Gene Panel for Personalized Medicine, Method for Forming Same, and Personalized Treatment Method Using Same

Information

  • Patent Application
  • 20210057040
  • Publication Number
    20210057040
  • Date Filed
    January 30, 2019
    5 years ago
  • Date Published
    February 25, 2021
    3 years ago
  • CPC
    • G16B20/20
    • G16B25/10
    • G16H50/30
    • G16H10/60
    • G16H50/20
    • G16B50/00
  • International Classifications
    • G16B20/20
    • G16B25/10
    • G16B50/00
    • G16H10/60
    • G16H50/20
    • G16H50/30
Abstract
Provided are a gene panel for personalized medicine, a method of constructing the same, and a personalized treatment method using the same. In one aspect, the method of constructing the gene panel, based on an individual's genomic sequence mutation information, may detect gene mutations related to intractable diseases including cancer, and therefore, personalized treatments considering cancer progression or change in patients and treatment models of the diseases may be constructed.
Description
TECHNICAL FIELD

The present disclosure relates to a gene panel for personalized medicine, a method of constructing the same, and a personalized treatment method using the same.


BACKGROUND ART

Genomic data analysis has been developed based on the advancement of next-generation sequencing (NGS) equipment and IT technology that deals with large-scale information, and through human whole genome sequencing, has led to the prediction of individuals' diseases and the provision of personalized disease prevention and treatment. In addition, the development of genome analysis technology has made it possible to secure a genome analysis technology platform and sufficient data needed for clinical application. Even though patients have the same cancer, the molecular and biological characteristics of cancer vary depending on each individual, and patients also exhibit different cancer progression and response to treatment. Therefore, it is important to consider individuals' personal characteristics for prescription. For this reason, the need for personalized medicine has emerged, and there are various studies related to the development of technology for characterizing molecular and biological alterations in patients.


Since differences in disease susceptibility or treatment response between individuals are attributed to differences in genetic variations, it is possible to prevent diseases or to provide personalized medicine optimized for each individual by analyzing genomic data. Targeted therapies have enabled personalized treatment of protein and gene abnormalities of an individual patient, but there are limitations in that mutations of target proteins are limited and drugs corresponding thereto must be used in combination. Accordingly, there is a need for personalized therapies that target gene mutations in individual patients.


The present inventors found cancer cell-specific mutations in essential genes and constitutive genes which are needed for cell survival, and designed siRNAs targeting the mutations to remove only cancer cells, thereby completing the present disclosure.


DESCRIPTION OF EMBODIMENTS
Technical Problem

An aspect provides a gene panel for personalized medicine, the gene panel including 10 or more consecutive polynucleotides including mutations of polynucleotides of genes listed in Table 3 below, or complementary polynucleotides thereof:














TABLE 3







ALYREF
DHX9
KPNB1
POLR2I
RPA2
SNRPG


ARCN1
DNM2
LIAS
POMGNT2
RPL10A
SNU13


ATF7
DYNLRB1
LRRC59
PPP2R1A
RPL11
SON


ATP6V0D1
EEF2
LSM3
PPP5C
RPL14
SRSF1


BCL2L1
EFTUD2
LSM4
PRPF18
RPL27
SRSF3


BRIX1
EIF2B4
LSM5
PRPF19
RPL30
SUPT5H


C12orf66
EIF2S2
LSM5
PRPF3
RPL31
SUPT6H


C14orf2
EIF3A
MAPK6
PRPF31
RPL32
SUPV3L1


C16orf72
EIF3B
MAPKAP1
PRPF8
RPL34
TAF10


CARS2
EIF3D
MEN1
PRUNE
RPL35
TFCP2


CCNL1
EIF3E
MRPS31
PSMA1
RPL35A
TFIP11


CCT3
EIF3G
MSANTD3
PSMA2
RPL4
THOP1


CCT4
EIF3I
NACA
PSMA3
RPL6
TIMM10


CCT6A
EIF4A3
NAPA
PSMA6
RPK2
TIMM50


CCT7
EIF5B
NDUFV2
PSMB2
RPS13
TMEM5


CCT8
EIF6
NEDD8
PSMB3
RPS24
TSG101


CDC40
ELP4
NUDT21
PSMB4
RPS5
TSTA3


CDC5L
ERH
NUP133
PSMB7
RPS6
TUBA1B


CHD4
ETF1
NUP54
PSMC2
RRM1
TUBA1C


CHMP2A
EXOSC10
NXF1
PSMC3
RUVBL1
TUBB


CLTC
FIP1L1
OAZ2
PSMC4
SDAD1
TUBGCP2


CNOT3
FLAD1
PABPN1
PSMD1
SEC61A1
U2AF1


COPA
FTSJ3
PAPOLA
PSMD11
SF3A1
U2AF2


COPB1
FUBP1
PCBP2
PSMD12
SF3B1
UBA1


COPB2
GNL3
PELP1
PSMD3
SF3B2
UBB


COPS2
HAUS7
PFDN2
PSMD6
SF3B3
USP39


COPS4
HDAC3
PHB
PSMD7
SF3B4
VCP


COPS6
HNRNPC
PHB2
PSMD8
SF3B5
VPS28


COPS8
HNRNPK
PHF5A
PUF60
SKIV2L2
WBP11


COFZ1
HNRNPL
PI4KA
QARS
SNAPC3
WDR12


DARS
HNRNPM
PLIN3
RALY
SNRNP200
WDR61


DDB1
HNRNPU
PLRG1
RAN
SNRNP27
WWP2


DDX18
HSPA9
PNPT1
RANBP2
SNRNP70
XPO1


DDX41
IARS2
POLR2A
RBM14
SNRPC
YY1


DDX46
ICK
POLR2D
RBM17
SNRPD1
ZC3H13


DDX49
KARS
POLR2F
RBM39
SNRPD2
ZNF207


ZNF22
ZNF24









Another aspect provides a method of constructing a gene panel for personalized medicine, the method including constructing a target gene set by screening the intersection of essential genes and constitutive genes.


Still another aspect provides a method of providing information for personalized treatment, the method including detecting mutations of the gene panel defined as above in a biological sample isolated from an individual; and from the detection results, determining, as a treatment target for the individual, genes in which mutations have occurred.


Solution to Problem

An aspect provides a gene panel for personalized medicine, the gene panel including 10 or more consecutive polynucleotides including mutations of polynucleotides of genes listed in Table 3 below, or complementary polynucleotides thereof:














TABLE 3







ALYREF
DHX9
KPNBI
POLR2I
RPA2
SNRPG


ARCN1
DNM2
LIAS
POMGNTS
RPL10A
SNU13


ATF7
DYNLRB1
LRRC59
PPP2R1A
RPL11
SON


ATP6V0D1
EEF2
LSM3
PPP5C
RPL14
SRSF1


BCL2L1
EFTUD2
LSM1
PRPF18
RPL27
SRSF3


BRIX1
EIF2B4
LSM5
PRPF19
RPL30
SUPT5H


C12orf66
EIF2S2
LSM6
PRPF3
RPL31
SUPT6H


C14orf2
EIF3A
MAPK6
PRPF31
RPL32
SUPV3L1


C16orf72
EIF3B
MAPKAP1
PRPF8
RPL34
TAF10


CARS2
EIF3D
MEN1
PRUNE
RPL35
TFCP2


CCNL1
EIF3E
MRPS31
PSMA1
RPL35A
TFIPI1


CCT3
EIF3G
MSANTD3
PSMA2
RPL4
THOP1


CCT4
EIF3I
NACA
PSMA3
RPL6
TIMM10


CCT6A
EIF4A3
NAPA
PSMA6
RPN2
TIMM50


CCT7
EIF5B
NDUFV2
PSMB2
RPS13
TMEM5


CCT8
EIF6
NEDD8
PSMB3
RPS24
TSG101


CDC40
ELP4
NUDT21
PSMB4
RPS5
TSTA3


CDC5L
ERH
NUP133
PSMB7
RPS6
TUBA1B


CHD4
ETF1
NUP54
PSMC2
RRM1
TUBA1C


CHMP2A
EX0SC10
NXF1
PSMC3
RUVBL1
TUBB


CLTC
FIP1L1
OAZ2
PSMC4
SDAD1
TUBGCP2


CNOT3
FLAD1
PABPN1
PSMD1
SEC61A1
U2AF1


COPA
FTSJ3
PAPOLA
PSMD11
SF3A1
U2AF2


COPB1
FUBP1
PCBP2
PSMD12
SF3B1
UBA1


COPB2
GNL3
PELP1
PSMD3
SF3B2
UBB


COPS2
HAUS7
PFDN2
PSMD6
SF3B3
USP39


COPS4
HDAC3
PHB
PSMD7
SF3B4
VCP


COPS6
HNRNPC
PHB2
PSMD8
SF3B5
VPS28


COPS8
HNRNPK
PHP5A
PUF60
SKIV2L2
WBP11


COPZ1
HNRNPL
PI4KA
QARS
SNAPC3
WDR12


DARS
HNRNPM
PL1N3
RALY
SNRNP200
WDR61


DDB1
HNRNPU
PLRC1
RAN
SNRNP27
WWP2


DDX18
HSPA9
PNPT1
RANBP2
SNRNP70
XPO1


DDX41
IARS2
POLR2A
RBM14
SNRPC
YY1


DDX46
ICK
POLR2D
RBM17
SNRPD1
ZC3H13


DDX49
KARS
POLR2F
RBM39
SNRPD2
ZNF207


ZNF22
ZNF24









The “polynucleotide” may be DNA or RNA. Further, the polynucleotide may be single-stranded or double-stranded. Further, the polynucleotide may include those consisting of natural nucleotides as well as a nucleotide selected from the group consisting of natural nucleotides, analogues of natural nucleotides, nucleotides having modifications in a sugar base, or phosphate moiety of natural nucleotides, and combinations thereof, as long as it is able to hybridize with a complementary nucleotide by hydrogen bonds (Scheit, Nucleotide Analogs, John Wiley, New York (1980); Uhlman and Peyman, Chemical Reviews, 90:543-584 (1990)).


The polynucleotide shows a single nucleotide polymorphism on a mutation site. Therefore, when one single-stranded polynucleotide is associated with the risk of developing intractable diseases including cancer, it may be determined that a polynucleotide complementary to the single-stranded polynucleotide is naturally associated with the risk of developing intractable diseases including cancer. For example, in a polynucleotide of SEQ ID NO: 1, a nucleotide at position of hg19. 54656673 is “C or T”. In this case, the gene panel includes the “C or T” nucleotide at position of hg19. 54656673, and 10 or more consecutive nucleotides selected from the polynucleotide of SEQ ID NO: 1, as well as a complementary single-stranded polynucleotide having a “C or T” nucleotide at position corresponding to the position of hg19. 54656673.


The polynucleotides may be primers, probes, or antisense nucleic acids. The “primer” refers to a single-stranded polynucleotide that may act as a starting point in nucleotide polymerization by a polymerase. For example, the primer may be a single-stranded polynucleotide capable of acting as a starting point of template-directed DNA synthesis under appropriate conditions of an appropriate temperature and an appropriate buffer (i.e., in the presence of four different nucleoside triphosphates and a polymerase). The appropriate length of the primer may vary depending on various factors, for example, temperature and use of the primer. The primer may have a length of 15 nt to 30 nt. Short primer molecules generally require lower temperatures to form a sufficiently stable hybrid complex with a template.


The sequence of the primer does not need to be completely complementary to some sequences of the template, but the primer should have sufficient complementarity within a range where it may perform its inherent actions through hybridization with the template. Accordingly, the primer includes not only the polynucleotide itself, but also a sequence that specifically hybridizes with the polynucleotide, which may serve as a starting point for polymerization. For example, the primer may be a sequence perfectly complementary to the polynucleotides of SEQ ID NOS: 1 to 10 as well as a sequence having complementarity within a range where it may act as a primer through hybridization with the sequences. The design of the primer may be easily carried out by a person skilled in the art by referring to a sequence of a given target nucleotide sequence to be amplified. For example, the primer may be designed using commercially available primer design programs. Examples of the commercially available primer design programs may include program PRIMER 3.


When the polynucleotide is used as a PCR primer, in addition to the polynucleotide, a primer specifically binding to a complementary strand thereof may be included.


The “probe” refers to a polynucleotide that specifically binds to a specific target sequence. The polynucleotide may be DNA or RNA. The polynucleotide may be single-stranded. Further, the polynucleotide may include those consisting of natural nucleotides as well as a nucleotide selected from the group consisting of natural nucleotides, analogues of natural nucleotides, nucleotides having modifications in a sugar base, or phosphate moiety of natural nucleotides, and combinations thereof, as long as it is able to hybridize with a complementary nucleotide by hydrogen bonds. The probe may have a length of 5 nt to 100 nt, 10 nt to 90 nt, 15 nt to 80 nt, 20 nt to 70 nt, or 30 nt to 50 nt. The polynucleotide includes PNA. In addition, the polynucleotide may have a detectable label (e.g., Cy3, Cy5 fluorescent substance) attached, for example, to the 3′-end or 5′-end, in order to facilitate detection of the polynucleotide or a complex, to which the polynucleotide is bound, in the analysis reaction.


The probe may be a nucleotide sequence perfectly complementary to a target sequence including a mutation site. In addition, the probe may have a substantially complementary nucleotide sequence within a range that does not interfere with specific hybridization to the target sequence including the mutation site. Further, the probe may have a modified nucleotide within a range that does not impair specific hybridization to the target sequence including the mutation site. Examples of the probe may be selected from the group consisting of a perfect match probe consisting of a sequence perfectly complementary to the polynucleotide including the mutation site and a probe having a sequence perfectly complementary to all sequence excluding the mutation site with regard to the polynucleotide including the mutation site.


The “antisense nucleic acid” refers to a nucleic acid-based molecule that has a complementary nucleotide sequence with respect to a target sequence and is able to form a dimer therewith. The antisense nucleic acid may be the polynucleotide or a fragment thereof, or those complementary thereto. The antisense nucleic acid may have a length of 10 nt or more, more specifically, 10 nt to 200 nt, 10 nt to 150 nt, or 10 nt to 100 nt, but an appropriate length may be selected to increase detection specificity.


By using the above primer, probe, or antisense nucleic acid, a nucleotide sequence having a specific allele at the mutation site may be amplified or the presence thereof may be identified.


The polynucleotides may be polynucleotides labeled with a detectable label. The detectable label, which is a labeling material capable of generating a detectable signal, may be a labeling material capable of generating a detectable signal, including a fluorescent material, for example, a material such as Cy3 and Cy5. The detectable label may identify results of nucleic acid hybridization.


In addition, the mutations may be silent mutations. Specifically, amino acid substitution means that an amino acid sequence is changed by change of one or more nucleotides. The silent mutation means that even though nucleotides are changed, an amino acid encoded thereby is not changed. The mutations of the polynucleotides may include T at position of hg19. 54656673 in SEQ ID NO: 1, A at position of hg19. 54649456 in SEQ ID NO: 2, G at position of hg19. 134109517 in SEQ ID NO: 3, G at position of hg19. 19030598 in SEQ ID NO: 4, A at position of hg19. 86585178 in SEQ ID NO: 5, T at position of hg19. 62564024 in SEQ ID NO: 6, A at position of hg19. 96950285 in SEQ ID NO: 7, A at position of hg19. 46543189 in SEQ ID NO: 8, C at position of hg19. 75663394 in SEQ ID NO: 9, and T at position of hg19. 36912832 in SEQ ID NO: 10. Further, the gene panel according to one embodiment may be for targeted treatment of a cancer or an intractable disease, and the cancer may be, for example, brain cancer, gastric cancer, lung cancer, breast cancer, ovarian cancer, liver cancer, bronchial cancer, nasopharyngeal cancer, laryngeal cancer, esophageal cancer, pancreatic cancer, bladder cancer, prostate cancer, colorectal cancer, colon cancer, bone cancer, skin cancer, thyroid cancer, parathyroid cancer, ureter cancer, or cervical cancer. The intractable disease may be, for example, albinism, alcaptonuria, lactose intolerance, hereditary hemorrhagic telangiectasia, thalassemia, congenital dyserythropoietic anaemia, Evans syndrome, pituitary hypofunction, Huntington's disease, hereditary motor sensory neuropathy, or other autonomic nervous system disorders.


As described above, the gene panel according to one specific embodiment is based on an individual patient's tumor genes, and thus tumor treatment effects may be improved through a personalized gene therapy. In addition, since the gene panel targets not only the existing missense mutations, but also silent mutations in which protein mutations do not occur, it is possible to effectively perform a targeted therapy for various diseases caused by gene mutations.


Another aspect provides a method of constructing a gene panel for personalized medicine, the method including constructing a target gene set by screening the intersection of essential genes and constitutive genes. Specifically, the essential genes, which are genes essential for cell survival, encode proteins for maintaining functions such as cell metabolism, DNA replication, protein translation, etc. The essential genes may be those shown in Table 1 below. In addition, the constitutive genes, which are genes originally possessed by living organisms and always fulfill their functions regardless of environmental conditions, may be selected from housekeeping genes which are always expressed in cells and indispensable for cell survival. The constitutive genes may be those shown in Table 2 below. Further, the genes forming the intersection of the essential genes and the constitutive genes are essential for cell survival, and may transcribe genes regardless of cellular environmental conditions. The genes may be those shown in Table 3 below.


Further, the method may include extracting mutant genes common to the target gene set from a plurality of public cell line databases, and collecting base sequence information of the mutant genes; and verifying each mutant gene from the base sequence information of the mutant genes. The method of constructing the gene panel for personalized medicine according to one specific embodiment includes extracting mutant genes common to the target gene set from a plurality of public cell line databases, and collecting base sequence information of the mutant genes. Specifically, the plurality of public cell line databases may include cancer databases of Cancer Cell Line Encyclopedia (CCLE), National Cancer Institute (NCI), or Catalogue of Somatic Mutations in Cancer (COSMIC). The extracting of the mutant genes refers to identifying and/or discriminating information about nucleotide substitution, addition, or deletion in a nucleotide sequence that constitutes an exon of a subject gene. Such nucleotide substitution, addition, or deletion may occur due to various causes, and may be caused by structural differences including, for example, mutations, cleavage, deletions, duplications, inversions and/or translocations of chromosomes. The extracting of the mutant gene may be performed by mapping the genome sequencing data to a standard base sequence. In addition, the collecting of the base sequence information of the mutant genes may be performed by obtaining genome sequencing data of a subject. In this regard, the genome sequencing data may be exome sequencing data, whole genome sequencing data, or sequence data of a gene known to be related to a disease.


Further, the method of constructing the gene panel for personalized medicine according to one specific embodiment includes verifying each mutant gene from the base sequence information of the mutant genes. Specifically, the verifying of the mutant gene may be performed by comparing expression levels between a normal gene and the gene in which the mutation has occurred.


Still another aspect provides a method of providing information for personalized treatment, the method including detecting mutations of the gene panel defined as above in a biological sample isolated from an individual; and from the detection results, determining, as a treatment target for the individual, genes in which mutations have occurred.


