Vnn1
40
31
292
202
335
133.4886
62.31729
332.4092
308.7549
3.274488


Enpp1
29
31
11
10
22
96.77925
62.31729
12.52226
15.2849
0.174782


C030003D03Rik
49
25
11
7
4
163.5236
50.25588
12.52226
10.69943
0.108625


Ptprk
82
77.2849
458.75
233
585.933
273.6517
155.3608
522.2353
356.1381
2.047431


uc007etc.1
80.0389
366.287
160.893
141.092
168.32
267.1071
736.3231
183.1586
215.6577
0.397453


2610036L11Rik
44.1301
138.425
24.0252
28.388
43.1469
147.2717
278.2668
27.34999
43.39076
0.166238


Hint3
10
11
58
54
97
33.37216
22.11259
66.02648
82.53844
2.677581


Tpd52l1
89
67
26
27
26
297.0122
134.6858
29.59808
41.26922
0.164159


Zufsp
6
12
57
32
54
20.02329
24.12282
64.8881
48.91167
2.577798


Dse
31
35
37.3484
18
46.2837
103.4537
70.35824
42.51696
27.51281
0.402905


Frk
11
23
70
66
93
36.70937
46.23541
79.68713
100.8803
2.17696


Lama4
2.00121
0
111.146
50.9126
114
6.678469
0
126.5272
77.81938
30.59782


Fyn
52
20
35
25
45
173.5352
40.20471
39.84357
38.21224
0.365191


Rev3l
14
8
65
35
93
46.72102
16.08188
73.9952
53.49714
2.030039


Gtf3c6
27
86
39
55
48
90.10482
172.8802
44.39712
84.06693
0.488484


uc007eyk.1
17.0147
2
218.2
65
252.446
56.78172
4.020471
248.3962
99.35183
5.719333


Ostm1
32
17.3479
208.611
121.438
202.468
106.7909
34.87336
237.4802
185.6167
2.986617


Cd24a
471
813
3772.94
2881
4755.92
1571.829
1634.321
4295.068
4403.579
2.713113


Gopc
31
50
255
168
265
103.4537
100.5118
290.2888
256.7863
2.682195


Man1a
15
6
106
42.3445
90.2083
50.05823
12.06141
120.6691
64.72313
2.984438


Gja1
101.058
176.977
1007.6
481.405
1079.86
337.2523
355.7654
1147.039
735.8226
2.716903


Smpdl3a
10
4
60
50
69
33.37216
8.040941
68.30326
76.42448
3.494734


Ddit4
159
73
2118
1755.97
2548.93
530.6173
146.7472
2411.105
2683.982
7.521928


Ascc1
21
20
105
68
132
70.08153
40.20471
119.5307
103.9373
2.026255


Ppa1
196
611
420
258
447
654.0943
1228.254
478.1228
394.3503
0.463503


Slc25a16
18.0555
18.3155
155.118
156.273
185.56
60.2551
36.81846
176.5844
238.8617
4.279704


Cdc2a
133
902
378
389
434
443.8497
1813.232
430.3105
594.5825
0.454079


uc007foe.1
7
4
91
52
76
23.36051
8.040941
103.5933
79.48146
5.830136


Chchd10
38
34
164.662
142
149.62
126.8142
68.348
187.4492
217.0455
2.072608


Shc2
19.9041
21.9778
11.7695
7.74069
22.8828
66.42427
44.18055
13.39825
11.83156
0.228108


Wdr18
122.641
235.633
198.611
127.317
239.295
409.2795
473.6778
226.0963
194.6027
0.476466


Cnn2
144
330
144
137
225
480.5591
663.3777
163.9278
209.4031
0.326356


Hmha1
21
27
3
2
7
70.08153
54.27635
3.415163
3.056979
0.052044


Polr2e
273
730
472
347
438
911.0599
1467.472
537.319
530.3859
0.448892


Cirbp
21
22
261.951
173.72
266.903
70.08153
44.22518
298.2018
265.5292
4.93174


Gamt
20
57
25
21
16
66.74431
114.5834
28.45969
32.09828
0.33397


Pcsk4
21
29
25
13
25
70.08153
58.29682
28.45969
19.87037
0.376466


Adamtsl5
84
66
31
15
32
280.3261
132.6755
35.29002
22.92735
0.140962


Mobkl2a
62
28.129
54
24.1297
95
206.9074
56.54591
61.47293
36.882
0.37333


Lsm7
166
807.985
374.871
401.635
323.349
553.9778
1624.24
426.7485
613.8949
0.47775


3110056O03Rik
13
12.0147
102.214
40.3653
147
43.3838
24.15237
116.3592
61.69794
2.63647


Tjp3
16
3
186
98
211
53.39545
6.030706
211.7401
149.792
6.08372


uc007gje.1
96.4132
1524.51
69.2571
429.858
69.1607
321.7516
3064.624
78.84143
657.0335
0.217305


uc007gjh.1
96.4132
1503.47
69.2571
429.858
51.9782
321.7516
3022.328
78.84143
657.0335
0.220053


Chst11
20
18
163
62
205
66.74431
36.18424
185.5572
94.76636
2.723477


A230046K03Rik
98.4948
508.781
202.064
228.272
216.789
328.6984
1022.77
230.0272
348.9114
0.428378


Tcp11l2
15
2
196.438
135
194
50.05823
4.020471
223.6226
206.3461
7.950795


Syn3
4.76915
5.02074
800.463
342.623
948.066
15.91568
10.09287
911.2372
523.6957
55.17158


Timp3
29.2309
9.97926
1613.39
838.067
1652.71
97.54982
20.06066
1836.663
1280.977
26.50818


Nt5dc3
94.701
51.541
64.1128
39.0716
79.4481
316.0377
103.6095
72.98522
59.72054
0.316232


Nup37
51
173
77
64
76
170.198
347.7707
87.65585
97.82334
0.35809


1200002N14Rik
3
0
1467
755
1458
10.01165
0
1670.015
1154.01
282.0739


Gnptab
61
46.8172
420
235.679
482.53
203.5702
94.11359
478.1228
360.2329
2.816263


Chpt1
61.6282
1802.04
238.46
597.091
235.503
205.6666
3622.524
271.4599
912.6474
0.309313


Gas2l3
58.9601
336.119
85.2132
56.2223
89.0132
196.7626
675.6783
97.00565
85.9352
0.209689


Anks1b
15
44.6174
1.0118
2
1
50.05823
89.69147
1.151821
3.056979
0.030117


Tmcc3
77.4518
61
75
46.3654
89.2189
258.4734
122.6244
85.37907
70.86904
0.409995


Ccdc41
43.4344
118.766
74.5208
48.748
80.3856
144.95
238.7476
84.83356
74.51081
0.415286


4930430F08Rik
18.3334
11.8182
89.9818
57.8
99.755
61.18251
23.75736
102.4342
88.3467
2.24607


Rassf9
2
3
66
63
77
6.674431
6.030706
75.13358
96.29485
13.49284


Tmtc2
2
3
125.2
63
185
6.674431
6.030706
142.5261
96.29485
18.7972


Pawr
9
13
132
99
56
30.03494
26.13306
150.2672
151.3205
5.369386


Glipr1
62.5465
89.9248
741.766
657.018
982.969
208.7312
180.77
844.4172
1004.245
4.746231


Tmem19
30
16
150
69
165
100.1165
32.16377
170.7581
105.4658
2.088172


Lgr5
4.00241
0
61.0312
42.2393
85.1836
13.35691
0
69.47716
64.56233
10.03522


Mdm2
55
49
587.907
378
706.772
183.5469
98.50153
669.2661
577.7691
4.421352


Tmbim4
104
141
599
513
637
347.0704
283.4432
681.8942
784.1152
2.325104


Hmga2
1092.48
949.8
277.426
112.899
362.923
3645.841
1909.322
315.8183
172.565
0.087915


Msrb3
14
9
274.028
162.354
351.978
46.72102
18.09212
311.9501
248.1564
8.641867


Gns
43.6506
54
392.71
136.577
460.131
145.6715
108.5527
447.0562
208.7565
2.579663


Tbk1
35
39
296
174
292
116.8025
78.39918
336.9627
265.9572
3.088702


Os9
53
43
368
160
467
176.8724
86.44012
418.9267
244.5583
2.519762


B4galnt1
11
6
127.541
72.6041
141.434
36.70937
12.06141
145.1911
110.9746
5.252442


uc007hih.1
11
6
70.4593
27.3959
78.5664
36.70937
12.06141
80.21
41.87435
2.503227


Dtx3
67
13
301
147
312
223.5934
26.13306
342.6547
224.688
2.271856


Gls2
46
91
34
22
39
153.5119
182.9314
38.70518
33.62677
0.21499


Timeless
25
35.1171
37
15.9375
60
83.43039
70.59363
42.12034
24.3603
0.431625


Stat2
16
8
171
73
177
53.39545
16.08188
194.6643
111.5797
4.407827


Coq10a
13
13
95.0678
48
86
43.3838
26.13306
108.224
73.3675
2.612194


Smarcc2
28
30
206
67.9853
164
93.44204
60.30706
234.5079
103.9148
2.201136


Suox
36.1011
74.2464
41
19
39
120.4772
149.2527
46.67389
29.0413
0.280707


Dgka
2.66674
2
59.5
34.3636
94.1379
8.899486
4.020471
67.73406
52.52441
9.307962


Pik3ip1
35
11
176
111
202
116.8025
22.11259
200.3562
169.6624
2.66363


Selm
45
44
416
306
289
150.1747
88.45035
473.5693
467.7178
3.944628


Morc2a
91
55
95
41
124
303.6866
110.5629
108.1468
62.66808
0.412348


Lif
34
41
212.408
103
153
113.4653
82.41965
241.8026
157.4344
2.03812


Ascc2
68
26
56
30
58
226.9307
52.26612
63.74971
45.85469
0.39257


Kremen1
18.1081
10.0099
137.062
57.6782
107.649
60.43063
20.12225
156.0297
88.16053
3.031427


Znrf3
34.9766
62.0721
237.907
202.255
209.447
116.7245
124.7795
270.8304
309.1447
2.401513


Xbp1
129
67
2352
1122
2427
430.5008
134.6858
2677.488
1714.965
7.771687


Ccdc117
19
21
153.267
86
175
63.4071
42.21494
174.4773
131.4501
2.896435


Pold2
85
179
144
77
166
283.6633
359.8321
163.9278
117.6937
0.437643


uc007hxv.1
19.7223
14.6774
2132.97
833.932
3070.15
65.81757
29.50503
2428.147
1274.656
38.84497


Ogdh
328.702
3101.46
853.912
1330.7
1139.94
1096.949
6234.664
972.0829
2033.961
0.410011


Igfbp3
653
799.832
226
140.843
208
2179.202
1607.851
257.2756
215.2771
0.124781


Ddc
17
24
0
0
1
56.73267
48.24565
0
0
0


Wdr92
784.943
364.935
7423.81
3900.47
8140.56
2619.524
733.6052
8451.174
5961.828
4.298373


Sertad2
116
93.9807
152.065
71.04
158.735
387.117
188.9233
173.1089
108.5839
0.489016


uc007iew.1
221.683
6628.35
762.286
2314.82
1120.38
739.804
13324.54
867.777
3538.178
0.313271


Fancl
7.33105
24.05
96.2738
72.68
96.663
24.46529
48.34616
109.5969
111.0906
3.030945


Ccdc104
22
30
182
141
247
73.41874
60.30706
207.1866
215.517
3.160973


Chac2
25
38
230
200
265
83.43039
76.38894
261.8292
305.6979
3.551054


Stc2
2
3
76
53.0842
98
6.674431
6.030706
86.51746
81.13865
13.19593


Snrnp25
40
153
76
61
64
133.4886
307.566
86.51746
93.23787
0.407558


Ranbp17
7.23847
12.0699
38.2208
45.3777
45.1137
24.15634
24.26334
43.51009
69.35935
2.331065


Gabrp
2
0
599
304
884
6.674431
0
681.8942
464.6609
171.7832


Wwc1
9
18
46
63.9844
22
30.03494
36.18424
52.36583
97.79949
2.267702


Ccng1
86
63.2862
1613.39
974.037
1819.21
287.0005
127.2202
1836.663
1488.805
8.028253


Pttg1
62
358
191
122
258
206.9074
719.6642
217.432
186.4757
0.435916


Nhp2
274.955
960.922
482.664
397.424
546.372
917.5841
1931.679
549.4587
607.4585
0.406041


Phf15
45
26
270.991
76
250
150.1747
52.26612
308.4928
116.1652
2.09769


Zcchc10
58
118
74.1056
60.9676
87.4701
193.5585
237.2078
84.3609
93.18835
0.412171


Shroom1
10.6487
8.0485
111.416
52.2948
140.688
35.53701
16.17938
126.8346
79.93206
3.998088


Irf1
55
31.0753
293.252
162.256
382.643
183.5469
62.46867
333.8345
248.0066
2.365058


Slc22a5
12
15.7143
121.856
52.9811
103
40.04659
31.58944
138.7194
80.98106
3.066899


Pdlim4
29
10
356.281
181
430
96.77925
20.10235
405.5859
276.6566
5.837039


Cdc42se2
161
247
288
123
279
537.2917
496.5281
327.8556
188.0042
0.498984


Hint1
878
3140
1459
1589
1870
2930.075
6312.139
1660.908
2428.77
0.4425


Gpx3
4
14
335.094
205.235
452
13.34886
28.14329
381.4669
313.6996
16.75417


Slc36a1
16
8.18428
81.8678
34.0399
89.8198
53.39545
16.45233
93.19729
52.02964
2.079192


Sparc
175.911
151
146
72
186.244
587.0529
303.5455
166.2046
110.0513
0.310191


Larp1
18.6487
20.1241
21.0247
11.1667
29.1524
62.23473
40.45418
23.93426
17.06819
0.399288


Mrpl22
130
368
215
211
259
433.838
739.7666
244.7533
322.5113
0.483352


uc007jat.1
7
2.5
82.299
59.5787
72.029
23.36051
5.025588
93.68816
91.06543
6.508594


Irgm2
7
2.5
82.299
59.5787
72.029
23.36051
5.025588
93.68816
91.06543
6.508594


Zfp672
9
15
80
54
71
30.03494
30.15353
91.07101
82.53844
2.88443


Hist3h2a
9.49633
6.44009
62.6059
58.4924
61.7379
31.6913
12.9461
71.26978
89.40503
3.599556


Shmt1
54
51.0433
31.0218
15.0016
35.0607
180.2096
102.609
35.31483
22.92979
0.205943


Aldh3a1
18
26
427
272
541
60.06988
52.26612
486.0915
415.7492
8.028065


B9d1
8
64
124
126
135
26.69773
128.6551
141.1601
192.5897
2.148335


Cenpv
96.9588
149
121
69.971
134.985
323.5724
299.5251
137.7449
106.95
0.392707


uc007jjk.1
1802.16
731.954
1327.8
1328.2
1290.16
6014.197
1471.4
1511.551
2030.14
0.473134


uc007jjl.1
703.218
825.886
365.874
790.135
345.662
2346.79
1660.225
416.5064
1207.713
0.405344


AU040829
36.1278
5
320.286
112.406
334.776
120.5663
10.05118
364.6096
171.8114
4.10681


Pik3r5
5.00318
1.00332
88
46
70.0815
16.69669
2.016909
100.1781
70.31052
9.110414


uc007jou.1
40.6408
35.9459
66.601
17.5826
83.5063
135.6271
72.25972
75.81776
26.87482
0.493983


Aurkb
41
183
95
73
147.652
136.8258
367.8731
108.1468
111.5797
0.435362


Vamp2
21
29
184.565
87
171
70.08153
58.29682
210.1065
132.9786
2.672453


Per1
21
8
151
48
203
70.08153
16.08188
171.8965
73.3675
2.846499


Trp53
13
22
217
133
217
43.3838
44.22518
247.0301
203.2891
5.140104


Cldn7
4
19.0283
185
129.205
257.991
13.34886
38.25136
210.6017
197.4885
7.908691


Acadvl
32.5557
54.5351
248.536
114.887
325.014
108.6454
109.6284
282.9303
175.6036
2.100728


Cxcl16
66
32.0543
978.657
514.997
1048.99
220.2562
64.43669
1114.091
787.1676
6.678279


Eno3
90
123
19.0078
12.0081
22
300.3494
247.2589
21.63824
18.35426
0.073031


6720460F02Rik
36
280
101
73
85
120.1398
562.8659
114.9772
111.5797
0.331706


Mybbp1a
363
385
441
249
529
1211.409
773.9406
502.0289
380.5939
0.444568


uc007jyz.1
22.0697
7
666.885
341.439
728.72
73.65135
14.07165
759.1736
521.886
14.60346


uc007jza.1
1.93029
7
67.115
17.5612
97.2714
6.441794
14.07165
76.40289
26.84211
5.033041


Ankfy1
263.253
540.139
383.403
258.638
419.507
878.532
1085.806
436.4612
395.3255
0.423444


Gsg2
13
32
21
12
27
43.3838
64.32753
23.90614
18.34188
0.392234


Ctns
13.1434
4.2126
73.246
27.38
64.2669
43.86236
8.468317
83.38234
41.85005
2.393097


Aspa
19
8
1709.88
1105
1707
63.4071
16.08188
1946.506
1688.981
45.73574


Mett10d
45
96
86
47
106
150.1747
192.9826
97.90134
71.83901
0.494643


Tsr1
94.9722
146.188
134.416
86.6878
172.105
316.9427
293.8723
153.0175
132.5014
0.467439


uc007kdv.1
19
36.3689
219
158.825
253.811
63.4071
73.11005
249.3069
242.7624
3.60445


Slc43a2
3
11.0661
63
33.0683
63.1415
10.01165
22.24547
71.71842
50.54456
3.790264


Glod4
40.2263
26.3314
163.182
124.293
178.533
134.2438
52.93231
185.7644
189.9806
2.00744


Fam57a
15.1141
38.3857
30.659
12.9104
27.0181
50.43901
77.16429
34.90183
19.73341
0.428165


Timm22
373.891
1709.54
779.189
765.481
1162.9
1247.755
3436.578
887.0191
1170.03
0.439134


Cpd
103
74.1186
1498
704
1549.99
343.7332
148.9958
1705.305
1076.057
5.644809


Blmh
35
24
182
108
265
116.8025
48.24565
207.1866
165.0769
2.255483


Ccdc55
49.108
168.273
121.44
72.5736
160.463
163.884
338.2683
138.2458
110.928
0.496212


Ankrd13b
122
46
103
37
136
407.1403
92.47082
117.2539
56.55412
0.347887


Spag5
27
92
72
35
76
90.10482
184.9416
81.96391
53.49714
0.492502


Aldoc
66
9.01084
248
151
286.067
220.2562
18.11391
282.3201
230.8019
2.152627


Myo1d
65
15
436.268
210
467
216.919
30.15353
496.6421
320.9828
3.30925


Ccl2
1
5
7095.9
6372.99
7436
3.337216
10.05118
8077.885
9741.049
1330.924


Ccl7
0
1
772.098
782
782
0
2.010235
878.9468
1195.279
1031.832


Slfn2
6.87212
4.08333
353.755
186.285
396.369
22.93375
8.208454
402.7103
284.7347
22.07439


Hnf1b
48
49
307
117
333
160.1864
98.50153
349.485
178.8333
2.0423


Ap1gbp1
41.345
1637.13
42.8039
56.568
35.2987
137.9772
3291.017
48.72743
86.4636
0.039426


Aatf
62
79
62
41
104.732
206.9074
158.8086
70.58003
62.66808
0.364349


Ppm1d
10
18
97
62
86.0835
33.37216
36.18424
110.4236
94.76636
2.94998


Brip1
27.4441
135.342
22.801
42.658
29.5474
91.58688
272.0693
25.95638
65.20231
0.250673


uc007ksg.1
97.7617
313.196
193.167
124.859
222.094
326.2519
629.5977
219.8989
190.8457
0.429717


Ypel2
17
3
92
31.0654
87
56.73267
6.030706
104.7317
47.48314
2.425217


Prr11
10.4409
58.9288
16.4062
13.884
24.3496
34.84353
118.4608
18.67662
21.22155
0.260255


1110001A07Rik
66
159.975
130.139
77.8152
111.074
220.2562
321.5874
148.1486
118.9397
0.492925


Rnf43
9
7
131
55
170
30.03494
14.07165
149.1288
84.06693
5.287095


Mmd
248
347
167
136.403
173
827.6295
697.5517
190.1107
208.4906
0.261347


Nme2
1291.85
5791.84
2986.84
2766.97
3257.81
4311.182
11642.96
3400.182
4229.285
0.478212


Nme1
572.149
2471.16
1294.16
1163.03
1360.19
1909.385
4967.613
1473.256
1777.679
0.472726


Tob1
108.263
77
761.988
509.998
837.208
361.297
154.7881
867.4377
779.5267
3.191265


Abcc3
46
27
322
217
350
153.5119
54.27635
366.5608
331.6823
3.360358


Epn3
10
6
79
37
114
33.37216
12.06141
89.93262
56.55412
3.224196


Eme1
17.2213
28.4585
28.1719
9.7711
24.3696
57.47119
57.20828
32.07054
14.93503
0.409887


Samd14
26
15
21
7
32
86.76761
30.15353
23.90614
10.69943
0.295974


Igf2bp1
48.1345
48.0514
5.01911
3.60651
6.05161
160.6352
96.59462
5.713693
5.512513
0.043643


Atp5g1
408.819
2422.37
869.815
1259.27
1046.78
1364.317
4869.534
990.1866
1924.781
0.467603


Cbx1
9.36317
38.66
22.1157
14.3232
24.4225
31.24692
77.7157
25.17624
21.89286
0.431975


Atad4
10
3
391
271
481
33.37216
6.030706
445.1096
414.2207
21.80883


Pnpo
26
25
157
71
144
86.76761
50.25588
178.7269
108.5228
2.096353


Ppp1r1b
2
1
120
76
129
6.674431
2.010235
136.6065
116.1652
29.10552


Csf3
1
1
471
340
580.732
3.337216
2.010235
536.1806
519.6865
197.4524


Nr1d1
17.8605
28.3636
31.6981
5
23.6794
59.60434
57.01751
36.08473
7.642448
0.374948


Cdc6
12
55
34
23
34.1562
40.04659
110.5629
38.70518
35.15526
0.49041


Igfbp4
1755.99
1881.96
384
177
414.816
5860.117
3783.182
437.1409
270.5427
0.073386


Tns4
106.556
70.4691
9.04045
5.07277
9.10402
355.6003
141.6595
10.29154
7.753677
0.036289


Krt23
90.0378
51
20.0023
4
8.00073
300.4756
102.522
22.77037
6.113959
0.071674


Hap1
12
4
217
106
224
40.04659
8.040941
247.0301
162.0199
8.506364


1110036O03Rik
99.6839
276.384
171
161.87
246.258
332.6667
555.5969
194.6643
247.4166
0.497691


Fkbp10
60
79
36
15
50
200.2329
158.8086
40.98195
22.92735
0.178


Stat3
74.3394
47
668
377.599
724.84
248.0866
94.48106
760.4429
577.1562
3.904627


Vps25
71
103
447
288
521.715
236.9423
207.0542
508.8593
440.205
2.137549


Ifi35
2.38791
5.0566
16.4157
78.704
13.1695
7.968971
10.16496
18.68743
120.2983
7.664401


Brca1
20
28
27
14
32
66.74431
56.28659
30.73647
21.39886
0.423758


Rdm1
18
30
23
11
44
60.06988
60.30706
26.18292
16.81339
0.357181


Etv4
116.398
94.2686
54.5871
29.533
77.5544
388.4452
189.5021
62.14128
45.14089
0.185626


Hdac5
38
25
211
97
253
126.8142
50.25588
240.1998
148.2635
2.193839


Gjc1
33
34.0775
2.00315
1.02872
0
110.1281
68.50379
2.280361
1.572388
0.021568


Plcd3
56.0831
45.9508
75.1939
34.0509
109.228
187.1614
92.37192
85.59981
52.04645
0.492414


Fmnl1
39
39.5512
4
0
4
130.1514
79.50722
4.553551
0
0.021719


Arhgap27
87
74
86
41
94
290.3378
148.7574
97.90134
62.66808
0.365682


Cyb561
17
11
208
121
221
56.73267
22.11259
236.7846
184.9473
5.348856


Ace
5
1
92
53
106
16.68608
2.010235
104.7317
81.00995
9.934665


1810010H24Rik
4
2
265
198.98
279
13.34886
4.020471
301.6727
304.1389
34.87823


Cog1
6.97762
12.9717
51.6172
30.6659
43.3813
23.28582
26.07617
58.76038
46.87251
2.139964


C630004H02Rik
25
13
176
73
220
83.43039
26.13306
200.3562
111.5797
2.847081


Llgl2
36
22
233
91
226
120.1398
44.22518
265.2443
139.0926
2.459995


Unc13d
14.4058
76.4643
15.7554
19.283
20.6029
48.07526
153.7112
17.93575
29.47387
0.234949


Foxj1
8.625
9.47716
170.305
98.7624
180.737
28.78348
19.05132
193.8731
150.9573
7.208776


Sphk1
6
10
265.993
155.987
316
20.02329
20.10235
302.8031
238.4245
13.48832


Rhbdf2
47.979
17
263.25
106
220
160.1163
34.174
299.6805
162.0199
2.376344


1810032O08Rik
42
70
47
52
64
140.1631
140.7165
53.50422
79.48146
0.473462


Afmid
25.1953
23.356
32.1075
14.2109
22.1434
84.08215
46.95106
36.55078
21.72121
0.444712


Tk1
103.805
730
237
171.924
247
346.4197
1467.472
269.7979
262.7841
0.293613


Birc5
55.0614
599.881
162.308
147.43
209.743
183.7518
1205.902
184.7694
225.3452
0.29512


Socs3
75
36
350
244.946
433
250.2912
72.36847
398.4357
374.3974
2.395196


Rnf213
68.7479
33.5988
511.494
230.132
511.224
229.4266
67.54149
582.2784
351.7544
3.14523


1810049H13Rik
18
17.3421
92.4817
79.6172
85
60.06988
34.8617
105.28
121.6941
2.390923


Ccdc137
62.61
84.0389
99.5183
49.3828
91.4185
208.9431
168.938
113.2904
75.4811
0.499553


Anapc11
209
420.877
271.146
270.646
299
697.4781
846.0618
308.6693
413.6796
0.467982


Pycr1
101.99
13
70.2091
55.9483
81.4028
340.3626
26.13306
79.92517
85.5164
0.451415


Dcxr
7
6
224.462
171.523
246.683
23.36051
12.06141
255.5248
262.1711
14.61513


Tbcd
39.743
29.9997
220.681
97.9745
235.384
132.631
60.30646
251.2205
149.753
2.078257


Atad2b
12
12.0018
82
30
93
40.04659
24.12644
93.34779
45.85469
2.169174


Mycn
20
8
84
53
94
66.74431
16.08188
95.62456
81.00995
2.132592


Fam84a
97
80
23
9
23
323.7099
160.8188
26.18292
13.75641
0.082429


Trib2
23.039
5.06016
196.551
77.2325
205.159
76.88611
10.17211
223.7512
118.0491
3.926112


Pqlc3
7
14
117
67
142
23.36051
28.14329
133.1914
102.4088
4.574423


Ddef2
56.6094
54.3291
23.4079
23.5754
17.8626
188.9178
109.2143
26.64726
36.03476
0.210249


Adam17
69.9928
44.8968
436.82
254.691
488.886
233.5811
90.25313
497.2705
389.2926
2.737707


uc007neg.1
11.7334
2.97607
61.068
40.4029
142.677
39.15689
5.982601
69.51906
61.75542
2.908196


