Data Description
This is a gene disease dataset set. This has been published by Carlos Castillo, a computer scientist based out o Barcelona Spain.The dataset has been used to teach network analysis to students at the university. The dataset was a result of the research conducted by Goh, K. I., Cusick, M. E., Valle, D., Childs, B., Vidal, M., & Barabási, A. L. (2007). “The human disease network”. Proceedings of the National Academy of Sciences, 104(21), 8685-8690. (https://doi.org/10.1073/pnas.0701361104). The effort here is to understand that many diseases may have common genetic origin. Hence, we want to find out which are those genes that may be connected by common among disorders. Therefore, here we will look Gene to Gene network. Below are the features of the data set:
- Disorder ID
- Disorder Name
- Comma-separated list of Genes
- The OMIM ID (Online Mendelian Inheritance in Man) of this disorder
- The location in the Chromosome
- A disorder Class indicating the physiological system that is affected
We will only use the below two features:
- Disorder Name
- Comma-separated list of Genes
Using these two features a bi-partite adjacency matrix will be created which then will be converted to one to one mode (Gene to Gene) by matrix operation. The disorder name would be pivoted in the data set to get the bi-partite matrix in place.
library(readr)
urlfile = ("https://raw.githubusercontent.com/chatox/networks-science-course/master/practicum/data/disease-genes.csv")
geny = read_csv(url(urlfile))
knitr::kable(head(geny))
| ID | Name | Genes | OMIM ID | Chromosome | Class |
|---|---|---|---|---|---|
| 1 | 17,20-lyase deficiency, isolated | CYP17A1, CYP17, P450C17 | 609300 | 10q24.3 | Endocrine |
| 1 | 17-alpha-hydroxylase/17,20-lyase deficiency | CYP17A1, CYP17, P450C17 | 609300 | 10q24.3 | Endocrine |
| 3 | 2-methyl-3-hydroxybutyryl-CoA dehydrogenase deficiency | HADH2, ERAB | 300256 | Xp11.2 | Metabolic |
| 4 | 2-methylbutyrylglycinuria | ACADSB | 600301 | 10q25-q26 | Metabolic |
| 5 | 3-beta-hydroxysteroid dehydrogenase, type II, deficiency | HSD3B2 | 201810 | 1p13.1 | Metabolic |
| 6 | 3-hydroxyacyl-CoA dehydrogenase deficiency | HADHSC, SCHAD | 601609 | 4q22-q26 | Metabolic |
Cleaning the Genes column in dataset
library(stringr)
# Genes is character column and we need to split each row into list of genes
# strsplit() will split the character to list of characters
geny$Genes <- strsplit(geny$Genes, split = ", ")
head(geny)
# A tibble: 6 x 6
ID Name Genes `OMIM ID` Chromosome Class
<dbl> <chr> <lis> <dbl> <chr> <chr>
1 1 17,20-lyase deficiency, isol~ <chr> 609300 10q24.3 Endo~
2 1 17-alpha-hydroxylase/17,20-l~ <chr> 609300 10q24.3 Endo~
3 3 2-methyl-3-hydroxybutyryl-Co~ <chr> 300256 Xp11.2 Meta~
4 4 2-methylbutyrylglycinuria <chr> 600301 10q25-q26 Meta~
5 5 3-beta-hydroxysteroid dehydr~ <chr> 201810 1p13.1 Meta~
6 6 3-hydroxyacyl-CoA dehydrogen~ <chr> 601609 4q22-q26 Meta~# creating a new dataframe
geny_new <- geny[, c(2,3)]
colnames(geny_new)[1] <- "Disorder"
head(geny_new)
# A tibble: 6 x 2
Disorder Genes
<chr> <list>
1 17,20-lyase deficiency, isolated <chr [3]>
2 17-alpha-hydroxylase/17,20-lyase deficiency <chr [3]>
3 2-methyl-3-hydroxybutyryl-CoA dehydrogenase deficiency <chr [2]>
4 2-methylbutyrylglycinuria <chr [1]>
5 3-beta-hydroxysteroid dehydrogenase, type II, deficiency <chr [1]>
6 3-hydroxyacyl-CoA dehydrogenase deficiency <chr [2]># replicating rows for Genes having more than 1 gene per disease
library(tidyverse)
geny_new <- unnest(geny_new)
head(geny_new)
# A tibble: 6 x 2
Disorder Genes
<chr> <chr>
1 17,20-lyase deficiency, isolated CYP17A1
2 17,20-lyase deficiency, isolated CYP17
3 17,20-lyase deficiency, isolated P450C17
4 17-alpha-hydroxylase/17,20-lyase deficiency CYP17A1
5 17-alpha-hydroxylase/17,20-lyase deficiency CYP17
6 17-alpha-hydroxylase/17,20-lyase deficiency P450C17geny_new["count"] <- 1
admat <- geny_new %>%
pivot_wider(id_cols = Genes, names_from = Disorder, values_from = count, values_fn = list(count = ~1))
# take out first column, make it column name:
admat2 <- as.matrix(admat[,-1])
rownames(admat2) <- admat$Genes
# now admat2 is the bipartite adjacency matrix
# it can stay NA, too
admat2[is.na(admat2)] <- 0
# this is now weighted, each cell will show how many disorders the genes share.
adj_mat <- admat2 %*% t(admat2)
library(statnet)
library(igraph)
network.stat<-network(adj_mat, directed=F, matrix.type="adjacency", ignore.eval=FALSE, names.eval="weight")
print(network.stat)
Network attributes:
vertices = 3823
directed = FALSE
hyper = FALSE
loops = FALSE
multiple = FALSE
bipartite = FALSE
total edges= 6643
missing edges= 0
non-missing edges= 6643
Vertex attribute names:
vertex.names
Edge attribute names not shown The gene to gene network has below details:
- Number of Vertices = 3823
- Number of Edges = 6643
- It is an “undirected network”
- It is a “single mode network”
- The edges of the network are “weighted”
Extracting vertex attribute values from statnet object
# Extracting vertex attribute values from statnet object
head(network.stat %v% "vertex.names")
[1] "CYP17A1" "CYP17" "P450C17" "HADH2" "ERAB" "ACADSB" Extracting edge attribute values from statnet object
head(network.stat %e% "weight")
[1] 2 2 2 1 1 1Summarizing numeric network attribute
summary(network.stat %e% "weight")
Min. 1st Qu. Median Mean 3rd Qu. Max.
1.000 1.000 1.000 1.642 2.000 11.000 Classify all dyads in the network using statnet object
sna::dyad.census(network.stat)
Mut Asym Null
[1,] 6643 0 7299110- There are 6643 mutual relationships of gene to gene in the , which share common disorders
- There are no asymmetric gene to gene relationships
- There are 7299110 Null dyads
#Classify all triads in the networkusing statnet object
sna::triad.census(network.stat)
003 012 102 021D 021U 021C 111D 111U 030T 030C 201
[1,] 9279748342 0 25323442 0 0 0 0 0 0 0 7400
120D 120U 120C 210 300
[1,] 0 0 0 0 14887Global Transitivity
gtrans(network.stat)
[1] 0.857859Identifying the Isolates in the network
isolates(network.stat)
[1] 6 7 14 17 18 22 32 33 39 89 105 106 109
[14] 119 131 145 156 197 202 203 204 205 225 226 227 273
[27] 285 288 289 290 303 304 325 326 333 345 346 361 372
[40] 381 382 383 389 390 391 395 415 424 479 488 504 519
[53] 531 534 535 536 537 553 554 572 585 586 592 607 608
[66] 609 610 621 629 636 644 647 656 661 668 674 679 683
[79] 750 757 763 764 772 773 774 775 776 778 783 784 785
[92] 786 808 809 813 825 866 874 881 915 928 940 975 978
[105] 979 982 995 1029 1036 1043 1044 1061 1077 1090 1091 1092 1117
[118] 1144 1167 1197 1211 1244 1254 1255 1278 1296 1328 1343 1344 1366
[131] 1375 1379 1390 1391 1398 1399 1450 1453 1480 1492 1519 1527 1535
[144] 1552 1556 1583 1586 1587 1593 1598 1599 1602 1610 1639 1655 1658
[157] 1669 1682 1687 1698 1702 1708 1711 1725 1752 1771 1788 1792 1793
[170] 1794 1795 1796 1799 1812 1815 1816 1822 1823 1824 1825 1830 1851
[183] 1888 1889 1890 1895 1896 1910 1911 1912 1913 1914 1919 1920 1921
[196] 1927 1939 1950 1974 1989 1994 1995 1996 2004 2012 2013 2018 2019
[209] 2024 2025 2026 2027 2028 2029 2036 2037 2045 2056 2057 2058 2059
[222] 2062 2086 2087 2104 2105 2108 2109 2112 2125 2128 2133 2173 2174
[235] 2183 2184 2185 2187 2188 2217 2224 2227 2230 2231 2254 2262 2273
[248] 2279 2291 2294 2314 2315 2332 2333 2354 2364 2370 2371 2386 2402
[261] 2406 2427 2437 2446 2450 2456 2469 2472 2473 2478 2481 2515 2521
[274] 2529 2542 2565 2566 2580 2581 2582 2603 2612 2615 2628 2636 2637
[287] 2650 2651 2673 2702 2706 2707 2731 2751 2781 2782 2783 2784 2789
[300] 2790 2791 2796 2809 2814 2823 2824 2844 2851 2863 2878 2928 2935
[313] 2939 2948 2966 2971 2974 2987 2990 3041 3050 3059 3070 3071 3072
[326] 3086 3087 3099 3105 3119 3122 3161 3211 3212 3237 3244 3248 3249
[339] 3250 3251 3258 3264 3276 3279 3287 3291 3292 3310 3319 3327 3340
[352] 3349 3357 3358 3363 3364 3384 3395 3407 3417 3418 3430 3431 3434
[365] 3435 3446 3447 3467 3470 3471 3472 3473 3482 3486 3494 3496 3507
[378] 3525 3528 3529 3532 3542 3551 3566 3585 3600 3608 3612 3616 3617
[391] 3622 3639 3651 3652 3656 3657 3660 3668 3669 3674 3675 3689 3690
[404] 3714 3715 3726 3738 3748 3749 3750 3751 3752 3753 3756 3773 3788
[417] 3801 3802 3805 3822 3823There are 421 isolates in the network. 421 genes are not connected to any other gene.