The method of providing information according to one specific embodiment includes detecting mutations of the gene panel defined as above in a biological sample isolated from an individual. Specifically, the individual refers to a subject for predicting the risk of developing a cancer or an intractable disease caused by gene mutations. The individual may include vertebrates, mammals, or humans (Homo sapiens). For example, the human may be Korean. Further, the biological sample may be a tissue, a cell, whole blood, serum, plasma, saliva, sputum, a cerebrospinal fluid, or urine. The detecting of mutations of the gene panel defined as above may be performed by isolating a nucleic acid from the biological sample and then determining the mutation site. The methods of isolating the nucleic acid and determining the mutation site are known in the art. The method of isolating the nucleic acid may be performed by, for example, directly isolating DNA from the biological sample or amplifying a specific region by a nucleic acid amplification method such as PCR. The isolated nucleic acid sample includes not only purely isolated nucleic acids, but also crudely isolated nucleic acids, for example, cell lysates containing nucleic acids. The nucleic acid amplification method includes PCR, ligase chain reaction (LCR), transcription amplification, self-sustained sequence replication, and nucleic acid-based sequence amplification (NASBA). The isolated nucleic acid may be DNA or RNA. The DNA may be genomic DNA, cDNA, or recombinant DNA. The RNA may be mRNA. Further, the method of determining the mutation site may directly determine nucleotides at the mutation site by, for example, a known nucleotide sequencing method. The method of determining nucleotide sequences may include the Sanger (or dideoxy) sequencing method or the Maxam-Gilbert (chemical cleavage) method. In addition, the nucleotide at the mutation site may be determined by hybridizing a probe including the sequence of the mutation site with a target polynucleotide and analyzing the hybridization result. The degree of hybridization may be confirmed by, for example, labeling a detectable label on a target nucleic acid and detecting the hybridized target nucleic acid, or may be confirmed by an electrical method. A single base primer extension (SBE) method may also be used.


The method of providing information of one specific embodiment includes determining a gene, in which mutations have occurred, as a treatment target of the individual, based on the detection result. Specifically, when the mutations of the gene panel include Tat position of hg19. 54656673 in SEQ ID NO: 1, A at position of hg19. 54649456 in SEQ ID NO: 2, G at position of hg19. 134109517 in SEQ ID NO: 3, G at position of hg19. 19030598 in SEQ ID NO: 4, A at position of hg19. 86585178 in SEQ ID NO: 5, T at position of hg19. 62564024 in SEQ ID NO: 6, A at position of hg19. 96950285 in SEQ ID NO: 7, A at position of hg19. 46543189 in SEQ ID NO: 8, C at position of hg19. 75663394 in SEQ ID NO: 9, and T at position of hg19. 36912832 in SEQ ID NO: 10, it is determined that the individual belongs to a group with a high risk of developing cancer caused by gene mutations. In addition, by identifying the gene in which the mutation has occurred, it is possible not only to predict the risk of developing a specific disease, but also to determine the gene as a treatment target for a specific disease of an individual, thereby performing an efficient targeted therapy.


Advantageous Effects of Disclosure

A gene panel of one aspect, based on an individual's genomic sequence mutation information, may detect gene mutations related to intractable diseases including cancer, and therefore, personalized treatments considering cancer progression or change in patients and treatment models of the diseases may be constructed. In addition, by broadening understanding of the molecular mechanisms of tumor evolution and carcinogenesis through identification of an individual's genome mutations, it is possible to efficiently discover new drugs personalized for patients, and it may also be a starting point for the development of a personalized therapy.





BRIEF DESCRIPTION OF DRAWINGS


FIG. 1 shows a schematic illustration of a personalized treatment process using genes essential for cell survival;



FIG. 2 shows a schematic illustration of a process of deriving essential genes and constitutive genes from housekeeping genes;



FIG. 3 shows results of analyzing WES/WGS public data of cancer cell lines;



FIG. 4 shows results of examining inhibition of protein expression of mutant genes by siRNAs designed in Example 1-3; and



FIG. 5 shows results of examining cytotoxicity of siRNAs designed in Example 1-3 against cancer cells.





MODE OF DISCLOSURE

Hereinafter, exemplary embodiments are provided for better understanding of the present disclosure. However, the following exemplary embodiments are provided for easier understanding of the present disclosure, and the contents of the present disclosure are not limited by the following exemplary embodiments.


Example
Example 1. Construction and Verification of Gene Panel

1-1. Selection of Constitutive Genes


Through literature search, 556 essential genes were selected based on siRNA screening, and 3804 genes (constitutive genes) present in all cells above a predetermined level were selected from housekeeping genes through RNA Seq expression. The related literatures are as follows.


Measuring error rates in genomic perturbation screens: gold standards for human functional genomics (Mol Syst Biol. 2014 July; 10(7): 733.)


Highly parallel identification of essential genes in cancer cells (Proc Natl Acad Sci USA. 2008 Dec. 23; 105(51): 20380-20385.)


Essential Gene Profiles in Breast, Pancreatic, and Ovarian Cancer Cells (Cancer Discov. 2012 February; 2(2):172-189. doi: 10.1158/2159-8290.)


Thereafter, the intersection (220 genes) of the essential genes and the housekeeping genes were selected as screening gene sets. The essential genes, constitutive genes, and gene sets are shown in Tables 1 to 3 below.