Klf11
10
7
55
37
49
33.37216
14.07165
62.61132
56.55412
2.511718


Mboat2
16
25
7
2
14.004
53.39545
50.25588
7.968713
3.056979
0.106373


Kidins220
37
23
199
117
239
123.477
46.23541
226.5391
178.8333
2.388585


Rsad2
2
1
52.0298
36.4761
43.0353
6.674431
2.010235
59.23008
55.75334
13.23982


Cmpk2
0
1
58
32
65
0
2.010235
66.02648
48.91167
57.17647


Fam110c
108
66
66
27
55
360.4193
132.6755
75.13358
41.26922
0.236066


Bcap29
33
35
169
115
203
110.1281
70.35824
192.3875
175.7763
2.039843


Atxn7l1
10
20.1592
83
67.0104
100
33.37216
40.52474
94.48617
102.4247
2.664671


Twist1
135
135
6
9
5
450.5241
271.3818
6.830326
13.75641
0.028517


Ahr
63.9719
42
382
210.533
445
213.488
84.42988
434.8641
321.7975
2.539833


Tspan13
43
33.0316
43
22
31.0154
143.5003
66.40129
48.95067
33.62677
0.39341


Dnajb9
61
27
340
258.977
344
203.5702
54.27635
387.0518
395.8437
3.036285


Stxbp6
27
35
261
176.907
285.458
90.10482
70.35824
297.1192
270.4005
3.536762


Foxg1
252.013
430.275
32.8125
39.4357
43.6495
841.0217
864.954
37.35334
60.27706
0.057228


uc007nmh.1
72.1437
220.492
2.1875
0
0
240.7591
443.2408
2.490223
0
0.003641


uc007nmi.1
30.8431
0
0
0
0
102.9301
0
0
0
0


Ap4s1
5
35
77
61
93
16.68608
70.35824
87.65585
93.23787
2.07818


Heatr5a
87.1442
117.205
82.1237
33.1683
105.191
290.819
235.6096
93.4886
50.6974
0.273895


Egln3
13
5
903
560
1077.53
43.3838
10.05118
1027.964
855.9542
35.25627


1110002B05Rik
82
169
594
516
540
273.6517
339.7298
676.2023
788.7007
2.388241


Srp54a
80.6629
91.774
388.475
309.119
394.177
269.1895
184.4873
442.2351
472.4852
2.016238


Nfkbia
8
22
191
197
225
26.69773
44.22518
217.432
301.1125
7.311383


Pax9
3
0
91
67
88
10.01165
0
103.5933
102.4088
20.57624


C79407
14
39
34
11
39
46.72102
78.39918
38.70518
16.81339
0.443722


Ppil5
8
53
21
16
22
26.69773
106.5425
23.90614
24.45583
0.362968


Dhrs7
22
20
131
118
156
73.41874
40.20471
149.1288
180.3618
2.899846


Slc38a6
18.0685
26.5598
25.5761
8.26537
25.5428
60.29848
53.39145
29.11552
12.63353
0.367219


Hif1a
75
80.2535
628.036
347.997
650.994
250.2912
161.3284
714.9484
531.9098
3.029152


uc007nxj.1
2.42631
75.8537
4.87921
11.3384
2.25518
8.09712
152.4838
5.554432
17.33063
0.142514


Sgpp1
10
24
107.034
62.7779
139.683
33.37216
48.24565
121.8462
95.95537
2.668554


Churc1
17.595
128.631
133.51
344.334
204.485
58.71831
258.5786
151.9861
526.311
2.137736


Rab15
3
0
53
30
68
10.01165
0
60.33454
45.85469
10.60657


Fut8
31
21
209
135
216
103.4537
42.21494
237.923
206.3461
3.049861


Gphn
9
16
89
55
87
30.03494
32.16377
101.3165
84.06693
2.980503


Atp6v1d
78
52
388
247
432
260.3028
104.5322
441.6944
377.5369
2.245484


Pigh
13.295
23.8467
101.38
60.3452
162.994
44.36828
47.93748
115.4097
92.23701
2.249554


Rad51l1
31
30
27
19
32
103.4537
60.30706
30.73647
29.0413
0.365031


Wdr22
31
21
135
94
181
103.4537
42.21494
153.6823
143.678
2.041348


4933426M11Rik
32.9125
27
1229.86
736.999
1440
109.8361
54.27635
1400.057
1126.495
15.39525


Acot1
13.4643
5
157.415
100.872
182.522
44.93327
10.05118
179.1993
154.1818
6.063189


Entpd5
9
10
120
69
141.103
30.03494
20.10235
136.6065
105.4658
4.828188


Ltbp2
3.01357
3.02415
598.736
207.411
840.75
10.05693
6.079253
681.5937
317.0256
61.88694


Pgf
35
31
5
1
2
116.8025
62.31729
5.691938
1.52849
0.040311


Tmed10
156
261.15
1181.14
691.721
1662.21
520.6056
524.973
1344.595
1057.288
2.297181


Fos
149
51
3287
2424
3429
497.2451
102.522
3741.88
3705.059
12.41638


Ttll5
17
12.0147
93
55.3045
131.514
56.73267
24.15237
105.8701
84.53236
2.353988


Tgfb3
27
6
926
400.856
951
90.10482
12.06141
1054.147
612.7043
16.31509


Pomt2
9
8.8539
82.3796
39.0444
103
30.03494
17.79842
93.77992
59.67896
3.208198


uc007ojl.1
3.75854
213.484
31.2128
96.255
30.1905
12.54306
429.1531
35.53227
147.1248
0.413536


Adck1
8
14
61
58
83
26.69773
28.14329
69.44165
88.6524
2.88277


9030617O03Rik
7
7
106
57
127.17
23.36051
14.07165
120.6691
87.12391
5.55119


Btbd7
11.589
136.955
40.9494
62.3365
53.9041
38.67499
275.3118
46.61629
95.2807
0.45192


Ifi27l1
32
13.9272
1037.5
710.744
1279.83
106.7909
27.99695
1181.077
1086.365
16.8223


Ifi27l2b
9
51.9794
11
17
26
30.03494
104.4908
12.52226
25.98432
0.28624


Serpina3h
0
1
811.794
374.65
863.838
0
2.010235
924.1363
572.6487
744.5819


Clmn
16.2609
7.60525
129.589
36.432
127.339
54.26613
15.28834
147.5225
55.68594
2.921573


Eml1
46.1879
44.3882
49.6928
26.294
57.4066
154.139
89.23073
56.56967
40.19011
0.397583


uc007par.1
32.5772
13.2264
1.42082
1.53643
6.29627
108.7171
26.58818
1.617444
2.348417
0.02931


uc007pat.1
42.0315
2.13145
0.421698
2.4743
6.29627
140.2682
4.284716
0.480056
3.781942
0.029484


uc007pav.1
42.1938
0.490696
20.1575
0
6.29627
140.8098
0.986414
22.94705
0
0.161831


uc007pbc.1
132.164
62
27.0303
18
37.0903
441.0598
124.6346
30.77096
27.51281
0.103031


Tnfaip2
230
123
2099
1005
2110
767.5596
247.2589
2389.476
1536.132
3.868285


BC022687
8
16
57
37
71
26.69773
32.16377
64.8881
56.55412
2.063186


Nudt14
34
93
270
257
260
113.4653
186.9519
307.3647
392.8218
2.330714


Tmem121
16
31
24
14
38
53.39545
62.31729
27.3213
21.39886
0.421044


Akr1c13
253.271
305.473
43.9535
38.8235
46
845.2199
614.0726
50.03612
59.34132
0.074952


Akr1c12
148.729
146.527
1.04651
1.17647
2
496.3407
294.5537
1.191334
1.798222
0.00378


Pitrm1
207.561
274.404
226.746
133.091
225.313
692.6758
551.6166
258.1248
203.4282
0.370936


Adarb2
121.497
144.306
6.10992
0
1.59335
405.4617
290.089
6.955457
0
0.01


Lgals8
36.3871
39.4333
239.34
185.701
275.422
121.4316
79.27021
272.4617
283.8421
2.771792


Prl2c3
30.507
212.476
3
1
4.5
101.8084
427.1268
3.415163
1.52849
0.009346


Prl2c2
13.493
723.524
3
1
4.5
45.02905
1454.453
3.415163
1.52849
0.003297


Nid1
129
183
64.0247
48.0961
82
430.5008
367.8731
72.88493
73.51439
0.183372


AW209491
37
21
168
98.9703
151.195
123.477
42.21494
191.2491
151.2751
2.067235


Zkscan3
30.184
38.0275
171.975
105.608
173.2
100.7305
76.44422
195.7742
161.4207
2.01606


Zfp192
22
10.0712
161.97
63
140.365
73.41874
20.24548
184.3846
96.29485
2.996656


Zfp322a
7
10
60
29
65
23.36051
20.10235
68.30326
44.3262
2.591395


Hist1h2bc
47.7692
126.504
403.453
412.813
492.695
159.4161
254.3028
459.2859
630.9804
2.635283


Hist1h1c
13
20
306.984
188
337
43.3838
40.20471
349.4668
287.3561
7.618545


Mboat1
153.993
203
1226.81
838.719
1350.94
513.9078
408.0778
1396.585
1281.973
2.905207


Dusp22
23
27.0299
21.1045
11
26
76.75596
54.33646
24.0251
16.81339
0.311524


Foxf2
54
67.151
356.994
239.469
365.77
180.2096
134.9893
406.3976
366.0259
2.45059


Foxc1
6.01226
2
59
34.1193
61.1045
20.06421
4.020471
67.16487
52.151
4.954015


Gmds
17
16
202
123
195
56.73267
32.16377
229.9543
188.0042
4.701635


Serpinb1a
8.88889
5
64.9143
54.5638
68.9855
29.66414
10.05118
73.89764
83.4002
3.960634


Serpinb9
40
48
391.164
200.112
432.098
133.4886
96.4913
445.2963
305.8691
3.266222


Serpinb9b
23
28
17.2927
20.1348
23
76.75596
56.28659
19.6858
30.77583
0.379289


uc007qaj.1
0.666667
0.729307
62.2962
29.1244
54.0345
2.224812
1.466079
70.91722
44.51634
31.27526


Nqo2
33
100
60
53
64
110.1281
201.0235
68.30326
81.00995
0.479873


Bphl
48
35
261
198
278
160.1864
70.35824
297.1192
302.641
2.601493


Tubb2a
20.1198
47.5945
324.551
212.201
346.01
67.14411
95.67614
369.4648
324.347
4.261214


1300014I06Rik
84
93
77
51
69.1829
280.3261
186.9519
87.65585
77.95297
0.354412


uc007qca.1
6.67144
6.06459
162.968
63.8419
210.786
22.26403
12.19125
185.5208
97.58168
8.216517


Nrn1
188.117
403.901
2.01103
1
2
627.787
811.9361
2.289332
1.52849
0.002652


Txndc5
179
173
1158
678
1229
597.3616
347.7707
1318.253
1036.316
2.491258


Muted
15
15
77
50
77
50.05823
30.15353
87.65585
76.42448
2.045589


Slc35b3
28
22
127.3
86.1583
155
93.44204
44.22518
144.9167
131.6921
2.009257


Gcnt2
27.2967
16.2319
448.576
251.932
450.838
91.09497
32.62994
510.6534
385.0755
7.23968


Tmem14c
118
366
998
1090
1353
393.7914
735.7461
1136.111
1666.054
2.480807


Hivep1
43
18
202.472
111
230
143.5003
36.18424
230.4916
169.6624
2.226981


Edn1
15
1
158.69
143.654
137.765
50.05823
2.010235
180.6507
219.5737
7.686502


Dtnbp1
42
48
239
145
226
140.1631
96.4913
272.0746
221.631
2.086189


Tpmt
16
52
21.0324
18
24
53.39545
104.5322
23.94302
27.51281
0.325819


Phf2
28
15
132
70
151.987
93.44204
30.15353
150.2672
106.9943
2.081478


Ninj1
87
104
531
335
562
290.3378
209.0645
604.4838
512.044
2.235729


Omd
1.73128
1350.09
8.27492
13.8834
12.7941
5.777655
2713.999
9.420067
21.22063
0.011266


Cks2
224
1299
526
594.876
535
747.5363
2611.296
598.7919
909.2618
0.448982


Sema4d
11
17.0608
98
54
86.2892
36.70937
34.29622
111.562
82.53844
2.733593


Auh
38.3073
32.2481
188.301
144.847
240.914
127.8397
64.82627
214.3595
221.3971
2.261721


Nfil3
45
25
225
171
292
150.1747
50.25588
256.1372
261.3717
2.581986


Pcdh24
23
41
0
0
0
76.75596
82.41965
0
0
0


Dbn1
79
74
59
38
70
263.64
148.7574
67.16487
58.08261
0.303706


5133401N09Rik
13.3867
29.0907
115.681
89.3808
139.657
44.6743
58.47915
131.6898
136.6176
2.601051


Gkap1
19
17.7526
109.823
90.3203
130.609
63.4071
35.6869
125.0211
138.0536
2.6548


Isca1
53
88
310
241
352
176.8724
176.9007
352.9002
368.366
2.038782


Gas1
27
19.9048
30
19
30
90.10482
40.01333
34.15163
29.0413
0.485658


4930486L24Rik
30
55
10
6
7
100.1165
110.5629
11.38388
9.170938
0.097564


uc007qwr.1
9
29
341
377.979
419
30.03494
58.29682
388.1902
577.737
10.93522


Gm7036
25.5977
18.4717
28.5498
17.1151
38.7577
85.42504
37.13246
32.50074
26.16025
0.478641


2010111I01Rik
12.4615
26.0312
286.303
237.941
315.831
41.58671
52.32884
325.9238
363.6904
7.342918


uc007qxo.1
14.5385
22.9688
382.697
182.994
391.36
48.51811
46.17269
435.6575
279.7044
7.554714


0610007P08Rik
24
32.9689
134
94
133.522
80.09318
66.27525
152.5439
143.678
2.023811


Habp4
11
6
53
44.0238
83.051
36.70937
12.06141
60.33454
67.28992
2.616822


Hiatl1
32
30
203
106
197
106.7909
60.30706
231.0927
162.0199
2.352588


Srd5a1
24
52
34
25
61
80.09318
104.5322
38.70518
38.21224
0.416613


Trip13
29
91.6647
51
23
43.0549
96.77925
184.2676
58.05777
35.15526
0.331664


Erap1
10
13
106.082
76
133
33.37216
26.13306
120.7624
116.1652
3.981628


Glrx
17
35
512
312
531
56.73267
70.35824
582.8545
476.8888
8.338467


Rhobtb3
111
71
118.116
75.1678
169.518
370.4309
142.7267
134.4618
114.8932
0.485923


Nr2f1
61
36
0
0
2
203.5702
72.36847
0
0
0


Tmem161b
18
20
95
66
76
60.06988
40.20471
108.1468
100.8803
2.084548


Ssbp2
23.8261
7
149.051
107
134.344
79.51283
14.07165
169.6778
163.5484
3.560699


Dhfr
59.1058
192.774
104.132
86.2251
121.806
197.2488
387.5211
118.5426
131.7942
0.428094


Serinc5
29
8.72727
154
72
190.02
96.77925
17.54387
175.3117
110.0513
2.496109


Arsb
14.1687
22
115.12
72
125.274
47.28401
44.22518
131.0512
110.0513
2.634735


Wdr41
4
15
73
40
79
13.34886
30.15353
83.1023
61.13959
3.315723


F2r
409.818
623.646
224
105
214.091
1367.651
1253.675
254.9988
160.4914
0.158504


Iqgap2
19
37
312
186
350.831
63.4071
74.37871
355.1769
284.2991
4.641088


Rgnef
92
41
62
38
95
307.0238
82.41965
70.58003
58.08261
0.330376


Tmem171
66
122
94
66
90
220.2562
245.2487
107.0084
100.8803
0.446588


Ocln
7.00778
0
190.199
103
157.925
23.38647
0
216.5202
157.4344
15.99021


Marveld2
6
6
95
47
116
20.02329
12.06141
108.1468
71.83901
5.609708


Ccdc125
26
19.0309
119.621
87.055
110.027
86.76761
38.25659
136.1751
133.0627
2.153485


Cenph
22
50
31
27
48
73.41874
100.5118
35.29002
41.26922
0.440171


Ccnb1
107
571
261
202
282
357.0821
1147.844
297.1192
308.7549
0.402594


Pik3r1
17
32.2059
234.042
128.239
301.776
56.73267
64.74144
266.4305
196.012
3.806923


Mast4
91.9968
68.5706
100.733
48.3283
105.996
307.0132
137.843
114.6732
73.86931
0.423828


Kif2a
72.0769
68.113
79.7579
35.0912
93.4573
240.5362
136.9232
90.79541
53.63654
0.382642


Il6st
16
14
199
65.1801
226.303
53.39545
28.14329
226.5391
99.62711
4.000138


Gpx8
7
18
109
114
122
23.36051
36.18424
124.0843
174.2478
5.010217


Mocs2
62
76
352
330
446
206.9074
152.7779
400.7124
504.4016
2.516406


Parp8
35.1577
24
280
149.262
263.513
117.3288
48.24565
318.7485
228.1454
3.303009


Emb
0
2
157
106
173
0
4.020471
178.7269
162.0199
84.75295


544988
39.8812
43.4819
61.85
23.4677
54.8993
133.0922
87.40885
70.40928
35.87014
0.481991


Pdhb
87
109
544
435
649
290.3378
219.1156
619.2829
664.893
2.520693


Kctd6
13
18
99
91
129
43.3838
36.18424
112.7004
139.0926
3.164498


Acox2
9
0
95
60
102
30.03494
0
108.1468
91.70938
6.654124


Fam107a
1.00254
1
166.562
106
217
3.345692
2.010235
189.6121
162.0199
65.65287


3830406C13Rik
22
21
117.517
73
121
73.41874
42.21494
133.7799
111.5797
2.12187


Ngly1
25.2164
15
148.322
93.7122
172.186
84.15256
30.15353
168.8479
143.2381
2.730266


1810063B07Rik
272.449
4068.31
152.93
482.745
198.331
909.2211
8178.26
174.0936
737.8707
0.100354


Fam149b
17.021
20
96.069
58.9252
89.0087
56.80275
40.20471
109.3638
90.06656
2.055825


Chchd1
192.957
633.925
312.886
376.501
350.752
643.9391
1274.338
356.1856
575.4779
0.485677


Zfp503
2
0
73.0817
47.0978
66
6.674431
0
83.1953
71.9885
23.25049


Fam116a
25.0469
26.6645
141.891
90.9264
145.905
83.58691
53.60192
161.527
138.9801
2.190463


Arhgef3
13
17
204.433
108
232.416
43.3838
34.174
232.724
165.0769
5.129089


Tkt
245.633
294
1719
1114
2922
819.7303
591.0092
1956.888
1702.737
2.594119


Nt5dc2
63.2034
129.237
96.5602
62.1507
118.434
210.9234
259.7968
109.9229
94.9967
0.435332


Sh3bp5
35
43.0129
27
21
21
116.8025
86.46605
30.73647
32.09828
0.309122


Btd
16
16
91
67
107
53.39545
32.16377
103.5933
102.4088
2.407714


Ankrd28
117
108
109.983
60
118
390.4542
217.1054
125.2033
91.70938
0.357023


Arhgap22
35
42
17
14
32
116.8025
84.42988
19.35259
21.39886
0.202509


Anxa8
147
293
2600
1477
2520
490.5707
588.9989
2959.808
2257.579
4.83284


Bmpr1a
74.2914
77
423.028
247.972
451.603
247.9264
154.7881
481.5698
379.0226
2.136979


Pcdh21
0
1
197
169
223
0
2.010235
224.2624
258.3148
240.06


Tspan14
45
65
457
267
516.987
150.1747
130.6653
520.2432
408.1067
3.305618


5730469M10Rik
147.77
138.96
2181.85
1971.22
2648.19
493.1404
279.3423
2483.791
3012.989
7.115733


Txndc16
5.28198
1.05157
64.3806
35.7615
47.6099
17.62711
2.113903
73.29008
54.66108
6.48149


Fermt2
68
55.0127
323
224
447.709
226.9307
110.5885
367.6992
342.3817
2.103824


uc007thb.1
1039.99
302.633
4167.51
2988.41
4696.33
3470.671
608.3635
4744.242
4567.754
2.282892


Bmp4
17.9998
6
207.396
249.975
316.984
60.06921
12.06141
236.097
382.0842
8.570302


Gch1
75
39
324
275
403
250.2912
78.39918
368.8376
420.3347
2.40096


Wdhd1
11.901
57.8814
34.0343
25.6717
30.42
39.7162
116.3552
38.74423
39.23893
0.499663


Lgals3
759
3119
1637
1388
2020
2532.947
6269.924
1863.541
2121.544
0.452703


Dlgap5
9.07556
38.92
16.2345
18.6008
17.2963
30.2871
78.23836
18.48115
28.43113
0.43227


Fbxo34
18
19
88.0068
79
95
60.06988
38.19447
100.1859
120.7507
2.248389


6720456H20Rik
19
8.00968
107.19
50
97.1177
63.4071
16.10134
122.0238
76.42448
2.49594


Rnase4
15
10
111.726
111.714
108
50.05823
20.10235
127.1875
170.7537
4.246561


Ndrg2
45.3482
27.2269
26.1396
21.1209
33.1131
151.3367
54.73248
29.757
32.28308
0.301064


Zfp219
9.96547
6.85288
42.5051
38.1055
49.811
33.25692
13.7759
48.38728
58.24386
2.267164


Rab2b
10.0158
7
77.1164
47.126
96.2403
33.42488
14.07165
87.78836
72.0316
3.364876


Abhd4
52
20
400
195
414
173.5352
40.20471
455.3551
298.0555
3.524894


Lrp10
88
78
612.065
257
703
293.675
156.7984
696.7672
392.8218
2.418765


Homez
6.12529
4.00859
62.8253
34.2947
61.4866
20.44141
8.058209
71.51954
52.41909
4.348782


Slc22a17
10.3365
0
146.433
90.5198
157.594
34.49513
0
166.6975
138.3586
8.843454


Ap1g2
18.5714
15.6
77.2846
72.8875
96.5625
61.97677
31.35967
87.97983
111.4078
2.136225


Psme2
204
320
1329
1110
1629
680.792
643.2753
1512.917
1696.624
2.424001


Rnf31
12
9
84
36
101
40.04659
18.09212
95.62456
55.02563
2.59122


Irf9
20.8842
27.0849
183.06
101.69
244.051
69.69508
54.44702
208.3932
155.4321
2.930717


Dhrs1
51
50
272
178
373
170.198
100.5118
309.6414
272.0712
2.148842


Ripk3
13
9
136
85
149
43.3838
18.09212
154.8207
129.9216
4.63177


uc007uch.1
28.6971
24.469
24.4045
22.9763
68.5772
95.76841
49.18845
27.78178
35.11904
0.433928


uc007uci.1
3.80897
3.04955
68.4293
25.5957
42.1836
12.71135
6.130313
77.89907
39.12276
6.2108


Cryl1
10
9
56
55
73
33.37216
18.09212
63.74971
84.06693
2.872218


Ift88
12.1463
6
68
29
76
40.53482
12.06141
77.41036
44.3262
2.314549


F630043A04Rik
6.09391
41.928
20.5994
12.5515
27.4498
20.33669
84.28515
23.4501
19.18484
0.407515


D14Ertd668e
2
2
100.455
85.3889
110.323
6.674431
4.020471
114.3567
130.5161
22.89622


Cdadc1
13
29
114.149
53.2602
118
43.3838
58.29682
129.9458
81.40767
2.078601


Gata4
30
23
2
0
2
100.1165
46.23541
2.276775
0
0.015557


Msra
6
22
85
37.0128
74.5674
20.02329
44.22518
96.762955
6.57368
2.386619


Scara5
1
0
635
360.798
677
3.337216
0
722.8762
551.476
381.8609


Scara3
138
92
905
316
1012
460.5358
184.9416
1030.241
483.0027
2.344379


Stc1
19
15.0464
102.336
71.1123
100.441
63.4071
30.2468
116.498
108.6944
2.404518


9930012K11Rik
20
28
14
6
22
66.74431
56.28659
15.93743
9.170938
0.204082


Pdlim2
47
53.0101
31.5425
11
38.0111
156.8491
106.5628
35.90759
16.81339
0.200147


Ppp3cc
6
7
64
41.8605
53
20.02329
14.07165
72.85681
63.98334
4.013503


Nudt18
21
11
103.842
45
121.134
70.08153
22.11259
118.2124
68.78204
2.028269


P2ry5
32
28
284
153
303
106.7909
56.28659
323.3021
233.8589
3.416542


Lrch1
8.77294
8.03259
162.077
84.3144
188.02
29.27719
16.1474
184.5065
128.8737
6.89891


Cog3
29
26
155
91
181
96.77925
52.26612
176.4501
139.0926
2.117091


Tsc22d1
1568
2118.98
1900
1379.62
2045.76
5232.754
4259.648
2162.937
2108.735
0.45001


Serp2
7
44
12
5
8
23.36051
88.45035
13.66065
7.642448
0.190528


9030625A04Rik
13
14.0265
77
39
76.0182
43.3838
28.19657
87.65585
59.6111
2.057365


Ccdc122
8
11
53
41.317
59
26.69773
22.11259
60.33454
63.15261
2.52994


Dnajc15
27
68
197
186
210
90.10482
136.696
224.2624
284.2991
2.242326


Elf1
30.1347
48.6861
238
204.064
292.573
100.566
97.87052
270.9363
311.9097
2.937191


Klhl1
87
28
1
1
0
290.3378
56.28659
1.138388
1.52849
0.007694


6720463M24Rik
19
20
22
16
25
63.4071
40.20471
25.04453
24.45583
0.477748


Dis3
83
99
111
67
118
276.9889
199.0133
126.361
102.4088
0.480607


Kctd12
1
0
52.1562
44
63.0956
3.337216
0
59.37397
67.25355
37.94406


Irg1
2
0
335
261.944
419
6.674431
0
381.3599
400.3787
117.1244


Fbxl3
71.1383
65.0626
351.112
226.228
468.065
237.4038
130.7911
399.7016
345.7872
2.024712


Slain1
2
2
92
58
90
6.674431
4.020471
104.7317
88.6524
18.08189


Dnajc3
18
24
140
75
176
60.06988
48.24565
159.3743
114.6367
2.529748


Dock9
43
30
348
117
421
143.5003
60.30706
396.1589
178.8333
2.821254


Clybl
10
3
81
57
105
33.37216
6.030706
92.2094
87.12391
4.551276


A2ld1
19
20
121.984
64
84
63.4071
40.20471
138.8651
97.82334
2.284377


Ghr
137.419
57
20.0412
8
20
458.5968
114.5834
22.81465
12.22792
0.061137


Osmr
21
1.01601
310.842
183.275
318.442
70.08153
2.042419
353.8587
280.1339
8.790321


Nup155
64
76
80
44
78
213.5818
152.7779
91.07101
67.25355
0.432156


Skp2
41
48
59
28
65
136.8258
96.4913
67.16487
42.79771
0.471301


Rad1
40.3318
62.7434
45.6578
51.2485
59.3175
134.5959
126.129
51.97628
78.3328
0.499795


Zfr
16
24.1856
21
14
29
53.39545
48.61875
23.90614
21.39886
0.444105


uc007vie.1
12.0358
22.0957
114.257
50.8622
192.523
40.16606
44.41756
130.0688
77.74235
2.456872


Fam134b
22
21
198.202
116.446
240.838
73.41874
42.21494
225.6307
177.9865
3.490481


Pop1
48
69
33
16
36.028
160.1864
138.7062
37.56679
24.45583
0.207508


Zfp706
632.637
1705.91
1121.51
912.162
1338.79
2111.246
3429.281
1276.713
1394.23
0.482074


Fzd6
33.4517
19
203.467
113
205
111.6355
38.19447
231.6243
172.7193
2.698683


Oxr1
224
144
194.913
111
203
747.5363
289.4739
221.8865
169.6624
0.377575


Ext1
149.836
111.175
1316.82
693.397
1593.98
500.035
223.4879
1499.052
1059.85
3.536725