Identifying the name of the Genes that are isoltes
#subset vertex.names attribute to get names of isolates
x <- as.vector(network.stat%v%'vertex.names')[c(isolates(network.stat))]
x
[1] "ACADSB" "HSD3B2" "AUH" "CUL7" "TPMT"
[6] "HLA-B" "CAT" "MDM2" "COL2A1" "EGFR"
[11] "ADA" "ADSL" "MEN1" "POR" "TBS19"
[16] "GCNT2" "FGA" "TYR" "ALDH2" "GABRA2"
[21] "ALDOA" "CYP11B2" "ACTN3" "ACAT1" "AMACR"
[26] "ENAM" "AMPD3" "APOA1" "GSN" "LYZ"
[31] "ALB" "MC1R" "NRAMP2" "SPTB" "COL3A1"
[36] "XPNPEP2" "HP" "AT3" "FGF10" "APOA2"
[41] "APOC3" "APOH" "VPS33B" "ARG1" "ASL"
[46] "DDC" "AGA" "ALOX5" "TF" "GATA4"
[51] "GLO1" "DRD4" "BBS1" "BBS7" "BBS2"
[56] "BBS4" "BBS5" "RFX5" "RFXAP" "BSND"
[61] "FTL" "SLC19A3" "MYF6" "GP1BA" "GP1BB"
[66] "GP9" "HLA-DPB1" "BTD" "HRAS" "TBXA2R"
[71] "ABO" "DAF" "AQP3" "KEL" "LW"
[76] "BSG" "RHCE" "XG" "PHB" "PLOD2"
[81] "MAOA" "MYC" "C1QA" "C1QB" "C1QG"
[86] "C1S" "C2" "C3" "C6" "C7"
[91] "C8B" "C9" "ASPA" "FGFR4" "CPS1"
[96] "SCO2" "TNNC1" "COX15" "MYH8" "CRYBB1"
[101] "CD8A" "CP" "CLN2" "CLN5" "CLN6"
[106] "CETP" "DNM2" "KIAA1985" "CHD7" "NSDHL"
[111] "CHIT" "LIPA" "EXT1" "CYBA" "NCF1"
[116] "NCF2" "ASS" "COH1" "ODC1" "BUB1"
[121] "NDUFS6" "ALG6" "ALG12" "ALG8" "PLG"
[126] "CPO" "IGBP1" "CPT1A" "CPT2" "HLA-DQB1"
[131] "INSL3" "ELN" "CTH" "CTNS" "D2HGD"
[136] "HSD17B4" "DFNA5" "MYO1A" "ESPN" "KIAA1199"
[141] "DRPLA" "WT1" "AQP2" "INSR" "GCK"
[146] "PTF1A" "AKT2" "IPF1" "VEGF" "LIG1"
[151] "TOP1" "DBH" "FAAH" "F2" "COL7A1"
[156] "EDARADD" "PKP1" "COL1A2" "SPTA1" "COX10"
[161] "TLR4" "ENO3" "EPX" "ITGA6" "ME2"
[166] "SYN1" "OPCML" "HBA1" "HBB" "HBA2"
[171] "EPOR" "LOR" "RNF6" "EXT2" "NPC1L1"
[176] "GLA" "MCFD2" "F7" "F10" "F11"
[181] "F13B" "FANCF" "LCAT" "FMO3" "KNG"
[186] "FSHB" "TDGF1" "FBP1" "ALDOB" "KHK"
[191] "FUCA1" "FUT6" "GALK1" "GALE" "GALT"
[196] "GAMT" "GBA" "CYP7B1" "DMBT1" "MC2R"
[201] "GCS1" "FTCD" "GCDH" "GK" "GNMT"
[206] "PHKG2" "G6PT1" "GAA" "GBE1" "GYS2"
[211] "PYGL" "PFKM" "GLB1" "GM2A" "KIAA1279"
[216] "DHH" "CTLA4" "MLPH" "GHRHR" "STAT5B"
[221] "IGF1" "OAT" "ELA2" "HMOX1" "AK1"
[226] "BPGM" "GPI" "HK1" "TPI1" "F5"
[231] "LIPC" "MET" "HMGCL" "HMGCS2" "TBX5"
[236] "CBS" "MTHFR" "HBG1" "HBG2" "EPHX2"
[241] "GLRB" "GLUD1" "APOC2" "AASS" "INS"
[246] "KCNMB1" "ADD1" "TSHR" "PAX9" "LHB"
[251] "PTH" "GCMB" "PAX8" "TSHB" "ICHYN"
[256] "IGHG2" "CD3E" "CD3G" "MYH2" "ITPA"
[261] "GABRB3" "IVD" "AHI1" "NAGA" "IGKC"
[266] "DSG1" "GALC" "LDHB" "PDX1" "GHR"
[271] "ALAD" "SURF1" "COL4A6" "TAL2" "ARNT"
[276] "AF1Q" "NUMA1" "BCL2" "TCRA" "ABL1"
[281] "LIG4" "STAR" "ECM1" "AKAP10" "LPA"
[286] "CILP" "RAP1GDS1" "BCL8" "VMD2" "MASP2"
[291] "PYGM" "XK" "NF2" "OPHN1" "ARSA"
[296] "COL10A1" "CYB5" "DIA1" "MMAA" "MMAB"
[301] "RFXANK" "MCPH1" "SIX6" "EDNRA" "TK2"
[306] "SUCLA2" "MYMY3" "GNPTAG" "HYAL1" "PHKA1"
[311] "IL12RB1" "MDS1" "CBFB" "AMPD1" "ECGF1"
[316] "ITGA7" "CLCN1" "NAGS" "NHS" "HSN2"
[321] "RAC2" "GNAT1" "NP" "POMC" "MC4R"
[326] "UCP3" "MC3R" "OA1" "SAG" "PAX2"
[331] "OTC" "RIL" "NDUFV2" "PIGA" "PEX12"
[336] "PTS" "PHGDH" "PRPS1" "PHKB" "PSP"
[341] "GLI2" "LHX3" "PKD1" "PKDTS" "COL4A1"
[346] "UROS" "UROD" "PEPD" "MSR1" "PROS1"
[351] "SRD5A2" "PSORS6" "CTSK" "NOS1" "PC"
[356] "PDHB" "OGG1" "CA2" "OPRM1" "LRAT"
[361] "IMPDH1" "RP2" "CERKL" "RP9" "USH2A"
[366] "MERTK" "RBP4" "RHD" "CYP2R1" "VDR"
[371] "ESCO2" "WNT4" "HEXB" "NAGLU" "EMX2"
[376] "TRAR4" "SOST" "SPR" "USP26" "IL7R"
[381] "LHX4" "NODAL" "TBX4" "SPG3A" "EPB42"
[386] "PPP2R2B" "SCA25" "PLEKHG4" "SCA8" "TDP1"
[391] "MESP2" "HMGCR" "SSADH" "SI" "SUOX"
[396] "SOD3" "FBLN1" "WHN" "DAD1" "HBD"
[401] "LCRB" "HRG" "PROC" "TRHR" "TBG"
[406] "TALDO1" "TRPS1" "HADHB" "SPG20" "FAH"
[411] "TAT" "HPD" "TBX3" "APRT" "GGCX"
[416] "TKT" "XDH" "XPA" "DDB2" "PEX16"
[421] "PEX3" Plotting the Gene to Gene network
# Calculate the Component Size Distribution of the Graph
n1 = data.frame(Gene = (network.stat%v%'vertex.names'), membership = sna::component.dist(network.stat, connected=c("strong"))$membership, cdist = sna::component.dist(network.stat, connected=c("strong"))$cdist)
n2 = data.frame(csize = sna::component.dist(network.stat,connected=c("strong"))$csize)
# n3 = data.frame(cdist = sna::component.dist(network.stat, connected=c("strong"))$cdist)
# getting network density
network.density(network.stat)
[1] 0.0009092834# network density without loops
gden(network.stat, diag = FALSE)
[1] 0.0009092834 [1] 82 82 82 70 70 70 60 58 58 58 56 54 48 48 48 46 46 46 46 46 46
[22] 46 46 46 46 46 46 46 46 46 46 46 44 44 44 44 42 42 42 42 42 40
[43] 40 40 40 38 38 38 38 38 38 38 38 36 36 36 36 36 36 36 36 36 36
[64] 36 36 36 36 36 36 36 36 36 36 36 36 36 36 36 36 36 36 36 36 36
[85] 36 36 36 36 36 34 34 34 34 34 34 34 34 34 34 34 34 34 34 34 34
[106] 34 34 34 34 34 34 34 34 32 32 32 32 32 32 32 32 32 32 32 32 32
[127] 32 32 32 32 32 32 32 32 32 32 32 32 32 32 32 30 30 30 30 28 28
[148] 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28
[169] 28 28 28 28 28 28 28 28 28 26 26 26 26 26 26 26 26 26 26 26 26
[190] 26 26 26 26 26 26 26 26 26 26 26 26 26 26 26 24 24 24 24 24 24
[211] 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24 24
[232] 24 24 24 24 24 24 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22
[253] 22 22 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
[274] 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
[295] 20 20 20 20 20 20 20 20 20 20 20 20 20 18 18 18 18 18 18 18 18
[316] 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18
[337] 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18
[358] 18 18 18 18 18 18 18 18 18 18 16 16 16 16 16 16 16 16 16 16 16
[379] 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16
[400] 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16
[421] 16 16 16 16 16 16 16 16 16 16 16 16 16 14 14 14 14 14 14 14 14
[442] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
[463] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
[484] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
[505] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
[526] 14 14 14 14 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12
[547] 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12
[568] 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12
[589] 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12
[610] 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12
[631] 12 12 12 12 12 12 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10
[652] 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10
[673] 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10
[694] 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10
[715] 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 8 8
[736] 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8
[757] 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8
[778] 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8
[799] 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8
[820] 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8
[841] 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8
[862] 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8
[883] 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8
[904] 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8
[925] 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8
[946] 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8
[967] 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8
[988] 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8
[1009] 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8
[1030] 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8