TABLE 1









ADCYAP1R1



ADRBK2



AKAP8L



ALF



ALG10B



ALYREF



ANAPC4



ANXA1



APOBEC3F



AQR



ARCN1



ARF4



ARHGEF4



ARS2



ASCC3L1



ATF7



ATP5I



ATP6V0D1



AURKB



AYTL1



B3GALNT2



BCL2L1



BDKRB1



BMPR1A



BOP1



BRIX1



BST2



BUB1B



C12orf66



C14ORF166



C14orf2



C16orf72



C1ORF141



C22orf27



C3orf39



C9orf30



CACNA1B



CAPN2



CARS2



CCNB2



CCNB3



CCNL1



CCT3



CCT4



CCT6A



CCT7



CCT8



CD70



CDC2L1



CDC40



CDC5L



CDK11B



CDK17



CEND1



CENPO



CENTD2



CHD4



CHEK1



CHMP2A



CHRM1



CLEC2D



CLTC



CMTM3



CNOT3



COPA



COPB1



COPB2



COPS2



COPS4



COPS6



COPS8



COPZ1



COPZ2



CPA4



CPSF1



CREBL2



CSE1L



CTDNEP1



CYorf15A



CYP1A2



DAPK1



DARS



DBF4



DCTN1



DDB1



DDR1



DDR2



DDX18



DDX41



DDX46



DDX49



DDX51



DHCR7



DHX9



DLC1



DLGAP1



DMKN



DMPK



DNAJB6



DNM2



DUOXA2



DUSP7



DYNC1H1



DYNC1I2



DYNLRB1



ECT2



EEF2



EFTUD2



EIF1AX



EIF2B4



EIF2S2



EIF3A



EIF3B



EIF3C



EIF3D



EIF3F



EIF3G



EIF3I



EIF3S4



EIF3S6



EIF4A3



EIF4E3



EIF5B



ELP4



EPHB4



EPS8



ERBB3



ERCC6L



ERH



ESPL1



ETF1



EVX2



EXOSC10



FAM126A



FAM164C



FIP1L1



FLAD1



FLJ16008



FLJ20105



FLT3LG



FNDC7



FOS



FOXM1



FTSJ3



FUBP1



FUT9



GAR1



GGPS1



GIMAP4



GLIPR1L2



GLT25D2



GNA14



GNG11



GNL3



GPC6



GPD2



GPR112



GREM1



GRIN1



GRIN2C



GRPEL2



GTDC2



GTF2E2



GTF3C4



GUSBP4



HAUS7



HDAC3



HEATR1



HINT3



HLA-DRB3



HNRNPC



HNRNPK



HNRNPM



HNRNPU



HNRPC



HNRPL



HNRPM



HNRPU



HOXA2



HOXC13



HSDL2



HSPA9



HSPE1



HSPG2



IARS2



ICK



IGFBP2



IL28A



INSR



INTS4L1



INTS4L2



INTS9



IRS4



ISG20



ITGA2



ITGB4BP



KARS



KCNC3



KCNJ5



KCTD15



KDELR3



KIAA0226



KLHL14



KPNB1



KRAS



KSR1



LCN10



LDB1



LDHC



LIAS



LILRA2



LOC283816



LOC392254



LOC401361



LOC402530



LOC402677



LRRC59



LSM3



LSM4



LSM5



LSM6



LY96



M6PRBP1



MAOA



MAPK6



MAPKAP1



MBL2



MCM2



MDN1



MED30



MEN1



MPL



MRPS31



MS4A13



MSANTD3



MYB



MYO3B



NACA



NACAP1



NAPA



NAPG



NCBP1



NCOR2



NDUFA4L2



NDUFAB1



NDUFV2



NEDD8



NHP2L1



NID2



NLN



NOC4L



NR1D1



NR2F1



NR3C1



NUDT21



NUDT4



NUF2



NUP133



NUP205



NUP54



NUP88



NUP93



NUP98



NUS1



NXF1



OAZ2



OR2J2



OR51B4



OR51E1



OR51E2



ORM2



PABPN1



PAPOLA



PAQR5



PAX5



PCBP2



PDE1B



PDPK1



PELP1



PFDN2



PGLYRP4



PHB



PHB2



PHF5A



PIK4CA



PISD



PJA2



PLD1



PLK1



PLK1S1



PLRG1



PNPT1



POLA1



POLR2A



POLR2D



POLR2F



POLR2H



POLR2T



PPP2R1A



PPP5C



PRDM16



PRIM2A



PRKAB2



PRPF18



PRPF19



PRPF3



PRPF31



PRPF38A



PRPF8



PRTN3



PRUNE



PSMA1



PSMA2



PSMA3



PSMA6



PSMB2



PSMB3



PSMB4



PSMB7



PSMC1



PSMC2



PSMC3



PSMC4



PSMD1



PSMD11



PSMD12



PSMD3



PSMD6



PSMD7



PSMD8



PTCH2



PTGDR2



PTPN9



PTPRC



QARS



RAD51



RALY



RAN



RANBP2



RBM14



RBM17



RBM39



RBM47



RBMXL1



RFC4



RFTN1



RGS13



RGS17



RGS18



RILPL2



RPA1



RPA2



RPL10



RPL10A



RPL11



RPL12



RPL13



RPL13A



RPL13AP6



RPL14



RPL17



RPL18



RPL18A



RPL19



RPL23



RPL23A



RPL24



RPL26



RPL27



RPL3



RPL30



RPL31



RPL32



RPL34



RPL35



RPL35A



RPL36



RPL37



RPL37A



RPL38



RPL39



RPL4



RPL5



RPL6



RPL7



RPL7A



RPL9



RPLP0



RPLP1



RPLP2



RPN2



RPRD1A



RPS11



RPS12



RPS13



RPS14



RPS15



RPS15A



RPS17



RPS18



RPS19



RPS20



RPS24



RPS25



RPS26



RPS27



RPS27A



RPS28



RPS29



RPS3



RPS3A



RPS4X



RPS5



RPS6



RPS7



RPS8



RPS9



RPSA



RPSAP58



RPSAP9



RPTOR



RRM1



RTF1



RUVBL1



RUVBL2



RXRG



RY1



SCRG1



SDAD1



SEC14L3



SEC61A1



SF3A1



SF3A2



SF3B1



SF3B2



SF3B3



SF3B4



SF3B5



SFPQ



SFRS1



SHFM1



SIAHBP1



SIP1



SKAP1



SKIV2L2



SLC22A3



SLC26A6



SLC2A2



SMARCC1



SMARCC2



SMC2



SMC3



SMG1



SNAPC3



SNRNP200



SNRNP27



SNRNP70



SNRPC



SNRPD1



SNRPD2



SNRPE



SNRPG



SON



SP140



SPINT2



SPRED1



SRCAP



SRFBP1



SRRM2



SRRT



SRSF1



SRSF3



ST18



STAG2



STK3



STRN



SUPT5H



SUPT6H



SUPV3L1



SV2A



TAF10



TAF2



TAF4B



TBC1D25



TEKT2



TEX11



TFCP2



TFIP11



TGIF2LX



THOC4



THOP1



THRAP6



TIE1



TIGD2



TIMM10



TIMM50



TIPARP



TLE2



TLR9



TLX3



TM7SF2



TMEM5



TMOD3



TNFRSF1A



TPR



TRIM13



TRIP13



TRPV6



TSG101



TSTA3



TTC23



TUBA1B



TUBA1C



TUBB



TUBGCP2



TXK



TXLNG2P



TXNDC5



U2AF1



U2AF2



UBA1



UBB



UCP2



UNC13B



USP17L4



USP39



VCP



VLDLR



VPS28



VWCE



WBP11



WDR12



WDR60



WDR61



WDR86



WWP2



XAB2



XBP1



XCL1



XCL2



XPO1



YY1



ZAN



ZBTB48



ZC3H13



ZFP37



ZFX



ZNF141



ZNF155



ZNF160



ZNF207



ZNF22



ZNF24



ZNF266



ZNF471



ZNRF2




















TABLE 2








custom-character


custom-character










AAAS
NM_015665



AAGAB
NM_024666



AAMP
NM_001087



AAR2
NM_015511



AARS
NM_001605



AARS2
NM_020745



AARSD1
NM_001261434



AASDHPPT
NM_015423



AATF
NM_012138



ABCB10
NM_012089



ABCB7
NM_004299



ABCD3
NM_002858



ABCE1
NM_002940



ABCF1
NM_001090



ABCF2
NM_005692



ABCF3
NM_018358



ABHD10
NM_018394



ABHD12
NM_015600



ABHD13
NM_032859



ABHD14A
NM_015407



ABHD16A
NM_021160



ABHD4
NM_022060



ABHD8
NM_024527



ABI1
NM_005470



ABT1
NM_013375



ACAD9
NM_014040



ACADVL
NM_000018



ACAP3
NM_030649



ACBD3
NM_022735



ACBD5
NM_145698



ACBD6
NM_032360



ACIN1
NM_014977



ACLY
NM_001096



ACOT13
NM_018473



ACOT8
NM_005469



ACOT9
NM_001033583



ACOX1
NM_004035



ACOX3
NM_003501



ACP1
NM_004300



ACSF3
NM_174917



ACSL3
NM_004457



ACSS2
NM_001242393



ACTR10
NM_018477



ACTR1A
NM_005736



ACTR1B
NM_005735



ACTR5
NM_024855



ACTR8
NM_022899



ACVR1
NM_001105



ACVR1B
NM_004302



ADCK2
NM_052853



ADCK4
NM_024876



ADH5
NM_000671



ADI1
NM_018269



ADIPOR1
NM_015999



ADIPOR2
NM_024551



ADK
NM_001123



ADNP
NM_015339



ADO
NM_032804



ADPRH
NM_001125



ADPRHL2
NM_017825



ADPRM
NM_020233



ADSL
NM_000026



AES
NM_001130



AFF4
NM_014423



AFTPH
NM_017657



AGFG1
NM_004504



AGGP1
NM_018046



AGPAT1
NM_006411



AGPAT3
NM_020132



AGPAT6
NM_178819



AGPS
NM_003659



AHCY
NM_000687



AHSA1
NM_012111



AIMP1
NM_004757



AIP
NM_003977



AK2
NM_001625



AK3
NM_016282



AKAP8
NM_005858



AKAP9
NM_005751



AKIP1
NM_020642



AKIRIN1
NM_024595



AKIRIN2
NM_018064



AKR1A1
NM_006066



AKR7A2
NM_003689



AKT1
NM_005163



AKT1S1
NM_032375



AKTIP
NM_022476



ALAD
NM_000031



ALDH3A2
NM_000382



ALDH9A1
NM_000696



ALG11
NM_001004127



ALG5
NM_013338



ALG8
NM_024079



ALG9
NM_024740



ALKBH1
NM_006020



ALKBH2
NM_001001655



ALKBH3
NM_139178



ALKBH5
NM_017758



ALS2
NM_020919



ALYREF
NM_005782



AMBRA1
NM_017749



AMD1
NM_001634



ANAPC10
NM_014885



ANAPC11
NM_016476



ANAPC13
NM_015391



ANAPC15
NM_014042



ANAPC16
NM_173473



ANAPC2
NM_013366



ANAPC5
NM_016237



ANAPC7
NM_016238



ANKFY1
NM_016376



ANKH
NM_054027



ANKHD1
NM_017747



ANKHD1-E
NM_020690



IF4EBP3



ANKRD10
NM_017664



ANKRD17
NM_032217



ANKRD28
NM_001195098



ANKRD39
NM_016465



ANKRD46
NM_198401



ANO6
NM_001025356



ANP32A
NM_006305



ANP32B
NM_006401



ANP32C
NM_012403



ANP32E
NM_030920



ANXA6
NM_001155



ANXA7
NM_001156



AP1B1
NM_001127



AP1G1
NM_001128



AP1M1
NM_032493



AP2A1
NM_014203



AP2A2
NM_012305



AP2M1
NM_004068



AP2S1
NM_004069



AP3B1
NM_003664



AP3D1
NM_003938



AP3M1
NM_012095



AP3S1
NM_001284



AP3S2
NM_005829



AP4B1
NM_006594



AP5M1
NM_018229



APEH
NM_001640



APEX1
NM_001641



APEX2
NM_014481



APH1A
NM_016022



API5
NM_006595



APIP
NM_015957



APOA1BP
NM_144772



APOL2
NM_030882



APOOL
NM_198450



APOPT1
NM_032374



APPL2
NM_018171



APTX
NM_175069



ARAF
NM_001256197



ARCN1
NM_001655



ARF1
NM_001658



ARF5
NM_001662



ARF6
NM_001663



ARFGAP2
NM_032389



ARFGAP3
NM_014570



ARFGEF2
NM_006420



ARFIP1
NM_014447



ARFIP2
NM_012402



ARFRP1
NM_003224



ARHGAP35
NM_004491



ARHGAP5
NM_001173



ARHGDIA
NM_004309



ARHGEF10L
NM_018125



ARUGEF11
NM_014784



ARHGEF40
NM_018071



ARIH1
NM_005744



ARIH2
NM_006321



ARIH2OS
NM_001123040



ARL1
NM_001177



ARL14EP
NM_152315



ARL5A
NM_012097



ARL6IP4
NM_016638



ARL8A
NM_138795



ARL8B
NM_018184



ARMC1
NM_018120



ARMC1O
NM_031905



ARMC5
NM_024742



ARMC6
NM_033415



ARMC7
NM_024585



ARMC8
NM_014154



ARMCX3
NM_016607



ARMCX5
NM_022838



ARNT
NM_001668



ARPC1A
NM_006409



ARPC2
NM_005731



ARPC5L
NM_030978



ARV1
NM_022786



ASB1
NM_001040445



ASB6
NM_001202403



ASB7
NM_198243



ASB8
NM_024095



ASCC1
NM_001198798



ASCC3
NM_006828



ASF1A
NM_014034



ASH2L
NM_004674



ASNA1
NM_004317



ASNSD1
NM_019043



ASPSCR1
NM_024083



ASUN
NM_018164



ASXL1
NM_001164603



ATAD1
NM_032810



ATAD3A
NM_018188



ATE1
NM_007041



ATF1
NM_005171



ATF2
NM_001880



ATF4
NM_001675



ATF6
NM_007348



ATF7
NM_001206682



ATF7IP
NM_018179



ATG12
NM_004707



ATG13
NM_014741



ATG16L1
NM_017974



ATG2A
NM_015104



ATG2B
NM_018036



ATG3
NM_022488



ATG4B
NM_013325



ATG4D
NM_032885



ATG5
NM_004849



ATG7
NM_006395



ATIC
NM_004044



ATL2
NM_022374



ATMIM
NM_015251



ATOX1
NM_004045



ATP2C1
NM_014382



ATP5A1
NM_004045



ATP5B
NM_001685



ATP5C1
NM_005174



ATP5D
NM_001687



ATP5F1
NM_001688



ATP5G2
NM_005176



ATP5G3
NM_001689



ATP5H
NM_006356



ATP5J
NM_001685



ATP5J2
NM_004889



ATP5J2-PTCD1
NM_001198879



ATP5L
NM_006476



ATP5O
NM_001697



ATP5S
NM_015684



ATP5SL
NM_018035



ATP6AP1
NM_001183



ATP6V0A2
NM_012463



ATP6V0B
NM_004047



ATP6V0C
NM_001694



ATP6V0D1
NM_004691



ATP6V0E1
NM_003945



ATP6V1C1
NM_001695



ATP6V1D
NM_015994



ATP6V1E1
NM_001696



ATP6V1F
NM_004231



ATP6V1G1
NM_004888



ATP6V1H
NM_015941



ATPAF2
NM_145691



ATPIF1
NM_016311



ATRAID
NM_016085



ATRN
NM_139321



ATXN1O
NM_013236



ATXN1L
NM_001137675



ATXN2
NM_002973



ATXN2L
NM_007245



ATXN7L3
NM_020218



ATXN7L3B
NM_001136262



AUH
NM_001698



AUP1
NM_181575



AURKAIP1
NM_017900



AXIN1
NM_003502



AZI2
NM_022461



AZIN1
NM_015878



B3GALT6
NM_080605



B4GALT3
NM_003779



B4GALT5
NM_004776



B4GALT7
NM_007255



BABAM1
NM_014173



BAD
NM_004322



BAG1
NM_004323



BAG4
NM_004874



BAG6
NM_004639



BAHD1
NM_014952



BANF1
NM_003860



BAP1
NM_004656



BAZ1B
NM_032408



BBS4
NM_001252678



BCAP29
NM_018844



BCAP31
NM_005745



BCAS2
NM_005872



BCAT2
NM_001190



BCCIP
NM_016567



BCKDHA
NM_000709



BCKDK
NM_005881



BCL2L1
NM_001191



BCL2L13
NM_015367



BCL2L2-P
ABPN1




NM_001199864



BCL7B
NM_001707



BCLAF1
NM_014739



BCS1L
NM_004328



BECN1
NM_003766



BFAR
NM_016561



BIRC2
NM_001166



BIVM-ERCC5
NM_001204425



BLMH
NM_000386



BLOC1S1
NM_001487



BLOC1S2
NM_173809



BLOC1S3
NM_212550



BLOC1S4
NM_018366



BLOC1S6
NM_012388



BLZP1
NM_003666



BMI1
NM_005180



BMS1
NM_014753



BNIP1
NM_001205



BNIP2
NM_004330



BOD1
NM_138369



BOLA1
NM_016074



BOLA3
NM_001035505



BPGM
NM_001724



BPNT1
NM_006085



BPTF
NM_004459



BRAT1
NM_152743



BRD2
NM_005104



BRD4
NM_014299



BRD7
NM_013263



BRD9
NM_023924



BRE
NM_004899



BRF1
NM_001519



BRF2
NM_018310



BRIX1
NM_018321



BRK1
NM_018462



BRMS1
NM_015399



BRPF1
NM_004634



BRPF3
NM_015695



BSDC1
NM_018045



BSG
NM_001728



BTBD2
NM_017797



BTD
NM_000060



BTF3
NM_001207



BUB3
NM_004725



BZW1
NM_014670



C10orf12
NM_015652



C10orf2
NM_021830



C10orf76
NM_024541



C10orf88
NM_024942



C11orf1
NM_022761



C11orf24
NM_022338



C11orf31
NM_170746



C11orf57
NM_018195



C11orf58
NM_014267



C11orf73
NM_016401



C11orf83
NM_001085372



C12orf10
NM_021640



C12orf23
NM_152261



C12orf29
NM_001009894



C12orf44
NM_021934



C12orf45
NM_152318



C12orf5
NM_020375



C12orf52
NM_032848



C12orf57
NM_138425



C12orf65
NM_152269



C12orf66
NM_152440



C14orf1
NM_007176



C14orf119
NM_017924



C14orf142
NM_032490



C14orf166
NM_016039



C14orf2
NM_004894



C14orf28
NM_001017923



C15orf38-
NM_001199058



AP3S2



C15orf57
NM_052819



C16orf13
NM_032366



C16orf62
NM_020314



C16orf72
NM_014117



C16orf91
NM_001272051



C17orf49
NM_174893



C17orf51
NM_001113434



C17orf58
NM_181656



C17orf59
NM_017622



C17orf70
NM_025161



C17orf85
NM_001114118



C18orf21
NM_031446



C18orf25
NM_145055



C18orf32
NM_001035005



C18orf8
NM_013326



C19orf43
NM_024038



C19orf53
NM_014047



C19orf60
NM_001100418



C19orf70
NM_205767



C1GALT1
NM_020156



C1QBP
NM_001212



C1orf109
NM_017850



C1orf122
NM_198446



C1orf123
NM_017887



C1orf174
NM_207356



C1orf43
NM_015449



C1orf50
NM_024097



C1orf52
NM_198077



C20orf111
NM_016470



C20orf24
NM_018840



C21orf2
NM_004928



C21orf33
NM_004649



C21orf59
NM_021254



C22orf28
NM_014306



C22orf29
NM_024627



C22orf32
NM_033318



C2orf47
NM_024520



C2orf49
NM_024093



C2orf69
NM_153689



C2orf74
NM_001143960



C2orf76
NM_001017927



C3orf17
NM_015412



C3orf37
NM_020187



C3orf38
NM_173824



C3orf58
NM_173552



C4orf27
NM_017867



C4orf3
NM_001001701



C4orf52
NM_001145432



C5orf15
NM_020199



C5orf24
NM_152409



C6orf1
NM_178508



C6orf106
NM_022758



C6orf120
NM_001029863



C6orf136
NM_145029



C6orf226
NM_001008739



C6orf47
NM_021184



C6orf57
NM_145267



C6orf62
NM_030939



C6orf89
NM_152734



C7orf25
NM_024054



C7orf26
NM_024067



C7orf49
NM_024033



C7orf50
NM_032350



C7orf55
NM_197964



C7orf55-
LUC7L2




NM_001244584



C7orf73
NM_001130929



C8orf33
NM_023080



C8orf40
NM_138436



C8orf59
NM_001099670



C8orf76
NM_032847



C8orf82
NM_001001795



C9orf123
NM_033428



C9orf16
NM_024112



C9orf37
NM_032937



C9orf64
NM_032307



C9orf69
NM_152833



C9orf78
NM_016520



C9orf89
NM_032310



CAB39
NM_016289



CALCOCO2
NM_005831



CALM1
NM_006888



CALR
NM_004343



CALU
NM_001219



CAMTA1
NM_001195563



CAMTA2
NM_015099



CANT1
NM_138793



CANX
NM_001746



CAPN1
NM_005186



CAPN7
NM_014296



CAPNS1
NM_001749



CAPRIN1
NM_005898



CAPZA2
NM_006135



CAPZB
NM_004930



CARKD
NM_018210



CARS
NM_001751



CARS2
NM_024537



CASC3
NM_007359



CASC4
NM_138423



CASP3
NM_004345



CASP7
NM_001227



CASP9
NM_001229



CBR4
NM_032783



CBX3
NM_007276



CBX5
NM_012117



CC2D1A
NM_017721



CC2D1B
NM_032449



CCAR1
NM_018237



CCBL1
NM_001122672



CCDC12
NM_144715



CCDC124
NM_138442



CCDC127
NM_145265



CCDC130
NM_030818



CCDC137
NM_199287



CCDC148
NM_173463



CCDC174
NM_016474



CCDC22
NM_014008



CCDC23
NM_199342



CCDC25
NM_018245



CCDC47
NM_020198



CCDC50
NM_174908



CCDC51
NM_024661



CCDC59
NM_014167



CCDC71
NM_022903



CCDC86
NM_024098



CCDC90A
NM_001031713



CCDC92
NM_025140



CCDC94
NM_018074



CCM2
NM_031443



CCNB1IP1
NM_021178



CCNDBP1
NM_012142



CCNG1
NM_004060



CCNH
NM_001239



CCNK
NM_001099402



CCNL1
NM_020307



CCNL2
NM_030937



CCNY
NM_145012



CCPG1
NM_004748



CCT3
NM_005998



CCT4
NM_006430



CCT5
NM_012073



CCT6A
NM_001762



CCT7
NM_006429



CCT8
NM_006585



CD164
NM_006016



CD320
NM_016579



CD46
NM_172350



CD63
NM_001780



CD81
NM_004355



CCD82
NM_002231



CD99L2