Mal2
22
20
504
163
541
73.41874
40.20471
573.7474
249.1438
7.242265


Enpp2
6
4.00404
178.08
91.335
166.472
20.02329
8.049063
202.7241
139.6046
12.19451


Mrpl13
568.261
1731.36
842.866
878.154
832.82
1896.409
3480.441
959.5082
1342.249
0.428087


Wdr67
47
52
47
27.0175
50
156.8491
104.5322
53.50422
41.29597
0.362689


Zhx1
13
12
133
69
138.473
43.3838
24.12282
151.4056
105.4658
3.805128


Myc
636.876
370
611.821
418
595.954
2125.393
743.7871
696.4895
638.9087
0.465429


Adcy8
1.01276
2
92
35
84.3206
3.379798
4.020471
104.7317
53.49714
21.38149


Wisp1
1
1
65
44.0957
99.3056
3.337216
2.010235
73.9952
67.39982
26.44157


Ndrg1
174.074
37.3915
176.258
80.3242
174.831
580.9225
75.16571
200.6499
122.7747
0.492959


Khdrbs3
59
94.05
46
20.0128
36.0426
196.8957
189.0626
52.36583
30.58936
0.214933


uc007wbo.1
10
17
100
42.3495
107.843
33.37216
34.174
113.8388
64.73077
2.643667


Ptk2
354.369
3750.34
354.118
835.77
391.895
1182.606
7539.066
403.1236
1277.466
0.192691


Lynx1
7
3
63
28
92
23.36051
6.030706
71.71842
42.79771
3.896271


Ly6e
87
134
10623
5458
12525
290.3378
269.3715
12093.09
8342.497
36.51108


Ly6a
102.168
125.092
7118.52
6770.01
7094.99
340.9566
251.4644
8103.635
10347.89
31.14597


Ly6c1
26.832
9.90826
135.466
101.944
131.981
89.54417
19.91793
154.2128
155.8204
2.832333


Naprt1
9
9
67
31
68
30.03494
18.09212
76.27197
47.38318
2.569348


Nrbp2
36
8
201
100.188
240.307
120.1398
16.08188
228.8159
153.1363
2.803903


Plec1
602
258.031
810.249
174.079
983.706
2009.004
518.703
922.3774
266.078
0.470171


uc007wke.1
57.4795
0.686859
54.6049
4.64562
85.9294
191.8215
1.380748
62.16154
7.100782
0.358497


Scx
69
57
421
283
472
230.2679
114.5834
479.2612
432.5626
2.644107


Slc39a4
52
34
1604
803
1808
173.5352
68.348
1825.974
1227.377
12.62324


Gpt
22
32
34
11
35
73.41874
64.32753
38.70518
16.81339
0.403049


Txn2
399
558.803
545.051
349.332
630.56
1331.549
1123.326
620.4793
533.9504
0.47026


Kctd17
28
10
135
64
191
93.44204
20.10235
153.6823
97.82334
2.215043


C1qtnf6
7
2
63
30
65
23.36051
4.020471
71.71842
45.85469
4.29397


Lgals2
120.677
1007.9
96.9113
111.789
132.028
402.7252
2026.116
110.3226
170.8683
0.115772


Lgals1
2451
13329
2222
2137
2173
8179.516
26794.43
2529.497
3266.382
0.16572


Triobp
116
100
56
35
72.2003
387.117
201.0235
63.74971
53.49714
0.199352


H1f0
122
207
1298
857
1585.99
407.1403
416.1187
1477.627
1309.916
3.385985


Gcat
85
103
93
52
106
283.6633
207.0542
105.8701
79.48146
0.377715


Polr2f
291
826
528
420.971
612
971.1297
1660.454
601.0687
643.4498
0.472916


Mgat3
76
70
85
47
112
253.6284
140.7165
96.76295
71.83901
0.42755


Rps19bp1
95
341
142
157
181
317.0355
685.4902
161.651
239.9729
0.400612


Sgsm3
34.076
40
219.27
149
329.068
113.719
80.40941
249.6143
227.745
2.458987


Nhp2l1
692
1803.98
1019
805
1088
2309.353
3626.424
1160.017
1230.434
0.402719


Parvb
67
72
11.0216
8
7.00358
223.5934
144.7369
12.54685
12.22792
0.067262


Prr5
38
55
29
16
24
126.8142
110.5629
33.01324
24.45583
0.2421


5031439G07Rik
68
53
86
28
111
226.9307
106.5425
97.90134
42.79771
0.42192


Fbln1
33
33
5
2
8
110.1281
66.33777
5.691938
3.056979
0.049579


Wnt7b
55
27
998.799
358
1309.74
183.5469
54.27635
1137.02
547.1993
7.081814


Celsr1
42
16.4497
294.772
110.049
319.669
140.1631
33.06777
335.5648
168.2088
2.908106


Pim3
459
306
486
279
657
1531.782
615.132
553.2564
426.4486
0.456332


Mapk12
28
32.0097
23
10.0525
44
93.44204
64.34703
26.18292
15.36514
0.263314


Lmf2
104
184
184
66
207
347.0704
369.8833
209.4633
100.8803
0.432864


Cpne8
59.9374
56.8402
287.122
197.424
320.862
200.024
114.2622
326.8561
301.7605
2.000141


Slc48a1
56
48
375.612
176.303
474.854
186.8841
96.4913
427.5921
269.4773
2.45988


Ccnt1
8.16908
88.6433
10.4999
41.0169
13.4682
27.26198
178.1939
11.95296
62.69391
0.363323


Fkbp11
79
198
96
99
132
263.64
398.0266
109.2852
151.3205
0.393863


Rhebl1
44
42
21
15
28
146.8375
84.42988
23.90614
22.92735
0.202508


Dhh
23
52
3
3
8
76.75596
104.5322
3.415163
4.585469
0.044132


Tuba1b
1251.73
6117.14
2929.39
2388.67
4029.28
4177.293
12296.89
3334.781
3651.057
0.424048


Tuba1a
387.807
761.297
475.043
286.035
482.145
1294.196
1530.386
540.7831
437.2015
0.346241


Troap
13
88
38
19
39.0262
43.3838
176.9007
43.25873
29.0413
0.328212


Dnajc22
50
154
69
55
80
166.8608
309.5762
78.54875
84.06693
0.341316


Fmnl3
121
93
90
36
77
403.8031
186.9519
102.4549
55.02563
0.266575


Racgap1
56
284.19
166
79
159
186.8841
571.2888
188.9723
120.7507
0.408512


Gpd1
19
7
289
170
396
63.4071
14.07165
328.994
259.8432
7.599985


Mettl7a1
25
90
229
229
306.416
83.43039
180.9212
260.6908
350.0241
2.310237


BC004728
15.9375
22
219.978
169
245
53.18687
44.22518
250.4202
258.3148
5.222506


cela1
17
38
23
22
22
56.73267
76.38894
26.18292
33.62677
0.449286


Krt8
2801
6140.34
4615
2406
5108.89
9347.541
12343.53
5253.659
3677.546
0.411746


Tenc1
35.2
28.7887
32.3622
23.7778
54.8881
117.47
57.87206
36.84073
36.34412
0.417383


Espl1
27
81
39
15
36
90.10482
162.8291
44.39712
22.92735
0.266174


Tcfap4
58.7342
66.4078
55.7639
28.014
47
196.0087
133.4953
63.48093
42.81911
0.322606


Vasn
30
16
263
178
300
100.1165
32.16377
299.3959
272.0712
4.320125


Nudt16l1
22
25.8257
129.875
97.9238
143.959
73.41874
51.91573
147.8481
149.6755
2.373837


uc007ybi.1
5
4.1
111
78
110.106
16.68608
8.241965
126.361
119.2222
9.851685


Rogdi
17
15.0452
100
55
109.438
56.73267
30.24439
113.8388
84.06693
2.275378


Ubn1
8.08769
13.0639
82.1978
36.0428
132.66
26.99037
26.26151
93.57296
55.09105
2.791714


Ppl
62.1076
69.7274
455.579
166.885
520.271
207.2665
140.1685
518.6255
255.082
2.226913


uc007ydb.1
13.0034
14.3361
117
48
117
43.39515
28.81893
133.1914
73.3675
2.860368


Litaf
546
379
2518
1544.96
2633
1822.12
761.8792
2866.46
2361.455
2.023188


Snn
24.8538
37.0523
155.581
95.2488
198.481
82.94249
74.48384
177.1115
145.5868
2.049837


Txndc11
27.4007
36.1031
189.562
127.62
212.26
91.44204
72.57573
215.795
195.0659
2.504978


uc007yfd.1
19
39
154
82
203
63.4071
78.39918
175.3117
125.3362
2.120131


Cpped1
27
28
206.519
98.1078
310
90.10482
56.28659
235.0987
149.9568
2.630314


uc007ygf.1
14
13.57
62.8421
84.0773
107.058
46.72102
27.27889
71.53867
128.5113
2.703381


Mpv17l
126.792
2653.05
217.099
661.065
292.686
423.1322
5333.255
247.1428
1010.431
0.218466


Snai2
29
24
7.01589
7.00691
15.0127
96.77925
48.24565
7.986802
10.70999
0.128921


Cebpd
102.942
35.5359
1557.91
1170.93
1640.65
343.5397
71.43552
1773.505
1789.754
8.586682


2310008H04Rik
6.06769
11.4704
61.7798
45.2409
47.9142
20.24919
23.0582
70.32936
69.15025
3.220688


Top3b
45.5136
40.1547
361.186
159.584
368.346
151.8887
80.7204
411.1697
243.9225
2.816279


2610318N02Rik
16
54
18
5
11
53.39545
108.5527
20.49098
7.642448
0.173719


Slc7a4
7
4
61
21
76
23.36051
8.040941
69.44165
32.09828
3.233606


Scarf2
93
44
35
9
33
310.3611
88.45035
39.84357
13.75641
0.134399


Arvcf
65.8638
38.0924
316.641
215.62
391.943
219.8017
76.57469
360.4602
329.5729
2.328232


Klhl24
51
13
314.858
193.452
330.267
170.198
26.13306
358.4305
295.6894
3.331719


Clcn2
47.3021
28.3183
33.3129
33.0427
56.5329
157.8573
56.92645
37.92299
50.50543
0.411709


Masp1
61
35
6
1
8
203.5702
70.35824
6.830326
1.52849
0.030515


Rtp4
2
2
351
247
385
6.674431
4.020471
399.5741
377.5369
72.66182


Bcl6
28
17.0375
169.188
104
218
93.44204
34.24938
192.6015
158.9629
2.753235


uc007yvq.1
105.164
105
643
401
703
350.9549
211.0747
731.9833
612.9244
2.392948


1500031L02Rik
16
26
89
110.466
88
53.39545
52.26612
101.3165
168.8461
2.556868


Tctex1d2
7
22
65
70
73
23.36051
44.22518
73.9952
106.9943
2.677926


Heg1
3
1.00055
57.859
31.0128
61.0119
10.01165
2.011341
65.86597
47.40274
9.421012


Umps
156
156
174
139
183.057
520.6056
313.5967
198.0794
212.4601
0.492134


Kalrn
7.3384
6.02127
76.2148
40.8652
106.364
24.48982
12.10417
86.76199
62.46204
4.077828


Sec22a
38
33
177
144
185
126.8142
66.33777
201.4946
220.1025
2.182722


Dirc2
33.3777
13
348.817
252.91
440.723
111.3886
26.13306
397.089
386.5703
5.698443


Parp14
6.03965
3.10109
256.6
139.331
281.922
20.15561
6.233921
292.1103
212.966
19.13926


Dtx3l
6.05581
4.01018
161.374
80.6768
225.392
20.20954
8.061405
183.7062
123.3137
10.8599


Parp9
11
7
211
122
250
36.70937
14.07165
240.1998
186.4757
8.402264


Fstl1
10
5
1210.75
431.573
1333
33.37216
10.05118
1378.303
659.6549
46.93232


Slc35a5
14
13
115
73.9798
111
46.72102
26.13306
130.9146
113.0774
3.34905


C330027C09Rik
56.4177
199.041
125.775
72.3724
118.946
188.278
400.1192
143.1807
110.6205
0.431343


Ift57
41
30
205
133
210
136.8258
60.30706
233.3695
203.2891
2.215047


Cd47
349.839
275.907
1766.62
1077.1
2225.56
1167.488
554.638
2011.098
1646.336
2.12379


Nfkbiz
151
99
885
534
998
503.9196
199.0133
1007.473
816.2135
2.594397


Tmem45a
3
0
1164
846
1185
10.01165
0
1325.083
1293.102
261.514


Tmem30c
11.1774
124.461
3.27157
4.82826
4.04056
37.30139
250.1959
3.724315
7.379946
0.038624


uc007znj.1
72
54
448
236
459
240.2795
108.5527
509.9977
360.7236
2.496103


uc007zns.1
30
61
5
3
5
100.1165
122.6244
5.691938
4.585469
0.046141


St3gal6
215
197
17
15
31
717.5014
396.0164
19.35259
22.92735
0.03797


Arl6
25
37
162
110
196
83.43039
74.37871
184.4188
168.1339
2.234045


Arl13b
20
14
85.1437
68.1032
96
66.74431
28.14329
96.92654
104.095
2.118523


Pros1
13.0328
9
117.231
60.1119
131
43.49326
18.09212
133.4543
91.88042
3.6589


Gbe1
4
9
52
51
81.0088
13.34886
18.09212
59.19616
77.95297
4.362114


Usp25
39
43
264
155
295
130.1514
86.44012
300.5343
236.9159
2.4814


App
714.993
308
4303
2395.99
5541.89
2386.086
619.1525
4898.482
3662.246
2.848602


Adamts1
40
5
123
98.5891
120
133.4886
10.05118
140.0217
150.6924
2.02532


4931408A02Rik
8.18642
14.1254
129.724
64.1876
136.741
27.31985
28.39538
147.6762
98.11008
4.411474


Synj1
22
17
118.095
63.0496
120
73.41874
34.174
134.4379
96.37066
2.145206


Ifnar2
35
31
292
212
298
116.8025
62.31729
332.4092
324.0398
3.664859


Il10rb
66
79
507
476.994
659
220.2562
158.8086
577.1625
729.0804
3.445962


Ifnar1
27.3435
17.0128
214.39
118.647
262.621
91.25116
34.19973
244.0589
181.3507
3.391045


Ifngr2
55.1054
40
579.075
434.532
787.081
183.8986
80.40941
659.2118
664.1777
5.006997


Tmem50b
9
14
252.843
158
307
30.03494
28.14329
287.8333
241.5014
9.098501


Rcan1
35
27
186
113
207
116.8025
54.27635
211.7401
172.7193
2.247264


Clic6
32
32
19
15.4499
29.3666
106.7909
64.32753
21.62937
23.61501
0.264404


Kcnj15
0
1
57.2441
24
39.1787
0
2.010235
65.16598
36.68375
50.66557


Igsf5
20
26
142
97
189
66.74431
52.26612
161.651
148.2635
2.604096


Mx2
1
0
66
22
68
3.337216
0
75.13358
33.62677
32.59015


Tmprss2
6
4
340
144
415.276
20.02329
8.040941
387.0518
220.1025
21.63445


Tiam2
47.4146
53.8235
31.1055
11.5693
21
158.2327
108.1979
35.41012
17.68356
0.199278


Arid1b
48.713
27.0622
265.423
131.475
287.901
162.5658
54.40139
302.1543
200.9582
2.318841


Tulp4
70.5139
139.211
596.388
306.2
709.584
235.3201
279.8469
678.9207
468.0235
2.226354


Rshl2b
93.7386
66.2365
1136.57
456.867
1132.18
312.8259
133.151
1293.857
698.3165
4.466989


Rnaset2b
2.56546
40.0076
137.344
104.591
116.64
8.561493
80.42469
156.3507
159.8663
3.553551


uc008aiy.1
194.418
189.972
867.81
774.3
995.866
648.8148
381.8884
987.9042
1183.51
2.10673


Brp44l
53.9623
81
424
316
460
180.0838
162.8291
482.6764
483.0027
2.816106


uc008aka.1
36
24.0426
31
16
45
120.1398
48.33128
35.29002
24.45583
0.354636


Qk
106.908
66.9396
75.9584
37.3951
61.0961
356.775
134.5643
86.4701
57.15802
0.29232


Park2
2.98349
123.392
1.34678
1.96487
4.00002
9.956549
248.047
1.533158
3.003284
0.017583


Igf2r
86.409
21
415.062
182.421
486.091
288.3655
42.21494
472.5014
278.8286
2.27276


Acat3
2.8765
2.08893
130.623
34.8802
100.118
9.599501
4.199241
148.6996
53.31403
14.64


Acat2
113.713
50.3641
555.27
240.871
597.852
379.4848
101.2437
632.1125
368.1688
2.080761


Wtap
41
71.7944
294.101
210
332.172
136.8258
144.3236
334.8009
320.9828
2.332509


Sod2
158.98
203.941
1379.33
1021.57
1528.42
530.5505
409.9694
1570.212
1561.459
3.329724


uc008anr.1
5.72164
2.14557
56.2988
43.9945
70.7489
19.09435
4.313101
64.08986
67.24514
5.610821


uc008aod.1
5.72164
2.14557
56.2988
43.9945
70.7489
19.09435
4.313101
64.08986
67.24514
5.610821


Dll1
2
2
63
41
54
6.674431
4.020471
71.71842
62.66808
12.56547


4930546H06Rik
9
11
75
23
54
30.03494
22.11259
85.37907
35.15526
2.31141


4930432O21Rik
12
11
55.6954
47.6395
54.6053
40.04659
22.11259
63.40295
72.81648
2.191461


Abca3
72.7732
22.2829
438.841
163.504
549.548
242.8599
44.79387
499.5712
249.9142
2.605512


uc008awt.1
14
106
63
35
53
46.72102
213.0849
71.71842
53.49714
0.481958


Nthl1
19
23.501
9
23
24
63.4071
47.24254
10.24549
35.15526
0.410311


Noxo1
1
2
126
115
150
3.337216
4.020471
143.4368
175.7763
43.38499


Nme3
17.5147
61.9471
153.505
145.165
167.667
58.45033
124.5282
174.7482
221.8832
2.167638


Gnptg
13
29.6215
175.85
127.454
181.744
43.3838
59.54619
200.1855
194.8121
3.837537


Haghl
2.78788
17.9524
49.7463
55.6471
28.9381
9.303757
36.08855
56.63057
85.05602
3.121379


9530058B02Rik
44
118
57
75
72
146.8375
237.2078
64.8881
114.6367
0.467457


Pigq
29.883
48.8011
231.027
98.8826
284.274
99.72601
98.10169
262.9983
151.141
2.093434


Arhgdig
19
26
3
3
13
63.4071
52.26612
3.415163
4.585469
0.069166


EG240055
4.07435
6.82171
97.1659
58.31
109.253
13.59698
13.71324
110.6125
89.12623
7.313696


Dusp1
270
115
1167
805
1126
901.0482
231.1771
1328.498
1230.434
2.260091


Bnip1
13
11
67.278
40
79
43.3838
22.11259
76.58844
61.13959
2.102834


Hmga1
1449
1758
695
361
854
4835.625
3533.994
791.1794
551.7848
0.160457


Zfp523
8
11
71
28
85
26.69773
22.11259
80.82552
42.79771
2.532728


Ppard
97
46.2912
123.28
44
136.701
323.7099
93.0562
140.3404
67.25355
0.498107


Tead3
16
20.3333
100
60.8451
92.9027
53.39545
40.87472
113.8388
93.00111
2.194118


Fkbp5
22
43
461
230
671
73.41874
86.44012
524.7967
351.5526
5.482019


Srpk1
118.64
78
144
59
132
395.9273
156.7984
163.9278
90.18089
0.459738


Mapk14
39
54
258
140
295
130.1514
108.5527
293.704
213.9886
2.12687


Mapk13
5
9
92
62
128.062
16.68608
18.09212
104.7317
94.76636
5.736296


Cdkn1a
85.4745
47
789.148
348.237
907.577
285.2468
94.48106
898.3563
532.2767
3.767521


Ppil1
75.4386
335
158
129
194
251.7549
673.4288
179.8652
197.1752
0.40753


BC004004
24
37
141
108.063
217
80.09318
74.37871
160.5127
165.1732
2.108383


Glo1
149.61
224.736
884.047
649.208
941.827
499.2808
451.7722
1006.388
992.3077
2.101561


Tff2
67
26
21
27
27
223.5934
52.26612
23.90614
41.26922
0.236263


Tff1
27
227
9
9.375
7.35
90.10482
456.3234
10.24549
14.32959
0.044974


Slc37a1
5
2
128.063
73.2366
142
16.68608
4.020471
145.7853
111.9414
12.44663


Sik1
38.364
15.4814
247.935
139.499
216.152
128.0289
31.12126
282.2461
213.2228
3.113216


Wiz
190.111
110.694
213.962
80.8825
231.267
634.4414
222.521
243.5717
123.6281
0.42849


Zfp870
31.4062
1342.55
54.3193
395.734
67.0832
104.8093
2698.841
61.83642
604.8753
0.237801


Cyp4f13
23.3966
9
115.829
59.5641
155.156
78.0795
18.09212
131.8583
91.04311
2.317746


2-Mar
19.3505
37.3847
124.082
91.8678
113.702
64.57679
75.15204
141.2534
140.419
2.01585


Angptl4
128
328
90
64
126
427.1636
659.3572
102.4549
97.82334
0.18433


Zbtb22
16
18
110.956
36.798
134
53.39545
36.18424
126.3109
56.24536
2.037921


Tapbp
47
23.0863
792.276
319.431
971.375
156.8491
46.4089
901.9172
488.247
6.839406


Wdr46
51
121
85
71
150
170.198
243.2385
96.76295
108.5228
0.496535


H2-K1
152.851
63.1994
2427.99
1536.42
2510.91
510.0967
127.0457
2763.994
2348.402
8.023945


Ring1
4
8
52
37
48
13.34886
16.08188
59.19616
56.55412
3.932971


C4b
0.5
0
53.5
37.6664
40.8645
1.668608
0
60.90374
57.5727
71.00317


Cfb
30
47
1909.91
997.929
2477.92
100.1165
94.48106
2174.218
1525.324
19.01125


Slc44a4
1
0
51
28
57
3.337216
0
58.05777
42.79771
30.22145


uc008cek.1
728.613
1019.56
713.089
671.758
748.241
2431.539
2049.556
811.7717
1026.775
0.41029


Hspa1b
21.5253
46.75
237.171
133.594
231.572
71.83457
93.9785
269.9925
204.197
2.859784


Hspa1a
11.7044
4.25
68.8221
37.4062
51.4605
39.06011
8.5435
78.34623
57.17499
2.846869


Lsm2
70
277
165
135
209
233.6051
556.8352
187.834
206.3461
0.498684


uc008cev.1
7.11716
81.1304
676
1097.63
651.556
23.7515
163.0912
769.55
1677.716
13.098


Tnf
3
0
100
85.9884
125
10.01165
0
113.8388
131.4324
24.49858


H2-D1
143.739
212.674
2794.63
2434.2
3562.15
479.688
427.5248
3181.372
3720.65
7.607941


uc008chm.1
2.4219
0
42.743
47.6941
36.5509
8.082403
0
48.6581
72.89994
15.03984


2310014H01Rik
95.5
57
66.1209
29.5
83.2503
318.7041
114.5834
75.27122
45.09045
0.277787


uc008civ.1
95.5
57
46.8791
29.5
83.2503
318.7041
114.5834
53.36659
45.09045
0.227233


uc008cke.1
0
1.10718
64.9167
33.432
81.0039
0
2.225692
73.90037
51.10047
56.16268


H2-T10
0.125951
0
56.4503
28.6531
48.0429
0.420326
0
64.26232
43.79597
257.0823


Crisp1
335.906
282.747
2
5.71429
7.875
1120.991
568.388
2.276775
8.734233
0.006518


9130008F23Rik
33
34
30
30
33
110.1281
68.348
34.15163
45.85469
0.448275


Cenpq
40.3173
72
43
59
78
134.5475
144.7369
48.95067
90.18089
0.498171


Pla2g7
15
32
10
14
16
50.05823
64.32753
11.38388
21.39886
0.286598


Cyp39a1
6.00962
7
69.492
58
142.242
20.0554
14.07165
79.10883
88.6524
4.915786


Enpp5
17
9
138
104
148
56.73267
18.09212
157.0975
158.9629
4.224007


Enpp4
28
29
394.394
154.322
385.791
93.44204
58.29682
448.9733
235.8796
4.513365


Nfkbie
24
22
168
115.084
210
80.09318
44.22518
191.2491
175.9047
2.953336


BC048355
26.0831
140.335
64.1663
40.0375
69.6671
87.04493
282.1064
73.04612
61.19691
0.363653


Mocs1
15
15.0687
133.832
76.2104
164.643
50.05823
30.29163
152.3527
116.4868
3.345861


Plcl2
23.1997
17.111
1
1
1
77.4224
34.39714
1.138388
1.52849
0.02385


Kat2b
20.3171
16
228.598
157.651
261.981
67.80254
32.16377
260.2331
240.9679
5.0137


Sgol1
12
48
33.9706
17
28.0121
40.04659
96.4913
38.67171
25.98432
0.473539


Stap2
33
24
327
240
382
110.1281
48.24565
372.2528
366.8375
4.666747


Ticam1
11
3
66.0534
24
63
36.70937
6.030706
75.19437
36.68375
2.61764


AI662250
7
3
75
55
116
23.36051
6.030706
85.37907
84.06693
5.765192


C3
11
0
6891
3071
8509
36.70937
0
7844.629
4693.992
341.5646


Gpr108
36
57
256
133
297
120.1398
114.5834
291.4272
203.2891
2.107659


Twsg1
72
114.472
457.144
318.308
450.691
240.2795
230.1157
520.4071
486.5305
2.14062


Ddx11
32.2684
36.6868
37.2174
27.2123
32.2472
107.6866
73.7491
42.36783
41.59372
0.462762


Myl12b
292.457
562.134
2332.17
2273.76
2689.33
975.9921
1130.022
2654.913
3475.419
2.91087


Ndc80
22
83.8257
42.9
34.7336
51.8293
73.41874
168.5094
48.83683
53.08995
0.42131


Lbh
76
82.5716
30
24
48
253.6284
165.9883
34.15163
36.68375
0.16881


Xdh
1
4.74609
964
594.625
1219.65
3.337216
9.540758
1097.406
908.8782
155.7919


Ttc27
47
57
69
32
72
156.8491
114.5834
78.54875
48.91167
0.469584


Ltbp1
112.842
81.1378
15.0129
13.0361
24.0193
376.5781
163.1061
17.0905
19.92554
0.068588


Fez2
203
226
155
94
162
677.4548
454.3132
176.4501
143.678
0.282857


Eif2ak2
20.368
23.1556
132.806
64.7496
167.882
67.97241
46.5482
151.1847
98.96909
2.184356


Cdc42ep3
8
3
51
38
35
26.69773
6.030706
58.05777
58.08261
3.548608


Cyp1b1
16
15
921
431.997
1032
53.39545
30.15353
1048.455
660.303
20.45217


Morn2
0
21.392
55.4357
51.6474
62.9931
0
43.00295
63.10732
78.94252
3.303258


Map4k3
65
26
380
239
406
216.919
52.26612
432.5873
365.309
2.964117


Pkdcc
11
12
204.214
140
218
36.70937
24.12282
232.4747
213.9886
7.339259


Dync2li1
34
17
165
110
173
113.4653
34.174
187.834
168.1339
2.411064


Mcfd2
96
105
546.85
405
622
320.3727
211.0747
622.5273
619.0383
2.336197


Ttc7
13
4
141.682
33
199.692
43.3838
8.040941
161.289
50.44016
4.117263


Epcam
6.10714
7
856.323
531.428
832.969
20.38084
14.07165
974.8275
812.2822
51.87171