[1051] 8 8 8 8 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1072] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1093] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1114] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1135] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1156] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1177] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1198] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1219] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1240] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1261] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1282] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1303] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1324] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1345] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1366] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1387] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1408] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1429] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1450] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1471] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1492] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1513] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1534] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1555] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1576] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1597] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1618] 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
[1639] 6 6 6 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[1660] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[1681] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[1702] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[1723] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[1744] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[1765] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[1786] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[1807] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[1828] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[1849] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[1870] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[1891] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[1912] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[1933] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[1954] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[1975] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[1996] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2017] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2038] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2059] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2080] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2101] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2122] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2143] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2164] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2185] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2206] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2227] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2248] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2269] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2290] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2311] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2332] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2353] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2374] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2395] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2416] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2437] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2458] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
[2479] 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 2 2 2 2 2 2
[2500] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2521] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2542] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2563] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2584] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2605] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2626] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2647] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2668] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2689] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2710] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2731] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2752] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2773] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2794] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2815] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2836] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2857] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2878] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2899] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2920] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2941] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2962] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[2983] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[3004] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[3025] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[3046] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[3067] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[3088] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[3109] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[3130] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[3151] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[3172] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[3193] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[3214] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[3235] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[3256] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[3277] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[3298] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[3319] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[3340] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[3361] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[3382] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
[3403] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[3424] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[3445] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[3466] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[3487] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[3508] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[3529] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[3550] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[3571] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[3592] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[3613] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[3634] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[3655] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[3676] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[3697] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[3718] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[3739] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[3760] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[3781] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[3802] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[3823] 0#creating dataframe of vertex names and degree
data.frame(name = network.stat %v% "vertex.names", degree = sort(sna::degree(network.stat), decreasing = T))
name degree
1 CYP17A1 82
2 CYP17 82
3 P450C17 82
4 HADH2 70
5 ERAB 70
6 ACADSB 70