NM_031462



CDC123
NM_006023



CDC16
NM_003903



CDC23
NM_004661



CDC27
NM_001256



CDC37
NM_007065



CDC37L1
NM_017913



CDC40
NM_015891



CDC42
NM_001791



CDC5L
NM_001253



CDIP1
NM_013399



CDIPT
NM_006319



CDK12
NM_015083



CDK13
NM_003718



CDK16
NM_006201



CDK2AP1
NM_004642



CDK4
NM_000075



CDK5RAP1
NM_016082



CDK8
NM_001260



CDK9
NM_001261



CDS2
NM_003818



CDV3
NM_017548



CDYL
NM_004824



CEBPG
NM_001806



CEBPZ
NM_005760



CECR5
NM_017829



CELF1
NM_006560



CENPB
NM_001810



CENPT
NM_025082



CEP104
NM_014704



CEP57
NM_001243777



CEP63
NM_025180



CERK
NM_022766



CERS2
NM_022075



CGGBP1
NM_003663



CHAMP1
NM_032436



CHCHD1
NM_203298



CHCHD2
NM_016139



CHCHD3
NM_017812



CHCHD4
NM_144636



CHCHD5
NM_032309



CHCHD7
NM_024300



CHD1L
NM_004284



CHD4
NM_001273



CHD8
NM_020920



CHERP
NM_006387



CHID1
NM_023947



CHKB
NM_005198



CHMP1A
NM_002768



CHMP2A
NM_014458



CHMP2B
NM_014043



CHMP4A
NM_014169



CHMP4B
NM_176812



CHMP5
NM_016410



CHMP6
NM_024591



CHP1
NM_007236



CHPT1
NM_020244



CHRAC1
NM_017444



CHST12
NM_018641



CHST7
NM_019886



CHTOP
NM_015607



CHUK
NM_001278



CHURC1
NM_145165



CHURC1-F
NTB




NM_001202558



CIAO1
NM_004804



CIB1
NM_006384



CIC
NM_015125



CINP
NM_032630



CIR1
NM_004882



CIRH1A
NM_032830



CISD1
NM_018464



CISD2
NM_001008388



CISD3
NM_001136498



CKAP4
NM_006825



CLCC1
NM_015127



CLCN3
NM_001829



CLCN7
NM_001287



CLINT1
NM_014666



CLK3
NM_003992



CLNS1A
NM_001293



CLOCK
NM_004898



CLP1
NM_006831



CLPP
NM_006012



CLPTM1
NM_001294



CLPTM1L
NM_030782



CLPX
NM_006660



CLTA
NM_001833



CLTB
NM_001834



CLTC
NM_004859



CMAS
NM_018686



CMC1
NM_182523



CMC2
NM_020188



CMC4
NM_001018024



CMPK1
NM_016308



CNBP
NM_003418



CNIH
NM_005776



CNIH4
NM_014184



CNNM2
NM_199077



CNNM3
NM_017623



CNOT1
NM_016284



CNOT11
NM_017546



CNOT2
NM_014515



CNOT3
NM_014516



CNOT4
NM_013316



CNOT7
NM_013354



CNST
NM_152609



COA1
NM_018224



COA3
NM_001040431



COA4
NM_016565



COA5
NM_001008215



COA6
NM_001012985



COASY
NM_025233



COG1
NM_018714



COG2
NM_007357



COG3
NM_031431



COG4
NM_015386



COG7
NM_153603



COG8
NM_032382



COMMD1
NM_152516



COMMD10
NM_016144



COMMD3
NM_012071



COMMD3-B
MI1




NM_001204062



COMMD5
NM_014066



COMMD6
NM_203495



COMMD7
NM_053041



COMMD9
NM_014186



COMT
NM_000754



COPA
NM_004371



COPB1
NM_016451



COPB2
NM_004766



COPE
NM_007263



COPG1
NM_016128



COPS2
NM_004236



COPS3
NM_003653



COPS4
NM_016129



COPS5
NM_006837



COPS6
NM_006833



COPS7A
NM_016319



COPS7B
NM_022730



COPS8
NM_006710



COPZ1
NM_016057



COQ10B
NM_025147



COQ2
NM_015697



COQ4
NM_016035



COQ5
NM_032314



COQ6
NM_182476



CORO1C
NM_014325



COX11
NM_004375



COX14
NM_032901



COX15
NM_004376



COX16
NM_016468



COX19
NM_001031617



COX20
NM_198076



COX411
NM_001861



COX5B
NM_001862



COX6B1
NM_001863



COX6C
NM_004374



COX7A2
NM_001865



COX7A2L
NM_004718



COX7C
NM_001867



COX8A
NM_004074



CPD
NM_001304



CPNE1
NM_003915



CPNE2
NM_152727



CPNE3
NM_003909



CPOX
NM_000097



CPSF2
NM_017437



CPSF3L
NM_017871



CPSF4
NM_006693



CPSF6
NM_007007



CPSF7
NM_024811



CRADD
NM_003805



CRBM
NM_016302



CRCP
NM_014478



CREB3
NM_006368



CREBZF
NM_001039618



CREG1
NM_003851



CRELD1
NM_015513



CRIPAK
NM_175918



CRIPT
NM_014171



CRK
NM_005206



CRKL
NM_005207



CRLS1
NM_019095



CRNKL1
NM_016652



CRTC2
NM_181715



CRY2
NM_021117



CSGALNACT2
NM_018590



CSNK1A1
NM_001892



CSNK1A1L
NM_145203



CSNK1D
NM_001893



CSNK1G3
NM_004384



CSNK2A3
NM_001256686



CSNK2B
NM_001320



CSRP2BP
NM_020536



CST3
NM_000099



CSTB
NM_000100



CSTF1
NM_001324



CSTF2T
NM_015235



CTAGE5
NM_005930



CTBP1
NM_001328



CTCF
NM_006565



CTDSP2
NM_005730



CTNNA1
NM_001903



CTNNB1
NM_001904



CTNNBIP1
NM_020248



CTNNBL1
NM_030877



CTNND1
NM_001085458



CTSA
NM_000308



CTSD
NM_001909



CTTN
NM_005231



CTU2
NM_001012759



CUEDC2
NM_024040



CUL1
NM_003592



CUL2
NM_003591



CUL4A
NM_003589



CUL4B
NM_003588



CUL5
NM_003478



CUTA
NM_015921



CUX1
NM_001913



CWC15
NM_016403



CWC22
NM_020943



CWC25
NM_017748



CXXC1
NM_014593



CXXC5
NM_016463



CXorf40A
NM_178124



CXorf40B
NM_001013845



CXorf56
NM_001170569



CYB5B
NM_030579



CYB5D2
NM_001254755



CYB5R3
NM_000398



CYC1
NM_001916



CYF1P1
NM_014608



CYHR1
NM_138496



CYP2U1
NM_183075



D2HGDH
NM_152783



DAD1
NM_001344



DAG1
NM_004393



DAGLB
NM_139179



DALRD3
NM_018114



DAP3
NM_004632



DARS
NM_001349



DARS2
NM_018122



DAXX
NM_001350



DAZAP1
NM_018959



DBT
NM_001918



DCAF10
NM_024345



DCAF11
NM_025230



DCAF12
NM_015397



DCAF13
NM_015420



DCAF5
NM_003861



DCAF7
NM_005828



DCAF8
NM_015726



DCAKD
NM_024819



DCTD
NM_001921



DCTN2
NM_006400



DCTN3
NM_007234



DCTN4
NM_016221



DCTN5
NM_032486



DCTN6
NM_006571



DCTPP1
NM_024096



DCUN1D3
NM_173475



DCUN1D4
NM_015115



DCUN1D5
NM_032299



DDA1
NM_024050



DDB1
NM_001923



DDB2
NM_000107



DDOST
NM_005216



DDRGK1
NM_023935



DDX1
NM_004939



DDX10
NM_004398



DDX17
NM_006386



DDX18
NM_006773



DDX19A
NM_018332



DDX19B
NM_007242



DDX21
NM_004728



DDX23
NM_004818



DDX24
NM_020414



DDX27
NM_017895



DDX39B
NM_004640



DDX3X
NM_001356



DDX41
NM_016222



DDX42
NM_007372



DDX46
NM_014829



DDX47
NM_016355



DDX49
NM_019070



DDX54
NM_024072



DDX56
NM_019082



DDX59
NM_001031725



DEDD
NM_032998



DEF8
NM_017702



DEGS1
NM_003676



DEK
NM_003472



DENND1A
NM_020946



DENND4A
NM_005848



DENR
NM_003677



DERA
NM_015954



DERL1
NM_024295



DERL2
NM_016041



DESI1
NM_015704



DEXI
NM_014015



DFFA
NM_004401



DGCR14
NM_022719



DGCR2
NM_001173533



DGCR6L
NM_033257



DHPS
NM_001930



DHRS12
NM_024705



DHRS7B
NM_015510



DHX15
NM_001358



DHX16
NM_003587



DHX29
NM_019030



DHX30
NM_014966



DHX32
NM_018180



DHX33
NM_020162



DHX36
NM_020865



DHX38
NM_014003



DHX8
NM_004941



DHX9
NM_001357



DIABLO
NM_019887



DIDO1
NM_022105



DIEXF
NM_014388



DIMT1
NM_014473



DIRC2
NM_032839



DIS3
NM_014953



DIS3L2
NM_152383



DKC1
NM_001363



DLD
NM_000108



DLG1
NM_004087



DLGAP4
NM_183006



DLST
NM_001933



DMAP1
NM_019100



DNAAF2
NM_018139



DNAJA2
NM_005880



DNAJA3
NM_005147



DNAJB11
NM_016306



DNAJB12
NM_017626



DNAJB9
NM_012328



DNAJC10
NM_018981



DNAJC11
NM_018198



DNAJC14
NM_032364



DNAJC17
NM_018163



DNAJC19
NM_145261



DNAJC2
NM_014377



DNAJC21
NM_194283



DNAJC3
NM_006260



DNAJC4
NM_005528



DNAJC5
NM_025219



DNAJC7
NM_003315



DNAJC8
NM_014280



DNAJC9
NM_015190



DNASE2
NM_001375



DNLZ
NM_00108049



DNM1L
NM_005690



DNM2
NM_004945



DNTTIP1
NM_052951



DNTTIP2
NM_014597



DOHH
NM_031304



DOLK
NM_014908



DPAGT1
NM_001382



DPH1
NM_001383



DPH2
NM_001384



DPH3
NM_206831



DPH5
NM_015958



DPM1
NM_003859



DPP7
NM_013379



DPY30
NM_032574



DR1
NM_001938



DRAM2
NM_178454



DRAP1
NM_006442



DRG2
NM_001388



DROSHA
NM_013235



DSCR3
NM_006052



DTWD1
NM_020234



DUSP11
NM_003584



DUSP14
NM_007026



DUSP16
NM_030640



DUSP22
NM_020185



DUT
NM_001948



DVL3
NM_004423



DYM
NM_017653



DYNC1LI1
NM_016141



DYNLL2
NM_080677



DYNLRB1
NM_014183



DYNLT1
NM_006519



E2F4
NM_001950



E4F1
NM_004424



EAF1
NM_033083



EAPP
NM_018453



EARS2
NM_001083614



EBAG9
NM_004215



EBNA1BP2
NM_006824



ECD
NM_007265



ECH1
NM_001398



ECHDC1
NM_001002030



ECHS1
NM_004092



ECI1
NM_001919



ECI2
NM_006117



ECSIT
NM_016581



EDC3
NM_025083



EDC4
NM_014329



EDEM3
NM_025191



EDF1
NM_003792



EED
NM_003797



EEF1B2
NM_001959



EEF1E1
NM_004280



EEF2
NM_001961



EEFSEC
NM_021937



EFCAB14
NM_014774



EFHA1
NM_152726



EFR3A
NM_015137



EFTUD1
NM_024580



EFTUD2
NM_004247



EGLN2
NM_053046



EHMT1
NM_024757



EI24
NM_004879



EID2
NM_153232



EIF1
NM_005801



EIF1AD
NM_032325



EIF1B
NM_005875



EIF2A
NM_032025



EIF2AK1
NM_014413



EIF2AK3
NM_004836



EIF2AK4
NM_001013702



EIF2B2
NM_014239



EIF2B3
NM_020365



EIF2B4
NM_015636



EIF2B5
NM_003907



EIF2D
NM_006893



EIF2S1
NM_004094



EIF2S2
NM_003908



EIF3A
NM_003750



EIF3B
NM_003751



EIF3D
NM_003753



EIF3E
NM_001568



EIF3G
NM_003755



EIF3H
NM_003756



EIF3I
NM_003757



EIF3J
NM_003758



EIF3K
NM_013234



EIF3L
NM_016091



EIF3M
NM_006360



EIF4A1
NM_001416



EIF4A3
NM_014740



EIF4E2
NM_001846



EIF4G1
NM_004953



EIF4G2
NM_001418



EIF4G3
NM_003760



EIF4H
NM_022170



EIF5
NM_001969



EIF5A
NM_001970



EIF5AL1
NM_001099692



EIF5B
NM_015904



EIF6
NM_002212



ELAC2
NM_018127



ELAVL1
NM_001419



ELF2
NM_006874



ELK1
NM_005229



ELK4
NM_001973



ELL2
NM_012081



ELMOD3
NM_032213



ELOVL1
NM_022821



ELP2
NM_018255



ELP3
NM_018091



ELP4
NM_019040



ELP6
NM_001031703



EMC1
NM_015047



EMC10
NM_175063



EMC2
NM_014673



EMC3
NM_018447



EMC4
NM_016454



EMC6
NM_031298



EMC7
NM_020154



EMC8
NM_006067



EMC9
NM_016049



EMD
NM_000117



EMG1
NM_006331



ENDOG
NM_004435



ENOPH1
NM_021204



ENSA
NM_004436



ENTPD4
NM_004901



ENTPD6
NM_001247



ENY2
NM_020189



EPC1
NM_025209



EPM2AIP1
NM_014805



EPN1
NM_013333



EPRS
NM_004446



ERAL1
NM_005702



ERAP1
NM_016442



ERCC1
NM_001983



ERCC2
NM_000400



ERCC3
NM_000122



ERCC5
NM_000123



ERGIC2
NM_016570



ERGIC3
NM_015966



ERH
NM_004450



ERI3
NM_024066



ERICH1
NM_207332



ERLEC1
NM_015701



ERO1L
NM_014584



ERP44
NM_015051



ESD
NM_001984



ESF1
NM_016649



ETF1
NM_004730



ETFA
NM_000126



ETFB
NM_001985



ETV6
NM_001987



EWSR1
NM_005243



EXD2
NM_018199



EXOC1
NM_018261



EXOC2
NM_018303



EXOC3
NM_007277



EXOC4
NM_021807



EXOC7
NM_015219



EXOC8
NM_175876



EXOSC1
NM_016046



EXOSC10
NM_002685



EXOSC2
NM_014285



EXOSC4
NM_019037



EXOSC7
NM_015004



EXOSC8
NM_181503



EXT2
NM_207122



EXTL3
NM_0011440



FADD
NM_003824



FAF1
NM_007051



FAF2
NM_014613



FAHD1
NM_031208



FAM104B
NM_138362



FAM108A1
NM_031213



FAM108B1
NM_016014



FAM114A2
NM_018691



FAM118B
NM_024556



FAM120A
NM_014612



FAM120AOS
NM_198841



FAM120B
NM_032448



FAM122A
NM_138333



FAM127B
NM_001078172



FAM134A
NM_024293



FAM134C
NM_178126



FAM136A
NM_032822



FAM149B1
NM_173348



FAM160A2
NM_032127



FAM160B1
NM_020940



FAM160B2
NM_022749



FAM162A
NM_014367



FAM168B
NM_001009993



FAM173A
NM_023933



FAM173B
NM_001258388



FAM174A
NM_198507



FAM175B
NM_032182



FAM177A1
NM_173607



FAM178A
NM_001243770



FAM192A
NM_024946



FAM199X
NM_207318



FAM200A
NM_145111



FAM204A
NM_022063



FAM206A
NM_017832



FAM208B
NM_017782



FAM20B
NM_014864



FAM210B
NM_080821



FAM32A
NM_014077



FAM35A
NM_019054



FAM3A
NM_021806



FAM50A
NM_004699



FAM50B
NM_012135



FAM58A
NM_152274



FAM63A
NM_018379



FAM73B
NM_032809



FAM8A1
NM_016255



FAM96A
NM_032231



FAM96B
NM_016062



FAM98A
NM_015475



FARS2
NM_006567



FARSA
NM_004461



FARSB
NM_005687



FASTK
NM_006712



FASTKD2
NM_014929



FASTKD5
NM_021826



FBRSL1
NM_001142641



FBXL15
NM_024326



FBXL17
NM_001163315



FBXL3
NM_012158



FBXL4
NM_012160



FBXL5
NM_012161



FBXL6
NM_012162



FBXO11
NM_025133



FBXO18
NM_032807



FBXO22
NM_012170



FBXO28
NM_015176



FBXO3
NM_012175



FBXO38
NM_030793



FBXO42
NM_018994



FBXO45
NM_001105573



FBXO6
NM_018438



FBXO7
NM_012179



FBXW11
NM_012300



FBXW2
NM_012164



FBXW4
NM_022039



FBXW5
NM_018998



FBXW7
NM_001257069



FCF1
NM_015962



FDFT1
NM_004462



FDPS
NM_002004



FDX1
NM_004109



FECH
NM_000140



FEM1C
NM_020177



FEN1
NM_004111



FEZ2
NM_005102



FGFR1OP2
NM_015633



FH
NM_000143



FIBP
NM_004214



FICD
NM_007076



FIP1L1
NM_030917



FIS1
NM_016068



FIZ1
NM_032836



FKBP3
NM_002013



FKBP8
NM_012181



FKBPL
NM_022110



FKRP
NM_024301



FLAD1
NM_025207



FLCN
NM_144606



FLOT1
NM_005803



FLOT2
NM_004475



FNDC3A
NM_014923



FNTA
NM_002027



FNTB
NM_002028



FOPNL
NM_144600



FOXK2
NM_004514



FOXP4
NM_138457



FOXRED1
NM_017547



FPGS
NM_004957



FPGT
NM_003833



FRA10AC1
NM_145246



FTO
NM_001080432



FTSJ1
NM_012280



FTSJ2
NM_013393



FTSJ3
NM_017647



FTSJD1
NM_018348



FTSJD2
NM_015050



FUBP1
NM_003902



FUK
NM_145059



FUNDC2
NM_023934



FXN
NM_000144



FYTTD1
NM_032288



FZR1
NM_016263



G3BP1
NM_005754



GAA
NM_000152



GABARAP
NM_007278



GABARAPL2
NM_007285



GABPB1
NM_002041



GADD45GIP1
NM_052850



GALK2
NM_002044



GALNS
NM_000512



GALNT1
NM_020474



GALNT2
NM_004481



GALT
NM_000155



GANAB
NM_198334



GAPVD1
NM_015635



GARS
NM_002047



GART
NM_000819



GATAD2A
NM_017660



GATAD2B
NM_020699



GATC
NM_176818



GBA
NM_000157



GBA2
NM_020944



GBF1
NM_004193



GCC1
NM_024523



GCDH
NM_000159



GCLC
NM_001498



GCLM
NM_002061



GDE1
NM_016641



GDI2
NM_001494



GDPGP1
NM_001013657



GEMIN7
NM_024707



GEMIN8
NM_017856



GET4
NM_015949



GFER
NM_005262



GFM1
NM_024996



GFOD2
NM_001243650



GGCT
NM_001199816



GGNBP2
NM_024835



GGI7
NM_178025



GHDC
NM_001142623



GHITM
NM_014394



GID8
NM_017896



GINM1
NM_138785



GIPC1
NM_005716



GLCE
NM_015554



GLE1
NM_001499



GLG1
NM_012201



GL14
NM_138465



GLO1
NM_006708



GLRX2
NM_001243399



GLRX3
NM_006541



GLRX5
NM_016417



GLT8D1
NM_018446



GLTP
NM_016433



GLTPD1
NM_001029885



GLYR1
NM_032569



GMPPA
NM_013335



GMPR2
NM_016576



GNB1
NM_002074



BNB2
NM_005273



GNE
NM_005476



GNL2
NM_013285



GNL3
NM_014366



GNPAT
NM_014236



GNPDA1
NM_005471



GNPNAT1
NM_198066



GNPTG
NM_032520



GNS
NM_002076



GOLGA1
NM_002077



GOLGA2
NM_004486



GOLGA3
NM_005895



GOLGA5
NM_005113



GOLGA7
NM_016099



GOLGB1
NM_004487



GOLPH3
NM_022130



GOLT1B
NM_016072



GOPC
NM_020399



GORASP1
NM_031899



GORASP2
NM_015530



GOSR1
NM_004871



GOSR2
NM_004287



GPAA1
NM_003801



GPANK1
NM_033177



GPATCH4
NM_015590



GPBP1
NM_022913



GPBP1L1
NM_021639



GPHN
NM_020806



GPT
NM_000175



GPKOW
NM_015698



GPN1
NM_007266



GPN2
NM_018066



GPN3
NM_016301



GPR107
NM_020960



GPR108
NM_001080452



GPS1
NM_004127



GPS2
NM_004489



GPX4
NM_002085



GRAMD4
NM_015124



GRHPR
NM_012203



GRINA
NM_000837



GRIPAP1
NM_020137



GRPEL1
NM_025196



GRSF1
NM_002092



GRWD1
NM_031485



GSK3A
NM_019884



GSK3B
NM_002093



GSPT1
NM_002094



GSPT2
NM_018094



GSR
NM_000637



GSS
NM_000178



GSTK1
NM_001143681



GSTM4
NM_000850



GSTO1
NM_004832



GTDC2
NM_032806



GTF2A1
NM_015859



GTF2B
NM_001514



GTF2F1
NM_002096



GTF2F2
NM_004128



GTF2H1
NM_005316



GTF2H4
NM_001517



GTF2H5
NM_207118



GTF2I
NM_001518



GTF3A
NM_002097



GTF3C1
NM_001520



GTF3C2
NM_001521



GTF3C3
NM_012086



GTF3C5
NM_012087



GTF3C6
NM_138408



GTPBP10
NM_033107



GTPBP4
NM_012341



GTPBP5
NM_015666



GTPBP8
NM_014170



GUK1
NM_000858



GZF1
NM_011482



H1FX
NM_006026



H2AFV
NM_012412



H2AFX
NM_002105



H2AFY
NM_004893



H2AFZ
NM_002106



HADH
NM_005327



HADHA
NM_000182



HAGH
NM_005326



HARS
NM_002109



HARS2
NM_012208



HAT1
NM_003642



HAUS3
NM_024511



HAUS4
NM_017815



HAUS7
NM_017518



HAX1
NM_006118



HBP1
NM_012257



HBS1L
NM_006620



HCCS
NM_005333



HCFC1
NM_005334



HDAC2
NM_001527



HDAC3
NM_003883



HDAC6
NM_006044



HDAC8
NM_018486



HDDC3
NM_198527



HDGF
NM_004494



HDHD3
NM_031219



HDLBP
NM_005336



HEATR2
NM_017802



HEATR5A
NM_015473



HEBP1
NM_015987



HECTD3
NM_024602



HELZ
NM_014877



HEMK1