Klraq1
25
21
137
67
120
83.43039
42.21494
155.9591
102.4088
2.056327


Map3k8
3
0
57
36
50
10.01165
0
64.8881
55.02563
11.97742


Svil
46.3459
27
301
131.307
313.444
154.6663
54.27635
342.6547
200.7014
2.600504


Kctd1
7
0
48
31
69
23.36051
0
54.64261
47.38318
4.367447


Lims2
5
5
166
95
192
16.68608
10.05118
188.9723
145.2065
12.49862


Epb4.1l4a
1
0
208.165
111
250
3.337216
0
236.9725
169.6624
121.8485


Kif20a
13.615
221.588
64.2507
39.9452
42.6718
45.43619
445.444
73.1422
61.05583
0.273382


Sil1
28
30
203
120
186
93.44204
60.30706
231.0927
183.4188
2.696025


5133400G04Rik
11
8
49
36
52
36.70937
16.08188
55.78099
55.02563
2.098958


Ecscr
69
62
417
267.814
445
230.2679
124.6346
474.7076
409.3509
2.49099


Tmem173
28
26
306
169
334
93.44204
52.26612
348.3466
258.3148
4.163538


Apbb3
28
15
175
84.7568
197.108
93.44204
30.15353
199.2178
129.5499
2.660028


Cd14
154
147
5401
3287.96
6041
513.9312
295.5046
6148.432
5025.613
13.80473


Arap3
40
21.0007
7
3
18
133.4886
42.21635
7.968713
4.585469
0.07145


Spry4
37.5489
17.0204
47.0741
14.0056
38.0975
125.3088
34.21501
53.58857
21.40741
0.470124


Ppp2r2b
4
1
74.1436
38.122
74
13.34886
2.010235
84.40416
58.26908
9.289168


uc008euf.1
106.301
69.893
16.0203
5.0401
23.1475
354.7494
140.5014
18.23731
7.703741
0.05238


uc008evj.1
17.04
20.0495
100.285
53.1953
136.452
56.86615
40.30421
114.1632
81.30847
2.011639


Commd10
14
38.1447
132.655
110.52
164.783
46.72102
76.67982
151.0128
168.9287
2.592701


Srfbp1
13
33
19
19
22
43.3838
66.33777
21.62937
29.0413
0.461811


Ppic
58
53
547.017
385
709.76
193.5585
106.5425
622.7174
588.4685
4.035928


Gramd3
19
5
80.5841
42.2523
90.5624
63.4071
10.05118
91.73594
64.5822
2.127986


2010002N04Rik
46
71
26
23
33
153.5119
142.7267
29.59808
35.15526
0.218585


Synpo
22
2
151.966
41.5
180.746
73.41874
4.020471
172.9962
63.43232
3.053085


uc008faq.1
22
2
96.0338
41.5
141.254
73.41874
4.020471
109.3237
63.43232
2.23086


Tcof1
53
66.7476
78.487
34.2464
81.0121
176.8724
134.1784
89.34863
52.34527
0.455533


Pcyox1l
18
19
103
61
50.2633
60.06988
38.19447
117.2539
93.23787
2.142097


Fech
30
28
262.054
228.276
304.987
100.1165
56.28659
298.319
348.9175
4.13826


Atp8b1
3
1.01012
113
69.0664
101.217
10.01165
2.030579
128.6378
105.5673
19.44865


Nedd4l
45
22.1058
261.566
139.696
257.085
150.1747
44.43786
297.7635
213.5239
2.627207


Malt1
9.08126
14.9543
68.9011
30.4002
54.51
30.30612
30.06166
78.43616
46.46639
2.069027


Sec11c
23
71
247
283
347
76.75596
142.7267
281.1817
432.5626
3.251939


Ccbe1
62
55.1851
22
10
33
206.9074
110.935
25.04453
15.2849
0.126885


Pmaip1
26
14.0022
343.506
205
353.431
86.76761
28.14772
391.043
313.3404
6.129586


Chmp1b
25
39
140
109
137
83.43039
78.39918
159.3743
166.6054
2.014339


Spire1
61
42.1021
50
29
43
203.5702
84.63513
56.91938
44.3262
0.351297


Ccdc68
43
35
44
28
47
143.5003
70.35824
50.08906
42.79771
0.434337


Rab27b
44.0786
88.8058
69.6095
45.9332
82.6236
147.0998
178.5206
79.24259
70.20842
0.458973


uc008foo.1
17.5632
41.2385
6.13343
28.4575
5.13133
58.61219
82.89909
6.982221
43.49699
0.356715


Me2
30
137
75
51
87
100.1165
275.4022
85.37907
77.95297
0.43495


2810433K01Rik
4.0036
74.3
20.0585
21
40
13.36088
149.3605
22.83435
32.09828
0.337587


Slc14a1
23
20
1.00085
0
0
76.75596
40.20471
1.139355
0
0.009741


Atp9b
24
14.7674
147
51
176
80.09318
29.68595
167.343
77.95297
2.23445


uc008ftp.1
33.4947
12.8792
26.0265
21.4505
39.0767
111.779
25.89022
29.62825
32.78687
0.45337


Tshz1
31.0062
25.8257
229.333
113.255
249.109
103.4744
51.91573
261.0699
173.1091
2.794122


Zadh2
49
35
254
134
272
163.5236
70.35824
289.1505
204.8176
2.112042


Cndp2
26
52
260
77
231
86.76761
104.5322
295.9808
117.6937
2.16244


Rttn
27.2322
26.658
42.7374
13.3508
47.9391
90.87972
53.58885
48.65173
20.40656
0.478016


Chka
338.83
192.317
327.553
155.937
455.283
1130.749
386.6024
372.8823
238.3481
0.402827


Tcirg1
35
36
284
109
315.957
116.8025
72.36847
323.3021
166.6054
2.58976


Acy3
25
37
36
24
39
83.43039
74.37871
40.98195
36.68375
0.49215


Gstp2
106.385
5.90855
37.4971
4.87209
117.987
355.0297
11.87758
42.68624
7.446939
0.136637


Rad9
128.113
127.572
154.903
56.5323
250.027
427.5407
256.4497
176.3397
86.40904
0.384141


Pold4
278
436
256
200
251
927.7459
876.4626
291.4272
305.6979
0.330962


B3gnt1
40
46.1955
225.981
139.86
207.19
133.4886
92.86383
257.254
213.7746
2.080952


Drap1
245
682
435
380
505
817.6178
1370.98
495.1986
580.8261
0.49165


Ccdc85b
144.912
333.084
76.1504
95.6877
124.193
483.6026
669.5772
86.68867
146.2577
0.202003


Ehbp1l1
66
56
56
21
58
220.2562
112.5732
63.74971
32.09828
0.287979


uc008gfj.1
44.3601
37.3201
223.914
155.681
229.696
148.0392
75.02218
254.9009
237.9568
2.209516


uc008gfk.1
60
108
4994.99
1813.95
5622
200.2329
217.1054
5686.235
2772.604
20.26854


Slc25a45
3
11
49
30
54.0793
10.01165
22.11259
55.78099
45.85469
3.163832


Cdc42ep2
5
26
101
58
137
16.68608
52.26612
114.9772
88.6524
2.953199


Pola2
29.0214
184.153
73.3983
62.8861
116.934
96.85067
370.1909
83.55572
96.12075
0.384712


Cdca5
23
71
45
21
40
76.75596
142.7267
51.22744
32.09828
0.379646


Cdc42bpg
28
24
237
146
328
93.44204
48.24565
269.7979
223.1595
3.479183


Rcor2
23
23
9
13
24
76.75596
46.23541
10.24549
19.87037
0.244862


uc008gmj.1
329.995
437.242
273.559
267.482
254.427
1101.264
878.9593
311.4162
408.8435
0.363726


uc008gmk.1
27.9727
288.88
88.1985
145.324
34.5795
93.35093
580.7168
100.4041
222.1262
0.478484


uc008gml.1
204.563
338.35
246.998
176.44
339.026
682.6708
680.1631
281.1795
269.6867
0.404206


Bscl2
15
23
268.638
138
335
50.05823
46.23541
305.8142
210.9316
5.366354


Asrgl1
12
6
63
29
45
40.04659
12.06141
71.71842
44.3262
2.227002


Fth1
1443
2396
19685
15391
21235
4815.602
4816.524
22409.16
23524.98
4.768848


Cybasc3
114.313
57.6628
103.855
37.6118
119
381.4871
115.9158
118.2272
57.48925
0.353268


Stx3
12.2155
16.1696
104.878
82.0338
140.605
40.76576
32.5047
119.3918
125.3878
3.340768


Ostf1
50
94
284
261
341
166.8608
188.9621
323.3021
398.9358
2.029768


Aldh1a1
2
7
82
40.7143
77.9167
6.674431
14.07165
93.34779
62.23139
7.499209


Gda
29.3409
7
201
84.2003
214.159
97.91691
14.07165
228.8159
128.6993
3.192426


Fam108b
39.5172
41.0653
175.555
155
217.563
131.8774
82.55092
199.8496
236.9159
2.036884


Tmem2
12.0275
17.0132
172.498
94.9125
174.7
40.13836
34.20054
196.3696
145.0728
4.593051


Pip5k1b
28
31
26
15
35
93.44204
62.31729
29.59808
22.92735
0.337222


Kank1
12
11
87
40
80
40.04659
22.11259
99.03972
61.13959
2.576921


Smarca2
15
19
154.103
59.8333
152.993
50.05823
38.19447
175.429
91.45458
3.024083


Ppapdc2
12
13
74
56
96
40.04659
26.13306
84.24069
85.59542
2.566289


Ak3
78
34
421.744
190.575
517.765
260.3028
68.348
480.1082
291.2919
2.347172


5033414D02Rik
35
75
219
208
218
116.8025
150.7676
249.3069
317.9259
2.11994


Ranbp6
9
6
49
34
50
30.03494
12.06141
55.78099
51.96865
2.559596


Sgms1
29
42
336.882
368.909
390.949
96.77925
84.42988
383.5023
563.8736
5.22808


Pten
139.712
86
1259.99
427.836
1336.62
466.2491
172.8802
1434.357
653.9429
3.267414


Fas
3
2
124
90
141
10.01165
4.020471
141.1601
137.5641
19.8633


Ch25h
0
1
523.93
487.879
607.67
0
2.010235
596.4354
745.718
667.6599


Lipa
36
26
234
121
257.992
120.1398
52.26612
266.3827
184.9473
2.617834


Ifit3
0
3
84.3176
49.1915
82.6875
0
6.030706
95.98611
75.1887
28.38388


Ifit1
1
0
81
41.0477
116.218
3.337216
0
92.2094
62.74099
46.43104


Hhex
95
71
1249
875
1338
317.0355
142.7267
1421.846
1337.428
6.001526


Exoc6
23
22
107
93
110
76.75596
44.22518
121.8075
142.1495
2.181803


Rbp4
378
598
338
267
381
1261.468
1202.121
384.775
408.1067
0.32184


Plce1
50.1295
34
4
0
5
167.293
68.348
4.553551
0
0.019324


Noc3l
27
27
29
15
21
90.10482
54.27635
33.01324
22.92735
0.387451


Marveld1
30
26
185
82
251
100.1165
52.26612
210.6017
125.3362
2.204569


5330431N19Rik
22.0864
45.7258
165.864
106.869
205.508
73.70708
91.91962
188.8175
163.3482
2.126262


Npm3
51.4142
326.791
114.134
113.414
155.348
171.5803
656.9268
129.9287
173.3521
0.366057


Pprc1
68.4174
61.4443
73.6494
48.1719
131.655
228.3236
123.5175
83.84157
73.63025
0.447565


uc008hss.1
5
12
64
26.2016
42
16.68608
24.12282
72.85681
40.04887
2.766693


D19Wsu162e
70
54.0112
495.637
239
559.703
233.6051
108.5752
564.227
365.309
2.716509


As3mt
7
5
52
32
44
23.36051
10.05118
59.19616
48.91167
3.235629


Obfc1
111
105
123
89
140
370.4309
211.0747
140.0217
136.0356
0.474728


Slk
83
57
84
41
103
276.9889
114.5834
95.62456
62.66808
0.404249


Gsto1
304
532
3493
2518
4060
1014.514
1069.445
3976.388
3848.737
3.754933


Add3
39
24
179
114
229
130.1514
48.24565
203.7714
174.2478
2.118977


Pdcd4
17.0488
15.6391
109.645
90.883
140.385
56.89552
31.43827
124.8185
138.9137
2.985632


Casp7
4
4
92.1619
52.1543
89.79
13.34886
8.040941
104.916
79.71731
8.631836


9930023K05Rik
1
0
211
113
266
3.337216
0
240.1998
172.7193
123.7316


Nhlrc2
90
59
88
58
89
300.3494
118.6039
100.1781
88.6524
0.45072


4930506M07Rik
24
18.0731
190.695
86
243.528
80.09318
36.33118
217.0848
131.4501
2.99366


Rab11fip2
15
15
75
56.129
81
50.05823
30.15353
85.37907
85.7926
2.133997


Csf2ra
13
4
58
42
104
43.3838
8.040941
66.02648
64.19657
2.532303


Fam171a1
57
50
42
21
44
190.2213
100.5118
47.81228
32.09828
0.274859


Nmt2
50
44
8.02873
11.0055
15
166.8608
88.45035
9.139807
16.82179
0.101686


Suv39h2
17
39
31
14
36
56.73267
78.39918
35.29002
21.39886
0.419508


Frmd4a
58.1526
60.6402
47.6676
25.0816
56.6493
194.0678
121.9011
54.26421
38.33697
0.293071


Phyh
25
16
219
177
241
83.43039
32.16377
249.3069
270.5427
4.497196


Ccdc3
0
1.00458
235.453
123.196
312.276
0
2.019442
268.0368
188.3038
225.9736


Camk1d
23
18.1452
34.0322
11
33.2867
76.75596
36.47612
38.74184
16.81339
0.490631


Itih2
54
24
26
15
23
180.2096
48.24565
29.59808
22.92735
0.229916


Itih5
23.2034
12.7486
13.0361
11.2218
12.033
77.43475
25.62769
14.84014
17.15241
0.310419


Il15ra
2
4
50.05
54.3897
56.8205
6.674431
8.040941
56.9763
83.13409
9.521362


2310047O13Rik
48
61
352
236
391
160.1864
122.6244
400.7124
360.7236
2.692388


Cubn
28
39
2
0
0
93.44204
78.39918
2.276775
0
0.013249


Vim
2646
5650
2849
1819
3274
8830.273
11357.83
3243.266
2780.323
0.298373


Ptpla
90
173
91
80
96
300.3494
347.7707
103.5933
122.2792
0.348504


Mrc1
45
75
0
1
0
150.1747
150.7676
0
1.52849
0.005079


Commd3
68
132
665
540.938
716
226.9307
265.3511
757.0278
826.8181
3.217357


Pdss1
12.1886
31.1273
13.9851
11.2303
14.5065
40.67599
62.5732
15.92046
17.1654
0.320447


Zmynd19
68
127
83
58
98
226.9307
255.2999
94.48617
88.6524
0.379774


Nrarp
86
117
36
38
50
287.0005
235.1975
40.98195
58.08261
0.189707


C430004E15Rik
21
30
167
60
153
70.08153
60.30706
190.1107
91.70938
2.161386


2010317E24Rik
13
73.3208
30.0111
14.0089
27.0176
43.3838
147.3921
34.16427
21.41246
0.291319


Entpd2
9
3
72
32
75
30.03494
6.030706
81.96391
48.91167
3.628816


Bmyc
43
92
366
283
447
143.5003
184.9416
416.6499
432.5626
2.585579


Qsox2
15
20
111
57
105
50.05823
40.20471
126.361
87.12391
2.365145


Gpsm1
28.7222
16.691
34.0592
13.7375
38.6218
95.85217
33.55284
38.77257
20.99763
0.461885


Fam69b
28.5696
23.9141
35.4062
14.5775
22.4624
95.34292
48.07297
40.30598
22.28156
0.436406


uc008ixj.1
8
0
40
49
78
26.69773
0
45.53551
74.89599
4.510927


Gtf3c4
31
39
28
19
33
103.4537
78.39918
31.87485
29.0413
0.334975


Ddx31
26
40
40
14
42
86.76761
80.40941
45.53551
21.39886
0.40038


Trub2
55
159.466
110.286
61.2766
132.683
183.5469
320.5642
125.5482
93.66065
0.434842


Set
543.539
1059.19
641.329
387.604
610.579
1813.907
2129.221
730.081
592.4487
0.335401


Pkn3
42.2745
60.6436
33.32
1.93222
37.9591
141.0791
121.9079
37.93108
2.953378
0.155462


Phyhd1
126.886
26.1368
74.4503
41.0992
80.9616
423.4459
52.54112
84.7533
62.8197
0.310036


Prrx2
99
179
11
14
18
330.3843
359.8321
12.52226
21.39886
0.049146


Ptges
71.2204
52.7876
9.04292
2.05605
3.01855
237.6778
106.1155
10.29435
3.142651
0.039085


Freq
118
78
72
25.1667
77.0376
393.7914
156.7984
81.96391
38.46704
0.218731


Ass1
6
2
117
77.9994
138
20.02329
4.020471
133.1914
119.2213
10.49805


Exosc2
44.6145
434.673
80.3406
125.654
114.505
148.8882
873.795
91.45875
192.0608
0.277231


Aif1l
73
65
12
11
11
243.6167
130.6653
13.66065
16.81339
0.08142


1110008P14Rik
36
139
726
639
749
120.1398
279.4227
826.4694
976.7049
4.512872


Lcn2
8
1
32326
22908
37983
26.69773
2.010235
36799.52
35014.64
2501.542


St6galnac4
38.5234
35.3051
21.6665
14.1047
28.5447
128.5609
70.97156
24.66488
21.55889
0.23166


St6galnac6
35.0847
33.0646
43.35
14.1111
71.282
117.0852
66.46763
49.3491
21.56867
0.386362


Ak1
32.4189
18
175.29
77.958
191
108.1889
36.18424
199.548
119.158
2.207516


Sh2d3c
27
15
22
16
35
90.10482
30.15353
25.04453
24.45583
0.411617


Ptrh1
38
108.138
59.6735
53.36
69.6604
126.8142
217.3828
67.93157
81.56021
0.43432


uc008jhl.1
8
2
57
43
58.0762
26.69773
4.020471
64.8881
65.72506
4.25198


Angptl2
74
33
10
8
17
246.954
66.33777
11.38388
12.22792
0.075367


Rabepk
80
110
84.0371
69.1534
120.7
266.9773
221.1259
95.6668
105.7003
0.41255


Ggta1
55
72
75.9868
25
77
183.5469
144.7369
86.50243
38.21224
0.379899


Ptgs1
20.2469
18.3183
227.419
95.081
308.907
67.56827
36.82409
258.891
145.3303
3.872135


Zeb2
45.5533
17.0951
24.5903
16.7996
32.4331
152.0212
34.36517
27.99329
25.67802
0.287957


Kif5c
26
23
20.0065
7
22
86.76761
46.23541
22.77515
10.69943
0.251683


Rbm43
10
6
71.106
39
76
33.37216
12.06141
80.94619
59.6111
3.093688


Nmi
3
10
83
68
107
10.01165
20.10235
94.48617
103.9373
6.589077


Cd302
14
4
152
151
155
46.72102
8.040941
173.0349
230.8019
7.374405


Itgb6
4
11
125.969
52.0784
115.94
13.34886
22.11259
143.4016
79.6013
6.288599


Ifih1
2
2
84
42.0027
86.1515
6.674431
4.020471
95.62456
64.20069
14.94406


Gca
25
37
197.172
131.274
203.641
83.43039
74.37871
224.4582
200.651
2.693819


Stk39
11
11
95
55
117
36.70937
22.11259
108.1468
84.06693
3.267721


Sp5
3
0
202
178
244
10.01165
0
229.9543
272.0712
50.14414


Itga6
27.7326
42.2197
14.9038
15.2696
7.36667
92.54967
84.87153
16.9663
23.33943
0.227175


uc008kbg.1
415
458.825
163.411
81
211
1384.944
922.3462
186.0251
123.8077
0.134284


Cdca7
136
169
113
53
118
453.8613
339.7298
128.6378
81.00995
0.264176


Wipf1
64
89
6
5.83333
5
213.5818
178.9109
6.830326
8.916185
0.040119


Chrna1
7.38008
65.4306
1.61807
0
0
24.62892
131.5309
1.841991
0
0.011796


Osbpl6
36
25
5
2
6
120.1398
50.25588
5.691938
3.056979
0.051345


Dnajc10
147
211
1531
880
1712
490.5707
424.1597
1742.871
1345.071
3.375795


Itgav
238.867
182
1406.73
859.864
1316.88
797.1507
365.8628
1601.404
1314.293
2.507019


Timm10
138
289
161
171
179
460.5358
580.958
183.2804
261.3717
0.426937


Slc43a3
303.342
277.969
118.543
85.4984
146.887
1012.318
558.7831
134.9479
130.6834
0.169073


Ptprj
42.9311
27
369.568
172.69
392.99
143.2703
54.27635
420.7116
263.9549
3.465847


Ckap5
115
205
191
100
213
383.7798
412.0982
217.432
152.849
0.465248


Harbi1
39.5022
309.341
75.3599
139.792
90.4503
131.8274
621.8482
85.78878
213.6706
0.397332


Creb3l1
23
7
186
83
208
76.75596
14.07165
211.7401
126.8646
3.727994


Slc35c1
17
21
156
78
204
56.73267
42.21494
177.5885
119.2222
2.999675


Syt13
9
35
2
3.0113
4
30.03494
70.35824
2.276775
4.602741
0.068526


Pamr1
17
7
469
249
531
56.73267
14.07165
533.9038
380.5939
12.91585


uc008lid.1
9
3
94.8215
46.2706
111
30.03494
6.030706
107.9436
70.72413
4.95396


Cd44
707.408
679.359
4029.27
2288.31
4518.87
2360.773
1365.671
4586.871
3497.658
2.169502


Ehf
11
5.01778
766.98
315.755
807.401
36.70937
10.08692
873.1206
482.6283
28.97129


Cd59b
99.7252
161.782
7.3479
24.6156
25.8127
332.8045
325.2199
8.364759
37.62469
0.06989


Cd59a
39.1924
50.2263
34.0745
28.6651
44.894
130.7935
100.9667
38.78999
43.81431
0.356421


Tcp11l1
12.2795
47.6442
12.1178
6.02672
21.0309
40.97934
95.77605
13.79475
9.211779
0.168231


Depdc7
26
45
21
9
20
86.76761
90.46059
23.90614
13.75641
0.212509


Rcn1
6.07859
6
147
96
168.155
20.28557
12.06141
167.343
146.735
9.709655


Kif18a
31.0319
73.3339
38.0491
26.1428
40.1466
103.5601
147.4184
43.31463
39.959
0.331796


Bdnf
89
85
11.0092
12.0845
22.0779
297.0122
170.87
12.53274
18.47103
0.066264


Fmn1
31.2422
22
28
8
30
104.262
44.22518
31.87485
12.22792
0.297014


Arhgap11a
44
130
88
63
96
146.8375
261.3306
100.1781
96.29485
0.481353


Meis2
19.1895
39.4268
169.93
109.389
199.837
64.0395
79.25715
193.4462
167.2
2.51678


Bmf
21
2
228
100
256
70.08153
4.020471
259.5524
152.849
5.56532


Bub1b
59
140
80
40
101
196.8957
281.4329
91.07101
61.13959
0.318213


D2Ertd750e
36
237
62
54
94
120.1398
476.4258
70.58003
82.53844
0.256667


Rad51
23
129
78
45
61.9217
76.75596
259.3204
88.79424
68.78204
0.468871


Gchfr
77
199
56
55
59
256.9656
400.0368
63.74971
84.06693
0.224986


Dnajc17
22
52
37
18
24
73.41874
104.5322
42.12034
27.51281
0.391305


Gm14137
29.0383
53
17.5854
7
9
96.90707
106.5425
20.019
10.69943
0.150988


Spint1
5
1
176
113
205
16.68608
2.010235
200.3562
172.7193
19.9545


Oip5
11.8203
82.9174
15.2271
21.4019
39.4911
39.44689
166.6835
17.33434
32.71258
0.242793


Nusap1
64.691
276.385
98
88.6602
113
215.8878
555.5989
111.562
135.5162
0.320262


Trp53bp1
90.6673
32.5658
102.482
28.1815
103.064
302.5763
65.46492
116.6642
43.07513
0.434026


2310003F16Rik
333.365
1122.98
547.183
579.263
556
1112.511
2257.454
622.9064
885.3975
0.447573


Casc4
34.353
16.0741
154.304
91.0721
134.297
114.6434
32.31272
175.6578
139.2028
2.142548


B2m
720.928
1228.53
4274.45
4215.94
4755.83
2405.892
2469.634
4865.981
6444.021
2.31975


Sqrdl
92
64
435.806
265
427
307.0238
128.6551
496.1162
405.0498
2.068418


Sema6d
27.2427
22
29
11
18.0051
90.91476
44.22518
33.01324
16.81339
0.368704


Dut
199
667.412
310.098
363.55
372.548
664.1059
1341.655
353.0117
555.6824
0.453042


Galk2
16
30
156
102
168
53.39545
60.30706
177.5885
155.9059
2.933044


Fgf7
12
11.1929
45
62.046
54.1542
40.04659
22.50036
51.22744
94.83667
2.335272


Mal
2
29
142
163.075
240
6.674431
58.29682
161.651
249.2585
6.324481


Mall
17
22
9
6
18.0379
56.73267
44.22518
10.24549
9.170938
0.192322


uc008mgc.1
146
329
213
211
188
487.2335
661.3674
242.4766
322.5113
0.491892


Bub1
30
147
91
29
73
100.1165
295.5046
103.5933
44.3262
0.373892


Bcl2l11
75
47.3762
86.8242
41.1772
92.4868
250.2912
95.23731
98.8396
62.93892
0.468206


uc008mgo.1
52.6617
135.636
27.1152
27.7664
22.5017
175.7434
272.6603
30.86761
42.44066
0.163487


uc008mgp.1
15.3927
28.5574
1.5406
0
0
51.36876
57.40709
1.7538
0
0.016123


Zc3h8
13
28.8229
17
7
31
43.3838
57.94081
19.35259
10.69943
0.296591


Slc20a1
99
126
99
41
155
330.3843
253.2896
112.7004
62.66808
0.300456


Sirpa
1
1.00654
166
83
211
3.337216
2.023382
188.9723
126.8646
58.91824


Snrpb
478
2041.99
1078.84
955.999
1026
1595.189
4104.88
1228.138
1461.235
0.471814


Nop56
348
752
527
339
689
1161.351
1511.697
599.9303
518.158
0.418282


Fastkd5
30.625
48.7059
46.9293
22.5735
42.5316
102.2022
97.91032
53.42373
34.50336
0.439388


Slc4a11
12
9
205
90
205
40.04659
18.09212
233.3695
137.5641
6.380148


Cdc25b
22
54
34
9
42
73.41874
108.5527
38.70518
13.75641
0.288296


Mcm8
13.1393
30.5807
18.1409
10.3588
28.3935
43.84868
61.4744
20.65138
15.83332
0.346407


Jag1
184.289
146.685
188.142
87.1344
267.979
615.0121
294.8714
214.1785
133.184
0.381766


Btbd3
107.308
138
126.138
63.0719
116.115
358.1099
277.4125
143.5939
96.40475
0.37764


Esf1
156.509
87
172
93
225
522.3043
174.8905
195.8027
142.1495
0.484731


8430406I07Rik
13
40
30
14
30
43.3838
80.40941
34.15163
21.39886
0.448736


Dtd1
22
29
114
130
168
73.41874
58.29682
129.7762
198.7037
2.493857


Ncrna00153
13
6
51
38
87
43.3838
12.06141
58.05777
58.08261
2.094687


Thbd
147
36
4
7.04666
3
490.5707
72.36847
4.553551
10.77075
0.027222


Gins1
35
91
62
34
67
116.8025
182.9314
70.58003
51.96865
0.408858


Sdcbp2
358
382
41
26
42
1194.723
767.9099
46.67389
39.74073
0.04403


Mcts2
6
14
95.3862
116.229
121
20.02329
28.14329
108.5865
177.6548
5.942736


Tpx2
60
199
99
61.4959
115
200.2329
400.0368
112.7004
93.99585
0.344339


uc008nhr.1
30.6194
200.178
7.32555
29.4008
15.731
102.1835
402.4049
8.339316
44.93882
0.105587