7 HSD3B2 60
8 HADHSC 58
9 SCHAD 58
10 MCCC1 58
11 MCCA 56
12 MCCC2 54
13 MCCB 48
14 AUH 48
15 OPA3 48
16 MGA3 46
17 CUL7 46
18 TPMT 46
19 FGD1 46
20 FGDY 46
21 AAS 46
22 HLA-B 46
23 EDNRB 46
24 HSCR2 46
25 ABCDS 46
26 MTP 46
27 APOB 46
28 FLDB 46
29 SOX9 46
30 CMD1 46
31 SRA1 46
32 CAT 46
33 MDM2 44
34 AAAS 44
35 AAA 44
36 C7orf2 44
37 ACHP 42
38 LMBR1 42
39 COL2A1 42
40 SLC26A2 42
41 DTD 42
42 DTDST 40
43 D5S1708 40
44 EDM4 40
45 FGFR3 40
46 ACH 38
47 CNGA3 38
48 CNG3 38
49 ACHM2 38
50 CNGB3 38
51 ACHM3 38
52 GNAT2 38
53 ACHM4 38
54 IGFALS 36
55 ALS 36
56 KCNH2 36
57 LQT2 36
58 HERG 36
59 GLI3 36
60 PAPA 36
61 PAPB 36
62 ACLS 36
63 IHH 36
64 BDA1 36
65 SLC39A4 36
66 ZIP4 36
67 ATP2A2 36
68 ATP2B 36
69 DAR 36
70 GNAS 36
71 GNAS1 36
72 GPSA 36
73 POH 36
74 PHP1B 36
75 PHP1A 36
76 AHO 36
77 SSTR5 36
78 GDF5 36
79 CDMP1 36
80 NPR2 36
81 ANPRB 36
82 AMDM 36
83 ACADL 36
84 LCAD 36
85 ACADM 36
86 MCAD 36
87 ACADS 36
88 SCAD 36
89 EGFR 36
90 BRAF 34
91 ERBB2 34
92 NGL 34
93 NEU 34
94 HER2 34
95 PRKN 34
96 PARK2 34
97 PDJ 34
98 APC 34
99 GS 34
100 FPC 34
101 MUTYH 34
102 PLAG1 34
103 SGPA 34
104 PSA 34
105 ADA 34
106 ADSL 34
107 APM1 34
108 GBP28 34
109 MEN1 34
110 TP53 34
111 P53 34
112 LFS1 34
113 CYP11B1 34
114 P450C11 32
115 FHI 32
116 CYP21A2 32
117 CYP21 32
118 CA21H 32
119 POR 32
120 DAX1 32
121 AHC 32
122 AHX 32
123 NROB1 32
124 FTZF1 32
125 FTZ1 32
126 SF1 32
127 PRKAR1A 32
128 TSE1 32
129 CNC1 32
130 CAR 32
131 TBS19 32
132 ABCD1 32
133 ALD 32
134 AMN 32
135 PEX10 32
136 NALD 32
137 PEX13 32
138 ZWS 32
139 PEX1 32
140 ZWS1 32
141 PEX26 32
142 PXR1 30
143 PEX5 30
144 PTS1R 30
145 GCNT2 30
146 TP73L 28
147 TP63 28
148 KET 28
149 EEC3 28
150 SHFM4 28
151 LMS 28
152 RHS 28
153 PER2 28
154 FASPS 28
155 KIAA0347 28
156 FGA 28
157 FGB 28
158 IGHM 28
159 MU 28
160 IGLL1 28
161 IGO 28
162 IGL5 28
163 VPREB2 28
164 LRRC8 28
165 KIAA1437 28
166 BTK 28
167 AGMX1 28
168 IMD1 28
169 XLA 28
170 AT 28
171 GATM 28
172 AGAT 28
173 SLC12A6 28
174 KCC3A 28
175 KCC3B 28
176 KCC3 28
177 ACCPN 28
178 ATIC 26
179 PURH 26
180 AICAR 26
181 KIR3DL1 26
182 NKAT3 26
183 NKB1 26
184 AMB11 26
185 KIR3DS1 26
186 IFNG 26
187 CXCL12 26
188 SDF1 26
189 JAG1 26
190 AGS 26
191 AHD 26
192 OCA2 26
193 P 26
194 PED 26
195 D15S12 26
196 BOCA 26
197 TYR 26
198 TYRP1 26
199 CAS2 26
200 GP75 26
201 HTR2A 26
202 ALDH2 26
203 GABRA2 26
204 ALDOA 26
205 CYP11B2 24
206 GFAP 24
207 NDUFV1 24
208 UQOR1 24
209 HGD 24
210 AKU 24
211 SLC16A2 24
212 DXS128 24
213 XPCT 24
214 IL13 24
215 ALRH 24
216 HR 24
217 AU 24
218 POLG 24
219 POLG1 24
220 POLGA 24
221 PEO 24
222 SERPINA3 24
223 AACT 24
224 ACT 24
225 ACTN3 24
226 ACAT1 24
227 AMACR 24
228 ATRX 24
229 XH2 24
230 XNP 24
231 MRXS3 24
232 SHS 24
233 COL4A5 24
234 ATS 24
235 ASLN 24
236 COL4A3 24
237 COL4A4 24
238 ALMS1 22
239 ALSS 22
240 KIAA0328 22
241 ATP1A2 22
242 FHM2 22
243 MHP2 22
244 ASPCR1 22
245 RCC17 22
246 ASPL 22
247 ASPS 22
248 APP 22
249 CVAP 22
250 AD1 22
251 APOE 22
252 AD2 22
253 PSEN2 22
254 AD4 22
255 STM2 20
256 APBB2 20
257 FE65L1 20
258 NOS3 20
259 PLAU 20
260 URK 20
261 ACE 20
262 DCP1 20
263 ACE1 20
264 MPO 20
265 PACIP1 20
266 PAXIP1L 20
267 PTIP 20
268 A2M 20
269 BLMH 20
270 BMH 20
271 PSEN1 20
272 AD3 20
273 ENAM 20
274 AMELX 20
275 AMG 20
276 AIH1 20
277 AMGX 20
278 DLX3 20
279 TDO 20
280 KLK4 20
281 EMSP1 20
282 PRSS17 20
283 SIAT9 20
284 ST3GALV 20
285 AMPD3 20
286 TTR 20
287 PALB 20
288 APOA1 20
289 GSN 20
290 LYZ 20
291 VAPB 20
292 VAPC 20
293 ALS8 20
294 SOD1 20
295 ALS1 20
296 ALS2 20
297 ALSJ 20
298 PLSJ 20
299 IAHSP 20
300 DCTN1 20
301 NEFH 20
302 PRPH 20
303 ALB 20
304 MC1R 20
305 SARA2 20
306 SAR1B 20
307 CMRD 20
308 AR 18
309 DHTR 18
310 TFM 18
311 SBMA 18
312 KD 18
313 SMAX1 18
314 CDAN1 18
315 CDA1 18
316 RPS19 18
317 DBA 18
318 PKLR 18
319 PK1 18
320 NT5C3 18
321 UMPH1 18
322 PSN1 18
323 RHAG 18
324 RH50A 18
325 NRAMP2 18
326 SPTB 18
327 ALAS2 18
328 ANH1 18
329 ASB 18
330 ABCB7 18
331 ABC7 18
332 ASAT 18
333 COL3A1 18
334 MECP2 18
335 RTT 18
336 PPMX 18
337 MRX16 18
338 MRX79 18
339 UBE3A 18
340 ANCR 18
341 C1NH 18
342 HAE1 18
343 HAE2 18
344 SERPING1 18
345 XPNPEP2 18
346 HP 18
347 PAX6 18
348 AN2 18
349 MGDA 18
350 SOX2 18
351 ANOP3 18
352 EYA1 18
353 BOR 18
354 FOXE3 18
355 FKHL12 18
356 ASMD 18
357 FOXC1 18
358 FKHL7 18
359 FREAC3 18
360 PITX3 18
361 AT3 18
362 SLC6A4 18
363 HTT 18
364 OCD1 18
365 FBN1 18
366 MFS1 18
367 WMS 18
368 FGFR2 16
369 BEK 16
370 CFD1 16
371 JWS 16
372 FGF10 16
373 TERC 16
374 TRC3 16
375 TR 16
376 TERT 16
377 TCS1 16
378 EST2 16
379 BCHE 16
380 CHE1 16
381 APOA2 16
382 APOC3 16
383 APOH 16
384 HSD11B2 16
385 HSD11K 16
386 AQP1 16
387 CHIP28 16
388 CO 16
389 VPS33B 16
390 ARG1 16
391 ASL 16
392 CYP19A1 16
393 CYP19 16
394 ARO 16
395 DDC 16
396 RYR2 16
397 VTSIP 16
398 DSP 16
399 KPPS2 16
400 PPKS2 16
401 PKP2 16
402 ARVD9 16
403 TPM2 16
404 TMSB 16
405 AMCD1 16
406 DA1 16
407 TNNI2 16
408 AMCD2B 16
409 DA2B 16
410 FSSV 16
411 WISP3 16
412 PPAC 16
413 PPD 16
414 TNNT3 16
415 AGA 16
416 NLGN3 16
417 NLGN4 16
418 KIAA1260 16
419 AUTSX2 16
420 PHF11 16
421 NYREN34 16
422 MS4A2 16
423 FCER1B 16
424 ALOX5 16
425 ADRB2 16
426 PTGDR 16
427 AS1 16
428 GPR154 16
429 GPRA 16
430 VRR1 16
431 PGR14 16
432 HNMT 16
433 IL12B 16
434 NKSF2 14
435 PLA2G7 14
436 PAFAH 14
437 SCGB3A2 14
438 UGRP1 14
439 TNF 14
440 TNFA 14
441 UGB 14
442 CC10 14
443 CCSP 14
444 SCGB1A1 14
445 ATCAY 14
446 CLAC 14
447 KIAA1872 14
448 APTX 14
449 AOA 14
450 AOA1 14
451 CACNB4 14
452 EJM 14
453 SETX 14
454 SCAR1 14
455 AOA2 14
456 ATM 14
457 ATA 14
458 AT1 14
459 MRE11A 14
460 MRE11 14
461 ATLD 14
462 TTPA 14
463 TTP1 14
464 AVED 14
465 FLNB 14
466 SCT 14
467 AOI 14
468 HOXA1 14
469 HOX1F 14
470 BSAS 14
471 SPINK5 14
472 LEKTI 14
473 HAVCR1 14
474 HAVCR 14
475 SELP 14
476 GRMP 14
477 IL4R 14
478 IL4RA 14
479 TF 14
480 KCNE2 14
481 MIRP1 14
482 LQT6 14
483 KCNQ1 14
484 KCNA9 14
485 LQT1 14
486 KVLQT1 14
487 ATFB1 14
488 GATA4 14
489 MYH6 14
490 ASD3 14
491 MYHCA 14
492 NKX2E 14
493 CSX 14
494 GJA1 14
495 CX43 14
496 ODDD 14
497 SDTY3 14
498 ODOD 14
499 CRELD1 14
500 AVSD2 14
501 DRD5 14
502 DRD1B 14
503 DRD1L2 14
504 GLO1 14
505 TNFRSF6 14
506 APT1 14
507 FAS 14
508 CD95 14
509 ALPS1A 14
510 CASP10 14
511 MCH4 14
512 ALPS2 14
513 CASP8 14
514 MCH5 14
515 AIRE 14
516 APECED 14
517 TG 14
518 AITD3 14
519 DRD4 14
520 USP9Y 14
521 DFFRY 14
522 SYCP3 14
523 SCP3 14
524 COR1 14
525 FOXE1 14
526 FKHL15 14
527 TITF2 14
528 TTF2 14
529 PTEN 14
530 MMAC1 12
531 BBS1 12
532 ARL6 12
533 BBS3 12
534 BBS7 12
535 BBS2 12
536 BBS4 12
537 BBS5 12
538 MKKS 12
539 HMCS 12
540 KMS 12
541 MKS 12
542 BBS6 12
543 TTC8 12
544 BBS8 12
545 TAPBP 12
546 TPSN 12
547 TAP2 12
548 ABCB3 12
549 PSF2 12
550 RING11 12
551 MHC2TA 12
552 C2TA 12
553 RFX5 12
554 RFXAP 12
555 TAZ 12
556 EFE2 12
557 BTHS 12
558 CMD3A 12
559 LVNCX 12
560 GJB2 12
561 CX26 12
562 DFNB1 12
563 PPK 12
564 DFNA3 12
565 KID 12
566 HID 12
567 SLC12A1 12
568 NKCC2 12
569 KCNJ1 12
570 ROMK1 12
571 CLCNKB 12
572 BSND 12
573 CLCNKA 12
574 RASA1 12
575 GAP 12
576 CMAVM 12
577 PKWS 12
578 PTCH2 12
579 PTCH 12
580 NBCCS 12
581 BCNS 12
582 HPE7 12
583 SMOH 12
584 SMO 12
585 FTL 12
586 SLC19A3 12
587 BCL7A 12
588 BCL7 12
589 IFNGR1 12
590 DMD 12
591 BMD 12
592 MYF6 12
593 CDKN1C 12
594 KIP2 12
595 BWS 12
596 H19 12
597 D11S813E 12
598 ASM1 12
599 KCNQ10T1 12
600 LIT1 12
601 NSD1 12
602 ARA267 12
603 STO 12
604 NQO1 12
605 DIA4 12
606 NMOR1 12
607 GP1BA 12
608 GP1BB 12
609 GP9 12
610 HLA-DPB1 12
611 UPB1 12
612 BUP1 12
613 COL6A1 12
614 OPLL 12
615 COL6A2 12
616 COL6A3 12
617 CYP4V2 12
618 BCD 12
619 SLC10A2 12
620 NTCP2 12
621 BTD 12
622 XBP1 12
623 XBP2 12
624 FLCN 12
625 BHD 12
626 KRAS2 12
627 RASK2 12
628 RB1 12
629 HRAS 12
630 CARD15 12
631 NOD2 12
632 IBD1 12
633 CD 12
634 ACUG 12
635 PSORAS1 12
636 TBXA2R 12
637 P2RX1 10
638 P2X1 10
639 FOXL2 10
640 BPES 10