NM_016173



HERC4
NM_015601



HERPUD1
NM_014685



HERPUD2
NM_022373



HEXA
NM_000520



HEXDC
NM_173620



HEXIM1
NM_006460



HGS
NM_004712



HIAT1
NM_033055



HIATL1
NM_032558



HIBADH
NM_152740



HIGD1A
NM_014056



HIGD2A
NM_138820



HINFP
NM_015517



HINT1
NM_005340



HINT2
NM_032593



HIST1H2BC
NM_003526



HIVEP1
NM_002114



HMBS
NM_000190



HMG20A
NM_018200



HMG20B
NM_006339



HMGB1
NM_002128



HMGN3
NM_004242



HMGXB3
NM_014983



HMGXB4
NM_001003681



HMOX2
NM_002134



HNIL
NM_144570



HNRNPA0
NM_006805



HNRNPA2B1
NM_002137



HNRNPAB
NM_004499



HNRNPC
NM_004500



HNRNPD
NM_002138



HNRNPF
NM_004966



HNRNPH1
NM_005520



HNRNPH2
NM_019597



HNRNPK
NM_002140



HNRNPL
NM_001533



HNRNPM
NM_005968



HNRNPR
NM_005826



HNRNPU
NM_004501



HNRNPUL1
NM_007040



HNRNPUL2
NM_001079559



HNRPDL
NM_031372



HNRPLL
NM_138394



HP1BP3
NM_016287



HPS1
NM_000195



HPS6
NM_024747



HS1BP3
NM_022460



HS2ST1
NM_012262



HS6ST1
NM_004807



HSBP1
NM_001537



HSCB
NM_172002



HSD17B10
NM_004493



HSD17B12
NM_016142



HSD17B4
NM_000414



HSPA14
NM_016299



HSPA4
NM_002154



HSPA5
NM_005347



HSPA8
NM_006597



HSPA9
NM_004134



HSPBP1
NM_012267



HSPE1-MOB4
NM_001202485



HTATIP2
NM_006410



HTRA2
NM_013247



HTT
NM_002111



HUS1
NM_004507



HUWE1
NM_031407



HYOU1
NM_006389



HYPK
NM_016400



IAH1
NM_001039613



IARS
NM_002161



IARS2
NM_018060



IBA57
NM_001010867



IBTK
NM_015525



ICK
NM_014920



ICMT
NM_012405



ICT1
NM_001545



IDE
NM_001165946



IDH3A
NM_005530



IDH3B
NM_006899



IDH3G
NM_004135



IDI1
NM_004508



IER31P1
NM_016097



IFNAR1
NM_000629



IFNGR1
NM_000416



IFRD1
NM_001550



IFT27
NM_006860



IKZF5
NM_001271840



IL13RA1
NM_001560



IL6ST
NM_002184



ILF2
NM_004515



ILKAP
NM_030768



ILVBL
NM_006844



IMMT
NM_006839



IMP3
NM_018285



IMP4
NM_033416



IMPAD1
NM_017813



INF2
NM_022489



ING1
NM_198217



INO80B
NM_031288



INO80E
NM_173618



INPP5A
NM_005539



INPP5K
NM_016532



INSIG2
NM_016133



INTS1
NM_001080453



INTS10
NM_018142



INTS12
NM_020395



INTS3
NM_023015



INTS4
NM_033547



INVS
NM_014425



IP6K1
NM_153273



IP6K2
NM_001190316



IP07
NM_006391



IP08
NM_006390



IP09
NM_018085



IRAK1
NM_001569



IREB2
NM_004136



IRF2BP1
NM_015649



IRF2BP2
NM_182972



IRF2BPL
NM_024496



IRGQ
NM_001007561



ISCU
NM_014301



ISOC2
NM_024710



IST1
NM_001270977



ISY1
NM_020701



ISY1-RAB43
NM_001204890



ITCH
NM_031483



ITFG1
NM_030790



ITFG3
NM_032039



ITGB1
NM_002211



ITGB1BP1
NM_022334



ITM2B
NM_021999



ITPA
NM_033453



ITPK1
NM_014216



ITPKC
NM_025194



ITPRIPL2
NM_001034841



IVNS1ABP
NM_006469



IWS1
NM_017969



JAGN1
NM_032492



JAK1
NM_002227



JKAMP
NM_016475



JMJD4
NM_023007



JMJD6
NM_015167



JMJD7
NM_001114632



JMJD8
NM_001005920



JOSD2
NM_138334



JTB
NM_006694



JUND
NM_005354



KANSL2
NM_017822



KANSL3
NM_001115016



KARS
NM_005548



KAT2B
NM_003884



KAT5
NM_006388



KAT8
NM_032188



KBTBD2
NM_015483



KBTBD4
NM_016506



KBTBD7
NM_032138



KCMF1
NM_020122



KCTD20
NM_173562



KCTD21
NM_001029859



KCTD6
NM_153331



KDM2A
NM_012308



KDM4A
NM_014663



KDM5C
NM_004187



KDSR
NM_002035



KHDRBS1
NM_006559



KHNYN
NM_015299



KHSRP
NM_003685



KIAA0100
NM_014680



KIAA0141
NM_014773



KIAA0195
NM_014738



KIAA0196
NM_014846



KIAA0232
NM_014743



KIAA0319L
NM_024874



KIAA0391
NM_014672



KIAA0754
NM_015038



KIAA0947
NM_015325



KIAA1143
NM_020696



KIAA1191
NM_020444



KIAA1429
NM_015496



KIAA1430
NM_020827



KIAA1586
NM_020931



KIAA1704
NM_018559



KIAA1715
NM_030650



KIAA1919
NM_153369



KIAA1967
NM_021174



KIAA2013
NM_138346



KLC4
NM_138343



HLP3
NM_016531



FLP9
NM_001206



KLHDC2
NM_014315



KLHDC3
NM_057161



KLHL20
NM_014458



KLHL25
NM_022480



KLHL36
NM_024731



KLHL5
NM_015990



KLHL8
NM_020803



KPNA1
NM_002264



KPNB1
NM_002265



KRCC1
NM_016618



KRR1
NM_007043



KTI12
NM_138417



KTN1
NM_004986



KXD1
NM_024069



L3MBTL2
NM_031488



LACTB
NM_032857



LAGE3
NM_006014



LAMP1
NM_005561



LAMP2
NM_002294



LAMTOR1
NM_017907



LAMTOR2
NM_014017



LAMTOR3
NM_021970



LAMTOR4
NM_001008395



LAMTOR5
NM_006402



LAP3
NM_015907



LAPTM4A
NM_014713



LARP1
NM_015315



LARP4
NM_052879



LARP7
NM_015454



LARS2
NM_015340



LCOR
NM_032440



LDHA
NM_005566



LEND2
NM_181336



LENG1
NM_024316



LEPROT
NM_017526



LETM1
NM_012318



LETMD1
NM_015416



LGALSL
NM_014181



LHPP
NM_022126



LIAS
NM_006859



LIG3
NM_002311



LIG4
NM_002312



LIN37
NM_019104



LIN54
NM_001115007



LIN7C
NM_018362



LINS
NM_001040616



LIPT1
NM_015929



LMAN1
NM_005570



LMBRD1
NM_018368



LMF2
NM_033200



LMO4
NM_006769



LNX2
NM_153371



LOC100129361
NM_001271592



LOC100289561
NM_001242713



LOC441155
NM_001271675



LOC729020
NM_001143909



LONP1
NM_004793



LONP2
NM_031490



LPCAT3
NM_005768



LPIN1
NM_145693



LPPR2
NM_022737



LRFN3
NM_024509



LRPAP1
NM_002337



LRPPRC
NM_133259



LRRC14
NM_014665



LRRC24
NM_001024678



LRRC28
NM_144598



LRRC40
NM_017768



LRRC41
NM_006369



LRRC42
NM_052940



LRRC47
NM_020710



LRRC57
NM_153260



LRRC59
NM_018509



LRRC8A
NM_019594



LRRFIP2
NM_017724



LRSAM1
NM_138361



LSG1
NM_018385



LSM1
NM_014462



LSM10
NM_032881



LSM14A
NM_015578



LSM14B
NM_144703



LSM2
NM_021177



LSM3
NM_014463



LSM4
NM_012321



LSM5
NM_012322



LSM6
NM_007080



LSM7
NM_016199



LSMD1
NM_032356



LSS
NM_002340



LTV1
NM_032860



LUC7L2
NM_016019



LUC7L3
NM_006107



LUZP6
NM_001128619



LYRM1
NM_020424



LYRM4
NM_020408



LYRM5
NM_001001660



LYSMD1
NM_212551



LYSMD3
NM_198273



LYSMD4
NM_152449



LZTR1
NM_006767



M6PR
NM_002355



MAD2L1BP
NM_014628



MAD2L2
NM_006341



MAEA
NM_005882



MAGED1
NM_006986



MAGEF1
NM_022149



MAGOH
NM_002370



MAGT1
NM_032121



MAK16
NM_032509



MALSU1
NM_138446



MAN1A2
NM_006699



MAN1B1
NM_016219



MAN2A2
NM_006122



MAN2B2
NM_015274



MAN2C1
NM_006715



MAP1LC3B2
NM_001085481



MAP2K1
NM_002755



MAP2K2
NM_030662



MAP2K5
NM_002757



MAP3K7
NM_003188



MAP4K4
NM_004834



MAPK1
NM_002745



MAPK1IP1L
NM_144578



MAPK6
NM_002748



MAPK8
NM_002750



MAPK9
NM_002752



MAPKAP1
NM_024117



MAPKAPK2
NM_004759



MAPKAPK5
NM_003668



MAPRE2
NM_014268



02-Mar
NM_016496



05-Mar
NM_017824



06-Mar
NM_005885



07-Mar
NM_022826



MARK3
NM_002376



MARK1
NM_031417



MARS
NM_004990



MARS2
NM_138395



MAT2B
NM_013283



MAVS
NM_001206491



MAX
NM_002382



MAZ
NM_002383



MBD1
NM_002384



MBD2
NM_003927



MBD3
NM_003926



MBD4
NM_003925



MBLAC1
NM_203397



MBNL2
NM_144778



MBTPS1
NM_003791



MBTPS2
NM_015884



MCAT
NM_014507



MCCC1
NM_020166



MCEE
NM_032601



MCFD2
NM_139279



MCM3AP
NM_003906



MCM7
NM_005916



MCMBP
NM_024834



MCOLN1
NM_020533



MCPH1
NM_001172574



MCRS1
NM_006337



MCTS1
NM_014060



MCU
NM_001270680



MDC1
NM_014641



MDP1
NM_138476



ME2
NM_002396



MEAF6
NM_022756



MECP2
NM_004992



MED10
NM_032286



MED11
NM_001001683



MED13
NM_005121



MED14
NM_004229



MED16
NM_005481



MED19
NM_153450



MED20
NM_004275



MED21
NM_004264



MED24
NM_014815



MED29
NM_017592



MED31
NM_016060



MED4
NM_014166



MED6
NM_005466



MED7
NM_004270



MED8
NM_052877



MEF2A
NM_005587



MEF2BNB
NM_001145783



MEMO1
NM_015955



MEN1
NM_000244



MEPCE
NM_019606



METAP1
NM_015143



METAP2
NM_006838



METRN
NM_024042



METTL13
NM_014955



METTL14
NM_020961



METTL16
NM_024086



METTL17
NM_022734



METTL18
NM_033418



METTL20
NM_173802



METTL21A
NM_145280



METTL23
NM_001080510



METTL2A
NM_181725



METTL2B
NM_018396



METTL3
NM_019852



METTL5
NM_014168



MFAP1
NM_005926



MFAP3
NM_005927



MFF
NM_020194



MFN1
NM_033540



MFSD11
NM_024311



MFSD12
NM_174983



MFSD3
NM_138431



MFSD5
NM_032889



MGAT2
NM_002408



MGAT4B
NM_014275



MGNE1
NM_052865



MGNT
NM_002412



MGRN1
NM_015246



MGST3
NM_004528



MIA3
NM_198551



MIB1
NM_020774



MICALL1
NM_033386



MICU1
NM_006077



MID1IP1
NM_021242



MIDN
NM_177401



MIEN1
NM_032339



MIER1
NM_001077701



MIF
NM_002415



MIF4GD
NM_020679



MI1P
NM_021933



MINOS1
NM_001032363



MIS12
NM_024039



MITD1
NM_138798



MKI67IP
NM_032390



MKKS
NM_018848



MKLN1
NM_013255



MKNK1
NM_003684



MKRN2
NM_014160



MLEC
NM_014730



MLF2
NM_005439



MLH1
NM_000249



MLLT1
NM_005934



MLLT10
NM_001195628



MLST8
NM_022372



MLX
NM_170607



MMAA
NM_172250



MMADHC
NM_015702



MMS19
NM_022362



MNAT1
NM_002431



MNF1
NM_032340



MOB4
NM_015387



MOGS
NM_006302



MON1A
NM_032355



MON2
NM_015026



MORC2
NM_014941



MORF4L2
NM_012286



MOSPD1
NM_019556



MPC2
NM_015415



MPDU1
NM_004870



MPG
NM_002434



MPHOSPH10
NM_005791



MPI
NM_002435



MPLKTP
NM_138701



MPND
NM_032868



MPPE1
NM_023075



MPV17L2
NM_032683



MRFAP1
NM_033296



MRFAP1L1
NM_203462



MRI1
NM_032285



MRN1
NM_024864



MRP63
NM_024026



MRPL1
NM_020236



MRPL10
NM_145255



MRPL11
NM_016050



MRPL12
NM_002949



MRPL13
NM_014078



MRPL14
NM_032111



MRPL15
NM_014175



MRPL16
NM_017840



MRPL17
NM_022061



MRPL18
NM_014161



MRPL19
NM_014763



MRPL2
NM_015950



MRPL20
NM_017971



MRPL21
NM_181514



MRPL22
NM_014180



MRPL23
NM_021134



MRPL24
NM_024540



MRPL27
NM_016504



MRPL28
NM_006428



MRPL3
NM_007208



MRPL30
NM_145212



MRPL32
NM_031903



MRPL33
NM_004891



MRPL35
NM_016622



MRPL36
NM_032479



MRPL37
NM_016491



MRPL38
NM_032478



MRPL4
NM_015956



MRPL40
NM_003776



MRPL41
NM_032477



MRPL42
NM_014050



MRPL43
NM_032112



MRPL44
NM_022915



MRPL45
NM_032351



MRPL46
NM_022163



MRPL47
NM_020409



MRPL48
NM_016055



MRPL49
NM_004927



MRPL50
NM_019051



MRPL51
NM_016497



MRPL52
NM_178336



MRPL53
NM_053050



MRPL54
NM_172251



MRPL55
NM_181441



MRPL9
NM_031420



MRPS10
NM_018141



MRPS11
NM_022839



MRPS12
NM_021107



MRPS14
NM_022100



MRPS15
NM_031280



MRPS16
NM_016065



MRPS17
NM_015969



MRPS18A
NM_018135



MRPS18B
NM_014046



MRPS18C
NM_016067



MRPS2
NM_016034



MRPS21
NM_018997



MRPS22
NM_020191



MRPS23
NM_016070



MRPS24
NM_032014



MRPS25
NM_022497



MRPS26
NM_030811



MRPS27
NM_015084



MRPS28
NM_014018



MRPS30
NM_016640



MRPS31
NM_005830



MRPS33
NM_016071



MRPS34
NM_023936



MRPS35
NM_021821



MRPS5
NM_031902



MRPS6
NM_032476



MRPS7
NM_015971



MRPS9
NM_182640



MRRF
NM_138777



MRS2
NM_020662



MRTO4
NM_016183



MSANTD3
NM_080655



MSH3
NM_002439



MSH6
NM_000179



MSL3
NM_006800



MSMP
NM_001044264



MSRA
NM_012331



MSRB2
NM_012228



MTA2
NM_004739



MTCH1
NM_014341



MTCH2
NM_014342



MTDH
NM_178812



MTERFD1
NM_015942



MTERFD2
NM_182501



MTERFD3
NM_025198



MTEMT
NM_139242



MTFR1
NM_014637



MTFR1L
NM_019557



MTIF3
NM_152912



MTM1
NM_000252



MTMR1
NM_003828



MTMR3
NM_021090



MTMR6
NM_004685



MTO1
NM_012123



MTPAP
NM_018109



MTRR
NM_002454



MTSS1
NM_014751



MTX2
NM_006554



MUL1
NM_024544



MUS81
NM_025128



MUT
NM_000255



MVD
NM_002461



MXD4
NM_006454



MXI1
NM_005962



MYBBP1A
NM_014520



MYEOV2
NM_001163424



MYL12B
NM_033546



MYNN
NM_018657



MYO1E
NM_004998



MYPOP
NM_001012643



MZF1
NM_003422



MZT2A
NM_001085365



MZT2B
NM_025029



N4BP1
NM_153029



N4BP2L2
NM_014887



NAA10
NM_003491



NAA15
NM_057175



NAA20
NM_016100



NAA38
NM_016200



NAA50
NM_025146



NAA60
NM_024845



NABP2
NM_024068



NACA
NM_001113202



NACA2
NM_199290



NACC1
NM_052876



NACC2
NM_144653



NAE1
NM_003905



NAMPT
NM_005745



NANS
NM_018946



NAP1L4
NM_005969



NAPA
NM_003827



NARF
NM_012336



NARFL
NM_022493



NARG2
NM_024611



NARS
NM_004539



NARS2
NM_024678



NAT10
NM_024662



NBN
NM_002485



NBR1
NM_005899



NCAPII2
NM_014551



NCBP2
NM_007362



NCK1
NM_006153



NCKIPSD
NM_016453



NCL
NM_005381



NCLN
NM_020170



NCOA1
NM_003743



NCOA6
NM_014071



NCOR1
NM_006311



NCSTN
NM_015331



NDEL1
NM_030808



NDFIP1
NM_030571



NDNL2
NM_138704



NDST1
NM_001543



NDUFA10
NM_004544



NDUFA11
NM_175614



NDUFA12
NM_018838



NDUFA13
NM_015965



NDUFA2
NM_002488



NDUFA3
NM_004542



NDUFA4
NM_002489



NDUFA5
NM_005000



NDUFA6
NM_002490



NDUFA7
NM_005001



NDUFA8
NM_014222



NDUFA9
NM_005002



NDUFAF2
NM_174889



NDUFAF3
NM_199069



NDUFAF4
NM_014165



NDUFB10
NM_004548



NDUFB11
NM_019056



NDUFB2
NM_004546



NDUFB3
NM_002491



NDUFB4
NM_004547



NDUFB5
NM_002492



NDUFB6
NM_002493



NDUFB7
NM_004146



NDUFB8
NM_005004



NDUFB9
NM_005005



NDUFC1
NM_002494



NDUFC2
NM_004549



NDUFC2-KCTD14
NM_001203260



NDUFS2
NM_004550



NDUFS3
NM_004551



NDUFS4
NM_002495



NDUFS5
NM_004552



NDUFS6
NM_004553



NDUFS7
NM_024407



NDUFS8
NM_002496



NDUFV1
NM_007103



NDUFV2
NM_021074



NECAP1
NM_015509



NEDD8
NM_006156



NEDD8-MDP1
NM_001199823



NEIL2
NM_145043



NEK4
NM_003157



NEK9
NM_033116



NELFB
NM_015456



NELFCD
NM_198976



NELFE
NM_002904



NENF
NM_013349



NEU1
NM_000434



NF2
NM_000268



NFATC2IP
NM_032815



NFE2L2
NM_006164



NFIL3
NM_005384



NFKBIB
NM_002503



NFKBIL1
NM_005007



NFU1
NM_015700



NFX1
NM_002504



NFYB
NM_006166



NFYC
NM_014223



NGDN
NM_015514



NGLY1
NM_018297



NGRN
NM_001033088



NHP2
NM_017838



NHP2L1
NM_005008



NIF3L1
NM_021824



NINJ1
NM_004148



NIP7
NM_016101



NIPA2
NM_030922



NIPBL
NM_015384



NISCH
NM_001276293



NIT1
NM_005600



NIT2
NM_020202



NKAP
NM_024528



NKTRAS2
NM_017595



NMD3
NM_015938



NME1-NME2
NM_001018136



NME2
NM_002512



NME3
NM_002513



NME6
NM_005793



NMRK1
NM_017881



NMT1
NM_021079



NOA1
NM_032313



NOB1
NM_014062



NOC2L
NM_015658



NOL10
NM_024894



NOL11
NM_015462



NOL12
NM_024313



NOL6
NM_022917



NOL7
NM_019167



NOL8
NM_017948



NNOLC1
NM_004741



NOM1
NM_138400



NON0
NM_007363



NOP10
NM_018648



NOP14
NM_003703



NOP16
NM_016391



NOP2
NM_006170



NOP56
NM_006392



NOP58
NM_015934



NOP9
NM_174913



NPC1
NM_000271



NPC2
NM_006432



NPLOC4
NM_017921



NPRL2
NM_006545



NPRL3
NM_001039476



NQO2
NM_000904



NR1H2
NM_007121



NR2C1
NM_003297



NR2C2AP
NM_176880



NR3C2
NM_001166104



NRBP1
NM_013392



NRDE2
NM_017970



NRIP1
NM_003489



NSA2
NM_014886



NSD1
NM_022455



NSDHL
NM_015922



NSFL10
NM_016143



NSMCE1
NM_145080



NSMCE2
NM_173685



NSMCE4A
NM_017615



NSRP1
NM_032141



NSUN2
NM_017755



NSUN5
NM_018044



NSUN6
NM_182543



NT5C
NM_014595



NT5C3
NM_016489



NT5DC1
NM_152729



NTAN1
NM_173474



NTMT1
NM_014064



NTPCR
NM_032324



NUB1
NM_016118



NUBP1
NM_002484



NUBP2
NM_012225



NUCB1
NM_006184



NUCKS1
NM_022731



NUDC
NM_006600



NUDCD1
NM_032869



NUDCD2
NM_145266



NUDT14
NM_177533



NUDT15
NM_018283



NUDT2
NM_001161



NUDT21
NM_007006



NUDT28
NM_032344



NUDT3
NM_006703



NUDT9
NM_024047



NUFIP2
NM_020772



NUP107
NM_020401



NUP133
NM_018230



NUP153
NM_005124



NUP54
NM_017426



NUP62
NM_012346



NUP85
NM_024844



NUPL2
NM_007342



NUTF2
NM_005796



NXF1
NM_006362



NXT1
NM_013248



OAT
NM_000274



OAZ1
NM_004152



OAZ2
NM_002537



OBFC1
NM_024928



OCEL1
NM_024578



OCIAD1
NM_017830



ODC1
NM_002539



OGFOD1
NM_018233



OGFOD3
NM_024648



OGFR
NM_007346



OGG1
NM_016827



OGT
NM_181672



OLA1
NM_013341



OPA1
NM_015560



OPA3
NM_025136



ORC4
NM_002552



ORMDL1
NM_016467



ORMDL2
NM_014182



ORMDL3
NM_139280



OS9
NM_006812



OSBP
NM_002556



OSBPL2
NM_014835



OSBPL9
NM_024586



OSGEP
NM_017807



OSGIN2
NM_004337



OSTM1
NM_014028



OTUB1
NM_017670



OTUD5
NM_017602