Ahcy
407
755.357
573.864
363
663
1358.247
1518.445
653.2797
554.8418
0.419969


Trp53inp2
47
9
259
93
291
156.8491
18.09212
294.8424
142.1495
2.497935


Procr
159
309
84
68
146
530.6173
621.1627
95.62456
103.9373
0.173264


uc008nna.1
39.8338
375.442
3.64084
12.8086
7.23881
132.934
754.7268
4.144687
19.57781
0.026725


Tgif2
38.831
32
50.619
13.6857
51.7796
129.5874
64.32753
57.62404
20.91845
0.405036


Dsn1
17
29
20
14
27
56.73267
58.29682
22.76775
21.39886
0.383959


Samhd1
337.104
3284.47
485.642
911.917
689.206
1124.989
6602.558
552.8488
1393.856
0.251918


Tgm2
153
39
760
299
817.113
510.594
78.39918
865.1746
457.0184
2.244836


Lbp
92.8059
16.0633
3467.12
1989.58
3794.89
309.7133
32.29101
3946.927
3041.052
20.43243


uc008nqb.1
41.5
52.8819
28.5977
34.4253
57
138.4944
106.3051
32.55527
52.61872
0.347934


Snhg11
33.9376
64.2977
13.8105
16.3472
32.2234
113.2571
129.2535
15.7217
24.98653
0.167862


Fam83d
7
80
31
17
48
23.36051
160.8188
35.29002
25.98432
0.332688


Dhx35
14
8
73
30
77
46.72102
16.08188
83.1023
45.85469
2.05336


Mybl2
21
55
36
15
46
70.08153
110.5629
40.98195
22.92735
0.353785


Serinc3
437.693
281
1975.52
1220.85
2234.82
1460.676
564.8761
2248.908
1866.057
2.031527


Ube2c
179.831
1981.71
221.392
220.081
268.296
600.1348
3983.703
252.0299
336.3915
0.128369


Snx21
30.0579
24.0518
29
12
33.0242
100.3097
48.34978
33.01324
18.34188
0.345455


2810408M09Rik
24.7123
36.8292
26.9136
26.2536
43.2774
82.47027
74.03536
30.63811
40.12836
0.452166


Eya2
21
32
25
10
49
70.08153
64.32753
28.45969
15.2849
0.325459


Zmynd8
459.383
4187.1
198.288
155.835
285.692
1533.06
8417.056
225.7286
238.1922
0.046625


Ncoa3
26
22
30
16
52
86.76761
44.22518
34.15163
24.45583
0.44741


Sulf2
8
6
811
397
898
26.69773
12.06141
923.2324
606.8104
39.47567


Znfx1
22
16.0325
214.157
91.2507
213.608
73.41874
32.2291
243.7937
139.4758
3.627802


B4galt5
72
33.2554
53
19.0741
68.0364
240.2795
66.85118
60.33454
29.15456
0.291371


Cebpb
205.867
120.714
1098.71
946.529
932.568
687.0226
242.6635
1250.758
1446.76
2.901536


Atp9a
10
6
365
153
546
33.37216
12.06141
415.5115
233.8589
14.29275


Zfp64
69.7438
74.027
102.934
44.8549
146.614
232.7501
148.8117
117.1788
68.56025
0.486786


Aurka
40
277
82
62
84
133.4886
556.8352
93.34779
94.76636
0.272501


Rbm38
68
98
95
57
131
226.9307
197.0031
108.1468
87.12391
0.460616


Zbp1
1
0
61
54.1649
84
3.337216
0
69.44165
82.79049
45.61651


Etohi1
54.3304
45.3482
260.733
179.285
343.07
181.3123
91.16055
296.8152
274.0353
2.095073


uc008ofy.1
2.13955
4.62975
35.6377
71.1744
2.74678
7.14014
9.306887
40.56952
108.7893
9.081207


uc008ogs.1
0.958944
12.2912
20.7951
52.68
39.7607
3.200203
24.7082
23.67288
80.52084
3.733417


uc008ogw.1
2.13955
4.62975
35.6377
71.1744
2.74678
7.14014
9.306887
40.56952
108.7893
9.081207


uc008ogz.1
16.2534
6.0981
133
100.971
191.966
54.2411
12.25862
151.4056
154.3331
4.597594


Gm14403
5.78233
0
57.567
34.5671
79.2341
19.29688
0
65.53356
52.83546
6.134101


uc008ohf.1
8.45405
0
50.7649
56.6427
39.4928
28.21299
0
57.79013
86.57778
5.117073


uc008ohi.1
46.608
51.9855
39.0601
27.4448
17.9533
155.5409
104.5031
44.46553
41.94909
0.332308


Gata5
31.1883
55.1276
0
1.00137
0
104.0821
110.8194
0
1.530584
0.007122


Slco4a1
24
18
14
7
27
80.09318
36.18424
15.93743
10.69943
0.22908


2700038C09Rik
137
422
232
220
314
457.1985
848.3193
264.1059
336.2677
0.459874


BC006779
30
10
174
77.7491
185
100.1165
20.10235
198.0794
118.8387
2.636177


Rtel1
43.0247
87
82
40
92
143.5827
174.8905
93.34779
61.13959
0.485088


Fam164a
61.7531
37
322
199
317.264
206.0834
74.37871
366.5608
304.1694
2.391518


Fabp5
178
1225
374
431
421
594.0244
2462.538
425.757
658.779
0.354822


Zfand1
40
34
193
135
181
133.4886
68.348
219.7088
206.3461
2.11089


Car2
26
76
866
773
1010
86.76761
152.7779
985.8437
1181.523
9.047827


Pde7a
12
14
120
52
116
40.04659
28.14329
136.6065
79.48146
3.168916


Cp
48.1468
4
6759.18
3049.44
8379.84
160.6763
8.040941
7694.567
4661.038
73.23263


Hps3
21.8718
6.19737
102.077
50.7458
107.214
72.99091
12.45817
116.2032
77.56443
2.267638


Gyg
34
36
241
114
217
113.4653
72.36847
274.3514
174.2478
2.413981


Aadacl1
10
12
90.8108
42
88
33.37216
24.12282
103.3779
64.19657
2.914593


Fndc3b
156.794
89
1124.22
700.893
1202.05
523.2554
178.9109
1279.798
1071.308
3.34836


Pld1
31
8
222
127
248
103.4537
16.08188
252.7221
194.1182
3.738136


Zmat3
25.1886
19.7325
652.359
239.428
653.871
84.05979
39.66697
742.6374
365.9632
8.960072


Mfn1
20.0714
15.3091
147.645
54.0536
151.914
66.98259
30.77489
168.0772
82.62037
2.564485


Gnb4
24
34
2.01089
1
6.00178
80.09318
68.348
2.289172
1.52849
0.025718


4932438A13Rik
18.0348
15.1
115.991
59.6612
111.183
60.18602
30.35455
132.0427
91.19153
2.465572


Spry1
33
28
186
152
211
110.1281
56.28659
211.7401
232.3304
2.668457


Plk4
59.1088
1190.05
100.53
142.011
118.4
197.2588
2392.281
114.4421
217.0623
0.128017


Phf17
10.0123
24
77.2648
53
91.4859
33.4132
48.24565
87.95729
81.00995
2.069185


Slc7a11
113.195
12.4955
1327.55
613.511
1335.49
377.7561
25.1189
1511.267
937.7452
6.078837


Ccrn4l
10.3763
35.9868
336.98
449.262
346.321
34.62795
72.34194
383.6139
686.6923
10.00568


Rab33b
179.006
5463.12
235.513
1070.79
212.623
597.3816
10982.16
268.1051
1636.691
0.164497


Mgst2
78
335
56
47
44
260.3028
673.4288
63.74971
71.83901
0.145212


Exosc8
96.1481
276.845
152.406
154.515
183.512
320.8669
556.5236
173.4971
236.1746
0.466921


Dclk1
3.01948
2
49.4713
36.1311
64.2068
10.07666
4.020471
56.31752
55.22601
7.912501


uc008pgt.1
9.5
10
54.2811
49
54.6418
31.70355
20.10235
61.79293
74.89599
2.638482


uc008pgu.1
9.5
10
73.7189
49
91.3582
31.70355
20.10235
83.92068
74.89599
3.06561


Tm4sf1
21
50
421
385
485
70.08153
100.5118
479.2612
588.4685
6.25892


Tm4sf4
970
1671
556.161
321
536
3237.099
3359.103
633.1268
490.6452
0.170367


Pfn2
3
5
70
21
41
10.01165
10.05118
79.68713
32.09828
5.571769


4631416L12Rik
8
7
169
106
162
26.69773
14.07165
192.3875
162.0199
8.692982


Slc33a1
36
45.1621
296.7
174
358
120.1398
90.78645
337.7596
265.9572
2.862218


Mfsd1
74
67
410
242
443.001
246.954
134.6858
466.7389
369.8945
2.192207


Schip1
56.7362
32
252.563
163.157
230.382
189.3409
64.32753
287.5146
249.3838
2.116536


Trim59
114
292
233
128
223
380.4426
586.9887
265.2443
195.6467
0.476407


1110032A04Rik
30
16
7
6
4
100.1165
32.16377
7.968713
9.170938
0.129571


Serpini1
8
8
50
33
49.0534
26.69773
16.08188
56.91938
50.44016
2.509596


Pdgfc
31
22
202
107.134
202.636
103.4537
44.22518
229.9543
163.7532
2.665971


Ctso
10.0396
5.02395
146.295
97
169
33.50431
10.09932
166.5404
148.2635
7.219672


Tlr2
6
4
127
66
124
20.02329
8.040941
144.5752
100.8803
8.746205


Mnd1
16
67
31
34
49
53.39545
134.6858
35.29002
51.96865
0.463941


Fhdc1
57
40
17
7.0367
16.2489
190.2213
80.40941
19.35259
10.75552
0.111252


Lrba
11
12.05
169
97.874
205
36.70937
24.22334
192.3875
149.5994
5.612534


Cd1d1
2.00596
2.99971
49.9592
45.6
73.9583
6.694321
6.030123
56.87294
69.69913
9.947159


uc008psp.1
58.1601
15.4755
51.1797
17.5278
92.2948
194.0928
31.1094
58.26234
26.79106
0.377676


Pear1
98
84
111
50
109
327.0471
168.8598
126.361
76.42448
0.408919


Hdgf
379.556
668.614
675
311.487
796.628
1266.66
1344.071
768.4117
476.1047
0.476693


Nes
840
275.042
20.0149
7
27.0484
2803.261
552.8991
22.78471
10.69943
0.009977


Pmf1
31
166
79
58
88
103.4537
333.6991
89.93262
88.6524
0.408519


Mex3a
100
68.7955
113
47
132.295
333.7216
138.2951
128.6378
71.83901
0.424724


Arhgef2
41.1642
384.288
25.8969
51.6193
21.087
137.3738
772.5093
29.48071
78.89957
0.119115


Rit1
21
27
126
96
138
70.08153
54.27635
143.4368
146.735
2.333361


Syt11
11
11.7059
58.9945
40.1705
81.2371
36.70937
23.53161
67.15861
61.40019
2.134075


Thbs3
20
41
33
11
32
66.74431
82.41965
37.56679
16.81339
0.364566


Muc1
9
55
213
94
252
30.03494
110.5629
242.4766
143.678
2.746518


Cks1b
371.078
1317.68
626.622
580.86
708.841
1238.367
2648.847
713.3387
887.8385
0.411909


1700094D03Rik
25.6041
27.8581
35.8304
17.7114
39.0637
85.4464
56.00134
40.78888
27.07169
0.479757


Ilf2
95.4809
371.974
197.545
195.014
253.822
318.6404
747.7553
224.8828
298.0769
0.490399


S100a1
159
336
247
203
285
530.6173
675.4391
281.1817
310.2834
0.490413


S100a13
183
1289
143
174
164
610.7105
2591.193
162.7894
265.9572
0.133904


S100a14
6
4
43
36
63
20.02329
8.040941
48.95067
55.02563
3.70494


S100a3
15
41
9
4
9
50.05823
82.41965
10.24549
6.113959
0.123488


S100a6
13885
78068
19065
26912
20084
46337.24
156935.1
21703.36
41134.71
0.309133


S100a7a
64
280
0
1
0
213.5818
562.8659
0
1.52849
0.001969


Sprr2a
25.6064
32.5828
6403.95
4488.48
6085.15
85.45408
65.4991
7290.178
6860.595
93.7428


uc008qdq.1
2.52706
67.5148
688.64
1056.38
663.847
8.433344
135.7206
783.9393
1614.666
16.63919


Sprr1a
655
2296
294
164
363
2185.876
4615.5
334.686
250.6723
0.086065


Rorc
16
2
116.011
58.0382
99.008
53.39545
4.020471
132.0655
88.71079
3.84521


Tdrkh
41.8365
42.9395
31.7936
35.0116
46.7998
139.6174
86.3185
36.19344
53.51487
0.397052


Cgn
24.0577
11.0485
205.883
63.498
216.045
80.28573
22.21008
234.3747
97.05604
3.233602


Selenbp1
16.9999
15.9996
480
329
483.997
56.73233
32.16296
546.4261
502.8731
11.80377


Adamtsl4
13
9
85
45
115
43.3838
18.09212
96.76295
68.78204
2.692843


Plekho1
33
48
18
6
31
110.1281
96.4913
20.49098
9.170938
0.143558


Txnip
145
62
1814
1140.91
1774.98
483.8963
124.6346
2065.035
1743.869
6.25918


uc008qnj.1
928.85
6310.56
1803.57
2719.06
2491.08
3099.773
12685.71
2053.162
4156.055
0.39335


Pde4dip
113.934
68
136.556
62
192
380.2223
136.696
155.4537
94.76636
0.484061


Notch2
45.6522
28.0155
280.221
141.038
349.644
152.3512
56.31775
319.0001
215.5751
2.561834


Atp1a1
352
433
3075
1983
3715
1174.7
870.4319
3500.542
3030.995
3.1937


BC037703
0
5
80.8519
42.7088
70
0
10.05118
92.0408
65.27996
15.65197


Ngf
17
64
248
238
313
56.73267
128.6551
282.3201
363.7805
3.485132


Tspan2
83
65
40
40
54
276.9889
130.6653
45.53551
61.13959
0.26168


Nr1h5
71
76.2655
4.02019
0
7.04389
236.9423
153.3116
4.576535
0
0.011727


Bcl2l15
53.3927
90
7
9
10.0301
178.183
180.9212
7.968713
13.75641
0.060498


Ptpn22
72
59
5
2
2
240.2795
118.6039
5.691938
3.056979
0.024378


Phtf1
22
22
132.948
67
170.994
73.41874
44.22518
151.3464
102.4088
2.156976


Csf1
17
15
1190
558.605
1268.99
56.73267
30.15353
1354.681
853.822
25.41834


Gstm5
74.9022
73.849
839.838
700.91
912.917
249.9648
148.4539
956.0612
1071.334
5.088604


Gstm1
117.983
81.75
591.803
329.285
679.768
393.7347
164.3367
673.7012
503.3087
2.109067


Sort1
13
5
256
110
308
43.3838
10.05118
291.4272
168.1339
8.600379


Psrc1
13
24
634
343
722
43.3838
48.24565
721.7378
524.272
13.59835


Celsr2
5.02267
6.26808
69.5811
20.6894
70.4064
16.76173
12.60032
79.21026
31.62353
3.77473


Dph5
22.2557
69.7649
38.0955
31.4108
52.1535
74.27207
140.2439
43.36745
48.01108
0.425975


Vcam1
35
20
432
249
474.913
116.8025
40.20471
491.7835
380.5939
5.556287


Slc35a3
8
11
60
37.9487
71
26.69773
22.11259
68.30326
58.0042
2.587721


Palmd
24
11
279
194
350
80.09318
22.11259
317.6102
296.527
6.008831


Snx7
28
65
314
251
315
93.44204
130.6653
357.4537
383.6509
3.306918


Slc44a3
1
2
89.3196
44
117
3.337216
4.020471
101.6803
67.25355
22.96019


F3
199
573
164
111
172
664.1059
1151.865
186.6956
169.6624
0.196235


Dnttip2
157
181
190.984
144
228
523.9429
363.8526
217.4138
220.1025
0.492812


Bcar3
110
126
51
40
48
367.0937
253.2896
58.05777
61.13959
0.192135


uc008rfn.1
34.4075
138.127
69.8914
73.7906
51.7131
114.8252
277.6678
79.56351
112.7882
0.490077


Tifa
13
7
170
91
173
43.3838
14.07165
193.5259
139.0926
5.789154


Cfi
7
3
140
75
143
23.36051
6.030706
159.3743
114.6367
9.322888


Hadh
541.728
5050.43
838.093
1445.32
1040.19
1807.863
10152.55
954.0747
2209.157
0.264475


Sgms2
26
15
14
12
17
86.76761
30.15353
15.93743
18.34188
0.293183


Cenpe
29
79
67
20
77
96.77925
158.8086
76.27197
30.56979
0.418024


Nfkb1
65
74
440
265
483
216.919
148.7574
500.8906
405.0498
2.477437


Ddit4l
7.01219
9.02003
85.0438
42.0511
104.032
23.40119
18.13238
96.81281
64.27467
3.878488


Adh7
6
8
42
37
42
20.02329
16.08188
47.81228
56.55412
2.890621


Gbp6
1
8.01946
54.7394
39.4574
64.1055
3.337216
16.121
62.31466
60.31023
6.301959


Gbp2
0
1
48
32
56
0
2.010235
54.64261
48.91167
51.51351


Sh3glb1
490.917
550.939
579.86
344.848
614.368
1638.296
1107.517
660.1055
527.0966
0.432368


Clca1
176.52
86.8315
4
1
1
589.0853
174.5517
4.553551
1.52849
0.007965


Znhit6
64.083
67.9852
75.1484
49
114.21
213.8588
136.6662
85.54801
74.89599
0.457725


Lphn2
11
4
360.514
188
380.224
36.70937
8.040941
410.4047
287.3561
15.59231


Ifi44
0
1
114.387
93
155.71
0
2.010235
130.2167
142.1495
135.4898


Gipc2
21
43
16
11
17
70.08153
86.44012
18.2142
16.81339
0.223788


Fam73a
80.9607
22.9375
1802.7
484.439
2117.86
270.1833
46.10977
2052.171
740.46
8.829252


Ak5
62
21
4
7.03057
4
206.9074
42.21494
4.553551
10.74615
0.061414


Cth
115
30
72
56
75
383.7798
60.30706
81.96391
85.59542
0.377312


Gpr177
68.8193
60
788.438
451
804.584
229.6648
120.6141
897.5481
689.3488
4.53038


Tmem68
18
17
120
76
104
60.06988
34.174
136.6065
116.1652
2.682102


Lyn
14
11
163
79
185
46.72102
22.11259
185.5572
120.7507
4.449976


uc008rwv.1
2.48652
103.463
21.8943
36.7461
8.97623
8.298053
207.985
24.9242
56.16603
0.374926


Ubxn2b
4
11.1652
51.1962
38.1915
58.0963
13.34886
22.44468
58.28112
58.37531
3.259148


2610301B20Rik
17
13
88
56
103
56.73267
26.13306
100.1781
85.59542
2.241862


Trp53inp1
52.4569
15
801.831
359
770.714
175.06
30.15353
912.7945
548.7278
7.121959


Esrp1
0
2
107
44
125
0
4.020471
121.8075
67.25355
47.0246


Cdh17
180
364
25
9
17
600.6988
731.7257
28.45969
13.75641
0.031684


Ppm2c
32.084
24
42
13.0061
38
107.0712
48.24565
47.81228
19.87969
0.435831


Ripk2
6
4
59
38
63
20.02329
8.040941
67.16487
58.08261
4.462886


Wwp1
18
14
102
59
114
60.06988
28.14329
116.1155
90.18089
2.338612


Ggh
60
49
333
306
322
200.2329
98.50153
379.0831
467.7178
2.834627


uc008sdg.1
58.2262
44.3131
341.708
167.278
288.275
194.3134
89.07976
388.9962
255.6827
2.274857


Coq3
9.05536
19.0583
59
51.0519
95.3181
30.21969
38.31167
67.16487
78.0323
2.118697


1810074P20Rik
15.0811
7
155.449
74
158.69
50.32888
14.07165
176.9612
113.1082
4.504147


Lyrm2
21.625
62.4753
158.128
164.019
123.41
72.16729
125.5901
180.011
250.7013
2.177984


Pnrc1
110
55
779
497
932
367.0937
110.5629
886.804
759.6594
3.44696


Ddx58
10.0915
4.20161
139.219
69.5416
181.761
33.67751
8.446225
158.4852
106.2936
6.285739


uc008shj.1
21.3304
70.8682
189.845
199.464
183.133
71.18414
142.4618
216.1172
304.8787
2.438595


B4galt1
155
78
1277.99
465.011
1648.82
517.2684
156.7984
1454.848
710.7645
3.212757


Spink4
7
5
1047
1081
1079
23.36051
10.05118
1191.892
1652.297
85.12558


Bag1
133
156
1448
713
1805
443.8497
313.5967
1648.385
1089.813
3.615039


Unc13b
27
20
146
83.095
190.078
90.10482
40.20471
166.2046
127.0098
2.250138


Car9
9.00811
2.00157
61.027
34
69.5396
30.06201
4.023627
69.47238
51.96865
3.562822


Tpm2
134
298
35
23
36
447.1869
599.0501
39.84357
35.15526
0.071684


Hint2
47
86
287
279
275
156.8491
172.8802
326.7173
426.4486
2.284194


Glipr2
20
1
79
37.0185
107
66.74431
2.010235
89.93262
56.58239
2.130987


Tomm5
392
1357
618
567
552
1308.189
2727.889
703.5236
866.6536
0.389035


Wdr32
16.3689
19.4013
98.3376
49.5072
124.124
54.62655
39.00118
111.9463
75.67124
2.003867


1300002K09Rik
0
1
103
26
116
0
2.010235
117.2539
39.74073
78.09765


Galnt12
13
5
52
43
92
43.3838
10.05118
59.19616
65.72506
2.337817


Tgfbr1
49
46
727
327
784
163.5236
92.47082
827.6078
499.8161
5.185363


Nipsnap3a
34
62
233
143
226
113.4653
124.6346
265.2443
218.574
2.031997


Tmem38b
6
6
124
107
134
20.02329
12.06141
141.1601
163.5484
9.497


D730040F13Rik
360.052
1232
442.47
502.264
489.498
1201.571
2476.61
503.7024
767.7053
0.345662


Akap2
121.581
216.812
49.704
38.5332
50.201
405.742
435.8431
56.58242
58.8976
0.137217


Slc31a2
4
5
56.1583
51
64.3841
13.34886
10.05118
63.92991
77.95297
6.063361


uc008teh.1
13.8125
4.5699
101.047
47.4198
95.5264
46.09529
9.186574
115.0307
72.48067
3.391914


Slc31a1
55
66
360
214
443
183.5469
132.6755
409.8195
327.0968
2.330374


Pole3
22
126
38
78
51
73.41874
253.2896
43.25873
119.2222
0.497327


Ambp
24
43
545
358
643
80.09318
86.44012
620.4213
547.1993
7.011334


Kif12
0
1
85
49
103
0
2.010235
96.76295
74.89599
85.39246


Col27a1
16.2541
11.0806
240
63.3096
241.313
54.24344
22.27461
273.213
96.76807
4.835213


Orm3
0
1
143.459
119.148
121.021
0
2.010235
163.312
182.1165
171.8348


Tnc
23
17.0027
178
79
224
76.75596
34.17943
202.633
120.7507
2.915063


Tlr4
9
8.00166
76
60.602
101.022
30.03494
16.08522
86.51746
92.62953
3.884353


Tle1
30
22.1729
190.443
92.4196
184.014
100.1165
44.57275
216.798
141.2624
2.474686


Kdm4c
11
7
84.0062
53
54
36.70937
14.07165
95.63162
81.00995
3.478496


D4Bwg0951e
132
266
1627.18
1013
1900
440.5125
534.7226
1852.362
1548.36
3.487079


uc008tjz.1
167.717
91.8756
1583.77
661.449
1640.96
559.7078
184.6916
1802.944
1011.018
3.780178


Haus6
27
42
40.0602
16
64.1208
90.10482
84.42988
45.60404
24.45583
0.401409


Acer2
1.022
2.07813
54.1506
40.7925
74.0058
3.410634
4.17753
61.64437
62.35091
16.34062


uc008toe.1
74
268
24
22
27
246.954
538.7431
27.3213
33.62677
0.077572


Cdkn2a
642
1271.97
385
428.953
522.54
2142.492
2556.959
438.2792
655.6502
0.232778


Cdkn2b
395
357
234
181
251
1318.2
717.654
266.3827
276.6566
0.266738


Gm12657
9.39502
15.301
96.291
43.9324
158.017
31.35321
30.75861
109.6165
67.15022
2.845943


Jun
186
116
1042.77
738.999
1086.72
620.7221
233.1873
1187.076
1129.552
2.712968


Pde4b
8.00509
4.02721
616
492.901
627.375
26.71471
8.09564
701.2468
753.3941
41.7876


Pcsk9
90.6698
37
84
44
93
302.5847
74.37871
95.62456
67.25355
0.432079


Tmem48
35
66
52
28
51
116.8025
132.6755
59.19616
42.79771
0.408829


Scp2
54
149
448
369
586
180.2096
299.5251
509.9977
564.0127
2.238759


Orc1l
16
42.9301
19
12
34
53.39545
86.2996
21.62937
18.34188
0.286132


Rab3b
57.8262
41.3858
22.4784
35.5368
13.0058
192.9785
83.1952
25.58913
54.31763
0.289335


Cdkn2c
10
23
119
73.4362
105
33.37216
46.23541
135.4681
112.2465
3.111697


Spata6
34.074
16.7533
156.376
99.4328
154.432
113.7123
33.67808
178.0165
151.982
2.238942


Pdzk1ip1
32
7
463
422.721
446
106.7909
14.07165
527.0735
646.1247
9.706879


Cyp4b1
9
2
65
49
87
30.03494
4.020471
73.9952
74.89599
4.372027


Nsun4
18
19
99
61
115
60.06988
38.19447
112.7004
93.23787
2.095757


Pik3r3
0
2
61
25.0459
66
0
4.020471
69.44165
38.2824
26.79389


Hectd3
18
6
109
48.1294
99
60.06988
12.06141
124.0843
73.56529
2.740136


Kif2c
21
95
57
31
71
70.08153
190.9724
64.8881
47.38318
0.430069


Tmem53
8
1
85
52
96
26.69773
2.010235
96.76295
79.48146
6.139217


Slc6a9
29.2895
3.50003
130.677
58.2251
85.3554
97.74538
7.035884
148.7611
88.99646
2.269085


B4galt2
40
14
37
22
53
133.4886
28.14329
42.12034
33.62677
0.46864


Ipo13
34
26
197
85
153
113.4653
52.26612
224.2624
129.9216
2.137096


St3gal3
14
9
62
40
64
46.72102
18.09212
70.58003
61.13959
2.032298


Cdc20
92
465
217
134.501
241.576
307.0238
934.7594
247.0301
205.5834
0.364487


Ebna1bp2
171
422.559
274.673
241.298
294.173
570.6639
849.443
312.6843
368.8215
0.479898


Ppih
69.3401
219.458
151.526
102.17
194.82
231.4029
441.1622
172.4953
156.1658
0.488668