641 BPES1 10
642 PFRK 10
643 POF3 10
644 ABO 10
645 LU 10
646 BCAM 10
647 DAF 10
648 SLC4A1 10
649 AE1 10
650 EPB3 10
651 ART4 10
652 DO 10
653 GYPC 10
654 GE 10
655 GPC 10
656 AQP3 10
657 CD44 10
658 MDU2 10
659 MDU3 10
660 MIC4 10
661 KEL 10
662 SLC14A1 10
663 JK 10
664 UTE 10
665 UT1 10
666 CR1 10
667 C3BR 10
668 LW 10
669 FUT3 10
670 LE 10
671 GYPA 10
672 MN 10
673 GPA 10
674 BSG 10
675 A4GALT 10
676 PK 10
677 B3GALT3 10
678 GLCT3 10
679 RHCE 10
680 GYPB 10
681 SS 10
682 MNS 10
683 XG 10
684 ACHE 10
685 YT 10
686 RECQL3 10
687 RECQ2 10
688 BLM 10
689 BS 10
690 OPN1LW 10
691 RCP 10
692 CBP 10
693 CBBM 10
694 OPN1MW 10
695 GCP 10
696 CBD 10
697 FUT1 10
698 H 10
699 HH 10
700 FUT2 10
701 SE 10
702 LRP5 10
703 BMND1 10
704 LRP7 10
705 LR3 10
706 OPPG 10
707 VBCH2 10
708 PHF6 10
709 BFLS 10
710 RLBP1 10
711 BMPR1B 10
712 ALK6 10
713 ROR2 10
714 BDB1 10
715 BDB 10
716 NTRKR2 10
717 HOXD13 10
718 HOX4I 10
719 SPD 10
720 R9AP 10
721 RGS9 10
722 PERRS 10
723 CHEK2 10
724 RAD53 10
725 CHK2 10
726 CDS1 10
727 LFS2 10
728 PIK3CA 10
729 PPM1D 10
730 WIP1 10
731 SLC22A1L 10
732 BWSCR1A 10
733 IMPT1 10
734 BRCA1 8
735 PSCP 8
736 BRCA2 8
737 FANCD1 8
738 TSG101 8
739 BRIP1 8
740 BACH1 8
741 FANCJ 8
742 RAD54L 8
743 HR54 8
744 HRAD54 8
745 CDH1 8
746 UVO 8
747 RB1CC1 8
748 CC1 8
749 KIAA0203 8
750 PHB 8
751 BARD1 8
752 RAD51A 8
753 RECA 8
754 XRCC3 8
755 ATP2A1 8
756 SERCA1 8
757 PLOD2 8
758 SCN5A 8
759 LQT3 8
760 IVF 8
761 HB1 8
762 SSS1 8
763 MAOA 8
764 MYC 8
765 LEMD3 8
766 MAN1 8
767 RDS 8
768 RP7 8
769 PRPH2 8
770 AVMD 8
771 AOFMD 8
772 C1QA 8
773 C1QB 8
774 C1QG 8
775 C1S 8
776 C2 8
777 IF 8
778 C3 8
779 C4A 8
780 C4S 8
781 C4B 8
782 C4F 8
783 C6 8
784 C7 8
785 C8B 8
786 C9 8
787 MSH2 8
788 COCA1 8
789 FCC1 8
790 HNPCC1 8
791 MLH1 8
792 COCA2 8
793 HNPCC2 8
794 COL1A1 8
795 FGF23 8
796 ADHR 8
797 HPDR2 8
798 PHPTC 8
799 GALNT3 8
800 PRG4 8
801 CACP 8
802 MSF 8
803 SZP 8
804 HAPO 8
805 TGFB1 8
806 DPD1 8
807 CED 8
808 ASPA 8
809 FGFR4 8
810 MSH6 8
811 GTBP 8
812 HNPCC5 8
813 CPS1 8
814 PMM2 8
815 CDG1 8
816 MPI 8
817 PMI1 8
818 MGAT2 8
819 CDGS2 8
820 CPN1 8
821 SCPN 8
822 CPN 8
823 SDHD 8
824 PGL1 8
825 SCO2 8
826 MYL3 8
827 CMH8 8
828 ACTC 8
829 MYH7 8
830 CMH1 8
831 MPD1 8
832 LMNA 8
833 LMN1 8
834 EMD2 8
835 FPLD 8
836 CMD1A 8
837 HGPS 8
838 LGMD1B 8
839 TNNT2 8
840 CMH2 8
841 CMD1D 8
842 TTN 8
843 CMD1G 8
844 DES 8
845 CMD1I 8
846 EYA4 8
847 DFNA10 8
848 CMD1J 8
849 SGCD 8
850 SGD 8
851 LGMD2F 8
852 CMD1L 8
853 CSRP3 8
854 CRP3 8
855 CLP 8
856 CMD1M 8
857 TCAP 8
858 LGMD2G 8
859 CMD1N 8
860 ABCC9 8
861 SUR2 8
862 MYL2 8
863 CMH10 8
864 CAV3 8
865 LGMD1C 8
866 TNNC1 8
867 TPM1 8
868 CMH3 8
869 TNNI3 8
870 MYBPC3 8
871 CMH4 8
872 TMD 8
873 LGMD2J 8
874 COX15 8
875 MYLK2 8
876 MLCK 8
877 PRKAG2 8
878 WPWS 8
879 PLN 8
880 PLB 8
881 MYH8 8
882 SLC25A20 8
883 CACT 8
884 CAC 8
885 SLC22A5 8
886 OCTN2 8
887 CDSP 8
888 SCD 8
889 RMRP 8
890 RMRPR 8
891 CHH 8
892 CRYAA 8
893 CRYA1 8
894 CRYBB2 8
895 CRYB2 8
896 BFSP2 8
897 CP49 8
898 CP47 8
899 CRYBA1 8
900 CRYB1 8
901 CRYGC 8
902 CRYG3 8
903 CCL 8
904 LIM2 8
905 MP19 8
906 CRYGD 8
907 CRYG4 8
908 HSF4 8
909 CTM 8
910 MIP 8
911 AQP0 8
912 CRYAB 8
913 CRYA2 8
914 CTPP2 8
915 CRYBB1 8
916 GJA8 8
917 CX50 8
918 CAE1 8
919 GJA3 8
920 CX46 8
921 CZP3 8
922 CAE3 8
923 CCM1 8
924 CAM 8
925 KRIT1 8
926 CD59 8
927 MIC11 8
928 CD8A 8
929 RYR1 8
930 MHS 8
931 CCO 8
932 GDNF 8
933 BDNF 8
934 EDN3 8
935 PMX2B 8
936 NBPHOX 8
937 PHOX2B 8
938 RET 8
939 MEN2A 8
940 CP 8
941 CACNA1A 8
942 CACNL1A4 8
943 SCA6 8
944 VLDLR 8
945 VLDLRCH 8
946 ABCA1 8
947 ABC1 8
948 HDLDT1 8
949 TGD 8
950 CST3 8
951 NOTCH3 8
952 CADASIL 8
953 CASIL 8
954 C7orf22 8
955 CCM2 8
956 MGC4067 8
957 PDCD10 8
958 TFAR15 8
959 CCM3 8
960 SNAP29 8
961 CEDNIK 8
962 ERCC2 8
963 EM9 8
964 ERCC5 8
965 XPG 8
966 ERCC6 8
967 CKN2 8
968 COFS 8
969 CSB 8
970 CYP27A1 8
971 CYP27 8
972 CTX 8
973 PPT1 8
974 CLN1 8
975 CLN2 8
976 CLN3 8
977 BTS 8
978 CLN5 8
979 CLN6 8
980 CLN8 8
981 EPMR 8
982 CETP 8
983 ABHD5 8
984 CGI58 8
985 IECN2 8
986 NCIE2 8
987 HSPB1 8
988 HSP27 8
989 CMT2F 8
990 MPZ 8
991 CMT1B 8
992 CMTDI3 8
993 CHM 8
994 DSS 8
995 DNM2 8
996 HOXD10 8
997 HOX4D 8
998 GDAP1 8
999 CMT4A 8
1000 CMT2K 8
1001 CMT2G 8
1002 PMP22 8
1003 CMT1A 8
1004 CMT1E 8
1005 LITAF 8
1006 CMT1C 8
1007 EGR2 8
1008 KROX20 8
1009 NEFL 8
1010 CMT2E 8
1011 CMT1F 8
1012 KIF1B 8
1013 CMT2A 8
1014 CMT2A1 8
1015 MFN2 8
1016 KIAA0214 8
1017 CMT2A2 8
1018 RAB7 8
1019 CMT2B 8
1020 PSN 8
1021 GARS 8
1022 SMAD1 8
1023 CMT2D 8
1024 MTMR2 8
1025 CMT4B1 8
1026 SBF2 8
1027 MTMR13 8
1028 CMT4B2 8
1029 KIAA1985 8
1030 NDRG1 8
1031 HMSNL 8
1032 CMT4D 8
1033 GJB1 8
1034 CX32 8
1035 CMTX1 8
1036 CHD7 8
1037 TFAP2B 8
1038 CHAR 8
1039 CHS1 8
1040 LYST 8
1041 SH3BP2 8
1042 CRPM 8
1043 NSDHL 8
1044 CHIT 8
1045 SLC26A3 8
1046 DRA 8
1047 CLD 8
1048 ABCB4 8
1049 PGY3 8
1050 MDR3 8
1051 ATP8B1 8
1052 FIC1 8
1053 BRIC 8
1054 PFIC1 8
1055 ABCB11 6
1056 BSEP 6
1057 SPGP 6
1058 PFIC2 6
1059 HSD3B7 6
1060 PFIC4 6
1061 LIPA 6
1062 ANKH 6
1063 HANK 6
1064 ANK 6
1065 CMDJ 6
1066 CCAL2 6
1067 CPPDD 6
1068 GNPAT 6
1069 DHAPAT 6
1070 EBP 6
1071 CDPX2 6
1072 CPXD 6
1073 CPX 6
1074 ARSE 6
1075 CDPX1 6
1076 CDPXR 6
1077 EXT1 6
1078 CSMF 6
1079 EWSR1 6
1080 EWS 6
1081 TITF1 6
1082 NKX2A 6
1083 TTF1 6
1084 VPS13A 6
1085 CHAC 6
1086 TCD 6
1087 PSAP2 6
1088 PROSAP2 6
1089 KIAA1650 6
1090 CYBA 6
1091 NCF1 6
1092 NCF2 6
1093 CYBB 6
1094 CGD 6
1095 MBL2 6
1096 MBL 6
1097 MBP1 6
1098 LPL 6
1099 LIPD 6
1100 DNAI1 6
1101 CILD1 6
1102 ICS 6
1103 PCD 6
1104 DNAH5 6
1105 HL1 6
1106 CILD3 6
1107 CIAS1 6
1108 C1orf7 6
1109 FCU 6
1110 FCAS 6
1111 KRT18 6
1112 KRT8 6
1113 CIRH1A 6
1114 NAIC 6
1115 TEX292 6
1116 KIAA1988 6
1117 ASS 6
1118 SLC25A13 6
1119 CTLN2 6
1120 HVEC 6
1121 PVRL1 6
1122 PVRR1 6
1123 PRR1 6
1124 MSX1 6
1125 HOX7 6
1126 HYD1 6
1127 OFC5 6
1128 TBX22 6
1129 RUNX2 6
1130 CBFA1 6
1131 PEBP2A1 6
1132 AML3 6
1133 NDP 6
1134 ND 6
1135 ERCC8 6
1136 CKN1 6
1137 CSA 6
1138 CYP2D@ 6
1139 CYP2D 6
1140 P450C2D 6
1141 RPS6KA3 6
1142 RSK2 6
1143 MRX19 6
1144 COH1 6
1145 ABCB1 6
1146 PGY1 6
1147 MDR1 6
1148 CRLF1 6
1149 CISS 6
1150 SHH 6
1151 HPE3 6
1152 HLP3 6
1153 SMMCI 6
1154 RAD54B 6
1155 BCL10 6
1156 PTPN12 6
1157 PTPG1 6
1158 TGFBR2 6
1159 HNPCC6 6
1160 SRC 6
1161 ASV 6
1162 SRC1 6
1163 MLH3 6
1164 HNPCC7 6
1165 PTPRJ 6
1166 DEP1 6
1167 ODC1 6
1168 OPN1SW 6
1169 BCP 6
1170 CBT 6
1171 AXIN2 6
1172 BUB1B 6
1173 BUBR1 6
1174 EP300 6
1175 PDGFRL 6
1176 PDGRL 6
1177 PRLTS 6
1178 BAX 6
1179 CTNNB1 6
1180 DCC 6
1181 MCC 6
1182 NRAS 6
1183 PMS1 6
1184 PMSL1 6
1185 HNPCC3 6
1186 PMS2 6
1187 PMSL2 6
1188 HNPCC4 6
1189 DLC1 6
1190 PLA2G2A 6
1191 PLA2B 6
1192 PLA2L 6
1193 MOM1 6
1194 CCND1 6
1195 PRAD1 6
1196 BCL1 6
1197 BUB1 6
1198 LMAN1 6
1199 ERGIC53 6
1200 F5F8D 6
1201 MCFD1 6
1202 IL2RG 6
1203 SCIDX1 6
1204 SCIDX 6
1205 IMD4 6
1206 GFM1 6
1207 EFG1 6
1208 GFM 6
1209 PSAP 6
1210 SAP1 6
1211 NDUFS6 6
1212 ATPAF2 6
1213 ATP12 6
1214 RPGR 6
1215 RP3 6
1216 CRD 6
1217 RP15 6
1218 COD1 6
1219 GUCA1A 6
1220 GCAP 6
1221 ABCA4 6
1222 ABCR 6
1223 STGD1 6
1224 FFM 6
1225 RP19 6
1226 AIPL1 6
1227 LCA4 6
1228 GUCY2D 6
1229 GUC2D 6
1230 LCA1 6
1231 CORD6 6
1232 RPGRIP1 6
1233 LCA6 6
1234 CORD9 6
1235 CRX 6
1236 CORD2 6
1237 CFTR 6
1238 ABCC7 6
1239 CF 6
1240 MRP7 6
1241 CTDP1 6
1242 FCP1 6
1243 CCFDN 6
1244 ALG6 6
1245 ALG3 6
1246 NOT56L 6
1247 CDGS4 6
1248 DPM1 6
1249 MPDS 6
1250 CDGIE 6
1251 MPDU1 6
1252 SL15 6
1253 CDGIF 6
1254 ALG12 6
1255 ALG8 6
1256 ALG2 6
1257 CDGII 6
1258 DIBD1 6
1259 ALG9 6
1260 SLC35C1 6
1261 FUCT1 6
1262 B4GALT1 6
1263 GGTB2 6
1264 GT1 6
1265 GTB 6
1266 COG7 6
1267 CDG2E 6
1268 DPAGT2 6
1269 DGPT 6
1270 ALG1 6
1271 HMAT1 6
1272 HMT1 6
1273 ADRA2C 6
1274 ADRA2L2 6
1275 ADRB1 6
1276 ADRB1R 6
1277 RHR 6
1278 PLG 6
1279 TBX1 6
1280 DGS 6
1281 CTHM 6
1282 CAFS 6
1283 TGA 6
1284 DORV 6
1285 VCFS 6
1286 DGCR 6