OVCA2
NM_080822



OXA1L
NM_005015



OXNAD1
NM_138381



P4HTM
NM_177938



PA2G4
NM_006191



PABPN1
NM_004543



PACSIN2
NM_007229



PAF1
NM_019088



PAFAH1B1
NM_000430



PAGR1
NM_024516



PAICS
NM_006452



PAIP1
NM_006451



PAIP2
NM_016480



PAK1IP1
NM_017906



PAK2
NM_002577



PAM16
NM_016069



PANK2
NM_024960



PANK3
NM_024594



PANK4
NM_018216



PANX1
NM_015368



PAPD4
NM_173797



PAPD7
NM_006999



PAPOLA
NM_032632



PARK7
NM_007262



PARL
NM_018622



PARN
NM_002582



PARP1
NM_001618



PARP3
NM_005485



PARP9
NM_001146106



PATL1
NM_152716



PATZ1
NM_014323



PAXBP1
NM_013329



PBDC1
NM_016500



PBX2
NM_002586



PCBP1
NM_006196



PCBP2
NM_005016



PCDHGB5
NM_032099



PCF11
NM_015885



PCGF1
NM_032673



PCGF5
NM_032373



PC1D2
NM_018386



PC1F1
NM_022104



PCM1
NM_006197



PCMT1
NM_005389



PCNA
NM_002592



PCNX
NM_014982



PCNXL4
NM_022495



PCSK7
NM_004716



PCYOX1
NM_016297



PCYT1A
NM_005017



PDAP1
NM_014891



PDCD2
NM_002598



PDCD5
NM_004708



PDCD6
NM_013232



PDCD6IP
NM_013374



PDE12
NM_177966



PDE6D
NM_002601



PDGFC
NM_016205



PDHB
NM_000925



PDHX
NM_003477



PDK2
NM_001199900



PDLIM5
NM_001256425



PDP2
NM_020786



PDS5A
NM_001100399



PDZD11
NM_016484



PDZDS
NM_173791



PEBP1
NM_002567



PEF1
NM_012392



PELO
NM_015946



PELP1
NM_014389



PEPD
NM_000285



PES1
NM_014303



PET100
NM_001171155



PET117
NM_001164811



PEX1
NM_000466



PEX11A
NM_001271573



PEX11B
NM_003846



PEX12
NM_000286



PEX13
NM_002618



PEX14
NM_004565



PEX15
NM_004813



PEX19
NM_002857



PEX2
NM_000318



PEX25
NM_017929



PEX5
NM_000319



PEX6
NM_000287



PFDN2
NM_012394



PFDN4
NM_002623



PFDN5
NM_002624



PFDN6
NM_014260



PFN1
NM_005022



PGAM5
NM_138575



PGBD3
NM_170753



PCK1
NM_000291



PGLS
NM_012088



PGP
NM_001042371



PGPEP1
NM_017712



PGRMC2
NM_006320



PHACTR4
NM_023923



PHAX
NM_032177



PHB
NM_002634



PHB2
NM_001144831



PHC2
NM_004427



PHF10
NM_018288



PHF12
NM_020889



PHF20L1
NM_016018



PHF23
NM_024297



PHF5A
NM_032758



PHKB
NM_000293



PHPT1
NM_014172



PHRF1
NM_020901



PI4K2A
NM_018425



PI4KA
NM_002650



PI4KB
NM_002651



PIAS1
NM_016166



PICALM
NM_007166



PICK1
NM_012407



PIGC
NM_002642



PIGF
NM_002643



PIGG
NM_017733



PIGH
NM_004569



PIGK
NM_005482



PIGP
NM_153681



PIGS
NM_033198



PIGT
NM_015937



PIGU
NM_080476



PIGW
NM_178517



PIGX
NM_017861



PIGY
NM_001042616



PIH1D1
NM_017916



PIK3C3
NM_002647



PIK3CB
NM_006219



PIK3R1
NM_181504



PIK3R4
NM_014602



PIN1
NM_006221



PINK1
NM_032409



PINX1
NM_017884



PIP5K1A
NM_003557



PITHD1
NM_020362



PITPNA
NM_006224



PITPNB
NM_012399



PITRM1
NM_014889



PLA2G12A
NM_030821



PLAA
NM_001031689



PLBD2
NM_173542



PLD3
NM_012268



PLEKHA1
NM_021622



PLEKHJ1
NM_018049



PLEKHM1
NM_014798



PLGRKT
NM_018465



PLIN3
NM_005817



PLOD1
NM_000302



PLOD3
NM_001084



PLRG1
NM_002669



PMF1
NM_007221



PMF1-BGLAP
NM_001199661



PMPCA
NM_015160



PMPCB
NM_004279



PMS1
NM_001128144



PMVK
NM_006556



PNISR
NM_015491



PNKD
NM_001077399



PNKP
NM_007254



PNN
NM_002687



PNO1
NM_020143



PNPLA6
NM_006702



PNPLA8
NM_015723



PNPQ
NM_018129



PNPT1
NM_033109



PNRC2
NM_017761



POFUT1
NM_015352



POLD2
NM_006230



POLDIP2
NM_015584



POLDIP3
NM_032311



POLE3
NM_017443



POLE4
NM_019896



POLG
NM_002693



POLH
NM_006502



POLK
NM_016218



POLL
NM_013274



POLM
NM_013284



POLR1C
NM_203290



POLR1D
NM_015972



POLR1E
NM_022490



POLR2A
NM_000937



POLR2B
NM_000938



POLR2C
NM_032940



POLR2D
NM_004805



POLR2E
NM_002695



POLR2F
NM_021974



POLR2G
NM_002696



POLR2H
NM_006232



POLR2I
NM_006233



POLR2J
NM_006234



POLR2K
NM_005034



POLR2L
NM_021128



POLR3C
NM_006468



POLR3E
NM_018119



POLR3GL
NM_032305



POLR3K
NM_016310



POM121
NM_172020



POM121C
NM_001099413



POMGNT1
NM_017739



POMP
NM_015932



POMT1
NM_007171



POP4
NM_006627



POP5
NM_015918



POP7
NM_005837



PPA1
NM_021129



PPA2
NM_176867



PPAN
NM_020230



PPAN-P2RY11
NM_001040664



PPARA
NM_005036



PPARD
NM_006238



PPCS
NM_024664



PPFIA1
NM_003626



PPHLN1
NM_016488



PPID
NM_005038



PPIE
NM_006112



PPIF
NM_005729



PPIG
NM_004792



PPIH
NM_006347



PPIIA
NM_139126



PPM1A
NM_021003



PPM1B
NM_002706



PPP1CA
NM_002708



PPP1CC
NM_002710



PPP1R10
NM_002714



PPP1R11
NM_021959



PPP1R15B
NM_032833



PPP1R37
NM_019121



PPP1R7
NM_002712



PPP1R8
NM_002713



PPP2CA
NM_002715



PPP2CB
NM_001009552



PPP2R1A
NM_014225



PPP2R2A
NM_002717



PPP2R2D
NM_018461



PPP2R3C
NM_017917



PPP2R4
NM_021131



PPP2R5A
NM_006243



PPP2R5B
NM_006244



PPP2R5C
NM_002719



PPP2R5D
NM_006245



PPP2R5E
NM_006246



PPP4C
NM_002720



PPP4R1
NM_005134



PPP4R2
NM_174907



PPP5C
NM_006247



PPP6C
NM_002721



PPP6R2
NM_014678



PPP6R3
NM_018312



PPWD1
NM_015342



PQBP1
NM_005710



PQLC1
NM_025078



PQLC2
NM_017765



PRADC1
NM_032319



PRCC
NM_005973



PRDM4
NM_012406



PRDX1
NM_002574



PRDX2
NM_005809



PRDX3
NM_006793



PRDX5
NM_012094



PRDX6
NM_004905



PREB
NM_013388



PREP
NM_002725



PRKAA1
NM_006251



PRKAB1
NM_006253



PRKACA
NM_002730



PRKAG1
NM_002733



PRKAR1A
NM_002734



PRKRIP1
NM_024653



PRMT1
NM_198318



PRMT5
NM_006109



PRMT7
NM_019023



PROSC
NM_007198



PRPF18
NM_003675



PRPF19
NM_014502



PRPF3
NM_004698



PRPF31
NM_015629



PRPF4
NM_004697



PRPF40A
NM_017892



PRPF4B
NM_003913



PRPF6
NM_012469



PRPF8
NM_006445



PRPS1
NM_002764



PRPSAP1
NM_002766



PRR14
NM_024031



PRRC1
NM_130809



PRRC2A
NM_004638



PRRC2B
NM_013318



PRUNE
NM_021222



PSEN1
NM_000021



PSEN2
NM_000447



PSENEN
NM_172341



PSKH1
NM_006742



PSMA1
NM_002786



PSMA2
NM_002787



PSMA3
NM_002788



PSMA4
NM_002789



PSMA5
NM_002790



PSMA6
NM_002791



PSMA7
NM_002792



PSMB1
NM_002793



PSMB2
NM_002794



PSMB3
NM_002795



PSMB4
NM_002796



PSMB5
NM_002797



PSMB6
NM_002798



PSMB7
NM_002799



PSMC2
NM_002803



PSMC3
NM_002804



PSMC4
NM_006503



PSMC5
NM_002805



PSMC6
NM_002806



PSMD1
NM_002807



PSMD10
NM_002814



PSMD11
NM_002815



PSMD12
NM_002816



PSMD13
NM_002817



PSMD14
NM_005805



PSMD2
NM_002808



PSMD3
NM_002809



PSMD4
NM_002810



PSMD5
NM_005047



PSMD6
NM_014814



PSMD7
NM_002811



PSMD8
NM_002814



PSMD9
NM_002813



PSME1
NM_006263



PSME3
NM_005789



PSMF1
NM_006814



PSMG2
NM_020232



PSMG3
NM_032302



PSMG4
NM_001128591



PSPC1
NM_001042414



PTCD1
NM_015545



PTCD3
NM_017952



PTDSS1
NM_014754



PTEN
NM_000314



PTGES2
NM_025072



PTGES3
NM_006601



PTOV1
NM_017432



PTP4A2
NM_080391



PTPMT1
NM_175732



PTPN1
NM_002827



PTPN11
NM_002834



PTPN23
NM_015466



PTRH1
NM_001002913



PTRH2
NM_016077



PTRHD1
NM_001013663



PUF60
NM_014281



PUM1
NM_014676



PUM2
NM_015317



PURA
NM_005859



PURB
NM_033224



PUS3
NM_031307



PUS7
NM_019042



PUSL1
NM_153339



PWP1
NM_007062



PWP2
NM_005049



PWWP2A
NM_052927



PXMP4
NM_007238



PYCR2
NM_013328



PYGO2
NM_138300



PYURF
NM_032906



QARS
NM_005051



QRICH1
NM_017730



QRSL1
NM_018292



QSOX1
NM_002826



QTRT1
NM_031209



R3HCC1
NM_001136108



R3HDM2
NM_014925



RAB10
NM_016131



RAB11A
NM_004663



RAB11B
NM_004218



RAB14
NM_016322



RAB18
NM_021252



RAB1A
NM_004161



RAB1B
NM_030981



RAB21
NM_014999



RAB22A
NM_020673



RAB2A
NM_002865



RAB2B
NM_001163380



RAB3GAP1
NM_012233



RAB3GAP2
NM_012414



RAB40C
NM_021168



RAB4A
NM_004578



RAB5A
NM_004162



RAB5B
NM_002868



RAB5C
NM_004583



RAB6A
NM_002869



RAB7A
NM_004637



RAB9A
NM_004251



RABEP1
NM_004703



RABEPK
NM_005833



RABGEF1
NM_014504



RABGGTA
NM_004581



RABGGTB
NM_004582



RAD1
NM_002853



RAD17
NM_002873



RAD23B
NM_002874



RAD50
NM_005732



RAD51C
NM_002876



RAF1
NM_002880



RALA
NM_005402



RALBP1
NM_006788



RALY
NM_007367



RAN
NM_006325



RANBP1
NM_002882



RANBP2
NM_006267



RANBP3
NM_003624



RANBP6
NM_012416



RANGAP1
NM_002883



RANGRF
NM_016492



RAP1A
NM_002884



RAPGEF1
NM_005312



RAPGEF2
NM_014247



RARS
NM_002887



RARS2
NM_020320



RB1CC1
NM_014781



RBAK
NM_021163



RBBP4
NM_005610



RBBP7
NM_002893



RBCK1
NM_006462



RBFA
NM_024805



RBM10
NM_005676



RBM12
NM_006047



RBM12B
NM_203390



RBM14
NM_006328



RBM14-RBM4
NM_001198845



RBM15
NM_022768



RBM15B
NM_013286



RBM17
NM_032905



RBM18
NM_033117



RBM19
NM_016196



RBM23
NM_018107



RBM27
NM_018989



RBM28
NM_018077



RBM33
NM_053043



RBM34
NM_015014



RBM39
NM_004902



RBM4
NM_002806



RBM41
NM_018301



RBM42
NM_024321



RBM5
NM_005778



RBM6
NM_005777



RBM7
NM_016090



RBM8A
NM_005105



RBMX
NM_002139



RBMXL1
NM_019610



RBX1
NM_014248



RC3H2
NM_018835



RCAN1
NM_004414



RCHY1
NM_015436



RCN2
NM_002902



RDH14
NM_020905



RDX
NM_002906



REEP3
NM_001001330



REEP5
NM_005669



RELA
NM_021975



REPIN1
NM_013400



REPS1
NM_031922



RER1
NM_007033



REST
NM_005612



REXO1
NM_020695



RFC1
NM_002913



RFC2
NM_002914



RFC5
NM_007370



RFK
NM_018339



RFNG
NM_002917



RFT1
NM_052859



RFWD2
NM_022457



RFXANK
NM_003721



RGP1
NM_001080496



RHBDD1
NM_032276



RHBDD3
NM_012265



RHOA
NM_001664



RHOB
NM_004040



RHOT1
NM_018307



RHOT2
NM_138769



RIC8A
NM_021932



RIN2
NM_018993



RING1
NM_002931



RINT1
NM_021930



RIOK1
NM_031480



RIOK2
NM_018343



RIOK3
NM_003831



RIPK1
NM_003804



RMDN1
NM_016033



RMDN3
NM_018145



RMI1
NM_024945



RMND1
NM_017909



RMND5A
NM_022780



RMND5B
NM_022762



RNASEH1
NM_002986



RNASEH2C
NM_032193



RNASEK
NM_001004333



RNF10
NM_014868



RNF103
NM_005667



RNF11
NM_014372



RNF111
NM_017610



RNF113A
NM_006978



RNF115
NM_014455



RNF121
NM_018320



RNF126
NM_194460



RNF13
NM_007282



RNF14
NM_004290



RNF141
NM_016422



RNF146
NM_030963



RNF167
NM_015528



RNF181
NM_016494



RNF185
NM_152267



RNF187
NM_001010858



RNF216
NM_207111



RNF220
NM_018150



RNF25
NM_022453



RNF26
NM_032015



RNF31
NM_017999



RNF34
NM_025126



RNF4
NM_002938



RNF40
NM_014771



RNF5
NM_006913



RNF6
NM_005977



RNF7
NM_014245



RNH1
NM_002939



RNMTL1
NM_018146



RNPEP
NM_020216



ROMO1
NM_080748



RP9
NM_203288



RPA2
NM_002946



RPA3
NM_002947



RPAIN
NM_001033002



RPAP3
NM_024604



RPF1
NM_025065



RPF2
NM_032194



RPL10A
NM_007104



RPL11
NM_000975



RPL14
NM_003973



RPL26L1
NM_016093



RPL27
NM_000988



RPL30
NM_000989



RPL31
NM_000993



RPL32
NM_000994



RPL34
NM_000995



RPL35
NM_007209



RPL35A
NM_000996



RPL36AL
NM_001001



RPL4
NM_000968



RPL6
NM_000970



RPL7L1
NM_198486



RPL8
NM_000973



RPN1
NM_002950



RPN2
NM_002951



RPP14
NM_007042



RPP25L
NM_148178



RPP30
NM_006413



RPP38
NM_006414



RPRD1B
NM_021215



RPS13
NM_001017



RPS19BP1
NM_194326



RPS23
NM_001025



RPS24
NM_001026



RPS27L
NM_015920



RPS5
NM_001009



RPS6
NM_001010



RPS6KA3
NM_004586



RPS6KB1
NM_003161



RPS6KB2
NM_003952



RPUSD3
NM_173659



RQCD1
NM_005444



RRAGA
NM_006570



RRM1
NM_001033



RRN3
NM_018427



RRNAD1
NM_015997



RRP1
NM_003683



RRP36
NM_033112



RRP7A
NM_015703



RRP8
NM_015324



RRS1
NM_015169



RSAD1
NM_018346



RSBN1L
NM_198467



RSC1A1
NM_006511



RSL1D1
NM_015659



RSPRY1
NM_133368



RSRC1
NM_016625



RSRC2
NM_023012



RTCA
NM_003729



RTFDC1
NM_016407



RTN4
NM_007008



RUFY1
NM_025158



RUVBL1
NM_003707



RWDD1
NM_015952



RWDD3
NM_015485



RXRA
NM_002957



RXRB
NM_021976



SAE1
NM_005500



SAMD1
NM_138352



SAMD4B
NM_018028



SAMD8
NM_144660



SAMM50
NM_015380



SAPI8
NM_005870



SAP30
NM_003864



SAP30BP
NM_013260



SAP30L
NM_024632



SAR1A
NM_020150



SARNP
NM_033082



SARS
NM_006513



SART1
NM_005146



SART3
NM_014706



SAT2
NM_133491



SAV1
NM_021818



SBDS
NM_016038



SCAF1
NM_021228



SCAF11
NM_004719



SCAF4
NM_020706



SCAF8
NM_014892



SCAMP2
NM_005697



SCAMP3
NM_005698



SCAND1
NM_016558



SCAP
NM_012235



SCARB2
NM_005506



SCFD1
NM_016106



SCFD2
NM_152540



SCNM1
NM_024041



SCO1
NM_004589



SCO2
NM_005138



SCOC
NM_032547



SCP2
NM_001007250



SCRIB
NM_015356



SCRN3
NM_024583



SCYL1
NM_020680



SCYL2
NM_017988



SCYL3
NM_020423



SDAD1
NM_018115



SDCBP
NM_001007068



SDCCAG3
NM_006643



SDCCAG8
NM_006642



SDE2
NM_152608



SDF2
NM_006923



SDF4
NM_016176



SDHA
NM_004168



SDHAF2
NM_017841



SDHB
NM_003000



SDHC
NM_003001



SDHD
NM_003002



SDR39U1
NM_020195



SEC11A
NM_014300



SEC13
NM_183352



SEC16A
NM_014866



SEC22B
NM_004892



SEC22C
NM_004206



SEC23A
NM_006364



SEC23IP
NM_007190



SEC24A
NM_021982



SEC24B
NM_006323



SEC24C
NM_004922



SEC31A
NM_014933



SEC61A1
NM_013336



SEC61B
NM_006808



SEC61G
NM_014302



SEC62
NM_003262



SEC63
NM_007214



SECISBP2
NM_024077



SEH1L
NM_031216



SEL1L
NM_005065



SELK
NM_021237



SELO
NM_031454



SELRC1
NM_023077



SELT
NM_016275



SENP2
NM_021627



SENP3
NM_015670



SENP5
NM_152699



SENP6
NM_015571



SEPHS1
NM_012247



SERBP1
NM_015640



SERF2
NM_001018108



SERGEF
NM_012139



SERINC1
NM_020755



SERINC3
NM_006811



SERPINB6
NM_004568



SERTAD2
NM_014755



SET
NM_003011



SETD2
NM_014159



SETD3
NM_032233



SETD5
NM_001080517



SETD6
NM_001160305



SETD7
NM_030648



SETD8
NM_020382



SETDB1
NM_012432



SF1
NM_004630



SF3A1
NM_005877



SF3A3
NM_006802



SF3B1
NM_012433



SF3B14
NM_016047



SF3B2
NM_006842



SF3B3
NM_012426



SF3B4
NM_005850



SF3B5
NM_031287



SFSWAP
NM_004592



SGK196
NM_032237



SGMS1
NM_147156



SGPL1
NM_003901



SGSM3
NM_015705



SGTA
NM_003021



SH3BP5L
NM_030645



SH3GLB1
NM_016009



SHARPIN
NM_030974



SHOC2
NM_007373



SIAH1
NM_003031



SIAH2
NM_005067



SIGMAR1
NM_005866



SIKE1
NM_025073



SIL1
NM_022464



SIRT2
NM_012237



SIRT3
NM_012239



SIRT5
NM_012241



SIRT6
NM_001193285



SIVA1
NM_006427



SKIL
NM_005414



SKIV2L
NM_006929



SKIV2L2
NM_015360



SKP1
NM_006930



SLC15A4
NM_145648



SLC20A1
NM_005415



SLC25A11
NM_003562



SLC25A26
NM_173471



SLC25A28
NM_031212



SLC25A3
NM_002635



SLC25A32
NM_030780



SLC25A38
NM_017875



SLC25A39
NM_016016



SLC25A44
NM_014655



SLC25A46
NM_138773



SLC25A5
NM_001152



SLC27A4
NM_005094



SLC30A1
NM_021194



SLC30A5
NM_022902



SLC30A9
NM_006345



SLC35A2
NM_005660



SLC35A4
NM_080670



SLC35B1
NM_005827



SLC35B2
NM_178148



SLC35C2
NM_015945



SLC35E1
NM_024881



SLC35E3
NM_018656



SLC35F5
NM_025181



SLC38A2
NM_018976



SLC39A1
NM_014437



SLC39A3
NM_144564



SLC39A7
NM_006979



SLC41A3
NM_017836



SLC46A3
NM_181785



SLC48A1
NM_017842



SLIRP
NM_031210



SLMO2
NM_016045



SLTM
NM_024755



SMAD2
NM_005901



SMAD4
NM_005359



SMAD5
NM_005903



SMAP1
NM_021940



SMARCA2
NM_003070



SMARCA4
NM_003072



SMARCAL1
NM_014140



SMARCB1
NM_003073



SMARCE1
NM_003079



SMC1A
NM_006306



SMC5
NM_015110



SMCR7L
NM_019008



SMEK1
NM_032560



SMEK2
NM_020463



SMG5
NM_015327



SMG7
NM_173156



SMG8
NM_018149



SMIM11
NM_058182



SMIM12
NM_138428



SMIMS
NM_020425



SMNDC1
NM_005871



SMPD1
NM_000543



SMPD4
NM_017751



SMU1
NM_018225



SMUG1
NM_014311



SNAP23
NM_003825



SNAP29
NM_004782



SNAP47
NM_053052



SNAPC3
NM_001039697



SNAPC5
NM_006049



SNAPIN
NM_012437



SND1
NM_014390



SNF8
NM_007241



SNRNP200
NM_014014



SNRNP25
NM_024571



SNRNP27
NM_006857



SNRNP35
NM_022717



SNRNP40
NM_004814



SNRNP48
NM_152551



SNRNP70
NM_003089



SNRPA
NM_004596



SNRPB
NM_003091



SNRPB2
NM_003092



SNRPC
NM_003093



SNRPD1
NM_006938



SNRPD2
NM_004597