Scmh1
14
17.9444
117
53
134
46.72102
36.07247
133.1914
81.00995
2.587176


Ctps
121
286
893
626
952.853
403.8031
574.9273
1016.58
956.8345
2.016301


Smap2
26
24
154
72
161
86.76761
48.24565
175.3117
110.0513
2.113592


Bmp8b
37.8249
34.8889
5.19428
3.08108
6.16092
126.2298
70.1349
5.913104
4.709399
0.054096


Ndufs5
14.2269
32.4214
9.83114
15.0568
7.34558
47.47823
65.17464
11.19165
23.01416
0.303639


Cdca8
40
209.418
119
80.0956
134.047
133.4886
420.9795
135.4681
122.4253
0.465119


Zc3h12a
4.64155
20.7762
245.795
226.155
323.783
15.48985
41.76505
279.81
345.6756
10.92458


OTTMUSG00000009332
4
6
49
36
56
13.34886
12.06141
55.78099
55.02563
4.360702


Gjb3
42
128
82
54
102
140.1631
257.3101
93.34779
82.53844
0.442511


Ccdc28b
22.2124
1543.6
51.3637
195.888
134.861
74.12757
3102.999
58.4718
299.4128
0.112644


Col16a1
17
7.00525
90
47
103.113
56.73267
14.0822
102.4549
71.83901
2.461261


Serinc2
50
18
580
364
791
166.8608
36.18424
660.2648
556.3702
5.991947


uc008vaz.1
4
9
153.5
140
168
13.34886
18.09212
174.7425
213.9886
12.36383


Smpdl3b
19
35
12
3
10
63.4071
70.35824
13.66065
4.585469
0.136404


Tmem222
12
27
137
86
165
40.04659
54.27635
155.9591
131.4501
3.047077


Fam46b
9
4
168
94
190
30.03494
8.040941
191.2491
143.678
8.796307


1810019J16Rik
1
0
54
36
58
3.337216
0
61.47293
55.02563
34.90891


Sfn
1
1
93
106
155
3.337216
2.010235
105.8701
162.0199
50.09676


Dhdds
27
24.2812
167
73.9725
182.373
90.10482
48.81093
190.1107
113.0662
2.182452


Ccdc21
13.5599
13.8225
167.935
85.0873
171.798
45.25231
27.78648
191.1751
130.0551
4.398077


Zfp593
47.9686
154.636
73.9512
64.6404
91.9991
160.0816
310.8547
84.18513
98.80218
0.388561


Pdik1l
11
15.0093
71.5849
39.0597
84.5806
36.70937
30.17222
81.49137
59.70235
2.1111


Pafah2
14
14
123
55
156
46.72102
28.14329
140.0217
84.06693
2.993263


2610002D18Rik
6
44
6
12
12
20.02329
88.45035
6.830326
18.34188
0.232058


Fuca1
33
18.0333
299.09
183.12
339.321
110.1281
36.25118
340.4804
279.897
4.23815


Eif4g3
18
17
169.178
77.474
291.164
60.06988
34.174
192.5901
118.4182
3.300038


Pink1
23
10
227
90
214
76.75596
20.10235
258.414
137.5641
4.08822


Pqlc2
11
11.0091
80
37
97
36.70937
22.13088
91.07101
56.55412
2.508914


Aldh4a1
13
12
191
79
211
43.3838
24.12282
217.432
120.7507
5.009623


Padi2
27.2356
31.6592
7.29174
2.32332
6.1679
90.89107
63.64244
8.300827
3.551171
0.076695


Epha2
364
336
448
250
384
1214.746
675.4391
509.9977
382.1224
0.471975


Fblim1
271.465
144.284
256.474
152.942
309.94
905.9372
290.0448
291.9668
233.7703
0.439586


Tmem51
13
16
81
41
107
43.3838
32.16377
92.2094
62.66808
2.050066


9030409G11Rik
6.0411
2.02105
62.4129
40
83.3796
20.16045
4.062786
71.05007
61.13959
5.457142


4732496O08Rik
11
6
62
29
77.9598
36.70937
12.06141
70.58003
44.3262
2.356046


Pramel4
5.54671
60.5526
0
2.05455
0.796408
18.51057
121.725
0
3.140358
0.022393


Gm13102
5.54671
60.5526
0
2.05455
0.829868
18.51057
121.725
0
3.140358
0.022393


Dhrs3
24.2005
12
438.366
161.472
486.197
80.76229
24.12282
499.0304
246.8083
7.111007


Tnfrsf1b
17
8.01039
188.13
69
213.07
56.73267
16.10277
214.1649
105.4658
4.388395


uc008vst.1
12.6505
4.58566
85.5174
71.3263
31.0615
42.21745
9.218256
97.35195
109.0215
4.012261


Plod1
20
16.3637
158.28
66
208.319
66.74431
32.89489
180.184
100.8803
2.820821


Agtrap
17.0116
11.0305
138.639
86.7823
125.486
56.77138
22.1739
157.8249
132.6458
3.679394


Pgd
83
168
818
348
1055
276.9889
337.7195
931.2011
531.9144
2.380178


Kif1b
45.9506
49.7214
337.95
115.09
389.078
153.3471
99.95171
384.7181
175.9139
2.213323


Nmnat1
174.696
2987.51
159.408
690.928
284.649
582.9982
6005.598
181.4681
1056.076
0.187831


Ctnnbip1
15
33
161
87
190
50.05823
66.33777
183.2804
132.9786
2.717095


Slc25a33
55
52
54
45
57
183.5469
104.5322
61.47293
68.78204
0.45215


H6pd
60
35
1665
511
1592
200.2329
70.35824
1895.415
781.0582
9.891208


uc008wbb.1
10.1899
0.12213
37.9197
76.4038
90.9047
34.00589
0.24551
43.16732
116.7824
4.669874


uc008wbc.1
20.4012
13.7205
200.572
128.828
107.134
68.0832
27.58143
228.3287
196.9123
4.445122


uc008wbd.1
20.4012
32.1348
142.292
104.592
177.54
68.0832
64.59851
161.9835
159.8678
2.425739


Prkcz
10
9.02648
82.2385
44.1664
86.1977
33.37216
18.14535
93.61929
67.50789
3.12762


B930041F14Rik
3
8
146
75
154
10.01165
16.08188
166.2046
114.6367
10.76287


Mxra8
45
20
16.0369
12.2438
19
150.1747
40.20471
18.25621
18.71452
0.194195


Agrn
344
249
2457
1084
3124
1148.002
500.5486
2797.018
1656.883
2.701707


Isg15
0
2.00083
99.4757
247.082
122.842
0
4.022139
113.2419
377.6623
122.0505


Pex1
10
12
57.23
33
72.0914
33.37216
24.12282
65.14992
50.44016
2.010438


Fzd1
23
42
168
103
182
76.75596
84.42988
191.2491
157.4344
2.163239


Steap1
111
147
135
100
174
370.4309
295.5046
153.6823
152.849
0.460302


Steap4
0
2
1415
1211
1487
0
4.020471
1610.819
1851.001
861.0483


Abcb1a
163.401
104.92
14.0591
7.27766
14.9554
545.3044
210.9139
16.00471
11.12383
0.035874


Abcb1b
56.5353
87.2369
52.1532
44.3645
47.6593
188.6705
175.3667
59.37056
67.81068
0.349363


Crot
45.609
26.5384
211.832
112.466
211.372
152.2071
53.34843
241.1469
171.9031
2.009433


Sema3a
47.1481
52.0754
2
2.00491
1.00351
157.3434
104.6838
2.276775
3.064484
0.020384


Sema3e
112.709
177.128
19.068
16.205
24.1943
376.1342
356.069
21.70678
24.76918
0.063474


Gnai1
13
11
97
39
137
43.3838
22.11259
110.4236
59.6111
2.596093


Pion
30.7126
8.07351
316.824
230.641
264.953
102.4946
16.22965
360.6685
352.5324
6.007206


uc008wor.1
542.451
5439.53
1.4007
2816.11
2152.78
1810.276
10934.74
1.59454
4304.395
0.337857


BC050254
1.00001
4.66667
57.9831
56.9455
72
3.337249
9.381105
66.00724
87.04061
12.03362


uc008wql.1
0.606964
0
31.323
50.6853
73.2954
2.02557
0
35.65772
77.47196
55.85079


uc008wqt.1
5.91874
57.8798
4.60534
7.4999
4.79062
19.75211
116.352
5.242662
11.46352
0.122746


Galnt11
16
13
148
113
155
53.39545
26.13306
168.4814
172.7193
4.290294


Lmbr1
29.1872
30.0773
199.705
102.393
238.065
97.40398
60.46245
227.3417
156.5066
2.431475


Hadhb
45
74
313
195
296
150.1747
148.7574
356.3153
298.0555
2.189028


Cenpa
81
560
160
113.267
169
270.3145
1125.732
182.142
173.1274
0.254483


Mapre3
9
0
56
26
54
30.03494
0
63.74971
39.74073
3.445668


Cgref1
12
33
10
9
14
40.04659
66.33777
11.38388
13.75641
0.236316


0610007C21Rik
24
55
373
276
456
80.09318
110.5629
424.6186
421.8631
4.439835


Cad
140
252
234
123
314
467.2102
506.5793
266.3827
188.0042
0.466617


Krtcap3
22
43
226
173
215
73.41874
86.44012
257.2756
264.4287
3.263531


Zfp512
14
16
86
46
104
46.72102
32.16377
97.90134
70.31052
2.132374


Fosl2
61.5865
30.0274
538.246
206.186
553.655
205.5274
60.36214
612.7326
315.1532
3.489741


Spon2
24
25
28
16
22
80.09318
50.25588
31.87485
24.45583
0.432153


uc008xbx.1
72
12
544
235
583
240.2795
24.12282
619.2829
359.1951
3.700716


Mxd4
7
10
54
28
58
23.36051
20.10235
61.47293
42.79771
2.399074


BC037112
42.6323
159.188
104.716
59.8836
108.132
142.2732
320.0053
119.2074
91.53146
0.45587


Lrpap1
37
41
419
282
457
123.477
82.41965
476.9844
431.0341
4.41007


Mrfap1
416.786
471.989
2461
1398.22
3121.61
1390.905
948.809
2801.572
2137.165
2.11083


Man2b2
13
8
87
45
80
43.3838
16.08188
99.03972
68.78204
2.822161


Msx1
2.0071
0
40.0839
43.0598
43.2189
6.698125
0
45.63102
65.81646
16.63861


Stx18
22
17
101
71
133
73.41874
34.174
114.9772
108.5228
2.077277


Hs3st1
25
34
355
225
419.919
83.43039
68.348
404.1276
343.9102
4.928487


Bst1
25
12
3226.89
2588
3418
83.43039
24.12282
3673.452
3955.731
70.93403


Cd38
18.7753
6.05292
129.45
70.7154
137.464
62.65722
12.16779
147.3643
108.0878
3.413992


Fgfbp1
36
16
148
113
132
120.1398
32.16377
168.4814
172.7193
2.240268


Prom1
4
0
636
281
732
13.34886
0
724.0145
429.5056
86.41337


Tapt1
22
36
165
79
138
73.41874
72.36847
187.834
120.7507
2.116678


uc008xjf.1
3.69231
54.0967
26.9836
6.27322
20.6769
12.32203
108.7471
30.7178
9.588552
0.33292


Sod3
1
2
781
458
952.766
3.337216
4.020471
889.0807
700.0483
215.9822


Rbpj
248.601
148.162
232.948
108
223.061
829.6351
297.8405
265.1851
165.0769
0.381615


Pcdh7
15
37
21
8
22
50.05823
74.37871
23.90614
12.22792
0.29038


Arap2
18.0828
6.05446
74.3427
39.8281
86.3856
60.3462
12.17089
84.63081
60.87684
2.006529


0610040J01Rik
12
13
374
212
352.997
40.04659
26.13306
425.757
324.0398
11.32972


Fam114a1
69.436
27.1799
68
37.0493
84.7873
231.7229
54.63799
77.41036
56.62947
0.46808


Wdr19
12
9
54
41
80.6867
40.04659
18.09212
61.47293
62.66808
2.135256


Ugdh
450
565
286
159
295
1501.747
1135.783
325.5789
243.0299
0.215584


uc008xoj.1
2.53964
134.795
1.12895
0
1.13999
8.475326
270.9697
1.285183
0
0.004599


Uchl1
39
48.9583
24
17
31
130.1514
98.4177
27.3213
25.98432
0.233214


Atp8a1
21.9748
5.08396
172.917
83.4858
163.403
73.33465
10.21996
196.8466
127.6072
3.883135


Atp10d
11.3407
4.40291
155.199
80.303
180.109
37.84636
8.850885
176.6766
122.7423
6.411918


Ociad2
167.933
498.075
131.873
125.06
149.073
560.4286
1001.248
150.1226
191.1529
0.218531


Sgcb
9
10
86
75
89
30.03494
20.10235
97.90134
114.6367
4.239121


Rasl11b
26
19
0
3.00262
1
86.76761
38.19447
0
4.589474
0.036727


Srd5a3
14
32.4346
107.183
90.3286
119.164
46.72102
65.20118
122.0158
138.0663
2.323776


Igfbp7
1001.39
1309.05
12885.8
13266.1
15561.4
3341.854
2631.499
14669.04
20277.1
5.850338


Slc4a4
83.1281
49
744.082
409.993
733.669
277.4164
98.50153
847.0538
626.6701
3.920334


Gc
26
65
337
253
391
86.76761
130.6653
383.6366
386.7079
3.542907


Cxcl5
31
11
20161.1
16961.6
19881.1
103.4537
22.11259
22951.15
25925.63
389.2508


Pf4
1
3.07086
60.0827
66.3845
58.2015
3.337216
6.173151
68.3974
101.468
17.86108


Cxcl3
4
1.33333
791.895
591.681
818.645
13.34886
2.680307
901.4835
904.3783
112.661


Cxcl1
19
21
1570.99
1539
1532
63.4071
42.21494
1788.396
2352.346
39.20338


Cxcl2
0
2.66667
2146.11
2021.28
2325.34
0
5.360634
2443.105
3089.506
1032.081


Mthfd2l
26
43
190
137
191
86.76761
86.44012
216.2937
209.4031
2.457724


Areg
331
584
235
207
253
1104.618
1173.977
267.5211
316.3974
0.256262


Btc
49.5926
59
32.0124
21.0689
30.1247
165.5012
118.6039
36.44252
32.2036
0.241622


Cxcl10
14
12.1097
84
86
82
46.72102
24.34335
95.62456
131.4501
3.195338


Shroom3
15
16
346.994
214.592
387.374
50.05823
32.16377
395.0137
328.0017
8.793454


Antxr2
216
126
165
56
199
720.8386
253.2896
187.834
85.59542
0.280691


Prkg2
24
39.3071
4.01101
3.00427
2.00909
80.09318
79.01652
4.566084
4.591996
0.057558


uc008yhl.1
106
193.358
74.3663
90.9998
82.8729
353.7449
388.6951
84.65768
139.0923
0.301371


Hpse
10
6
109
66.6984
119
33.37216
12.06141
124.0843
101.9478
4.975001


Pkd2
94
44.0781
445.15
201.756
468.295
313.6983
88.60735
506.7533
308.382
2.026159


BC057170
2
1
107.063
53.4643
141.412
6.674431
2.010235
121.8792
81.71963
23.44348


Mpa2l
0.5
0
70.5698
28.4317
80.5312
1.668608
0
80.33579
43.45756
74.1896


Cdc7
18
35
27
21
21
60.06988
70.35824
30.73647
32.09828
0.481758


Fam69a
66
68
465
322
473.916
220.2562
136.696
529.3503
492.1737
2.861794


Pcgf3
17
13
93
49
112
56.73267
26.13306
105.8701
74.89599
2.181433


uc008ypl.1
18.4546
25.0847
14.7326
13.9623
17.1432
61.58698
50.42615
16.77141
21.34123
0.340252


Chfr
9.29747
15
117.967
42.9767
150.987
31.02766
30.15353
134.2922
65.68944
3.268678


Pole
36
44
53.0596
25.6829
81.2128
120.1398
88.45035
60.40239
39.25605
0.477772


2410025L10Rik
17
7
244.146
137
259.851
56.73267
14.07165
277.9328
209.4031
6.882856


Pus1
102
133
142.746
80.6015
174
340.396
267.3613
162.5003
123.1986
0.470087


Iscu
368.05
2978.98
845.823
1148.06
980.225
1228.262
5988.451
962.8744
1754.798
0.37658


Trpv4
9
4.01788
61
27.2347
99
30.03494
8.076884
69.44165
41.62796
2.914308


Gltp
22
53.0233
179
120
166
73.41874
106.5893
203.7714
183.4188
2.15096


1500011B03Rik
7
11.4726
59.778
39.0852
51.5398
23.36051
23.06263
68.05054
59.74132
2.752762


uc008zai.1
3.11416
21.5652
85.0631
104.342
90.5079
10.39262
43.35113
96.83478
159.4857
4.769307


Oasl2
1
1.00127
189.053
91.9462
224.685
3.337216
2.012788
215.2156
140.5388
66.4961


Sirt4
15
7
72
37
65
50.05823
14.07165
81.96391
56.55412
2.159961


uc008zfm.1
4.4349
45.2517
2.57597
5.78432
7.06978
14.80022
90.96657
2.932452
8.841273
0.111318


Plbd2
51
32
268.618
112
354
170.198
64.32753
305.7914
171.1908
2.033818


Slc24a6
10.0103
12.0722
62.1421
39.2796
42.5674
33.40653
24.26796
70.7418
60.03846
2.267558


Tpcn1
104
57
112.197
61
160
347.0704
114.5834
127.7237
93.23787
0.47863


Rasal1
1
0
243
78
206
3.337216
0
276.6282
119.2222
118.617


Oas1a
0
2
179.866
66.7612
221.847
0
4.020471
204.7572
102.0438
76.30973


uc008zni.1
16.0195
14.7285
136.096
81.9852
195.868
53.46053
29.60775
154.93
125.3135
3.373653


Hip1r
30
13
203
63
256
100.1165
26.13306
231.0927
96.29485
2.593178


Vps37b
128
91
160
62
166
427.1636
182.9314
182.142
94.76636
0.453877


Rilpl2
232
361
169
143
195
774.234
725.6949
192.3875
218.574
0.273987


Tctn2
17.0182
15.2135
102.884
67.16
108.591
56.7934
30.58271
117.1219
102.6534
2.515278


Cldn4
16
15.1974
799.736
612.783
949.232
53.39545
30.55035
910.4096
936.6325
22.00279


Rhbdd2
24.664
33.3061
193.415
68.5472
206.817
82.30909
66.9531
220.1812
104.7737
2.177075


Orai2
16
19
272
115.852
276
53.39545
38.19447
309.6414
177.0786
5.314122


Rabl5
8
32.8421
75.506
74
107.63
26.69773
66.02035
85.9551
113.1082
2.146974


Trfr2
64
18
8
5
8
213.5818
36.18424
9.107101
7.642448
0.067061


Pcolce
314
358.629
174.63
116
187
1047.886
720.9287
198.7966
177.3048
0.212629


Pilra
12.4
18.4556
146.147
157.555
181.323
41.38147
37.1001
166.3719
240.8212
5.188392


Pilrb1
6.2
22.6309
147.948
107.969
151.044
20.69074
45.49343
168.4222
165.0295
5.038239


Pilrb2
12.4
24.8892
274.444
155.469
264.414
41.38147
50.03315
312.4237
237.6328
6.01716


Fam20c
30
36
192
109
215
100.1165
72.36847
218.5704
166.6054
2.233098


Micall2
6
5
90
46
115
20.02329
10.05118
102.4549
70.31052
5.744587


uc009ajd.1
27
227
9
9.375
7.35
90.10482
456.3234
10.24549
14.32959
0.044974


Zfp12
56.4905
525.068
83.1814
81.0029
98.5071
188.521
1055.51
94.69268
123.8121
0.175643


Cyth3
74
60
70.0376
52
93
246.954
120.6141
79.72994
79.48146
0.433148


uc009ats.1
16.9554
53.8916
8.72649
24.2077
8.00367
56.58383
108.3348
9.934128
37.00122
0.284597


Samd9l
13
7
235.682
111.664
247.093
43.3838
14.07165
268.2975
170.6773
7.640263


Ica1
15
9
94
46
78.1315
50.05823
18.09212
107.0084
70.31052
2.601879


Met
99
109
601
272
667.776
330.3843
219.1156
684.171
415.7492
2.001675


Ptprz1
41
50
2
3
5.01497
136.8258
100.5118
2.276775
4.585469
0.028913


Rbm28
39
84
72
40
82
130.1514
168.8598
81.96391
61.13959
0.478589


2310016C08Rik
87
221
108
85
104
290.3378
444.262
122.9459
129.9216
0.344225


Flnc
194
147
192
51
202
647.4198
295.5046
218.5704
77.95297
0.314472


Tspan33
2
2
51
39
56
6.674431
4.020471
58.05777
59.6111
11.00233


Zc3hc1
93
86
83
41
104.34
310.3611
172.8802
94.48617
62.66808
0.325209


Tmem209
117.381
206.995
140.024
103
176.769
391.7257
416.1087
159.4016
157.4344
0.392204


Tsga14
18
23
22
16
26
60.06988
46.23541
25.04453
24.45583
0.465643


Mest
35.6191
39.1304
56.6747
20.46
100.606
118.8686
78.66131
64.51778
31.2729
0.484943


2310005E10Rik
32.1616
26.4194
147.138
109.801
163.898
107.3302
53.10921
167.5001
167.8297
2.090071


D630045J12Rik
12.9335
38.4752
14.3989
6.21573
22.7272
43.16188
77.34421
16.39153
9.500679
0.214862


Zc3hav1
8
15
57
35
68.1125
26.69773
30.15353
64.8881
53.49714
2.082368


uc009bli.1
21
4
96
56
93.1435
70.08153
8.040941
109.2852
85.59542
2.494553


Ezh2
122
248
157
103
157
407.1403
498.5384
178.7269
157.4344
0.371171


Atp6v0e2
21
31
210
83
285
70.08153
62.31729
239.0614
126.8646
2.763816


Tmem176b
564
671
4887
3631.97
5502
1882.19
1348.868
5563.3
5551.429
3.439966


Tmem176a
245
236
2280.97
1566.99
2472.97
817.6178
474.4155
2596.628
2395.128
3.863489


Igf2bp3
75.0982
94
4.00118
7.02932
10.0468
250.6189
188.9621
4.554894
10.74424
0.034804


Ccdc126
8
13
41
45
49
26.69773
26.13306
46.67389
68.78204
2.185391


Mpp6
122
112
106.268
59
144.206
407.1403
225.1464
120.9742
90.18089
0.333955


Cycs
499.596
3577.62
1382.51
1520.83
1359.73
1667.26
7191.858
1573.832
2324.573
0.440044


Chn2
52
71
27
16
27.0594
173.5352
142.7267
30.73647
24.45583
0.174515


Aqp1
44
69
420
211
544
146.8375
138.7062
478.1228
322.5113
2.803893


Lsm5
109
527
198
192
224
363.7565
1059.394
225.4008
293.47
0.364593


Ppm1k
117.912
490.164
148.019
97.8636
145.597
393.4978
985.345
168.503
149.5835
0.230691


Abcg2
46
90
48
34
55
153.5119
180.9212
54.64261
51.96865
0.318782


Herc3
20
16
101
65
111
66.74431
32.16377
114.9772
99.35183
2.166951


Tnip3
14
8
520
459.138
613
46.72102
16.08188
591.9616
701.7877
20.60015


Mad2l1
80
334
198
142
244
266.9773
671.4186
225.4008
217.0455
0.471492


Eif2ak3
35
28.1014
195.037
87.2793
174.59
116.8025
56.49043
222.0277
133.4055
2.051054


Mrpl35
169.38
237.216
183.243
157.107
218.486
565.2576
476.86
208.6016
240.1364
0.430602


Ptcd3
157
214
226.7
118.184
294.26
523.9429
430.1904
258.0725
180.643
0.459805


Polr1a
144
102.046
182.145
52
175
480.5591
205.1365
207.3516
79.48146
0.41831


St3gal5
10.0113
27
61
72
93.3396
33.40987
54.27635
69.44165
110.0513
2.046991


Ggcx
34.9646
11.2039
157.527
70.1021
145.688
116.6844
22.52248
179.3268
107.1503
2.057924


Capg
374
528
175
90
213
1248.119
1061.404
199.2178
137.5641
0.145823


Retsat
36
46
46
35
73
120.1398
92.47082
52.36583
53.49714
0.49792


Tmsb10
4372.98
17111
6235.92
6786
7867
14593.58
34397.14
7098.894
10372.33
0.356623


Mrpl19
88.3814
135.929
125.882
86.3834
156.59
294.9478
273.2493
143.3025
132.0361
0.484583


Hk2
138
89
157
35.9722
164
460.5358
178.9109
178.7269
54.98314
0.365488


Loxl3
119.444
85.441
137.857
57.2124
212.931
398.6104
171.7565
156.9347
87.44856
0.428467


Htra2
43.9631
181.563
70.746
71.5572
53.855
146.7143
364.9844
80.53637
109.3744
0.371138


Dqx1
18.6768
27.9555
16.7129
13.622
15.9688
62.32851
56.19713
19.02576
20.82109
0.336188


Bola3
141
447
226
272
257
470.5474
898.5752
257.2756
415.7492
0.491574


Paip2b
81
106
126
58
162
270.3145
213.0849
143.4368
88.6524
0.480119


Smyd5
118
99
115
42
115
393.7914
199.0133
130.9146
64.19657
0.329132


Add2
17
22
3
1
2
56.73267
44.22518
3.415163
1.52849
0.048967


2010309E21Rik
226.966
287.65
229
147
214
757.4345
578.2442
260.6908
224.688
0.363395


Snrpg
1566
8001
2033
2562
1915
5226.08
16083.89
2314.342
3915.991
0.292367


Gfpt1
30
21
22
14
26.127
100.1165
42.21494
25.04453
21.39886
0.326305


Isy1
104
172
138
84
163.676
347.0704
345.7605
157.0975
128.3931
0.412064


H1fx
8
25
80
42
81
26.69773
50.25588
91.07101
64.19657
2.017678


Ruvbl1
199.995
302
254
132
271.922
667.4264
607.0911
289.1505
201.7606
0.385174


Mcm2
135
272
210
99
167
450.5241
546.784
239.0614
151.3205
0.391436


Txnrd3
28
25
37.0629
15
30
93.44204
50.25588
42.19195
22.92735
0.453168


Wnt7a
142
91
131
46
138
473.8846
182.9314
149.1288
70.31052
0.334096


Chchd4
69
187
123
105
150
230.2679
375.914
140.0217
160.4914
0.495747


Lsm3
125
640
206
178
174
417.152
1286.551
234.5079
272.0712
0.29734


Slc6a6
184.797
212.797
1324.07
839.117
1153.59
616.7074
427.772
1507.305
1282.582
2.671078


Lrig1
74.25
62.4462
471.907
259.872
617.14
247.7883
125.5316
537.2131
397.2117
2.503014


Tmf1
23
13
18
9
29
76.75596
26.13306
20.49098
13.75641
0.332858


Shq1
44
42
45
22
55
146.8375
84.42988
51.22744
33.62677
0.36691


Glt8d4
2
4
74
51
82
6.674431
8.040941
84.24069
77.95297
11.02206


Pdzrn3
13
7
586
402.468
651.918
43.3838
14.07165
667.0952
615.1682
22.31752


Bhlhe40
118
45
623
407.612
713
393.7914
90.46059
709.2155
623.0307
2.751142


Lmcd1
11
12
77
70
88
36.70937
24.12282
87.65585
106.9943
3.199788


Ogg1
26.3786
67.0684
21.28
21.5978
26.1714
88.03108
134.8233
24.22489
33.01201
0.256835


Camk1
116.621
65.9316
111.72
70.5466
141.017
389.1894
132.538
127.1807
107.8297
0.450447