1287 FBN2 6
1288 CCA 6
1289 MASS1 6
1290 VLGR1 6
1291 KIAA0686 6
1292 FEB4 6
1293 USH2C 6
1294 MMP1 6
1295 CLG 6
1296 CPO 6
1297 TGFBI 6
1298 CSD2 6
1299 CDGG1 6
1300 CSD 6
1301 BIGH3 6
1302 CDG2 6
1303 TACSTD2 6
1304 TROP2 6
1305 M1S1 6
1306 VSX1 6
1307 RINX 6
1308 PPCD 6
1309 KTCN 6
1310 COL8A2 6
1311 FECD 6
1312 PPCD2 6
1313 PIP5K3 6
1314 CFD 6
1315 KERA 6
1316 CNA2 6
1317 NIPBL 6
1318 CDLS 6
1319 MEF2A 6
1320 ADCAD1 6
1321 KL 6
1322 PON1 6
1323 PON 6
1324 ESA 6
1325 PON2 6
1326 MMP3 6
1327 STMY1 6
1328 IGBP1 6
1329 NR3C1 6
1330 GCR 6
1331 GRL 6
1332 GDH 6
1333 HSD11B1 6
1334 HSD11 6
1335 HSD11L 6
1336 CYP2A6 6
1337 CYP2A3 6
1338 CYP2A 6
1339 P450C2A 6
1340 BMPR1A 6
1341 ACVRLK3 6
1342 ALK3 6
1343 CPT1A 6
1344 CPT2 6
1345 SCN4A 6
1346 HYPP 6
1347 NAC1A 6
1348 PAX3 6
1349 WS1 6
1350 HUP2 6
1351 CDHS 6
1352 EFNB1 6
1353 EPLG2 6
1354 CFNS 6
1355 CFND 6
1356 MSX2 6
1357 CRS2 6
1358 HOX8 6
1359 L1CAM 6
1360 CAML1 6
1361 HSAS1 6
1362 SLC6A8 6
1363 CRTR 6
1364 PRNP 6
1365 PRIP 6
1366 HLA-DQB1 6
1367 UGT1A1 6
1368 UGT1 6
1369 GNT1 6
1370 DLG5 6
1371 PDLG 6
1372 KIAA0583 6
1373 LGR8 6
1374 GREAT 6
1375 INSL3 6
1376 HLXB9 6
1377 HOXHB9 6
1378 SCRA1 6
1379 ELN 6
1380 FBLN5 6
1381 ARMD3 6
1382 ATP7A 6
1383 MNK 6
1384 MK 6
1385 OHS 6
1386 KRT1 6
1387 CYLD1 6
1388 CDMT 6
1389 EAC 6
1390 CTH 6
1391 CTNS 6
1392 SLC3A1 6
1393 ATR1 6
1394 D2H 6
1395 NBAT 6
1396 SLC7A9 6
1397 CSNU3 6
1398 D2HGD 6
1399 HSD17B4 6
1400 DIAPH1 6
1401 DFNA1 6
1402 LFHL1 6
1403 MYO7A 6
1404 USH1B 6
1405 DFNB2 6
1406 DFNA11 6
1407 TECTA 6
1408 DFNA8 6
1409 DFNA12 6
1410 DFNB21 6
1411 COL11A2 6
1412 STL3 6
1413 DFNA13 6
1414 POU4F3 6
1415 BRN3C 6
1416 MYH9 6
1417 MHA 6
1418 FTNS 6
1419 DFNA17 6
1420 ACTG1 6
1421 DFNA20 6
1422 DFNA26 6
1423 MYO6 6
1424 DFNA22 6
1425 DFNB37 6
1426 GJB3 6
1427 CX31 6
1428 DFNA2 6
1429 KCNQ4 6
1430 TFCP2L3 6
1431 DFNA28 6
1432 GJB6 6
1433 CX30 6
1434 HED 6
1435 ED2 6
1436 TMC1 6
1437 DFNB7 6
1438 DFNB11 6
1439 DFNA36 6
1440 DSPP 6
1441 DPP 6
1442 DGI1 6
1443 DFNA39 6
1444 DTDP2 6
1445 CRYM 6
1446 DFNA40 6
1447 MYH14 6
1448 KIAA2034 6
1449 DFNA4 6
1450 DFNA5 6
1451 COCH 6
1452 DFNA9 6
1453 MYO1A 6
1454 TMPRSS3 6
1455 ECHOS1 6
1456 DFNB8 6
1457 DFNB10 6
1458 CDH23 6
1459 USH1D 6
1460 ATP2B2 6
1461 PMCA2 6
1462 STRC 6
1463 DFNB16 6
1464 USH1C 6
1465 DFNB18 6
1466 OTOA 6
1467 DFNB22 6
1468 PCDH15 6
1469 DFNB23 6
1470 CLDN14 6
1471 DFNB29 6
1472 MYO3A 6
1473 DFNB30 6
1474 WHRN 6
1475 CIP98 6
1476 KIAA1526 6
1477 DFNB31 6
1478 MYO15A 6
1479 DFNB3 6
1480 ESPN 6
1481 SLC26A4 6
1482 PDS 6
1483 DFNB4 6
1484 PRES 6
1485 DFNB61 6
1486 SLC26A5 6
1487 TMIE 6
1488 DFNB6 6
1489 OTOF 6
1490 DFNB9 6
1491 NSRD9 6
1492 KIAA1199 6
1493 TIMM8A 6
1494 DFN1 6
1495 DDP 6
1496 MTS 6
1497 DDP1 6
1498 POU3F4 6
1499 DFN3 6
1500 PRX 6
1501 CMT4F 6
1502 AANAT 6
1503 SNAT 6
1504 ITM2B 6
1505 BRI 6
1506 ABRI 6
1507 FBD 6
1508 MAPT 6
1509 MTBT1 6
1510 DDPAC 6
1511 MSTD 6
1512 SNCA 6
1513 NACP 6
1514 PARK1 6
1515 PARK4 6
1516 SNCB 6
1517 CD209 6
1518 CDSIGN 6
1519 DRPLA 6
1520 CLCN5 6
1521 CLCK2 6
1522 NPHL2 6
1523 DENTS 6
1524 OCRL 6
1525 LOCR 6
1526 OCRL1 6
1527 WT1 6
1528 PDGFB 6
1529 SIS 6
1530 DHCR24 6
1531 KIAA0018 6
1532 AVPR2 6
1533 DIR 6
1534 DI1 6
1535 AQP2 6
1536 AVP 6
1537 AVRP 6
1538 VP 6
1539 ABCC8 6
1540 SUR 6
1541 PHHI 6
1542 SUR1 6
1543 TCF1 6
1544 HNF1A 6
1545 MODY3 6
1546 SUMO4 6
1547 IDDM5 6
1548 PTPN8 6
1549 PEP 6
1550 PTPN22 6
1551 LYP 6
1552 INSR 6
1553 PPARG 6
1554 PPARG1 6
1555 PPARG2 6
1556 GCK 6
1557 GCGR 6
1558 GPD2 6
1559 HNF4A 6
1560 TCF14 6
1561 MODY1 6
1562 IRS2 6
1563 MAPK8IP1 6
1564 IB1 6
1565 NEUROD1 6
1566 NIDDM 6
1567 TCF2 6
1568 HNF2 6
1569 IRS1 6
1570 SLC2A2 6
1571 GLUT2 6
1572 SLC2A4 6
1573 GLUT4 6
1574 CAPN10 6
1575 ENPP1 6
1576 PDNP1 6
1577 NPPS 6
1578 M6S1 6
1579 PCA1 6
1580 RETN 6
1581 RSTN 6
1582 FIZZ3 6
1583 PTF1A 6
1584 KCNJ11 6
1585 BIR 6
1586 AKT2 6
1587 IPF1 6
1588 FOXP3 6
1589 IPEX 6
1590 AIID 6
1591 XPID 6
1592 PIDX 6
1593 VEGF 6
1594 DPYS 6
1595 DHP 6
1596 DMGDH 6
1597 DMGDHD 6
1598 LIG1 6
1599 TOP1 6
1600 TOP2A 6
1601 TOP2 6
1602 DBH 6
1603 CFC1 6
1604 CRYPTIC 6
1605 HTX2 6
1606 MTR 6
1607 EFEMP1 6
1608 FBNL 6
1609 DHRD 6
1610 FAAH 6
1611 SALL4 6
1612 HSAL4 6
1613 ABCC2 6
1614 CMOAT 6
1615 DYM 6
1616 FLJ90130 6
1617 DMC 6
1618 SMC 6
1619 IKBKAP 6
1620 IKAP 6
1621 ADAR 6
1622 DRADA 6
1623 DSH 6
1624 DSRAD 6
1625 GATA1 6
1626 GF1 6
1627 ERYF1 6
1628 NFE1 6
1629 FGG 6
1630 DKC1 6
1631 DKC 6
1632 DYX1C1 6
1633 DYXC1 6
1634 DYX1 6
1635 KIAA0319 6
1636 DYX2 6
1637 DYLX2 6
1638 DLX2 6
1639 F2 6
1640 HSPG2 6
1641 PLC 6
1642 SJS 4
1643 SJA 4
1644 SJS1 4
1645 ATP1A3 4
1646 DYT12 4
1647 RDP 4
1648 DYT1 4
1649 TOR1A 4
1650 GCH1 4
1651 DYT5 4
1652 DRD2 4
1653 SGCE 4
1654 DYT11 4
1655 COL7A1 4
1656 ED1 4
1657 EDA 4
1658 EDARADD 4
1659 IKBKG 4
1660 NEMO 4
1661 FIP3 4
1662 IP2 4
1663 NFKBIA 4
1664 IKBA 4
1665 EDAR 4
1666 DL 4
1667 ED3 4
1668 EDA3 4
1669 PKP1 4
1670 TNXB 4
1671 TNX 4
1672 TNXB1 4
1673 TNXBS 4
1674 TNXB2 4
1675 B4GALT7 4
1676 XGALT1 4
1677 XGPT1 4
1678 COL5A1 4
1679 COL5A2 4
1680 PLOD 4
1681 PLOD1 4
1682 COL1A2 4
1683 ADAMTS2 4
1684 NPI 4
1685 EPB41 4
1686 EL1 4
1687 SPTA1 4
1688 EVC 4
1689 LBN 4
1690 EVC2 4
1691 EMD 4
1692 EDMD 4
1693 STA 4
1694 PI 4
1695 AAT 4
1696 SERPINI1 4
1697 PI12 4
1698 COX10 4
1699 PTHR1 4
1700 PTHR 4
1701 MSH3 4
1702 TLR4 4
1703 COLQ 4
1704 EAD 4
1705 NR2E3 4
1706 PNR 4
1707 ESCS 4
1708 ENO3 4
1709 PRSS7 4
1710 ENTK 4
1711 EPX 4
1712 EVER1 4
1713 EV1 4
1714 EVER2 4
1715 EV2 4
1716 COL17A1 4
1717 BPAG2 4
1718 ITGB4 4
1719 LAMA3 4
1720 LOCS 4
1721 LAMB3 4
1722 LAMC2 4
1723 LAMNB2 4
1724 LAMB2T 4
1725 ITGA6 4
1726 KRT14 4
1727 KRT5 4
1728 PLEC1 4
1729 PLTN 4
1730 EBS1 4
1731 KRT10 4
1732 KRT9 4
1733 EPPK 4
1734 KCNQ2 4
1735 EBN1 4
1736 KCNQ3 4
1737 EBN2 4
1738 BFNC2 4
1739 GABRG2 4
1740 GEFSP3 4
1741 CAE2 4
1742 ECA2 4
1743 CLCN2 4
1744 EGMA 4
1745 ECA3 4
1746 EGI3 4
1747 JRK 4
1748 JH8 4
1749 SCN1A 4
1750 GEFSP2 4
1751 SMEI 4
1752 ME2 4
1753 GABRA1 4
1754 EPM2A 4
1755 MELF 4
1756 EPM2 4
1757 NHLRC1 4
1758 EPM2B 4
1759 SLC25A22 4
1760 GC1 4
1761 CHRNA4 4
1762 ENFL1 4
1763 CHRNB2 4
1764 EFNL3 4
1765 LGI1 4
1766 EPT 4
1767 ETL1 4
1768 CSTB 4
1769 STFB 4
1770 EPM1 4
1771 SYN1 4
1772 COMP 4
1773 EDM1 4
1774 MED 4
1775 PSACH 4
1776 COL9A3 4
1777 EDM3 4
1778 IDD 4
1779 MATN3 4
1780 EDM5 4
1781 HOA 4
1782 COL9A1 4
1783 COL9A2 4
1784 EDM2 4
1785 KCNA1 4
1786 AEMK 4
1787 EA1 4
1788 OPCML 4
1789 SCN9A 4
1790 NENA 4
1791 PN1 4
1792 HBA1 4
1793 HBB 4
1794 HBA2 4
1795 EPOR 4
1796 LOR 4
1797 GJB4 4
1798 CX30.3 4
1799 RNF6 4
1800 LZTS1 4
1801 F37 4
1802 FEZ1 4
1803 WWOX 4
1804 FOR 4
1805 ESR1 4
1806 ESR 4
1807 ETHE1 4
1808 HSCO 4
1809 D83198 4
1810 LDHA 4
1811 LDH1 4
1812 EXT2 4
1813 FZD4 4
1814 EVR1 4
1815 NPC1L1 4
1816 GLA 4
1817 FSHMD1A 4
1818 FSHD1A 4
1819 HF1 4
1820 CFH 4
1821 HUS 4
1822 MCFD2 4
1823 F7 4
1824 F10 4
1825 F11 4
1826 F12 4
1827 HAF 4
1828 F13A1 4
1829 F13A 4
1830 F13B 4
1831 MEFV 4
1832 MEF 4
1833 FMF 4
1834 FANCA 4
1835 FACA 4
1836 FA1 4
1837 FA 4
1838 FAA 4
1839 FAAP95 4
1840 FAAP90 4
1841 FLJ34064 4
1842 FANCB 4
1843 FANCC 4
1844 FACC 4
1845 FANCD2 4
1846 FANCD 4
1847 FACD 4
1848 FAD 4
1849 FANCE 4
1850 FACE 4
1851 FANCF 4
1852 XRCC9 4
1853 FANCG 4
1854 PHF9 4
1855 FANCL 4
1856 FANCM 4
1857 KIAA1596 4
1858 ASAH 4
1859 AC 4
1860 HADHA 4
1861 MTPA 4
1862 G6PD 4
1863 G6PD1 4
1864 MYCN 4
1865 NMYC 4
1866 ODED 4
1867 MODED 4
1868 GNRHR 4
1869 LHRHR 4
1870 SPINK1 4
1871 PSTI 4
1872 PCTT 4
1873 TATI 4
1874 SOS1 4
1875 GINGF 4
1876 HGF 4
1877 ANTXR2 4
1878 CMG2 4
1879 JHF 4
1880 ISH 4
1881 KIF21A 4
1882 KIAA1708 4
1883 FEOM1 4
1884 CFEOM1 4
1885 PHOX2A 4
1886 ARIX 4
1887 CFEOM2 4
1888 LCAT 4
1889 FMO3 4
1890 KNG 4
1891 DPYD 4
1892 DPD 4
1893 TSC1 4
1894 LAM 4
1895 FSHB 4
1896 TDGF1 4
1897 FMR1 4
1898 FRAXA 4
1899 FRAS1 4
1900 FREM2 4
1901 FRDA 4
1902 FARR 4
1903 FLNA 4
1904 FLN1 4
1905 ABPX 4