SNRPD3
NM_004175



SNRPG
NM_003096



SNUPN
NM_005701



SNW1
NM_012245



SNX12
NM_013346



SNX13
NM_015132



SNX17
NM_014748



SNX18
NM_052870



SNX19
NM_014758



SNX2
NM_003100



SNX25
NM_031953



SNX3
NM_003795



SNX4
NM_003794



SNX5
NM_014426



SNX6
NM_021249



SNX9
NM_016224



SOCS4
NM_080867



SOCS6
NM_004232



SOD1
NM_000454



SON
NM_032195



SPAG7
NM_004890



SPAG9
NM_003971



SPATA2
NM_006038



SPATA5L1
NM_024063



SPCS1
NM_014041



SPCS3
NM_021928



SPECC1L
NM_015330



SPEN
NM_015001



SPG11
NM_025137



SPG21
NM_016630



SPG7
NM_003119



SPHAR
NM_006542



SPNS1
NM_032038



SPOP
NM_003563



SPPL2B
NM_152988



SPPL3
NM_139015



SPRYD3
NM_032840



SPRYD7
NM_020456



SPSB3
NM_080861



SPTSSA
NM_138288



SPTY2D1
NM_194285



SRA1
NM_001035235



SRD5A3
NM_024592



SREBF2
NM_004599



SREK1IP1
NM_173829



SRM
NM_003132



SRP14
NM_003134



SRP19
NM_003135



SRP34
NM_003136



SRP68
NM_014230



SRP72
NM_006947



SRP9
NM_003133



SRPR
NM_003139



SRPRB
NM_021203



SRR
NM_021947



SRRD
NM_001013694



SRRM1
NM_005839



SRSF1
NM_006924



SRSF10
NM_006625



SRSF11
NM_004768



SRSF2
NM_003016



SRSF3
NM_003017



SRSF4
NM_005626



SRSF7
NM_001031684



SRSF8
NM_032102



SS18L2
NM_016305



SSB
NM_003142



SSBP1
NM_003143



SSNA1
NM_003731



SSR1
NM_003144



SSR2
NM_003145



SSR3
NM_007107



SSRP1
NM_003146



SSSCA1
NM_006396



SSU72
NM_014188



ST3GAL2
NM_006927



ST6GALNAC6
NM_013443



ST7
NM_018412



STAM
NM_003473



STAM2
NM_005843



STAMBP
NM_006463



STARD3
NM_006804



STARD7
NM_020151



STAT3
NM_003150



STAU1
NM_004602



STAU2
NM_014393



STIM1
NM_003156



STIP1
NM_006819



STK11
NM_000455



STK16
NM_001008910



STOM
NM_004099



STOML1
NM_004809



STOML2
NM_013442



STRAP
NM_007178



STRIP1
NM_001270768



STRN3
NM_014574



STT3A
NM_152713



STT3B
NM_178862



STUB1
NM_005861



STX10
NM_003765



STX17
NM_017919



STX4
NM_004604



STX3
NM_003164



STX8
NM_004853



STXBP3
NM_007269



STYXL1
NM_016086



SUB1
NM_006713



SUCLA2
NM_003850



SUCLG1
NM_003849



SUCLG2
NM_003848



SUGP1
NM_172231



SUGT1
NM_006704



SUMO1
NM_003352



SUMO3
NM_006936



SUN2
NM_015374



SUPT4H1
NM_003168



SUPT5H
NM_003169



SUPT6H
NM_003170



SUPT7L
NM_014860



SUPV3L1
NM_003171



SURF1
NM_003172



SURF4
NM_033161



SURF6
NM_006753



SUV420H1
NM_016028



SUZ12
NM_015355



SYAP1
NM_032796



SYF2
NM_015484



SYMPK
NM_004819



SYNCRIP
NM_006372



SYNJ2BP
NM_018373



SYNJ2BP-
NM_001202547



COX16



SYPL1
NM_006754



SYS1
NM_033542



SYVN1
NM_032431



SZRD1
NM_001114600



TAB1
NM_006116



TAB2
NM_015093



TACO1
NM_016360



TADA1
NM_053053



TADA3
NM_006354



TAF10
NM_006284



TAF11
NM_005643



TAF12
NM_005644



TAF13
NM_005645



TAF15
NM_003487



TAF1D
NM_024116



TAF4
NM_003185



TAF5L
NM_014409



TAF8
NM_138572



TAF9
NM_003187



TALDO1
NM_006755



TAMM41
NM_138807



TANGO2
NM_152906



TANGO6
NM_024562



TANK
NM_004180



TAOK2
NM_004783



TAPBP
NM_003190



TAPT1
NM_153365



TARDBP
NM_007375



TARS
NM_152295



TATDN1
NM_001146160



TATDN2
NM_014760



TAX1BP1
NM_006024



TAZ
NM_000116



TBC1D1
NM_015173



TBC1D14
NM_001113363



TBC1D15
NM_022771



TBC1D20
NM_144628



TBC1D22A
NM_014346



TBC1D23
NM_018309



TBC1D7
NM_016495



TBC1D9B
NM_015043



TBCA
NM_004607



TBCB
NM_001281



TBCC
NM_003192



TBCCD1
NM_018138



TBCD
NM_005993



TBCE
NM_003193



TBK1
NM_013254



TBRG1
NM_032811



TBRG4
NM_004749



TCATM
NM_173826



TCEANC2
NM_153035



TCEB1
NM_005648



TCEB2
NM_007108



TCEB3
NM_003198



TCERG1
NM_006706



TCF12
NM_207040



TCF20
NM_005650



TCF25
NM_014972



TCP1
NM_030752



TCTN3
NM_015631



TDP2
NM_016614



TDRD3
NM_030794



TECR
NM_138501



TEF
NM_003216



TEFM
NM_024683



TELO2
NM_016111



TERF2
NM_005652



TERF2IP
NM_018975



TEX2
NM_018469



TEX261
NM_144582



TEX264
NM_015926



TFAM
NM_003201



TFB1M
NM_016020



TFB2M
NM_022366



TFCP2
NM_005653



TFDP1
NM_007111



TFE3
NM_006521



TFG
NM_006070



TFIP11
NM_012143



TFPT
NM_013342



TGIF2-
NM_001199535



C20orf24



TGOLN2
NM_006464



THADA
NM_001271643



THAP3
NM_001195752



THAP4
NM_015963



THAP5
NM_182529



THAP7
NM_030573



THOC5
NM_003678



THOC7
NM_025075



THOP1
NM_003249



THRAP3
NM_005119



THTPA
NM_024328



THUMPD3
NM_015453



THYN1
NM_014174



TIA1
NM_022007



TIAL1
NM_003252



TICAM1
NM_182919



TIGD5
NM_032862



TIGD6
NM_030953



TIMM10
NM_012456



TIMM10B
NM_012192



TIMM13
NM_012458



TIMM17A
NM_006335



TIMM17B
NM_005834



TIMM21
NM_014177



TIMM22
NM_013337



TIMM44
NM_006351



TIMM50
NM_001001563



TIMM8B
NM_012459



TIMM9
NM_012460



TIMMDC1
NM_016589



TINF2
NM_012461



TIPRL
NM_152902



TJAP1
NM_080604



TLE1
NM_080604



TLKI
NM_005077



TM2D1
NM_032027



TM2D2
NM_031940



TM2D3
NM_025141



TM9SF1
NM_006405



TM9SF2
NM_004800



TM9SF3
NM_020123



TM9SF4
NM_014742



TMBIM1
NM_022152



TMBIM4
NM_016056



TMBIM6
NM_003217



TMCC1
NM_001017395



TMCO1
NM_019026



TMCO3
NM_017905



TMED1
NM_006858



TMED10
NM_006827



TMED2
NM_006815



TMED4
NM_182547



TMED5
NM_016040



TMED7
NM_181836



TMED7-TICAM2
NM_001164468



TMED9
NM_017510



TMEM101
NM_032376



TMEM106B
NM_018374



THEM106C
NM_024056



TMEM115
NM_007024



THEM120A
NM_031925



TMEM126A
NM_032273



TMEM127
NM_017849



TMEM128
NM_032927



TMEM129
NM_138385



TMEM131
NM_015348



TMEM134
NM_025124



TMEM141
NM_032928



TMEM147
NM_032635



TMEM14B
NM_030969



TMEM14C
NM_016462



TMEM161A
NM_017814



TMEM167B
NM_020141



TMEM168
NM_022484



TMEM177
NM_030577



TMEM179B
NM_199337



TMEM18
NM_152834



TMEM184C
NM_018241



TMEM185B
NM_024121



TMEM186
NM_015421



TMEM187
NM_003492



TMEM189
NM_199129



TMEM189-
NM_199203



UBE2V1



TMEM19
NM_018279



TMEM192
NM_001100389



TMEM199
NM_152464



TMEM203
NM_053045



TMEM205
NM_033408



TMEM214
NM_017727



TMEM219
NM_194280



TMEM222
NM_032125



TMEM223
NM_001080501



TMEM230
NM_014145



TMEM242
NM_018452



TMEM248
NM_017994



TMEM251
NM_015676



TMEM256
NM_152766



TMEM258
NM_014206



TMEM259
NM_033420



TMEM30A
NM_018247



TMEM33
NM_018126



TMEM39A
NM_018266



TMEM41A
NM_080652



TMEM41B
NM_015012



TMEM42
NM_144638



TMEM5
NM_014254



TMEM50A
NM_014313



TMEM50B
NM_006134



TMEM55B
NM_144568



TMEM57
NM_018202



TMEM59
NM_004872



TMEM60
NM_032936



TMEM62
NM_024956



TMEM63B
NM_018426



TMEM64
NM_001008495



TMEM66
NM_016127



TMEM69
NM_016486



TMEM70
NM_017866



TMEM81
NM_203376



TMEM87A
NM_001110503



TMEM9
NM_016456



TMEM9B
NM_020644



TMF1
NM_007114



TMLHE
NM_018196



TMPO
NM_001032284



TMUB1
NM_031434



TMUB2
NM_024107



TMX1
NM_030722



TMX2
NM_015959



TMX4
NM_021156



TNFAIP1
NM_021137



TNFAIP8L2-
NM_001204848



SCNM1



TNIP1
NM_006058



TNKS2
NM_025235



TNPO1
NM_002270



TNPO3
NM_012470



TNRC6A
NM_014494



TOB1
NM_005749



TOLLIP
NM_019009



TOMM20
NM_014765



TOMM22
NM_020243



TOMM40
NM_006114



TOMM5
NM_001001790



TOMM6
NM_001334493



TOMM7
NM_019059



TOMM70A
NM_014820



TOP1
NM_003286



TOP2B
NM_001068



TOPORS
NM_005802



TOR1A
NM_000113



TOR1A1P2
NM_022347



TOR1B
NM_014506



TOR3A
NM_022371



TOX4
NM_014828



TP53RK
NM_033550



TPCN1
NM_017901



TPD52L2
NM_003288



TPGS1
NM_033513



TPI1
NM_000365



TPP2
NM_003291



TPRA1
NM_001136053



TPRG1L
NM_183752



TPRKB
NM_016058



TPRN
NM_001128228



TPST2
NM_003595



TRA2A
NM_013293



TRA2B
NM_004593



TRAF6
NM_004620



TRAF7
NM_032271



TRAP1
NM_001272049



TRAPPC1
NM_021210



TRAPPC10
NM_003274



TRAPPC11
NM_021942



TRAPPC12
NM_016030



TRAPPC13
NM_024941



TRAPPC2L
NM_016209



TRAPPC3
NM_014408



TRAPPC4
NM_016146



TRAPPC5
NM_174894



TRAPPC6B
NM_177452



TRAPPC8
NM_014939



TRAPPC9
NM_031466



TRIAP1
NM_016399



TRIM26
NM_003449



TRIM27
NM_006510



TRIM28
NM_005762



TRIM3
NM_006458



TRIM39
NM_021253



TRIM39-RPP21
NM_001199119



TRIM41
NM_033549



TRIM44
NM_017583



TRIM56
NM_030961



TRIM65
NM_173547



TRIM8
NM_030912



TRIP12
NM_004238



TRIP4
NM_016213



TRMT1
NM_017722



TRMT10C
NM_017819



TRMT112
NM_016404



TRMT12
NM_017956



TRMT1L
NM_030934



TRMT2A
NM_022727



TRNAU1AP
NM_017846



TRNT1
NM_182916



TRPC4AP
NM_015638



TRPT1
NM_031472



TRUB2
NM_015679



TSC2
NM_000548



TSEN15
NM_052965



TSEN34
NM_024075



TSFM
NM_005726



TSG101
NM_006292



TSN
NM_004622



TSNAX
NM_005999



TSPAN17
NM_012171



TSPAN31
NM_005981



TSPYL1
NM_003309



TSR1
NM_018128



TSR2
NM_058163



TSR3
NM_001001410



TSSC4
NM_005706



TSTA3
NM_003313



TSTD2
NM_139246



TTC1
NM_003314



TTC17
NM_018259



TTC19
NM_001271420



TTC32
NM_001008237



TTC33
NM_012382



TTC37
NM_014639



TTC4
NM_004623



TTC7B
NM_001010854



TTC9C
NM_173810



TTI1
NM_014657



TTI2
NM_025115



TUBA1B
NM_006082



TUBA1C
NM_032704



TUBB
NM_178014



TUBD1
NM_001193612



TUBGCP2
NM_006659



TUBGCP4
NM_014444



TUFM
NM_003321



TUSC2
NM_007275



TUT1
NM_022830



TVP23B
NM_016078



TXLNA
NM_175852



TXLNG
NM_018360



TXN2
NM_012473



TXNDC11
NM_015914



TXNDC12
NM_015913



TXNDC15
NM_024715



TXNDC17
NM_032731



TXNDC9
NM_005783



TXNL1
NM_004786



TXNL4A
NM_006701



TXNL4B
NM_017853



TXNRD1
NM_003330



TYK2
NM_003331



TYW1
NM_018264



U2AF1
NM_006758



U2AF1L4
NM_144987



U2AF2
NM_007279



UAP1
NM_003115



UBA1
NM_003334



UBA2
NM_005499



UBA3
NM_003968



UBA5
NM_024818



UBA52
NM_003333



UBAC2
NM_177967



UBALD1
NM_145253



UBAP1
NM_016525



UBAP2L
NM_014847



UBB
NM_018955



UBC
NM_021009



UBE2A
NM_003336



UBE2B
NM_003337



UBE2D2
NM_003339



UBE2D3
NM_003340



UBE2D4
NM_015983



UBE2E1
NM_003341



UBE2E2
NM_152653



UBE2E3
NM_006357



UBE2F
NM_080678



UBE2G2
NM_003343



UBE2H
NM_003344



UBE2I
NM_003345



UBE2J1
NM_016021



UBE2J2
NM_058167



UBE2K
NM_005339



UBE2L3
NM_003347



UBE2M
NM_003969



UBE2N
NM_003348



UBE2NL
NM_001012989



UBE2Q1
NM_017582



UBE2R2
NM_017311



UBE2V1
NM_021988



UBE2V2
NM_003350



UBE2W
NM_018299



UBE2Z
NM_023079



UBE3A
NM_000462



UBE3B
NM_130466



UBE3C
NM_014671



UBE4A
NM_004788



UBE4B
NM_006048



UBFD1
NM_019116



UBIAD1
NM_013319



UBL3
NM_007106



UBL4A
NM_014235



UBL5
NM_024292



UBL7
NM_032907



UBOX5
NM_014948



UBP1
NM_014517



UBQLN1
NM_013438



UBQLN2
NM_013444



UBQLN4
NM_020131



UBR2
NM_015255



UBR7
NM_175748



UBTD1
NM_024954



UBTF
NM_014233



UBXN2A
NM_181713



UBXN4
NM_014607



UBXN6
NM_025241



UCHL3
NM_006002



UCHL5
NM_015984



UCK1
NM_031432



UCK2
NM_012474



UCKL1
NM_017859



UEVLD
NM_001040697



UFC1
NM_016406



UFD1L
NM_005659



UFL1
NM_015323



UFSP2
NM_018359



UGP2
NM_006759



UHRF1BP1L
NM_015054



ULK1
NM_003565



ULK3
NM_001099436



UNC50
NM_014044



UNG
NM_003362



UPF1
NM_002911



UPF2
NM_015542



UPF3B
NM_023010



UPRT
NM_145052



UQCC
NM_018244



UQCR10
NM_013387



UQCR11
NM_006830



UQCRB
NM_006294



UQCRC1
NM_003365



UQCRC2
NM_003366



UQCRHL
NM_001089591



UQCRQ
NM_014402



URGCP
NM_001077664



URI1
NM_003796



URM1
NM_030914



UROD
NM_000374



UROS
NM_000375



USB1
NM_024598



USE1
NM_018467



USF1
NM_207005



USF2
NM_003367



USP10
NM_005153



USP14
NM_005151



USP16
NM_006447



USP19
NM_006677



USP22
NM_015276



USP25
NM_013396



USP27X
NM_001145073



USP33
NM_015017



USP38
NM_032557



USP39
NM_006590



USP4
NM_003363



USP47
NM_017944



USP5
NM_003481



USP7
NM_003470



USP8
NM_005154



USP9X
NM_001039590



UTP11L
NM_016037



UTP14A
NM_006649



UTP14C
NM_021645



UTP15
NM_032175



UTP23
NM_032334



UTP3
NM_020368



UTP6
NM_018428



UXS1
NM_025076



UXT
NM_004182



VAC14
NM_018052



VAMP3
NM_004781



VAMP5
NM_006634



VAPA
NM_003574



VAPB
NM_004738



VARS2
NM_020442



VBP1
NM_003372



VCP
NM_007126



VDAC3
NM_005662



VEZT
NM_017599



VIMP
NM_018445



VMA21
NM_001017980



VPS16
NM_022575



VPS18
NM_020857



VPS25
NM_032353



VPS26A
NM_004896



VPS26B
NM_052875



VPS28
NM_016208



VPS29
NM_016226



VPS33A
NM_022916



VPS36
NM_016075



VPS37A
NM_152415



VPS4A
NM_013245



VPS51
NM_013265



VPS52
NM_022553



VPS53
NM_018289



VPS72
NM_005997



VRK2
NM_006296



VRK3
NM_016440



VTA1
NM_016485



VTI1A
NM_145206



VTI1B
NM_006370



WAC
NM_016628



WAPAL
NM_015045



WARS2
NM_015836



WBP11
NM_016312



WBP1L
NM_017787



WBP2
NM_012478



WBP4
NM_007187



WBSCR22
NM_017528



WDR1
NM_005112



WDR12
NM_018256



WDR13
NM_017883



WDR18
NM_024100



WDR20
NM_144574



WDR24
NM_032259



WDR25
NM_024515



WDR26
NM_025160



WDR3
NM_006784



WDR33
NM_018383



WDR36
NM_139281



WDR41
NM_018268



WDR43
NM_015131



WDR44
NM_019045



WDR45
NM_007075



WDR45B
NM_019613



WDR46
NM_005452



WDR55
NM_017706



WDR59
NM_030581



WDR5B
NM_019069



WDR6
NM_018031



WDR61
NM_025234



WDR70
NM_018034



WDR73
NM_032856



WDR74
NM_018093



WDR75
NM_032168



WDR77
NM_024102



WDR81
NM_152348



WDR83OS
NM_016148



WDR85
NM_138778



WDR89
NM_080666



WDTC1
NM_015023



WIBG
NM_032345



WIPI2
NM_015610



WIZ
NM_021241



WRAP53
NM_018081



WRB
NM_004627



WRNIP1
NM_020135



WSB2
NM_018639



WTAP
NM_004906



WTH3DI
NM_001077637



WWP1
NM_007013



WWP2
NM_007014



XIAP
NM_001167



XPA
NM_000380



XPC
NM_001145769



XPNPEP1
NM_020383



XPQ1
NM_003400



XPO7
NM_015024



XPOT
NM_007235



XRCC5
NM_021141



XRCC6
NM_001469



XYLT2
NM_022167



YAF2
NM_005748



YARS
NM_003680



YARS2
NM_001040436



YIF1A
NM_020470



YIF1B
NM_033557



YIPF1
NM_018982



YIPF3
NM_015388



YIPF4
NM_032312



YIPF5
NM_030799



YIPF6
NM_173834



YKT6
NM_006555



YME1L1
NM_014263



YPEL2
NM_001005404



YRDC
NM_024640



YTHDC1
NM_133370



YTHDF1
NM_017798



YTHDF2
NM_016258



YTHDF3
NM_152758



YWHAB
NM_003404



YWHAE
NM_006761



YY1
NM_003403



YY1AP1
NM_018253



ZADH2
NM_175907



ZBED4
NM_014838



ZBED6
NM_001174108



ZBTB1
NM_014950



ZBTB10
NM_023929



ZBTB11
NM_014415



ZBTB14
NM_003409



ZBTB17
NM_003443



ZBTB18
NM_006352



ZBTB21
NM_020727



ZBTB25
NM_006977



ZBTB33
NM_006777



ZBTB39
NM_014830



ZBTB44
NM_014155



ZBTB45
NM_032792



ZBTB5
NM_014872



ZBTB6
NM_006626



ZBTB7A
NM_015898



ZBTB80S
NM_178547



ZC3H10
NM_032786



ZC3H11A
NM_014827



ZC3H13
NM_015070



ZC3H15
NM_018471



ZC3H18
NM_144604



ZC3H3
NM_015117



ZC3H7A
NM_014153



ZC3H7B
NM_017590



ZCCHC10
NM_017665



ZCCHC11
NM_015269



ZCCHC3
NM_033089



ZCCHC7
NM_032226



ZCCHC9
NM_032280



ZCRB1
NM_033114



ZDHHC14
NM_024630



ZDHHC16
NM_198044



ZDHHC2
NM_016353



ZDHHC3
NM_016598



ZDHHC4
NM_018106



ZDHHC5
NM_015457



ZDHHC8
NM_013373



ZFAND1
NM_024699



ZFAND2B
NM_138802



ZFAND3
NM_021943



ZFAND5
NM_006007



ZFAND6
NM_019006



ZFP91
NM_053023



ZFPL1
NM_006782



ZFR
NM_016107



ZFYVE1
NM_021260



AFYVE19
NM_032850



ZFYVE27
NM_144588



ZGPAT
NM_032527



ZHX1
NM_007222



ZHX1-C8ORF76
NM_001204180



ZHX2
NM_014943



ZHX3
NM_015035



ZKSCAN1
NM_003439



ZMAT2
NM_144723



ZMAT3
NM_022470



ZMAT5
NM_019103



ZMPSTE24
NM_005857



ZMYM2
NM_003453



ZMYND11
NM_006624



ZNF121
NM_001008727



ZNF131
NM_003432



ZNF134
NM_003435



ZNF138
NM_001271649



ZNF142
NM_001005537



ZNF143
NM_003442



ZNF146
NM_007145



ZNF174
NM_003450



ZNF181
NM_001029997



ZNF189
NM_197977



ZNF195
NM_007152



ZNF197
NM_006991



ZNF207
NM_003457



ZNF22
NM_006963



ZNF226
NM_015919



ZNF232
NM_014519



ZNF24
NM_006965



ZNF259
NM_003904



ZNF274
NM_016324



ZNF277
NM_021994



ZNF280D
NM_017661



ZNF281