Il17re
3
0
61.0443
39.9265
60.0495
10.01165
0
69.49208
61.02724
13.03675


1500001M20Rik
66
129
85
68
120
220.2562
259.3204
96.76295
103.9373
0.418495


Pparg
56
68
9
8
16
186.8841
136.696
10.24549
12.22792
0.069452


D6Wsu116e
134
86.1994
175
69
201
447.1869
173.2811
199.2178
105.4658
0.491055


8430408G22Rik
16
2
161.187
145.868
174.922
53.39545
4.020471
183.4933
222.9577
7.079065


Bms1
104
90
134
58
144
347.0704
180.9212
152.5439
88.6524
0.456819


Zfp9
42.8925
11.1575
23.2802
13.2834
27.878
143.1415
22.4292
26.50189
20.30354
0.282691


Bcl2l13
193.625
154.661
265.523
105.61
269.538
646.1684
310.905
302.2681
161.4238
0.484489


Nanog
7.85688
101.764
6.36873
12.14
4.79161
26.2201
204.5696
7.250084
18.55586
0.111816


C1r
3
2
179.453
116
217
10.01165
4.020471
204.2871
177.3048
27.19418


C1s
8
2
716
411.628
791
26.69773
4.020471
815.0855
629.1691
47.01626


Phb2
568
1188.94
1008
636
1279
1895.538
2390.049
1147.495
972.1194
0.494591


Ptpn6
19
24
25
10
14
63.4071
48.24565
28.45969
15.2849
0.391791


Cdca3
48
478
107
76
114
160.1864
960.8925
121.8075
116.1652
0.212271


Nop2
210
225
195
90
219
700.8153
452.3029
221.9856
137.5641
0.311806


Gapdh
396.103
6043.22
1461.68
2297.33
295.591
1321.881
12148.29
1663.958
3511.445
0.384212


Ncapd2
60
180
107
36
127
200.2329
361.8424
121.8075
55.02563
0.314608


Mrpl51
126.301
528.371
276.912
268.941
294.691
421.4937
1062.15
315.2332
411.0735
0.489543


Ndufa9
344
398
394
288
387
1148.002
800.0737
448.5247
440.205
0.456209


Rad51ap1
22.1222
74.1021
24.0259
16.0509
23.0717
73.82655
148.9627
27.35079
24.53363
0.232886


Tulp3
206.845
1536.07
309.269
295.954
411.574
690.2864
3087.862
352.068
452.3626
0.212917


Foxm1
27
106
74
23
68
90.10482
213.0849
84.24069
35.15526
0.393799


Fkbp4
455
650
650
328
722
1518.433
1306.653
739.952
501.3446
0.439384


Clec2d
8.07286
21.0662
84.1019
285.285
62.0845
26.94087
42.34802
95.74056
436.0552
7.67505


uc009ehg.1
305.73
590.125
41.6846
46.1282
48.5416
1020.287
1186.29
47.45323
70.50648
0.053458


Magohb
65
166
85
86
94
216.919
333.6991
96.76295
131.4501
0.414467


Styk1
87
41.2696
33.0283
25
30
290.3378
82.96161
37.59901
38.21224
0.203084


Csda
1174
1179.47
1472
748.999
1648
3917.891
2371.012
1675.707
1144.837
0.448495


Etv6
45.1411
29.1451
340.183
132.256
367.036
150.6456
58.58851
387.2601
202.1519
2.816998


Mansc1
3
4
83
54.123
77.5037
10.01165
8.040941
94.48617
82.72645
9.816466


Dusp16
70.4336
47
504.255
214.853
631.007
235.0521
94.48106
574.0377
328.4006
2.738535


uc009elc.1
7
94
18
24
28
23.36051
188.9621
20.49098
36.68375
0.269282


Gprc5a
311
315
219
103
289
1037.874
633.2241
249.3069
157.4344
0.243398


Hebp1
51
55
48
30
42
170.198
110.5629
54.64261
45.85469
0.357946


Emp1
1836
3908.99
554
323.173
596.782
6127.128
7857.99
630.6668
493.9666
0.080416


Mgst1
122
50
2609
2255
2763
407.1403
100.5118
2970.053
3446.744
12.64015


Ldhb
0
1
269
236
302
0
2.010235
306.2263
360.7236
331.777


Bcat1
45
12.0226
5
1.00544
4.00232
150.1747
24.16826
5.691938
1.536805
0.041463


Lrmp
34.4747
46.9998
0
0
0
115.0495
94.48066
0
0
0


uc009ers.1
73
56
55
28
72
243.6167
112.5732
62.61132
42.79771
0.295935


Dennd5b
166.451
1210.71
136.609
226.068
142.108
555.4829
2433.812
155.514
345.5426
0.167617


4833442J19Rik
41
17
174
119.992
169.628
136.8258
34.174
198.0794
183.4065
2.230914


Tmc4
8.64055
12.8967
101.438
50.4186
124.473
28.83538
25.9254
115.4758
77.06431
3.516021


Leng8
58
28.1233
380.5
101.971
456.174
193.5585
56.53445
433.1565
155.8616
2.355197


Cox6b2
13
11
94
98
122
43.3838
22.11259
107.0084
149.792
3.920833


Clcn4-2
24
26
212
131
322
80.09318
52.26612
241.3382
200.2321
3.336149


2310014L17Rik
38.8975
181.505
23.9961
96.4063
4.05992
129.8093
364.8678
27.31686
147.356
0.353105


Bbc3
55
18
251
148
330
183.5469
36.18424
285.7353
226.2165
2.329901


Fkrp
24
37
164
131
217
80.09318
74.37871
186.6956
200.2321
2.504842


Pglyrp1
3
4
1576
1682
1498.77
10.01165
8.040941
1794.099
2570.92
241.7946


Sympk
165.993
1381.66
286.374
280.241
361.541
553.9544
2777.462
326.0046
428.3455
0.226435


Fosb
88
14
902
299.709
836.687
293.675
28.14329
1026.826
458.1021
4.614181


Ercc1
99
136
127
89
180
330.3843
273.392
144.5752
136.0356
0.46476


Apoc2
20
448.987
0
0
0
66.74431
902.5695
0
0
0


Bcam
77
67
831
410
872
256.9656
134.6858
946.0001
626.6808
4.015512


2210010C17Rik
83
55
30
25
35
276.9889
110.5629
34.15163
38.21224
0.18672


Zfp428
21
102
29
46
43
70.08153
205.044
33.01324
70.31052
0.375551


Cxcl17
8
2
139
144
132
26.69773
4.020471
158.2359
220.1025
12.31643


Ceacam1
13.994
1
102.997
42.9988
84.9594
46.701
2.010235
117.2505
65.72322
3.756295


B9d2
5
26
73
59
96
16.68608
52.26612
83.1023
90.18089
2.513092


Axl
703
516
780
289
889
2346.063
1037.281
887.9424
441.7335
0.393006


Cyp2s1
73
50
36
10
27.0426
243.6167
100.5118
40.98195
15.2849
0.163505


Numbl
29
11
19
13
27
96.77925
22.11259
21.62937
19.87037
0.349054


Ltbp4
134
32
59
31
82
447.1869
64.32753
67.16487
47.38318
0.223939


Blvrb
55
45
42
35
56
183.5469
90.46059
47.81228
53.49714
0.369732


Dyrk1b
7
7
58
29
86
23.36051
14.07165
66.02648
44.3262
2.948072


Zfp36
46
40
552
276
691
153.5119
80.40941
628.39
421.8631
4.489771


Spint2
509
728.997
3676.97
2559.91
3420.95
1698.643
1465.456
4185.817
3912.796
2.559533


Zfp566
26
27.6923
32.5818
17.2097
32.5079
86.76761
55.66804
37.09072
26.30485
0.445082


Aplp1
5
3
85
36.0399
108
16.68608
6.030706
96.76295
55.08661
6.684466


Fxyd5
35.3745
96
36
24
41
118.0523
192.9826
40.98195
36.68375
0.249701


Fxyd3
11.9988
11.1429
186.283
164.457
213.963
40.04258
22.39985
212.0623
251.3708
7.421765


Hpn
1
0
66
25
57
3.337216
0
75.13358
38.21224
33.96419


Scn1b
2
1
48
31
56
6.674431
2.010235
54.64261
47.38318
11.74781


Ccne1
27
89
60
24
72
90.10482
178.9109
68.30326
36.68375
0.390263


1600014C10Rik
20
10.09
96.5706
47.2474
99.224
66.74431
20.28327
109.9348
72.21716
2.093037


Plekhf1
12
8
96
73
126
40.04659
16.08188
109.2852
111.5797
3.93499


Zfp715
17.0175
8
80
37
81.3506
56.79107
16.08188
91.07101
56.55412
2.025788


Myh14
10
2
68
18
69
33.37216
4.020471
77.41036
27.51281
2.805986


Cpt1c
21
7.00305
186.885
117.111
229.654
70.08153
14.07778
212.7476
179.003
4.654869


Tead2
234
139
263
137
269
780.9085
279.4227
299.3959
209.4031
0.479849


Bax
68
335
762
764
931
226.9307
673.4288
867.4514
1167.766
2.26045


Dbp
26
10
14
16
24
86.76761
20.10235
15.93743
24.45583
0.377966


Grwd1
52
112
92
46
124
173.5352
225.1464
104.7317
70.31052
0.439053


Emp3
283
1146
132
101
183
944.432
2303.73
150.2672
154.3775
0.09379


Htatip2
39
26
195
131
215
130.1514
52.26612
221.9856
200.2321
2.314568


uc009hcn.1
4
18.5411
38.5523
44.2526
28.6191
13.34886
37.27197
43.88746
67.63964
2.203186


Snrpn
10
7.00684
93.159
50
80
33.37216
14.0854
106.0511
76.42448
3.845026


Chsy1
51
102.594
80.2554
39.0316
84.5585
170.198
206.2381
91.36176
59.6594
0.401187


Lrrc28
13.2781
18.4427
87.0408
55.4231
100.793
44.31188
37.07417
99.08617
84.71364
2.25837


Arrdc4
22
14
280
195.994
306
73.41874
28.14329
318.7485
299.5748
6.088134


Slco3a1
99.6818
47
490
277.624
557.862
332.6597
94.48106
557.8099
424.3454
2.299372


Acan
151
172
0
0
2
503.9196
345.7605
0
0
0


Abhd2
14
65
11
8
13
46.72102
130.6653
12.52226
12.22792
0.139527


Prc1
88.7017
262.266
200.559
100.823
317.994
296.0167
527.2164
228.3139
154.1069
0.464535


Furin
116.755
57
621.988
232.07
667.571
389.6366
114.5834
708.0635
354.7166
2.10777


Whamm
8
8
88
39
75.2755
26.69773
16.08188
100.1781
59.6111
3.735172


Mex3b
24
25
31
15
29
80.09318
50.25588
35.29002
22.92735
0.446627


Stard5
11
9.2551
158.079
98.628
186.076
36.70937
18.60493
179.9552
150.7519
5.97869


Ctsc
171.175
231
1015
844
1180.7
571.2479
464.3644
1155.463
1290.045
2.361414


Rab38
28
31
161
154
199.437
93.44204
62.31729
183.2804
235.3874
2.687915


Tmem135
30
17
176
99
186
100.1165
34.174
200.3562
151.3205
2.618776


Sytl2
31
52
0
0
3
103.4537
104.5322
0
0
0


Ccdc90b
20.4615
32.3077
140
77.617
120.579
68.28444
64.94608
159.3743
118.6368
2.086692


Prcp
10.2146
5.32878
69.9503
38.2316
68.0003
34.08832
10.7121
79.63056
58.43661
3.081827


Ints4
39
35.1129
205.109
126
188.229
130.1514
70.58519
233.4936
192.5897
2.122599


1810020D17Rik
7
17
41
64
59
23.36051
34.174
46.67389
97.82334
2.511488


Acer3
47
62
460.088
317.264
453.162
156.8491
124.6346
523.7585
484.9347
3.583487


Uvrag
18
18
136
69
119
60.06988
36.18424
154.8207
105.4658
2.70416


Dgat2
24
19
25
16
32
80.09318
38.19447
28.45969
24.45583
0.447346


Mtap6
70
15
66
23.4668
97.0637
233.6051
30.15353
75.13358
35.86876
0.420848


Gdpd5
16
9
174
64
176
53.39545
18.09212
198.0794
97.82334
4.13922


uc009img.1
17
12.0812
161
73
197
56.73267
24.28605
183.2804
111.5797
3.639408


Kcne3
1
4
372.997
320
470
3.337216
8.040941
424.6152
489.1167
80.30579


Ucp2
168.866
139
1905.55
661.142
2618.27
563.5423
279.4227
2169.255
1010.549
3.772165


Arhgef17
47
45.6862
411
170
528.778
156.8491
91.84001
467.8773
259.8432
2.926226


P2ry6
1
1
266
143
304.437
3.337216
2.010235
302.8111
218.574
97.50162


P2ry2
4
9
375.548
212
462.446
13.34886
18.09212
427.5192
324.0398
23.9038


3200002M19Rik
22
89
47
39.9749
64.0934
73.41874
178.9109
53.50422
61.10122
0.454189


Trim21
7
3
92.2335
37
92
23.36051
6.030706
104.9975
56.55412
5.496595


Trim6
13.6557
64.2839
27.2467
20.5222
36.0067
45.57202
129.2258
31.01731
31.36797
0.3569


Smpd1
19.0202
20.0199
148.152
88.7247
195.234
63.47451
40.24471
168.6544
135.6148
2.933585


Hpx
6
5
233
141
307
20.02329
10.05118
265.2443
215.517
15.9857


Trim3
15
16
126
50
108
50.05823
32.16377
143.4368
76.42448
2.673996


Rrp8
48.1177
89.9098
84.6302
45.7168
97.4735
160.5791
180.7399
96.34197
69.87766
0.486992


Tpp1
99
112
559.232
335.685
654.628
330.3843
225.1464
636.6228
513.0911
2.069578


St5
22
5
279.058
82
303
73.41874
10.05118
317.6762
125.3362
5.307449


Ampd3
1
1
91.2222
37
82.1783
3.337216
2.010235
103.8462
56.55412
29.99566


Pde3b
31
6
405
183
462
103.4537
12.06141
461.047
279.7136
6.412674


Nucb2
29
16
224
120
283
96.77925
32.16377
254.9988
183.4188
3.400088


Itpripl2
228.823
113.32
218.892
113
260.614
763.6317
227.7999
249.1839
172.7193
0.42555


uc009jkh.1
16.5
8.9415
71.2866
42.8771
102.926
55.06406
17.97452
81.15178
65.5372
2.008377


Gde1
16.5
31.0585
181.713
156.123
264.074
55.06406
62.43489
206.8598
238.6324
3.791457


6330503K22Rik
8
8
59
24
60
26.69773
16.08188
67.16487
36.68375
2.427526


Gprc5b
38
15
223.121
117.249
250.038
126.8142
30.15353
253.9982
179.2139
2.75988


Tmem159
25
9
102.371
83
141
83.43039
18.09212
116.5379
126.8646
2.397523


Cdr2
26
45
35.0151
26
63
86.76761
90.46059
39.86076
39.74073
0.449147


Plk1
39.3023
202.558
108.395
60.8391
132.343
131.1602
407.1892
123.3955
92.99194
0.401946


Rbbp6
14
15
113
70
139
46.72102
30.15353
128.6378
106.9943
3.065151


Aqp8
15
39
0
0
1
50.05823
78.39918
0
0
0


Sbk1
24
1
97
51
117
80.09318
2.010235
110.4236
77.95297
2.294382


Cln3
8
21
78
46
74.9324
26.69773
42.21494
88.79424
70.31052
2.308788


Nupr1
174
82
919
992
1185
580.6755
164.8393
1046.178
1516.262
3.437142


Sult1a1
2
0
249.556
216
296
6.674431
0
284.0915
330.1538
92.0296


Ypel3
124
26
472
354
569
413.8147
52.26612
537.319
541.0853
2.313771


Kif22
34
164
98
44
88
113.4653
329.6786
111.562
67.25355
0.403516


Dctpp1
112
663
212
248
237
373.7682
1332.786
241.3382
379.0654
0.363542


Gm166
6.78058
6.45832
51.4436
27.6057
42.3019
22.62826
12.98274
58.56276
42.19503
2.829401


Orai3
18.0716
22
150.116
78
133.212
60.30883
44.22518
170.8902
119.2222
2.775292


BC017158
7
17
72
29
80.9487
23.36051
34.174
81.96391
44.3262
2.195032


Rgs10
5
13
62
45
58
16.68608
26.13306
70.58003
68.78204
3.254668


Bag3
24
45
236
77
318
80.09318
90.46059
268.6595
117.6937
2.265287


Htra1
126
70
122
55.5145
125
420.4892
140.7165
138.8833
84.85334
0.398671


Dmbt1
27
8
2405
1037
2788
90.10482
16.08188
2737.822
1585.044
40.71005


uc009kbr.1
17.2805
123.268
0
0
0.54271
57.66875
247.7977
0
0
0


Fam53b
11
5
59.1326
45
82.
36.70937
10.05118
67.31582
68.78204
2.910527


Adam12
3
5
76
26
71
10.01165
10.05118
86.51746
39.74073
6.293142


Ptpre
48
42.3238
37.3607
26.3757
46.4379
160.1864
85.0808
42.53096
40.31499
0.337778


Paox
117
137
65
31
68
390.4542
275.4022
73.9952
47.38318
0.182289


1190003J15Rik
0
2
66
54
67
0
4.020471
75.13358
82.53844
39.21731


Athl1
15
9
94
39
80
50.05823
18.09212
107.0084
59.6111
2.444881


Ifitm2
334.906
854.931
2314.75
2079.83
2577.86
1117.654
1718.612
2635.083
3178.999
2.049907


Ifitm3
10.0877
8.05599
6772.83
5824.74
9335.79
33.66483
16.19444
7710.106
8903.055
333.2011


Sigirr
62
49
53
22
64
206.9074
98.50153
60.33454
33.62677
0.307657


Irf7
2
1
107
60
133
6.674431
2.010235
121.8075
91.70938
24.5855


Taldo1
113
344
979
692
1166
377.1054
691.5209
1114.481
1057.715
2.0327


Ctsd
429
338
2457
1120
3033.98
1431.666
679.4595
2797.018
1711.908
2.135793


Syt8
12
19
85
49
70
40.04659
38.19447
96.76295
74.89599
2.193975


Cd81
390.274
282.203
3397.91
2000.32
3489.9
1302.428
567.2944
3868.139
3057.468
3.704082


Kcnq1
0
1
145
69
147
0
2.010235
165.0662
105.4658
134.5773


Phlda2
49
106
11
14
21
163.5236
213.0849
12.52226
21.39886
0.09007


Tnfrsf23
97.7053
79.7231
150.687
41.4299
179.919
326.0637
160.2622
171.5402
63.32517
0.482938


Pnpla6
21
18
172
62
160.359
70.08153
36.18424
195.8027
94.76636
2.734362


uc009krz.1
23
93
179.954
241.983
152
76.75596
186.9519
204.8574
369.8685
2.179404


uc009ksj.1
4
34
56
79
50
13.34886
68.348
63.74971
120.7507
2.258353


Cars2
6.5
11
43.5
36.2938
59.5136
21.6919
22.11259
49.51986
55.4747
2.39689


uc009kwb.1
1.16667
15.2727
42.6545
44.88
49.6154
3.893429
30.70172
48.55736
68.59862
3.386485


Gas6
7
4
2034.97
1244
1908.99
23.36051
8.040941
2316.585
1901.441
134.3258


Rasa3
79
69
94
44
113
263.64
138.7062
107.0084
67.25355
0.433114


Upf3a
2.0045
15.0562
55.0402
41.0722
65.0504
6.689449
30.2665
62.65708
62.77843
3.39419


uc009laz.1
10.2466
2
64.3146
22.156
67.4963
34.19511
4.020471
73.21495
33.86522
2.802003


Nek3
12
6
87
36
73
40.04659
12.06141
99.03972
55.02563
2.956655


Al316807
23
20.119
158.861
94
167
76.75596
40.44392
180.8454
143.678
2.768974


Tacc1
6.46154
2
128
64.6491
169.809
21.56355
4.020471
145.7136
98.81548
9.557883


Fgfr1
1
2
114
82.7735
105.123
3.337216
4.020471
129.7762
126.5184
34.83359


Gpr124
55
21
4
9
7
183.5469
42.21494
4.553551
13.75641
0.081103


Brf2
16
24
17
11
23
53.39545
48.24565
19.35259
16.81339
0.35582


Tmem66
92
58
419
266
534
307.0238
116.5936
476.9844
406.5783
2.085756


Slc7a2
2.10052
3.17411
241.22
136.799
252.729
7.009888
6.380708
274.6019
209.0959
36.12219


Mtus1
2
0
141
59
175
6.674431
0
160.5127
90.18089
37.56029


Tlr3
3
3
87
50
134
10.01165
6.030706
99.03972
76.42448
10.93756


Snx25
17
9
79
50
99
56.73267
18.09212
89.93262
76.42448
2.223289


Dctd
36
66
44
30.0262
55
120.1398
132.6755
50.08906
45.89474
0.37966


Aga
31
37
150
137
186
103.4537
74.37871
170.7581
209.4031
2.13775


Vegfc
26
19
7
7
7
86.76761
38.19447
7.968713
10.69943
0.14939


Clcn3
53.4629
50.7804
389.407
209
444.703
178.4172
102.0806
443.2961
319.4543
2.719274


Sh3rf1
77.8373
40.9474
419.789
164.535
425.093
259.7599
82.31391
477.8826
251.49
2.132209


Cbr4
21
18
115.991
63.5149
118.88
70.08153
36.18424
132.0427
97.08187
2.156147


Anxa10
34
220
12
6
17
113.4653
442.2518
13.66065
9.170938
0.041085


Spock3
3
0
82
64
90
10.01165
0
93.34779
97.82334
19.09487


Cpe
175
268
1815
1076
2318
584.0127
538.7431
2066.174
1644.655
3.305107


Atp6v1b2
124.397
78.0938
912.448
447.238
1381.17
415.1396
156.9869
1038.72
683.5987
3.01038


Zfp868
26.4906
28
156.017
96.7385
164.584
88.40484
56.28659
177.6078
147.8638
2.249419


Armc6
28
38
54
14.3163
71.4282
93.44204
76.38894
61.47293
21.88232
0.490813


Crlf1
93
36
48
21
48
310.3611
72.36847
54.64261
32.09828
0.226638


Isyna1
106
177
863
473
1111
353.7449
355.8117
982.4285
722.9756
2.403479


Gdf15
22
3
636
483
699.986
73.41874
6.030706
724.0145
738.2605
18.4051


Jund
63
125
661
517
668.051
210.2446
251.2794
752.4742
790.2292
3.342629


Haus8
11
42
20
16
25
36.70937
84.42988
22.76775
24.45583
0.389829


Bst2
71
123
2272
2943
3045
236.9423
247.2589
2586.417
4498.345
14.63185


Glt25d1
227.317
151.048
1629.4
810.026
1562.59
758.6058
303.642
1854.889
1238.116
2.911755


uc009meg.1
48.6137
5.68545
328.163
65.5898
427.261
162.2344
11.42909
373.5767
100.2533
2.728438


Arhgap10
27.84
24.6388
30.0274
15.3549
27.8453
92.90808
49.52979
34.18282
23.46981
0.404756


Lsm6
69
475.607
198.241
208
283
230.2679
956.082
225.6751
317.9259
0.458213


Asf1b
19
99
56
44
80
63.4071
199.0133
63.74971
67.25355
0.499211


Samd1
80
60
124
31
111
266.9773
120.6141
141.1601
47.38318
0.486449


Rad23a
9.28351
23.3415
95.5359
66.8731
73.501
30.98107
46.92191
108.7569
102.2148
2.708134


Hook2
64.8047
690.402
163.129
215.773
231.145
216.2673
1387.87
185.704
329.8068
0.321363


Fbxw9
17
19
280.569
190.384
345
56.73267
38.19447
319.3963
291
6.430156


uc009mqo.1
23
28
128
80
159
76.75596
56.28659
145.7136
122.2792
2.014339


Chd9
9
13
87.9886
53
92
30.03494
26.13306
100.1651
81.00995
3.225593


Bbs2
3
2
58
24
72
10.01165
4.020471
66.02648
36.68375
7.319653


Mt2
108.343
205
3502.92
2444.44
3936.3
361.564
412.0982
3987.681
3736.301
9.983662


Mt1
304
615
4543.65
3717
4629.06
1014.514
1236.295
5172.435
5681.396
4.822193


Herpud1
180
79
1616
1275
1737
600.6988
158.8086
1839.634
1948.824
4.988047


Gpr56
44
19
36
30
45
146.8375
38.19447
40.98195
45.85469
0.469306


Kifc3
86.3299
59.1772
840.733
397.181
930.754
288.1015
118.9601
957.0801
607.0871
3.842581


2210023G05Rik
9.18568
17.3352
110.223
75.7619
122.214
30.65459
34.84783
125.4765
115.8013
3.683494


Elmo3
16
7
106
53
84
53.39545
14.07165
120.6691
81.00995
2.989295


Tppp3
1
23
55
36
62
3.337216
46.23541
62.61132
55.02563
2.373022


Zdhhc1
6
5
100
29
118
20.02329
10.05118
113.8388
44.3262
5.259111


Atp6v0d1
60
43
398
274
413
200.2329
86.44012
453.0783
418.8062
3.04139


Smpd3
32
41.0223
397.918
225.181
515.802
106.7909
82.46448
452.9849
344.1868
4.212149


Cdh1
273.786
308.773
2373.09
1062.67
3247.98
913.6829
620.7064
2701.496
1624.28
2.819217


Cirh1a
111
198.632
177
119
190
370.4309
399.2971
201.4946
181.8903
0.498078


Marveld3
2
0
49
30
67
6.674431
0
55.78099
45.85469
15.22762


Exosc6
63
191.368
104.697
102.65
135.415
210.2446
384.6947
119.1858
156.8995
0.464056


uc009nlz.1
14
6
129
49.1794
154.825
46.72102
12.06141
146.852
75.1702
3.777016


Znrf1
92.9368
61.7632
494.18
258.052
535.991
310.1501
124.1586
562.5684
394.4298
2.203498


Ldhd
16.0632
12.1652
102.715
59.4916
124.043
53.60636
24.45491
116.9295
90.9323
2.662803


4932417I16Rik
6
7.02532
61
33.0354
108
20.02329
14.12255
69.44165
50.49427
3.51246


Mon1b
11
7
82
42.1499
117
36.70937
14.07165
93.34779
64.42569
3.106938


Nudt7
10
16
52
63
65
33.37216
32.16377
59.19616
96.29485
2.372607


Wwox
7.08129
5
76
32.1551
68.1662
23.63179
10.05118
86.51746
49.14874
4.027739


Maf
6
8
64
46
80.091
20.02329
16.08188
72.85681
70.31052
3.965286


uc009npo.1
23.7392
0.547095
120.324
36.5793
121.657
79.22283
1.09979
136.9754
55.91108
2.401396


Hsdl1
16
11.1024
95.4331
40.3063
116.432
53.39545
22.31844
108.6399
61.60776
2.248565


Wfdc1
4
4
46
37
44
13.34886
8.040941
52.36583
56.55412
5.092143


Cotl1
350.221
365.532
371.528
229.429
495.837
1168.763
734.8053
422.9429
350.6799
0.406407


Gins2
46.4559
144.632
53.1729
43.2399
69.9399
155.0334
290.7444
60.53137
66.09174
0.28405


Zfpm1
77
52
35
13
36
256.9656
104.5322
39.84357
19.87037
0.165185


Cdt1
112.118
203.805
104.449
67.495
120.954
374.1619
409.696
118.9035
103.1654
0.283302


Aprt
511
1282
678
582
671
1705.317
2577.122
771.8268
889.581
0.387958


Spire2
21
24
19
13
38
70.08153
48.24565
21.62937
19.87037
0.35072


Agt
2
0
66
35
65
6.674431
0
75.13358
53.49714
19.27216


2810004N23Rik
63.9233
105.506
102.701
59.915
107.02
213.3258
212.0919
116.9135
91.57946
0.49009