1906 NHBP 4
1907 OPD1 4
1908 OPD2 4
1909 FMD 4
1910 FBP1 4
1911 ALDOB 4
1912 KHK 4
1913 FUCA1 4
1914 FUT6 4
1915 FH 4
1916 RDH5 4
1917 ABAT 4
1918 GABAT 4
1919 GALK1 4
1920 GALE 4
1921 GALT 4
1922 PPGB 4
1923 GSL 4
1924 NGBE 4
1925 GLB2 4
1926 CTSA 4
1927 GAMT 4
1928 IRF1 4
1929 MAR 4
1930 IL1B 4
1931 IL1RN 4
1932 KLF6 4
1933 COPEB 4
1934 BCD1 4
1935 ZF9 4
1936 KIT 4
1937 PBT 4
1938 PDGFRA 4
1939 GBA 4
1940 ROBO3 4
1941 RBIG1 4
1942 RIG1 4
1943 HGPPS 4
1944 KCNMA1 4
1945 SLO 4
1946 SCN1B 4
1947 GEFSP1 4
1948 GAN 4
1949 GAN1 4
1950 CYP7B1 4
1951 SLC12A3 4
1952 NCCT 4
1953 TSC 4
1954 ITGA2B 4
1955 GP2B 4
1956 CD41B 4
1957 ITGB3 4
1958 GP3A 4
1959 MYOC 4
1960 TIGR 4
1961 GLC1A 4
1962 JOAG 4
1963 GPOA 4
1964 OPTN 4
1965 GLC1E 4
1966 FIP2 4
1967 HYPL 4
1968 NRP 4
1969 CYP1B1 4
1970 GLC3A 4
1971 OPA1 4
1972 NTG 4
1973 NPG 4
1974 DMBT1 4
1975 ACTN4 4
1976 FSGS1 4
1977 FSGS 4
1978 TRPC6 4
1979 TRP6 4
1980 FSGS2 4
1981 CD2AP 4
1982 CMS 4
1983 GLML 4
1984 GVM 4
1985 VMGLOM 4
1986 MRAP 4
1987 FALP 4
1988 C21orf61 4
1989 MC2R 4
1990 SLC5A1 4
1991 SGLT1 4
1992 SLC2A1 4
1993 GLUT1 4
1994 GCS1 4
1995 FTCD 4
1996 GCDH 4
1997 ETFA 4
1998 GA2 4
1999 MADD 4
2000 ETFB 4
2001 ETFDH 4
2002 GSS 4
2003 GSHS 4
2004 GK 4
2005 AMT 4
2006 NKH 4
2007 GCE 4
2008 GCSH 4
2009 GLDC 4
2010 HYGN1 4
2011 GCSP 4
2012 GNMT 4
2013 PHKG2 4
2014 PHKA2 4
2015 PHK 4
2016 G6PC 4
2017 G6PT 4
2018 G6PT1 4
2019 GAA 4
2020 LAMP2 4
2021 LAMPB 4
2022 AGL 4
2023 GDE 4
2024 GBE1 4
2025 GYS2 4
2026 PYGL 4
2027 PFKM 4
2028 GLB1 4
2029 GM2A 4
2030 HEXA 4
2031 TSD 4
2032 TMEM16E 4
2033 GDD1 4
2034 TPO 4
2035 TPX 4
2036 KIAA1279 4
2037 DHH 4
2038 SRY 4
2039 TDF 4
2040 BCS1L 4
2041 FLNMS 4
2042 GRACILE 4
2043 IL10 4
2044 CSIF 4
2045 CTLA4 4
2046 GC 4
2047 DBP 4
2048 LBR 4
2049 PHA 4
2050 MYO5A 4
2051 MYH12 4
2052 GS1 4
2053 RAB27A 4
2054 RAM 4
2055 GS2 4
2056 MLPH 4
2057 GHRHR 4
2058 STAT5B 4
2059 IGF1 4
2060 HOXA13 4
2061 HOX1J 4
2062 OAT 4
2063 ATP2C1 4
2064 BCPM 4
2065 HHD 4
2066 CTSC 4
2067 CPPI 4
2068 PALS 4
2069 PLS 4
2070 HMS 4
2071 PANK2 4
2072 NBIA1 4
2073 PKAN 4
2074 HARP 4
2075 SLC6A19 4
2076 HND 4
2077 WFS1 4
2078 WFRS 4
2079 WFS 4
2080 DFNA6 4
2081 VHL 4
2082 FLT4 4
2083 VEGFR3 4
2084 PCL 4
2085 KDR 4
2086 ELA2 4
2087 HMOX1 4
2088 HFE 4
2089 HLA-H 4
2090 HFE1 4
2091 HAMP 4
2092 LEAP1 4
2093 HEPC 4
2094 HFE2 4
2095 HJV 4
2096 HFE2A 4
2097 TFR2 4
2098 HFE3 4
2099 SLC40A1 4
2100 SLC11A3 4
2101 FPN1 4
2102 IREG1 4
2103 HFE4 4
2104 AK1 4
2105 BPGM 4
2106 GCLC 4
2107 GLCLC 4
2108 GPI 4
2109 HK1 4
2110 PGK1 4
2111 PGKA 4
2112 TPI1 4
2113 PRF1 4
2114 HPLH2 4
2115 UNC13D 4
2116 MUNC13-4 4
2117 HPLH3 4
2118 HLH3 4
2119 FHL3 4
2120 F8 4
2121 F8C 4
2122 HEMA 4
2123 F9 4
2124 HEMB 4
2125 F5 4
2126 SCOD1 4
2127 SCO1 4
2128 LIPC 4
2129 AXIN1 4
2130 AXIN 4
2131 IGF2R 4
2132 MPRI 4
2133 MET 4
2134 ENG 4
2135 END 4
2136 HHT1 4
2137 ORW 4
2138 ACVRL1 4
2139 ACVRLK1 4
2140 ALK1 4
2141 HHT2 4
2142 AFP 4
2143 HPAFP 4
2144 HPS1 4
2145 HPS3 4
2146 HPS4 4
2147 HPS5 4
2148 RU2 4
2149 KIAA1017 4
2150 HPS6 4
2151 RU 4
2152 AP3B1 4
2153 ADTB3A 4
2154 HPS2 4
2155 DTNBP1 4
2156 HPS7 4
2157 ZIC3 4
2158 HTX1 4
2159 HTX 4
2160 NRTN 4
2161 NTN 4
2162 ECE1 4
2163 HAL 4
2164 HSTD 4
2165 CCL5 4
2166 SCYA5 4
2167 D17S136E 4
2168 TCP228 4
2169 CMKBR2 4
2170 CCR2 4
2171 CMKBR5 4
2172 CCCKR5 4
2173 HMGCL 4
2174 HMGCS2 4
2175 HLCS 4
2176 HCS 4
2177 SIX3 4
2178 HPE2 4
2179 TGIF 4
2180 HPE4 4
2181 ZIC2 4
2182 HPE5 4
2183 TBX5 4
2184 CBS 4
2185 MTHFR 4
2186 MTRR 4
2187 HBG1 4
2188 HBG2 4
2189 HPRT1 4
2190 HPRT 4
2191 HD 4
2192 IT15 4
2193 JPH3 4
2194 JP3 4
2195 HDL2 4
2196 TBP 4
2197 SCA17 4
2198 PYCS 4
2199 GSAS 4
2200 PPARA 4
2201 PPAR 4
2202 SAC 4
2203 HCA2 4
2204 BAAT 4
2205 EPHX1 4
2206 TJP2 4
2207 ZO2 4
2208 LDLR 4
2209 FHC 4
2210 PCSK9 4
2211 NARC1 4
2212 HCHOLA3 4
2213 FH3 4
2214 ARH 4
2215 FHCB2 4
2216 FHCB1 4
2217 EPHX2 4
2218 GSBS 4
2219 ITIH4 4
2220 PK120 4
2221 ITIHL1 4
2222 GLRA1 4
2223 STHE 4
2224 GLRB 4
2225 MVK 4
2226 MVLK 4
2227 GLUD1 4
2228 USF1 4
2229 HYPLIP1 4
2230 APOC2 4
2231 AASS 4
2232 MAT1A 4
2233 MATA1 4
2234 SAMS1 4
2235 AHCY 4
2236 SAHH 4
2237 SLC25A15 4
2238 ORNT1 4
2239 HHH 4
2240 AGXT 4
2241 SPAT 4
2242 GRHPR 4
2243 GLXR 4
2244 HRPT2 4
2245 C1orf28 4
2246 CASR 4
2247 HHC1 4
2248 PCAR1 4
2249 FIH 4
2250 PCBD 4
2251 DCOH 4
2252 PAH 4
2253 PKU1 4
2254 INS 4
2255 PRODH 4
2256 PRODH2 4
2257 SCZD4 4
2258 ALDH4A1 4
2259 ALDH4 4
2260 P5CDH 4
2261 REN 4
2262 KCNMB1 4
2263 NR3C2 4
2264 MLR 4
2265 MCR 4
2266 AGTR1 4
2267 AGTR1A 4
2268 AT2R1 4
2269 PTGIS 4
2270 CYP8A1 4
2271 PGIS 4
2272 CYP8 4
2273 ADD1 4
2274 AGT 4
2275 SERPINA8 4
2276 GNB3 4
2277 CYP3A5 4
2278 P450PCN3 4
2279 TSHR 4
2280 APOA5 4
2281 LIPI 4
2282 LPDL 4
2283 PRED5 4
2284 RP1 4
2285 ORP1 4
2286 UMOD 4
2287 HNFJ 4
2288 FJHN 4
2289 MCKD2 4
2290 ADMCKD2 4
2291 PAX9 4
2292 BLNK 4
2293 SLP65 4
2294 LHB 4
2295 GPR54 4
2296 NELF 4
2297 LHCGR 4
2298 CACNA1S 4
2299 CACNL1A3 4
2300 CCHL1A3 4
2301 KCNE3 4
2302 HOKPP 4
2303 LCT 4
2304 LAC 4
2305 LPH 4
2306 MCM6 4
2307 FXYD2 4
2308 ATP1G1 4
2309 HOMG2 4
2310 CLDN16 4
2311 PCLN1 4
2312 TRPM6 4
2313 CHAK2 4
2314 PTH 4
2315 GCMB 4
2316 TBCE 4
2317 KCS 4
2318 KCS1 4
2319 HRD 4
2320 GATA3 4
2321 HDR 4
2322 ALPL 4
2323 HOPS 4
2324 TNSALP 4
2325 PHEX 4
2326 HYP 4
2327 HPDR1 4
2328 SLC5A5 4
2329 NIS 4
2330 DUOX2 4
2331 THOX2 4
2332 PAX8 4
2333 TSHB 4
2334 CDH3 4
2335 CDHP 4
2336 PCAD 4
2337 HJMD 4
2338 DSG4 4
2339 LAH 4
2340 SOX18 4
2341 HLTS 4
2342 CDSN 4
2343 HTSS 4
2344 SLC22A12 4
2345 OAT4L 4
2346 URAT1 4
2347 TGM1 4
2348 ICR2 4
2349 LI1 4
2350 ALOX12B 4
2351 ALOXE3 4
2352 KRT2A 4
2353 KRT2E 4
2354 ICHYN 4
2355 ABCA12 4
2356 ICR2B 4
2357 LI2 4
2358 STS 4
2359 ARSC1 4
2360 ARSC 4
2361 SSDD 4
2362 ICOS 4
2363 AILIM 4
2364 IGHG2 4
2365 FCGR1A 4
2366 IGFR1 4
2367 CD64 4
2368 DNMT3B 4
2369 ICF 4
2370 CD3E 4
2371 CD3G 4
2372 AICDA 4
2373 AID 4
2374 HIGM2 4
2375 TNFRSF5 4
2376 CD40 4
2377 UNG 4
2378 DGU 4
2379 HIGM4 4
2380 TNFSF5 4
2381 CD40LG 4
2382 HIGM1 4
2383 IGM 4
2384 TNFRSF14B 4
2385 TACI 4
2386 MYH2 4
2387 GNE 4
2388 GLCNE 4
2389 IBM2 4
2390 DMRV 4
2391 NM 4
2392 VCP 4
2393 IBMPFD 4
2394 ARX 4
2395 ISSX 4
2396 PRTS 4
2397 MRXS1 4
2398 MRX36 4
2399 MRX54 4
2400 SOX3 4
2401 MRGH 4
2402 ITPA 4
2403 NTRK1 4
2404 TRKA 4
2405 MTC 4
2406 GABRB3 4
2407 PPP1R3A 4
2408 PPP1R3 4
2409 PTPN1 4
2410 PTP1B 4
2411 IL2RA 4
2412 IL2R 4
2413 IGF1R 4
2414 IGF2 4
2415 GIF 4
2416 IRAK4 4
2417 REN64 4
2418 PITX2 4
2419 IDG2 4
2420 RIEG1 4
2421 RGS 4
2422 IGDS2 4
2423 FTH1 4
2424 FTHL6 4
2425 GH1 4
2426 GHN 4
2427 IVD 4
2428 FGFR1 4
2429 FLT2 4
2430 KAL2 4
2431 KCNE1 4
2432 JLNS 4
2433 LQT5 4
2434 NPHP1 4
2435 NPH1 4
2436 SLSN1 4
2437 AHI1 4
2438 MADH4 4
2439 DPC4 4
2440 SMAD4 4
2441 JIP 4
2442 KLK1 4
2443 KLKR 4
2444 KAL1 4
2445 ADMLX 4
2446 NAGA 4
2447 IL6 4
2448 IFNB2 4
2449 BSF2 4
2450 IGKC 4
2451 DNAH11 4
2452 DNAHC11 4
2453 SAT 4
2454 SSAT 4
2455 KFSD 4
2456 DSG1 4
2457 SCOT 4
2458 OXCT 4
2459 MGP 4
2460 NTI 4
2461 KIND1 4
2462 URP1 4
2463 C20orf42 4
2464 VG5Q 4
2465 HUS84971 4
2466 FLJ10283 4
2467 COL18A1 4
2468 KNO 4
2469 GALC 4
2470 L2HGDH 4
2471 C14orf160 4
2472 LDHB 4
2473 PDX1 4
2474 SHOX 4
2475 GCFX 4
2476 PHOG 4
2477 SHOXY 4
2478 GHR 4
2479 SC5DL 4
2480 ERG3 4
2481 ALAD 4
2482 AGRP 4
2483 ART 4
2484 AGRT 4
2485 CRB1 4
2486 RP12 4
2487 RPE65 4
2488 RP20 4
2489 RDH12 4
2490 LCA3 4
2491 ACVR2B 2
2492 EBAF 2
2493 TGFB4 2
2494 LEFTY2 2
2495 LEFTA 2
2496 LEFTYA 2
2497 DTNA 2
2498 D18S892E 2
2499 DRP3 2
2500 LVNC1 2
2501 TLR5 2
2502 TIL3 2
2503 DLD 2
2504 LAD 2
2505 PHE3 2
2506 NDUFS3 2
2507 NDUFS4 2
2508 AQDQ 2
2509 NDUFS7 2
2510 PSST 2
2511 NDUFS8 2
2512 SDHA 2
2513 SDH2 2
2514 SDHF 2
2515 SURF1 2
2516 LRPPRC 2
2517 LRP130 2
2518 LSFC 2
2519 PDHA1 2
2520 PHE1A 2
2521 COL4A6 2
2522 PTPN11 2
2523 PTP2C 2
2524 SHP2 2
2525 NS1 2
2526 TAL1 2
2527 TCL5 2
2528 SCL 2
2529 TAL2 2
2530 FLT3 2
2531 NBS1 2
2532 NBS 2