NM_012482



ZNF3
NM_017715



ZNF32
NM_006973



ZNF322
NM_024639



ZNF326
NM_182976



ZNF330
NM_014487



ZNF335
NM_022095



ZNF33A
NM_006954



ZNF343
NM_024325



ZNF347
NM_032584



ZNF37A
NM_003421



ZNF384
NM_133476



ZNF394
NM_032164



ZNF397
NM_001135178



ZNF398
NM_020781



ZNF408
NM_024741



ZNF41
NM_007130



ZNF410
NM_021188



ZNF414
NM_032370



ZNF419
NM_024691



ZNF438
NM_182755



ZNF444
NM_018337



ZNF446
NM_017908



ZNF48
NM_152652



ZNF480
NM_144684



ZNF491
NM_152356



ZNF506
NM_001099269



ZNF507
NM_014910



ZNF513
NM_001201459



ZNF518A
NM_014803



ZNF526
NM_133444



ZNF561
NM_152289



ZNF574
NM_022752



ZNF576
NM_024327



ZNF579
NM_152600



ZNF580
NM_016202



ZNF592
NM_014630



ZNF593
NM_015871



ZNF598
NM_178167



ZNF620
NM_001056167



ZNF622
NM_033414



ZNF623
NM_014789



ZNF638
NM_014497



ZNF639
NM_016331



ZNF641
NM_152320



ZNF644
NM_016620



ZNF649
NM_023074



ZNF654
NM_018293



ZNF655
NM_138494



ZNF664
NM_152437



ZNF668
NM_024706



ZNF672
NM_024836



ZNF687
NM_020832



ZNF688
NM_145271



ZNF691
NM_015911



ZNF7
NM_003416



ZNF706
NM_016096



ZNF721
NM_133474



ZNF740
NM_001004304



ZNF76
NM_003427



ZNF764
NM_033410



ZNF770
NM_014106



ZNF777
NM_015694



ZNF787
NM_001002836



ZNF805
NM_001145078



ZNF814
NM_001144989



ZNF830
NM_052857



ZNF865
NM_001195605



ZNF91
NM_003430



ZNHIT1
NM_006349



ZNHIT3
NM_004773



ZNRD1
NM_014596



ZRANB1
NM_017580



ZRANB2
NM_005455



ZSCAN21
NM_145914



ZSCAN29
NM_152455



ZSCAN32
NM_017810



ZSWIM1
NM_080603



ZSWIM7
NM_001042697



ZSWIM8
NM_015037



ZW10
NM_004724



ZXDA
NM_007156



ZXDB
NM_007157



ZZZ3
NM_015534






















TABLE 3







ALYREF
DHX9
KPNB1
POLR21
RPA2
SNRPG


ARCN1
DNM2
LIAS
POMGNT2
RPL10A
SNU13


ATF7
DYNLRB1
LRRC59
PPP2R1A
RPL11
SON


ATP6V0D1
EEF2
LSM3
PPP5C
RPL14
SRSF1


BCL2L1
EFTUD2
LSM4
PRPF18
RPL27
SRSF3


BRIX1
EIF2B4
LSM5
PRPF19
RPL30
SUPT5H


C12orf66
EIF2S2
LSM6
PRPF3
RPL31
SUPT6H


C14orf2
EIF3A
MAPK6
PRPF31
RPL32
SUPV3L1


C16orf72
EIF3B
MAPKAP1
PRPF8
RPL34
TAF10


CARS2
EIF3D
MEN1
PRUNE
RPL35
TFCP2


CCNL1
EIF3E
MRPS31
PSMA1
RPL35A
TFIP11


CCT3
EIF3G
MSANTD3
PSMA2
RPL4
THOP1


CCT4
EIF3I
NACA
PSMA3
RPL6
TIMM10


CCT6A
EIF4A3
NAPA
PSMA6
RPN2
TIMM50


CCT7
EIF5B
NDUFV2
PSMB2
RPS13
TMEM5


CCT8
EIF6
NEDD8
PSMB3
RPS24
TSG101


CDC40
ELP4
NUDT21
PSMB1
RPS5
TSTA3


CDC5L
ERH
NUP133
PSMB7
RPS6
TUBA1B


CHD4
ETF1
NUP54
PSMC2
RRM1
TUBA1C


CHMP2A
EX0SC10
NXF1
PSMC3
RUVBL1
TUBB


CLTC
FIP1LI
0AZ2
PSMC4
SDAD1
TUBGCP2


CNOT3
FLAD1
PABPN1
PSMD1
SEC61A1
U2AF1


COPA
FTSJ3
PAPOLA
PSMD11
SF3A1
U2AF2


COPB1
FUBP1
PCBP2
PSMD12
SF3B1
UBA1


COFB2
GNL3
PELP1
PSMD3
SF3B2
UBB


COPS2
HAUS7
PFDN2
PSMD6
SF3B3
USP39


COPS4
EDAC3
PHB
PSMD7
SF3B4
VCP


COPS6
HNRNPC
PHB2
PSMD8
SF3B5
VPS28


COPS8
HNRNPK
PHF5A
PUF60
SKIV2L2
WBP11


COPZ1
HNRNPL
PI4KA
QARS
SNAPC3
WDR12


DARS
HNRNPM
PLIN3
RALY
SNRNP200
WDR61


DDB1
HNRNPU
PLRG1
RAN
SNRNP27
WWP2


DDX18
HSPA9
PNPT1
RANBP2
SNRNP70
XP01


DDX41
IARS2
POLR2A
RBM14
SNRPC
YY1


DDX46
ICK
POLR2D
RBM17
SNRPD1
ZC3H13


DDX49
KARS
POLR2F
RBM39
SNRPD2
ZNF207


ZNF22
ZNF24









1-2. Selection of Cancer Cell Line and Target Mutation


Gene mutations common to the selected gene sets were extracted using WES/WGS public data of various cancer cell lines from cancer databases of Cancer Cell Line Encyclopedia (CCLE), National Cancer Institute (NCI), and Catalogue of Somatic Mutations in Cancer (COSMIC).


1-3. siRNA Synthesis


To inhibit protein expression of the cancer cell line mutant genes selected in Example 1-2, siRNAs were designed. Real time RT-PCR primers and probes for examining expression inhibitory efficiency of siRNAs were also designed such that they specifically react with only the mutant genes, and the results are shown in Table 4 below.



















TABLE 4








Gene.


hg19.mut.






no
cell line
Tissue
name
refseq.id
chr
pos
aa
wild
mutant
siRNA

























1
SNU-387
liver
CNOT3
NM_014516
chr10
54656673
p.D658D
C
T
CACTCGGATACTGTGGAAT





2
RD
soft_
CNOT3
NM_014516
chr19
54649456
p.K202K
G
A
GCAAAATCAAGGACGACGT




tissue













3
PANC-08-13
pancreas
DDX46
NM_014829
chr5
134109517
p.K193K
A
G
GAGATGAAGCAAGGGAAAA





4
NCI-H820
lung
DDX49
NM_019070
chr19
19030598
p.Q16Q
A
G
CGTGGAACAGTGTCGGCAG





5
Calu-3
lung
HNRNPK
NM_031263
chr9
86585178
p.S420S
G
A
CGGGAGCTTCAATCAAAAT





6
NCI-H820

NXF1
NM_006362
chr11
62564024
P.Y398Y
C
T
CAATTTATGACTCTGGAGA





7
NCI-H69
lung
SNRNP200
NM_014014
chr2
96950285
p.L1401L
C
A
GGACAGGCTAAACAAGAAG





8
NCI-H69

ZC3H13
NM_015070
chr13
46543189
p.R1164R
C
A
CACAGAACAAGAGTAGAAA





9
MDA-MB-231
breast
KARS
NM_005548
chr16
75663394
p.V490V
G
C
GGTGTTTGTGATGAAGAAA





10
SK_OV_3
ovary:
EIF3D
NM_003753
chr22
36912832
p.K332K
C
T
GGGAAAGAAAGATACAACT




ascites









1-4. Examination of Inhibition of Protein Expression of Cancer Cell Line Mutant Genes by siRNA


(1) RD Cell Line


To examine whether protein expression of target genes in cancer cell lines was inhibited by siRNAs designed in Example 1-3, Western blotting was performed. In detail, each 25 nM of Cont siRNA and CNOT3 siRNA designed in Example 3 were added to RD cells, respectively, followed by incubation for 24 hr. Thereafter, the incubated cells were harvested and proteins were extracted therefrom. Western blotting was performed to examine changes in CNOT3 gene expression.


As a result, as shown in FIG. 4, the effect of CNOT3 siRNA on CNOT3 gene expression was confirmed in the soft tissue cell line treated with CNOT3 siRNA.


(2) NCI-H69 Cell Line


Experiments were performed in the same manner as in (1), except that NCI-H69 cell line and ZC3H13 siRNA were used.


As a result, as shown in FIG. 4, the inhibitory effect of ZC3H13 siRNA on ZC3H13 gene expression was confirmed in the lung cancer cell line treated with ZC3H13 siRNA.


(3) MDAMB-231 Cell Line


Experiments were performed in the same manner as in (1), except that MDAMB-231 cell line and KARS siRNA were used.


As a result, as shown in FIG. 4, the inhibitory effect of KARS siRNA on KARS gene expression was confirmed in the breast cancer cell line treated with KARS siRNA.


(4) SK-OV-3 Cell Line


Experiments were performed in the same manner as in (1), except that SK-OV-3 cell line and EIF3D siRNA were used.


As a result, as shown in FIG. 4, the inhibitory effect of EIF3D siRNA on SK-OV-3 gene expression was confirmed in the ovarian cancer cell line treated with EIF3D siRNA.


1-5. Examination of cytotoxicity of siRNA


(1) RD Cell Line


To examine effects of the siRNAs designed in Example 1-3 on cancer cell death, RD cells were treated with CNOT siRNA, and then changes in the increase rate of cytotoxicity were examined. In detail, RD cells were seeded at a density of 1×105 cells/ml in a 6-well plate, and then each 25 nM of Cont siRNA and CNOT siRNA were added thereto, followed by incubation for 24 hr. Thereafter, annexin V staining was performed, and the increase rate of cytotoxicity was examined using a FACSCalibur flow cytometer (Becton Dickinson). Then, the increase rate of cytotoxicity was examined by measuring absorbance at 490 nm using a Pierce LDH Cytotoxicity Assay Kit (thermo scientific) which is a product to measure cell damage using lactate dehydrogenase (LDH) released from cells.


As a result, as shown in FIG. 5, it was confirmed that cytotoxicity was more increased in CNOT siRNA-treated cells.


(2) NCI-H69 Cell Line


Experiments were performed in the same manner as in (1), except that NCI-H69 cell line and ZC3H13 siRNA were used.


As a result, as shown in FIG. 5, it was confirmed that cytotoxicity was more increased in ZC3H13 siRNA-treated cells.


(3) MDAMB-231 Cell Line


Experiments were performed in the same manner as in (1), except that MDAMB-231 cell line and KARS siRNA were used.


As a result, as shown in FIG. 5, it was confirmed that cytotoxicity was more increased in KARS siRNA-treated cells.


(4) SK-OV-3 Cell Line


Experiments were performed in the same manner as in (1), except that SK-OV-3 cell line and EIF3D siRNA were used.


As a result, as shown in FIG. 5, it was confirmed that cytotoxicity was more increased in EIF3D siRNA-treated cells.


In other words, it was confirmed that cytotoxicity was increased in cells treated with siRNA against the target, indicating that the gene panel according to one specific embodiment may be usefully applied to a targeted therapy for an individual.


Example 2. Personalized Therapy

2-1. Target Capture and Library Construction


For NGS experiment, genomic DNAs were isolated from cancer tissue specimens (tissue, blood, FFPE, FNA, etc.) derived from various cancer patients using a QiAmp DNA Mini kit (Qiagen, Valencia, Calif., USA). Thereafter, concentrations, purities, and degradation of the isolated genomic DNAs were determined using a Nanodrop 8000 UV-Vis spectrometer (Thermo Scientific Inc., DE, USA), a Qubit 2.0 Fluorometer (Life technologies Inc., Grand Island, N.Y., USA), and a 2200 TapeStation Instrument (Aglient Technologies, Santa Clara, Calif., USA). Specimens meeting the QC criteria were used in subsequent experiments.


The genomic DNA (˜250 ng) obtained from each tissue was subjected to shearing using Covaris S220 (Covaris, MA, USA), and then subjected to end-repair, A-tailing, paired-end adaptor ligation and amplification to construct sequencing libraries. To capture 220 genomic regions selected in Example 1, reaction was allowed using a composition containing all the prepared polynucleotides for a hybridization time of 24 hr at 65° C., and the genomic DNA library fragments captured by the hybridization were purified. Binding property of biotin and streptavidin attached to polynucleotides was used in the purification. In detail, after binding the streptavidin coated with magnetic beads and biotin attached to the captured library fragments, the captured library fragments were separated from the mixture using a magnetic force. Thereafter, the purified gene DNA library fragments were amplified in a PCR equipment with an index barcode tag, and the conditions are shown in Table 5 below.













TABLE 5







Stage
Temperature
Time









1
98° C.
45 sec



2
98° C.
15 sec



3
60° C.
30 sec



4
72° C.
30 sec







Repeating 2~3 stages for a total of 13 times.











6
72° C.
 5 min



7
 4° C.
Storage










2-2. Sequencing


The gene fragments captured in Example 2-1 were injected into an NGS instrument (Miseq, illumina, USA), and sequence information of each DNA fragment was obtained and aligned, thereby obtaining sequence information about each gene in the cancer sample. Sequencing reaction was performed using a TruSeq Rapid PE Cluster kit and a TruSeq Rapid SBS kit (Illumina, USA) under 100 bp paired-end conditions.


2-3. Variant Calling


Data of sequencing reads obtained in Example 2-2 were aligned to UCSC hg19 reference genome (http://genome.ucsc.edu) using Burrows-Wheeler Aligner (BWA) algorithm. PCR duplication was removed using a Picard-tools-1.8 (http://picard.sourceforge.net/), and single nucleotide variation (SNV) was identified using GATK-2.2.9 algorithm.


The above descriptions of the present disclosure are for illustrative purposes only. It will be understood by those skilled in the art that the present disclosure may be implemented in a different specific form without changing the technical spirit or essential characteristics thereof. Therefore, it should be understood that the above embodiments are not limitative, but illustrative in all aspects.

Claims
  • 1. A gene panel for personalized medicine, the gene panel comprising 10 or more consecutive polynucleotides comprising mutations of polynucleotides of genes listed in Table 3 below, or complementary polynucleotides thereof:
  • 2. The gene panel for personalized medicine of claim 1, wherein the polynucleotides are primers, probes, or antisense nucleic acids.
  • 3. The gene panel for personalized medicine of claim 1, wherein the polynucleotides are labeled with a detectable label.
  • 4. The gene panel for personalized medicine of claim 1, wherein the mutations are silent mutations.
  • 5. The gene panel for personalized medicine of claim 1, wherein the mutations of the polynucleotides are T at position of hg19. 54656673 in SEQ ID NO: 1, A at position of hg19. 54649456 in SEQ ID NO: 2, G at position of hg19. 134109517 in SEQ ID NO: 3, G at position of hg19. 19030598 in SEQ ID NO: 4, A at position of hg19. 86585178 in SEQ ID NO: 5, T at position of hg19. 62564024 in SEQ ID NO: 6, A at position of hg19. 96950285 in SEQ ID NO: 7, A at position of hg19. 46543189 in SEQ ID NO: 8, C at position of hg19. 75663394 in SEQ ID NO: 9, and T at position of hg19. 36912832 in SEQ ID NO: 10.
  • 6. The gene panel for personalized medicine of claim 1, wherein the gene panel is for targeted treatment of cancer or an intractable disease.
  • 7. The gene panel for personalized medicine of claim 6, wherein the cancer is selected from the group consisting of brain cancer, gastric cancer, lung cancer, breast cancer, ovarian cancer, liver cancer, bronchial cancer, nasopharyngeal cancer, laryngeal cancer, esophageal cancer, pancreatic cancer, bladder cancer, prostate cancer, colorectal cancer, colon cancer, bone cancer, skin cancer, thyroid cancer, parathyroid cancer, ureter cancer, and cervical cancer.
  • 8. The gene panel for personalized medicine of claim 6, wherein the intractable disease is selected from the group consisting of albinism, alcaptonuria, lactose intolerance, hereditary hemorrhagic telangiectasia, thalassemia, congenital dyserythropoietic anaemia, Evans syndrome, pituitary hypofunction, Huntington's disease, hereditary motor sensory neuropathy, and other autonomic nervous system disorders.
  • 9. A method of constructing a gene panel for personalized medicine, the method comprising constructing a target gene set by screening the intersection of essential genes and constitutive genes.
  • 10. The method of constructing a gene panel for personalized medicine of claim 9, the method comprising extracting mutant genes common to the target gene set from a plurality of public cell line databases, and collecting base sequence information of the mutant genes; and verifying each mutant gene from the base sequence information of the mutant genes.
  • 11. A method of providing information for personalized treatment, the method comprising detecting mutations of the gene panel defined in claim 1 in a biological sample isolated from an individual; andfrom the detection results, determining, as a treatment target for the individual, genes in which mutations have occurred.
  • 12. The method of providing information for personalized treatment of claim 11, wherein when the mutations of the gene panel are T at position of hg19. 54656673 in SEQ ID NO: 1, A at position of hg19. 54649456 in SEQ ID NO: 2, G at position of hg19. 134109517 in SEQ ID NO: 3, G at position of hg19. 19030598 in SEQ ID NO: 4, A at position of hg19. 86585178 in SEQ ID NO: 5, T at position of hg19. 62564024 in SEQ ID NO: 6, A at position of hg19. 96950285 in SEQ ID NO: 7, A at position of hg19. 46543189 in SEQ ID NO: 8, Cat position of hg19. 75663394 in SEQ ID NO: 9, and T at position of hg19. 36912832 in SEQ ID NO: 10, it is determined that the individual belongs to a group with a high risk of developing cancer caused by gene mutations.
Priority Claims (1)
Number Date Country Kind
10-2018-0013081 Feb 2018 KR national
PCT Information
Filing Document Filing Date Country Kind
PCT/KR2019/001247 1/30/2019 WO 00