Sipa1l2
7
7
68
27
80.1457
23.36051
14.07165
77.41036
41.26922
3.170525


Kcnk1
0
5
286
199.171
362.396
0
10.05118
325.5789
304.4308
62.68019


Casp4
1.01089
2
132.192
91
191.332
3.373558
4.020471
150.4857
139.0926
39.16381


Casp12
5
1
141
99
154
16.68608
2.010235
160.5127
151.3205
16.67886


Mmp13
50
15
32
21
20
166.8608
30.15353
36.4284
32.09828
0.347826


Tmem123
71
90
871
567
884
236.9423
180.9212
991.5356
866.6536
4.446881


Birc2
30
25.6149
209.371
105.329
210.387
100.1165
51.49198
238.3454
160.9943
2.63402


Birc3
19.733
16.0133
354.631
214.728
333.567
65.85328
32.1905
403.7075
328.2095
7.465207


uc009oek.1
38
22
244.114
156
304
126.8142
44.22518
277.8964
238.4444
3.018841


Endod1
15
16
472.915
224
525
50.05823
32.16377
538.3606
342.3817
10.71176


1700012B09Rik
10
34
0
0
0
33.37216
68.348
0
0
0


Mre11a
30
41
47
23
38
100.1165
82.41965
53.50422
35.15526
0.485709


2200002K05Rik
61
74
18
15
35
203.5702
148.7574
20.49098
22.92735
0.123233


A230050P20Rik
4.62575
2.66667
71.7778
52.5405
101.583
15.43713
5.360634
81.71096
80.30761
7.790194


Angptl6
32.3742
5.33333
4.22222
1.45946
12.5245
108.0397
10.72125
4.806523
2.23077
0.059256


Icam1
31.0953
36.7529
1328.1
726.337
1523.76
103.7717
73.88198
1511.893
1110.199
14.75956


Qtrt1
64
58
82
42
91
213.5818
116.5936
93.34779
64.19657
0.477153


Spc24
2.01921
126.337
50.3542
45.5765
61.2611
6.738539
253.9671
57.3226
69.66321
0.487085


Rab3d
16.0252
12.1082
150.793
75.8901
156.306
53.47955
24.34033
171.6609
115.9972
3.696461


Tmem205
54
73
315
240.976
370
180.2096
146.7472
358.5921
368.3293
2.223295


Rgl3
20
2
119
48
122
66.74431
4.020471
135.4681
73.3675
2.951124


Acp5
28
47
29
23
39
93.44204
94.48106
33.01324
35.15526
0.362747


Zfp809
5
6
54
30.0038
75
16.68608
12.06141
61.47293
45.8605
3.733663


Zfp810
5
6
78
30
76
16.68608
12.06141
88.79424
45.85469
4.68385


Eepd1
14
34
15
10
17
46.72102
68.348
17.07581
15.2849
0.281229


St14
1
1
130
53
201
3.337216
2.010235
147.9904
81.00995
42.82421


Aplp2
108
101
1688
825
1650
360.4193
203.0338
1921.598
1261.004
5.648389


St3gal4
81
88.8667
1179.34
900.894
1608.86
270.3145
178.643
1342.546
1377.007
6.057486


Ei24
48
49
452.998
209
580
160.1864
98.50153
515.6873
319.4543
3.228376


Tmem218
11
13
102
79
145
36.70937
26.13306
116.1155
120.7507
3.769208


Vwa5a
42
18
199
139
236
140.1631
36.18424
226.5391
212.4601
2.489401


uc009pak.1
30.4119
28.1435
17.4184
12.0175
18.6571
101.4911
56.57506
19.82889
18.36862
0.241655


C2cd2l
7.01886
10.0285
78.048
29.0117
88.0622
23.42345
20.15964
88.84888
44.34408
3.056069


Dpagt1
24
28.2027
170.239
100.418
227.235
80.09318
56.69406
193.798
153.4879
2.538876


Slc37a4
11
12
78
38
95
36.70937
24.12282
88.79424
58.08261
2.414459


Cxcr5
13
4
56
28
77
43.3838
8.040941
63.74971
42.79771
2.07191


Phldb1
103.873
64
112
42
158.01
346.6466
128.6551
127.4994
64.19657
0.403314


Mpzl2
16
46
583
338.92
586.877
53.39545
92.47082
663.68
518.0357
8.101364


Bace1
9.16291
18.021
133
80.54
188.108
30.57861
36.22645
151.4056
123.1046
4.109122


Tagln
1.16667
4.38095
70.5263
47.5732
83.3581
3.893429
8.80674
80.28627
72.71514
12.04719


Sidt2
78
55
405
186
508
260.3028
110.5629
461.047
284.2991
2.009746


Ncam1
142.248
45.0104
171.903
54.0403
228.048
474.7122
90.4815
195.6923
82.60004
0.492384


1600029D21Rik
1
3
133.54
119
204.442
3.337216
6.030706
152.0203
181.8903
35.64404


Pts
11.9718
19.116
166.322
126.232
164.511
39.95248
38.42766
189.3389
192.9443
4.877297


2310030G06Rik
11
10
143.154
95
152
36.70937
20.10235
162.9647
145.2065
5.424431


Cryab
9.9
9
535.863
465.58
648.84
33.03843
18.09212
610.0198
711.6342
25.84862


1110032A03Rik
20
15
97.1372
76
117
66.74431
30.15353
110.5798
116.1652
2.340042


Acsbg1
111
128
25
15
27
370.4309
257.3101
28.45969
22.92735
0.08186


Dnaja4
7
6
56
45
74
23.36051
12.06141
63.74971
68.78204
3.741518


Nrg4
5.43565
2.47784
73.7099
37.1253
72.872
18.13994
4.981041
83.91044
56.74564
6.083483


1700017B05Rik
37
34
277
85
271.37
123.477
68.348
315.3334
129.9216
2.321152


Scamp2
45
58
341
165.988
373
150.1747
116.5936
388.1902
253.7109
2.406212


Sema7a
26
14
7
1
7
86.76761
28.14329
7.968713
1.52849
0.082648


uc009pwy.1
85
109
32
22
31
283.6633
219.1156
36.4284
33.62677
0.139336


Neo1
203
121
199
92
230
677.4548
243.2385
226.5391
140.621
0.398787


Kif23
15.4958
129.836
83.7389
33.1923
65.1498
51.71283
261.0009
95.32733
50.73409
0.467077


Paqr5
27
20
23.011
13
34.0094
90.10482
40.20471
26.19544
19.87037
0.353511


Cln6
7
3
94
22
124
23.36051
6.030706
107.0084
33.62677
4.78494


Calml4
94
98
81.0658
79
92
313.6983
197.0031
92.2843
120.7507
0.417142


Zwilch
37
102
63.8393
41
72.0939
123.477
205.044
72.67387
62.66808
0.411974


Snapc5
15
47
113
153
140
50.05823
94.48106
128.6378
233.8589
2.507946


uc009qci.1
43.7554
1263.15
23.8763
203.776
108.224
146.0212
2539.229
27.18048
311.4695
0.126115


Ptplad1
47
64
332
144.286
395.792
156.8491
128.6551
377.9447
220.5397
2.096237


Oaz2
57
73
323
208
570
190.2213
146.7472
367.6992
317.9259
2.034686


Rab8b
12.2311
16.2633
98.0012
61.7596
119.207
40.81782
32.69306
111.5634
94.39891
2.801793


Lactb
6
10
52
30
40
20.02329
20.10235
59.19616
45.85469
2.618047


Gcnt3
215.3
194.605
149.703
68.0477
147.253
718.5025
391.2018
170.42
104.0102
0.2473


B230380D07Rik
21.4375
10.0588
92.6588
57.95
128.365
71.54156
20.22055
105.4816
88.57598
2.11479


uc009qqk.1
16
9
75
60
77
53.39545
18.09212
85.37907
91.70938
2.477192


Ccpg1
28.184
10.597
241.117
152.3
272.395
94.05609
21.30246
274.4846
232.789
4.397365


Lysmd2
42
74
289
219.773
256
140.1631
148.7574
328.994
335.9208
2.301377


Gclc
4
20
82
122
31
13.34886
40.20471
93.34779
186.4757
5.225114


Fbxo9
23
38
178.145
139
137
76.75596
76.38894
202.7981
212.4601
2.711537


Gsta4
272
276
3106
2426
3719
907.7227
554.8249
3535.832
3708.116
4.952966


Gsta1
36.8375
60.753
14.0422
19.0908
28.7674
122.9347
122.1278
15.98547
29.18009
0.184302


uc009qub.1
0.902009
53.237
0
10.9092
0.291951
3.010199
107.0189
0
16.6746
0.151547


Mto1
40.5168
42.1357
50.5054
26.7894
65.7814
135.2133
84.70267
57.49472
40.94732
0.447635


Slc17a5
34.471
12.8364
129.258
126.347
165.317
115.0372
25.80418
147.1457
193.1201
2.415951


Col12a1
4
0
127.746
81
119.738
13.34886
0
145.4245
123.8077
20.16892


Myo6
82
43
484.515
185.456
585
273.6517
86.44012
551.5659
283.4676
2.318946


Irak1bp1
7
20
49
52
58.8056
23.36051
40.20471
55.78099
79.48146
2.127932


Hmgn3
4
28
69.8182
54.7639
69.9559
13.34886
56.28659
79.48018
83.70606
2.343436


Sh3bgrl2
12
22.9163
105.718
43
88.0655
40.04659
46.06716
120.3481
65.72506
2.160783


Nt5e
209.631
66
4
3.00416
12
699.5838
132.6755
4.553551
4.591828
0.010989


2810026P18Rik
143.921
457.937
231.454
182.909
214.935
480.2954
920.5611
263.4844
279.5745
0.387662


Tmed3
62
54
288
200
372
206.9074
108.5527
327.8556
305.6979
2.008348


Ctsh
7
13
449
320
617
23.36051
26.13306
511.136
489.1167
20.20975


Adamts7
4
1
85
33
90
13.34886
2.010235
96.76295
50.44016
9.584099


Tbc1d2b
43.063
11
206.703
90
256
143.7105
22.11259
235.3081
137.5641
2.248614


Plscr1
372.863
510.789
2784.36
1954.05
2815.54
1244.324
1026.806
3169.681
2986.745
2.710732


Pcolce2
51
96
5
1
1.00058
170.198
192.9826
5.691938
1.52849
0.019881


Tfdp2
37
45
47
24.0423
48
123.477
90.46059
53.50422
36.74841
0.421864


Slc25a36
64
22
372
160
347.873
213.5818
44.22518
423.4802
244.5583
2.591235


Nmnat3
9
13
87.4041
42
85.4998
30.03494
26.13306
99.49975
64.19657
2.914405


Il20rb
4
2
108
69
149
13.34886
4.020471
122.9459
105.4658
13.15028


Nck1
52
73
337
259
321
173.5352
146.7472
383.6366
395.8788
2.433838


Pccb
7
12
146.196
102.165
168.789
23.36051
24.12282
166.4277
156.1581
6.793665


Amotl2
189
120
1228
576.837
1421
630.7338
241.2282
1397.94
881.6894
2.614368


Slco2a1
52
62.0054
33
15.0584
41.9526
173.5352
124.6454
37.56679
23.01661
0.203177


Trf
299.861
73.0724
2712.42
1299.03
3302.5
1000.701
146.8927
3087.785
1985.554
4.42085


Acad11
15
10.6364
78.4468
62.3274
104.374
50.05823
21.38167
89.30287
95.26679
2.583565


Nudt16
10.0429
4
47.3091
37
63.1266
33.51532
8.040941
53.85609
56.55412
2.656885


Acy1
21
41
33
18
47
70.08153
82.41965
37.56679
27.51281
0.426748


Rrp9
30
93
67
32
80
100.1165
186.9519
76.27197
48.91167
0.436076


Mapkapk3
9
1
54.7834
31
57
30.03494
2.010235
62.36475
47.38318
3.424788


Cish
13
5
68
56
78
43.3838
10.05118
77.41036
85.59542
3.050544


Ifrd2
100
198
170.299
112
199
333.7216
398.0266
193.8663
171.1908
0.498884


Sema3b
26.9916
33.989
4
5.9994
10.9255
90.07679
68.32589
4.553551
9.170021
0.086637


Sema3f
53
9
816
276
878
176.8724
18.09212
928.9243
421.8631
6.928375


Ube1l
6
3
146
88
153.63
20.02329
6.030706
166.2046
134.5071
11.54186


Tcta
7
9
120
79
108
23.36051
18.09212
136.6065
120.7507
6.208465


Ccdc36
14.5488
655.075
17.6578
74.2925
59.3236
48.55248
1316.855
20.10142
113.5553
0.097888


Klhdc8b
16
7
120.139
40
135
53.39545
14.07165
136.7648
61.13959
2.933346


Lamb2
78
29
421
201
512
260.3028
58.29682
479.2612
307.2264
2.468577


Dalrd3
8.38468
63.871
180.747
111.195
184.638
27.98149
128.3957
205.7602
169.9604
2.402655


Slc25a20
27
30
143
103
191
90.10482
60.30706
162.7894
157.4344
2.12898


Col7a1
37
32.305
39
13
35
123.477
64.94065
44.39712
19.87037
0.341091


Shisa5
131
100
859
405
1022
437.1752
201.0235
977.875
619.0383
2.502219


Plxnb1
37
17
370.115
127
422.078
123.477
34.174
421.3343
194.1182
3.903893


Nradd
166
146
201
123
205
553.9778
293.4944
228.8159
188.0042
0.491839


Epm2aip1
26
14.0251
183
105
210.648
86.76761
28.19375
208.3249
160.4914
3.208177


Stac
21
17
0
0
1
70.08153
34.174
0
0
0


uc009rwm.1
31.2592
39
279.977
139
304
104.3187
78.39918
318.7224
212.4601
2.907118


Cmtm7
74
86
65
81.0107
61.0394
246.954
172.8802
73.9952
123.824
0.471184


Cmtm8
39.1319
40.5961
27.1836
24.1081
27.1078
130.5916
81.60771
30.94547
36.84898
0.319485


Oxsr1
23
20
16
3.00525
15
76.75596
40.20471
18.2142
4.593494
0.195003


Myd88
18
26
131
74
163
60.06988
52.26612
149.1288
113.1082
2.334399


Myrip
3
0
57
29
88
10.01165
0
64.8881
44.3262
10.90872


Trak1
46.0095
15.0326
230.211
105.782
288.686
153.5436
30.21906
262.0694
161.6867
2.305996


Snrk
31
12
254.977
158.47
313
103.4537
24.12282
290.2627
242.2198
4.173828


Abhd5
29.8529
41.9318
169.709
129.527
196.401
99.62556
84.29279
193.1946
197.9807
2.126897


Tmem42
5
12
52.1918
42
53
16.68608
24.12282
59.4145
64.19657
3.029022


Cdcp1
14
12.0035
104
53.6603
107.967
46.72102
24.12986
118.3923
82.01921
2.828639


Tmem158
91
76
28
22.0031
44
303.6866
152.7779
31.87485
33.63151
0.143508


Fyco1
17
7
89.4043
33
96.5312
56.73267
14.07165
101.7767
50.44016
2.149825


2010204K13Rik
37
132.8
25.0456
22
21
123.477
266.9592
28.5116
33.62677
0.159151


Prickle3
423.08
692.309
569.543
356.512
759.351
1411.909
1391.704
648.3607
544.9249
0.425624


Plp2
197.409
635.744
351.987
334.875
512.677
658.7964
1277.995
400.6976
511.853
0.471166


Glod5
16
24
1
1
0
53.39545
48.24565
1.138388
1.52849
0.026238


Suv39h1
116
129
92
41
101
387.117
259.3204
104.7317
62.66808
0.258957


Wdr13
14
15.0043
117
45
158
46.72102
30.16217
133.1914
68.78204
2.627016


Cybb
2.06785
1
124.507
76.3269
109.898
6.900861
2.010235
141.7372
116.6649
28.99779


Klhl13
30
23
248
119
262
100.1165
46.23541
282.3201
181.8903
3.171879


Wdr44
1.06449
8.14314
42.4383
34.563
39.0534
3.552433
16.36963
48.31124
52.82919
5.076805


Il13ra1
14
9
232.186
138
254.348
46.72102
18.09212
264.3177
210.9316
7.332607


6-Sep
30
29
30.1097
14.0046
33
100.1165
58.29682
34.27651
21.40589
0.351501


Gria3
0
4.1153
62.4596
40
76.3931
0
8.272721
71.10324
61.13959
15.98541


Utp14a
133.692
557.241
280.624
258.23
290.624
446.159
1120.186
319.4589
394.7019
0.455941


Rbmx2
16.1019
57
31.2153
31
37
53.73551
114.5834
35.53511
47.38318
0.492626


uc009tee.1
4
1
86
33
95
13.34886
2.010235
97.90134
50.44016
9.658217


Gpc4
7
1
81
38
76
23.36051
2.010235
92.2094
58.08261
5.923831


Cxx1a
39.1109
30.9816
179.979
140.294
246.401
130.5215
62.28031
204.8859
214.4379
2.174896


Cxx1b
2.35525
8.01842
73.3039
42.1022
82.5522
7.859977
16.11891
83.44825
64.35278
6.163798


Fgf13
17
36.0752
156
113.911
163.116
56.73267
72.51964
177.5885
174.1118
2.721037


Ids
45
39
273.462
148.959
289
150.1747
78.39918
311.3058
227.6823
2.358047


BC023829
31
14
133
75
124
103.4537
28.14329
151.4056
114.6367
2.021644


Mtm1
8.40102
17.2178
70.5094
49.5942
99.1313
28.03602
34.61183
80.26703
75.80422
2.491247


Mtmr1
10
17
115
69
143
33.37216
34.174
130.9146
105.4658
3.499538


Cetn2
36
73
288
207
337.86
120.1398
146.7472
327.8556
316.3974
2.413955


Xlr3a
79.4993
83.3092
1.1821
0
30.2308
265.3063
167.4711
1.345688
0
0.003109


F8a
14
10
105
61
92
46.72102
20.10235
119.5307
93.23787
3.184044


Dusp9
41
43
17
3.00426
21
136.8258
86.44012
19.35259
4.59198
0.107247


Slc6a8
46
32
362.589
163
444
153.5119
64.32753
412.7668
249.1438
3.038525


Taz
34
20
175
77
199
113.4653
40.20471
199.2178
117.6937
2.062286


Plxna3
31
26
34
13
33
103.4537
52.26612
38.70518
19.87037
0.37616


Ubl4
36
214
92
84
82
120.1398
430.1904
104.7317
128.3931
0.423609


Fam3a
10
15
74
33
72
33.37216
30.15353
84.24069
50.44016
2.120101


G6pdx
65
37
417
205
513
216.919
74.37871
474.7076
313.3404
2.705301


uc009trd.1
48.1443
1.18666
29.7984
7.34643
35.5445
160.6679
2.385466
33.92213
11.22894
0.27691


Pola1
280.993
4277.64
458.048
1360.38
600.452
937.7342
8599.063
521.4362
2079.327
0.272708


uc009ttr.1
13.2996
17.5596
89.0146
49.6646
87.8142
44.38363
35.29893
101.3331
75.91183
2.224388


Yipf6
41.1665
31
214.084
120.154
232
137.3815
62.31729
243.7106
183.6541
2.140047


Slc16a2
7
1
453
119.012
530.039
23.36051
2.010235
515.6896
181.9086
27.49617


2610002M06Rik
21
12
84
77
77
70.08153
24.12282
95.62456
117.6937
2.264421


uc009ucr.1
3.95212
124.546
4.18206
31.9118
4.34968
13.18908
250.3668
4.760805
48.77686
0.203136


Sh3bgrl
166.267
156.238
1302.07
947.661
1477.44
554.8688
314.0751
1482.26
1448.49
3.372773


Tspan6
3
2
85
72
96
10.01165
4.020471
96.76295
110.0513
14.73863


Trmt2b
11
9
73.0373
51.1846
94.0079
36.70937
18.09212
83.14476
78.23513
2.944808


Hnrnph2
89.2639
92.1335
565.192
329.841
547.465
297.8929
185.21
643.4076
504.1586
2.375407


Armcx1
4
3
62
53
72
13.34886
6.030706
70.58003
81.00995
7.822155


Armcx3
9
2
205
123
259
30.03494
4.020471
233.3695
188.0042
12.37318


Armcx2
10.0375
4
108.126
50.2655
124.732
33.4973
8.040941
123.0893
76.8303
4.812905


Bhlhb9
0
1
74
54
82
0
2.010235
84.24069
82.53844
82.96498


Tceal8
35
50
456
428
499
116.8025
100.5118
519.1048
654.1936
5.399085


Bex1
6
11
114.29
121.379
125.552
20.02329
22.11259
130.1063
185.5265
7.490833


Tceal1
9
5
36
44
33
30.03494
10.05118
40.98195
67.25355
2.700074


Rnf128
107
161.109
148
96
167
357.0821
323.867
168.4814
146.735
0.462907


Cldn2
298
225
3718
2173
4007.71
994.4903
452.3029
4232.525
3321.408
5.221156


Tsc22d3
34.2486
19.4334
220.069
143.753
229.781
114.295
39.06571
250.5238
219.725
3.066293


Mid2
6
1
82
39
98
20.02329
2.010235
93.34779
59.6111
6.942096


Vsig1
41
108
16
14
17
136.8258
217.1054
18.2142
21.39886
0.111923


Psmd10
48
52
306
278
356
160.1864
104.5322
348.3466
424.9201
2.92109


Atg4a
14
6.75
137
100.96
188
46.72102
13.56909
155.9591
154.3163
5.146374


Nxt2
17
21
161
74
118.599
56.73267
42.21494
183.2804
113.1082
2.99541


Acsl4
149
108.2
1008.34
547.227
1102.11
497.2451
217.5075
1147.882
836.4308
2.776223


Amot
11
15
78
43.211
109.026
36.70937
30.15353
88.79424
66.04757
2.31581


Fam120c
8.13426
17
92.1937
40.0011
85.5598
27.14578
34.174
104.9522
61.14127
2.708644


Iqsec2
13
5
75
25
96
43.3838
10.05118
85.37907
38.21224
2.312929


Mageh1
13
18
80
69
76
43.3838
36.18424
91.07101
105.4658
2.470047


uc009ura.1
34
39
171
135
188
113.4653
78.39918
194.6643
206.3461
2.090071


Sat1
245
129
3163.99
2411.99
2348
817.6178
259.3204
3601.847
3686.702
6.767843


Sms
97.9417
132
90
65
91
326.8526
265.3511
102.4549
99.35183
0.340773


Gpr64
19
25
119
80.5574
121.359
63.4071
50.25588
135.4681
123.1312
2.275141


S100g
2
24
448
743
402
6.674431
48.24565
509.9977
1135.668
29.96473


Pir
44
52
38
24
44.1965
146.8375
104.5322
43.25873
36.68375
0.318027


Gpm6b
185
98
174.745
128
192
617.3849
197.0031
198.9275
195.6467
0.484504


Tmsb4x
2605.94
11538
4758.98
4864
5368
8696.584
23194.1
5417.564
7434.574
0.403006


Prps2
36
58
391
234
428
120.1398
116.5936
445.1096
357.6666
3.391056


Vamp7
65.0142
45
334.41
232.683
329.228
216.9664
90.46059
380.6882
355.6536
2.395176


Eif2s3y
55
39
296
168.411
381
183.5469
78.39918
336.9627
257.4145
2.269083


uc009vch.1
28.4407
33.861
159.98
119.322
142.58
94.91275
68.06858
182.1193
182.3824
2.236463


uc009vfd.1
252.107
1796.81
95.727
616.604
233.76
841.3354
3612.011
108.9744
942.4728
0.236103








Claims
  • 1. A method for analyzing cellular nucleic acid, the method comprising the steps of: capturing RNA from a lysed cell onto a substrate;producing a cDNA/RNA duplex;removing the RNA from the cDNA/RNA duplex;priming the cDNA to produce a primer/cDNA duplex;exposing the primer/cDNA duplex to at least one detectably labeled nucleotide in the presence of a polymerase capable of catalyzing addition of the nucleotide to the primer/cDNA duplex;detecting incorporation of the nucleotide into the primer portion; andrepeating the exposing and detecting steps at least once.
  • 2. The method according to claim 1, wherein prior to the capturing step, the method further comprises lysing a cell to release RNA from that cell.
  • 3. The method according to claim 1, wherein capturing comprises: adding a poly(A) tail to the RNA; andhybridizing the poly(A) tailed RNA to poly(T) primers that are attached to the substrate.
  • 4. The method according to claim 3, wherein producing the cDNA/RNA duplex comprises: performing a sequencing reaction on the poly(A) tailed RNA that is hybridized to the poly(T) primer, thereby producing the cDNA/RNA duplex.
  • 5. The method according to claim 4, wherein the sequencing reaction is a sequencing-by-synthesis reaction.
  • 6. The method according to claim 1, wherein priming comprises: determining the sequence of the cDNA;synthesizing a primer that corresponds to a portion of the cDNA; andhybridizing the primer to the corresponding portion of the cDNA.
  • 7. The method according to claim 1, wherein priming comprises: adding a poly(G) tail to a 3′ end of the cDNA; andhybridizing a poly(C) primer to the poly(G) tail.
  • 8. The method according to claim 7, wherein prior to the exposing step, the method further comprises: adding dCTP to the primer/cDNA duplex to fill remaining unpaired poly(G) nucleotides on the poly(G) tail of the cDNA, thereby ensuring alignment of the poly(C) primer with the poly(G) tail.
  • 9. The method according to claim 8, further comprising: exposing the primer/cDNA duplex to locked nucleic acids.
  • 10. The method according to claim 3, wherein prior to the exposing step, the method further comprises: adding dATP in order to fill poly(T) primers on the surface of the substrate that did not pair with an RNA.
  • 11. The method according to claim 1, further comprising: determining a sequence of the cDNA based upon the order of incorporation of the labeled nucleotides.
  • 12. The method according to claim 1, further comprising: removing unincorporated nucleotide and polymerase in all or some repetitions of the exposing and detecting steps.
  • 13. The method according to claim 1, further comprising: neutralizing the label on the labeled nucleotide after the detecting step.
  • 14. The method according to claim 1, further comprising: removing a complementary strand of the cDNA; andresequencing the cDNA at least once.
  • 15. The method according to claim 1, wherein at least a portion of the primer/cDNA duplexes are individually optically resolvable.
  • 16. The method according to claim 1, wherein the nucleotide is a non-native nucleotide.
  • 17. The method according to claim 1, wherein the detectably labeled nucleotide is an optically labeled nucleotide.
  • 18. The method according to claim 17, wherein the optical label is a fluorescent label.
  • 19. The method according to claim 18, wherein the fluorescent label is selected from the group consisting of cyanine, rhodamine, fluorescien, coumarin, BODIPY, alexa, and conjugated multi-dyes.
  • 20. The method according to claim 1, wherein the lysed cells are selected from the group consisting of bacterial cells, fungi cells, and human cells.
  • 21. The method according to claim 20, wherein the human cells are cancer cells.
RELATED APPLICATIONS

The present invention is a continuation-in-part of PCT international patent application number PCT/US10/24547, filed Feb. 18, 2010, which claims the benefit of and priority to U.S. provisional patent application Ser. No. 61/153,548, filed Feb. 18, 2009. The present invention also claims the benefit of and priority to U.S. provisional patent application Ser. No. 61/251,966, filed Oct. 15, 2009. The content of each of these applications is incorporated by reference herein in its entirety.

Provisional Applications (2)
Number Date Country
61251966 Oct 2009 US
61153548 Feb 2009 US
Divisions (1)
Number Date Country
Parent 12904683 Oct 2010 US
Child 14158618 US
Continuation in Parts (1)
Number Date Country
Parent PCT/US10/24547 Feb 2010 US
Child 12904683 US