2533 ZNFN1A1 2
2534 IK1 2
2535 LYF1 2
2536 HOXD4 2
2537 HOX4B 2
2538 BCR 2
2539 CML 2
2540 PHL 2
2541 ALL 2
2542 ARNT 2
2543 GMPS 2
2544 AF10 2
2545 ARHGEF12 2
2546 LARG 2
2547 KIAA0382 2
2548 CALM 2
2549 CLTH 2
2550 CEBPA 2
2551 CEBP 2
2552 CHIC2 2
2553 BTL 2
2554 LPP 2
2555 NPM1 2
2556 NUP214 2
2557 D9S46E 2
2558 CAN 2
2559 CAIN 2
2560 RUNX1 2
2561 CBFA2 2
2562 AML1 2
2563 WHSC1L1 2
2564 NSD3 2
2565 AF1Q 2
2566 NUMA1 2
2567 ZNF145 2
2568 PLZF 2
2569 PML 2
2570 MYL 2
2571 ARL11 2
2572 ARLTS1 2
2573 P2RX7 2
2574 P2X7 2
2575 GRAF 2
2576 NF1 2
2577 VRNF 2
2578 WSS 2
2579 NFNS 2
2580 BCL2 2
2581 TCRA 2
2582 ABL1 2
2583 ITGB2 2
2584 CD18 2
2585 LCAMB 2
2586 EIF2B1 2
2587 EIF2BA 2
2588 EIF2B2 2
2589 EIF2B3 2
2590 EIF2B5 2
2591 LVWM 2
2592 CACH 2
2593 CLE 2
2594 EIF2B4 2
2595 SCNN1B 2
2596 SCNN1G 2
2597 PHA1 2
2598 CDKN2A 2
2599 MTS1 2
2600 P16 2
2601 MLM 2
2602 CMM2 2
2603 LIG4 2
2604 AGPAT2 2
2605 LPAAB 2
2606 BSCL 2
2607 BSCL1 2
2608 BSCL2 2
2609 SPG17 2
2610 PPARGC1A 2
2611 PPARGC1 2
2612 STAR 2
2613 CYP11A 2
2614 P450SCC 2
2615 ECM1 2
2616 HMGA2 2
2617 HMGIC 2
2618 BABL 2
2619 LIPO 2
2620 PAFAH1B1 2
2621 LIS1 2
2622 RELN 2
2623 RL 2
2624 DCX 2
2625 DBCN 2
2626 LISX 2
2627 TGFBR1 2
2628 AKAP10 2
2629 ANK2 2
2630 LQT4 2
2631 KCNJ2 2
2632 HHIRK1 2
2633 KIR2.1 2
2634 IRK1 2
2635 LQT7 2
2636 LPA 2
2637 CILP 2
2638 PPP2R1B 2
2639 MAP3K8 2
2640 COT 2
2641 EST 2
2642 TPL2 2
2643 FCGR2A 2
2644 IGFR2 2
2645 CD32 2
2646 TSC2 2
2647 FOXC2 2
2648 FKHL14 2
2649 MFH1 2
2650 RAP1GDS1 2
2651 BCL8 2
2652 FCGR2B 2
2653 MAD1L1 2
2654 TXBP181 2
2655 SH2D1A 2
2656 IMD5 2
2657 XLP 2
2658 XLPD 2
2659 SLC7A7 2
2660 LPI 2
2661 ATXN3 2
2662 MJD 2
2663 SCA3 2
2664 CHST6 2
2665 MCDC1 2
2666 HMCN1 2
2667 FBLN6 2
2668 FIBL6 2
2669 ELOVL4 2
2670 ADMD 2
2671 STGD2 2
2672 STGD3 2
2673 VMD2 2
2674 FKBP5 2
2675 FKBP51 2
2676 CD36 2
2677 ICAM1 2
2678 NOS2A 2
2679 NOS2 2
2680 MLYCD 2
2681 MCD 2
2682 MALT1 2
2683 MLT 2
2684 ZMPSTE24 2
2685 FACE1 2
2686 STE24 2
2687 MADB 2
2688 MAN2B1 2
2689 MANB 2
2690 MANBA 2
2691 MANB1 2
2692 BCKDHA 2
2693 MSUD1 2
2694 BCKDHB 2
2695 E1B 2
2696 DBT 2
2697 BCATE2 2
2698 ARSB 2
2699 MPS6 2
2700 COL11A1 2
2701 STL2 2
2702 MASP2 2
2703 ACP33 2
2704 MAST 2
2705 SPG21 2
2706 PYGM 2
2707 XK 2
2708 SUFU 2
2709 SUFUXL 2
2710 SUFUH 2
2711 KRT12 2
2712 KRT3 2
2713 MKL1 2
2714 AMKL 2
2715 MAL 2
2716 MLC1 2
2717 LVM 2
2718 VL 2
2719 CUBN 2
2720 IFCR 2
2721 MGA1 2
2722 CDK4 2
2723 CMM3 2
2724 STK11 2
2725 PJS 2
2726 LKB1 2
2727 SLURP1 2
2728 MDM 2
2729 MN1 2
2730 MGCR 2
2731 NF2 2
2732 PRSS12 2
2733 BSSP3 2
2734 CRBN 2
2735 MRT2A 2
2736 PAK3 2
2737 MRX30 2
2738 MRX47 2
2739 IL1RAPL 2
2740 MRX34 2
2741 FTSJ1 2
2742 JM23 2
2743 SPB1 2
2744 MRX44 2
2745 MRX9 2
2746 ZNF81 2
2747 MRX45 2
2748 TM4SF2 2
2749 MXS1 2
2750 A15 2
2751 OPHN1 2
2752 FMR2 2
2753 FRAXE 2
2754 MRX2 2
2755 SMCX 2
2756 MRXJ 2
2757 DXS1272E 2
2758 XE169 2
2759 JARID1C 2
2760 GDI1 2
2761 RABGD1A 2
2762 MRX41 2
2763 MRX48 2
2764 FACL4 2
2765 ACS4 2
2766 MRX63 2
2767 ARHGEF6 2
2768 MRX46 2
2769 COOL2 2
2770 AGTR2 2
2771 ZNF41 2
2772 DLG3 2
2773 NEDLG 2
2774 SAP102 2
2775 MRX 2
2776 SMS 2
2777 SRS 2
2778 MRSR 2
2779 CYP2C 2
2780 CYP2C19 2
2781 ARSA 2
2782 COL10A1 2
2783 CYB5 2
2784 DIA1 2
2785 ALDH6A1 2
2786 MMSDH 2
2787 MUT 2
2788 MCM 2
2789 MMAA 2
2790 MMAB 2
2791 RFXANK 2
2792 SLC25A19 2
2793 DNC 2
2794 MUP1 2
2795 MCPHA 2
2796 MCPH1 2
2797 CDK5RAP2 2
2798 KIAA1633 2
2799 MCPH3 2
2800 ASPM 2
2801 MCPH5 2
2802 CEMPJ 2
2803 CPAP 2
2804 MCPH6 2
2805 LAMB2 2
2806 LAMS 2
2807 CHX10 2
2808 HOX10 2
2809 SIX6 2
2810 BCOR 2
2811 KIAA1575 2
2812 MAA2 2
2813 ANOP2 2
2814 EDNRA 2
2815 YWHAE 2
2816 MDCR 2
2817 MDS 2
2818 NDUFS1 2
2819 NDUFS2 2
2820 UQCRB 2
2821 UQBP 2
2822 QPC 2
2823 TK2 2
2824 SUCLA2 2
2825 DGUOK 2
2826 DGK 2
2827 PUS1 2
2828 MLASA 2
2829 DYSF 2
2830 LGMD2B 2
2831 MOCS1 2
2832 MOCOD 2
2833 MOCS2 2
2834 MPTS 2
2835 GPH 2
2836 KIAA1385 2
2837 GEPH 2
2838 KRTHB1 2
2839 KRTHB6 2
2840 HB6 2
2841 ZFHX1B 2
2842 SMADIP1 2
2843 SIP1 2
2844 MYMY3 2
2845 MAML2 2
2846 MAM3 2
2847 MECT1 2
2848 KIAA0616 2
2849 GNPTAB 2
2850 GNPTA 2
2851 GNPTAG 2
2852 MCOLN1 2
2853 ML4 2
2854 IDUA 2
2855 IDA 2
2856 IDS 2
2857 MPS2 2
2858 SIDS 2
2859 GALNS 2
2860 MPS4A 2
2861 GNS 2
2862 G6S 2
2863 HYAL1 2
2864 GUSB 2
2865 MPS7 2
2866 TRIM37 2
2867 MUL 2
2868 KIAA0898 2
2869 IRF4 2
2870 LSIRF 2
2871 PTPRC 2
2872 CD45 2
2873 LCA 2
2874 SUMF1 2
2875 FGE 2
2876 POMGNT1 2
2877 MEB 2
2878 PHKA1 2
2879 GDF8 2
2880 MSTN 2
2881 FKRP 2
2882 MDC1C 2
2883 LGMD2I 2
2884 LAMA2 2
2885 LAMM 2
2886 LARGE 2
2887 KIAA0609 2
2888 MDC1D 2
2889 FCMD 2
2890 TTID 2
2891 MYOT 2
2892 CAPN3 2
2893 CANP3 2
2894 SGCG 2
2895 LGMD2C 2
2896 DMDA1 2
2897 SCG3 2
2898 SGCA 2
2899 ADL 2
2900 DAG2 2
2901 LGMD2D 2
2902 DMDA2 2
2903 SGCB 2
2904 LGMD2E 2
2905 TRIM32 2
2906 HT2A 2
2907 LGMD2H 2
2908 POMT1 2
2909 SEPN1 2
2910 SELN 2
2911 RSMD1 2
2912 CMS1A1 2
2913 FIM1 2
2914 CHRNB1 2
2915 ACHRB 2
2916 SCCMS 2
2917 CMS2A 2
2918 CMS1D 2
2919 CHRNE 2
2920 FCCMS 2
2921 CMS1E 2
2922 RAPSN 2
2923 CHAT 2
2924 CMS1A2 2
2925 CHRNA1 2
2926 ACHRD 2
2927 CHRND 2
2928 IL12RB1 2
2929 IFNGR2 2
2930 IFNGT1 2
2931 IFGR2 2
2932 STAT1 2
2933 NRAMP1 2
2934 NRAMP 2
2935 MDS1 2
2936 FACL6 2
2937 ACS2 2
2938 JAK2 2
2939 CBFB 2
2940 CSF1R 2
2941 FMS 2
2942 CXCR4 2
2943 D2S201E 2
2944 NPY3R 2
2945 WHIM 2
2946 PDGFRB 2
2947 PDGFR 2
2948 AMPD1 2
2949 ALOX5AP 2
2950 FLAP 2
2951 LGALS2 2
2952 LTA 2
2953 TNFB 2
2954 OLR1 2
2955 LOX1 2
2956 THBD 2
2957 THRM 2
2958 GCLM 2
2959 GLCLR 2
2960 TNFSF4 2
2961 GP34 2
2962 OX4OL 2
2963 EFHC1 2
2964 FLJ10466 2
2965 EJM1 2
2966 ECGF1 2
2967 ACTA1 2
2968 ASMA 2
2969 NEM3 2
2970 NEM1 2
2971 ITGA7 2
2972 PGAM2 2
2973 PGAMM 2
2974 CLCN1 2
2975 DMPK 2
2976 DM 2
2977 DMK 2
2978 ZNF9 2
2979 CNBP1 2
2980 DM2 2
2981 PROMM 2
2982 MTM1 2
2983 MTMX 2
2984 DDIT3 2
2985 GADD153 2
2986 CHOP10 2
2987 NAGS 2
2988 LMX1B 2
2989 NPS1 2
2990 NHS 2
2991 HCRT 2
2992 OX 2
2993 TREM2 2
2994 TYROBP 2
2995 PLOSL 2
2996 DAP12 2
2997 JUP 2
2998 DP3 2
2999 PDGB 2
3000 TPM3 2
3001 NEB 2
3002 NEM2 2
3003 TNNT1 2
3004 ANM 2
3005 CLDN1 2
3006 SEMP1 2
3007 ZNF365 2
3008 UAN 2
3009 INVS 2
3010 INV 2
3011 NPHP2 2
3012 NPH2 2
3013 NPHP4 2
3014 SLSN4 2
3015 NPHP3 2
3016 NPH3 2
3017 CD151 2
3018 PETA3 2
3019 SFA1 2
3020 NPHS1 2
3021 NPHN 2
3022 PDCN 2
3023 NPHS2 2
3024 SRN1 2
3025 MTHFD 2
3026 MTHFC 2
3027 NME1 2
3028 NM23 2
3029 MXI1 2
3030 HSPB8 2
3031 H11 2
3032 E2IG1 2
3033 DHMN2 2
3034 SPTLC1 2
3035 LBC1 2
3036 SPT1 2
3037 HSN1 2
3038 HSAN 2
3039 NGFB 2
3040 HSAN5 2
3041 HSN2 2
3042 FCGR3A 2
3043 CD16 2
3044 IGFR3 2
3045 GFI1 2
3046 ZNF163 2
3047 WAS 2
3048 IMD2 2
3049 THC 2
3050 RAC2 2
3051 GPR51 2
3052 GABBR2 2
3053 SMPD1 2
3054 NPD 2
3055 NPC1 2
3056 NPC 2
3057 NPC2 2
3058 HE1 2
3059 GNAT1 2
3060 CSNB1 2
3061 NYX 2
3062 PDE6B 2
3063 PDEB 2
3064 CSNB3 2
3065 CACNA1F 2
3066 CSNB2 2
3067 RHO 2
3068 RP4 2
3069 OPN2 2
3070 NP 2
3071 POMC 2
3072 MC4R 2
3073 AKR1C2 2
3074 DDH2 2
3075 DD2 2
3076 HAKRD 2
3077 NTRK2 2
3078 TRKB 2
3079 NR0B2 2
3080 SHP 2
3081 LEP 2
3082 OB 2
3083 LEPR 2
3084 OBR 2
3085 SIM1 2
3086 UCP3 2
3087 MC3R 2
3088 SLC6A14 2
3089 OBX 2
3090 ADRB3 2
3091 CART 2
3092 GHRL 2
3093 UCP1 2
3094 UCP2 2
3095 PCSK1 2
3096 NEC1 2
3097 PC1 2
3098 PC3 2
3099 OA1 2
3100 MATP 2
3101 AIM1 2
3102 PABPN1 2
3103 PABP2 2
3104 PAB2 2
3105 SAG 2
3106 RHOK 2
3107 RK 2
3108 GRK1 2
3109 DCLRE1C 2
3110 ARTEMIS 2
3111 SCIDA 2
3112 RAG1 2
3113 RAG2 2
3114 MID1 2
3115 OGS1 2
3116 BBBG1 2
3117 FXY 2
3118 OSX 2
3119 PAX2 2
3120 OFD1 2
3121 CXorf5 2
3122 OTC 2
3123 IRF6 2
3124 VWS 2
3125 LPS 2
3126 PIT 2
3127 PPS 2
3128 OFC6 2
3129 UMPS 2
3130 OPRT 2
3131 SLC6A2 2
3132 NAT1 2
3133 NET1 2
3134 FRZB 2
3135 FRZB1 2
3136 SRFP3 2
3137 ASPN 2
3138 PLAP1 2
3139 TNFRSF11A 2
3140 RANK 2
3141 ODFR 2
3142 OFE 2
3143 MMP2 2
3144 CLG4A 2
3145 MONA 2
3146 CLCN7 2
3147 CLC7 2
3148 OPTA2 2
3149 OSTM1 2
3150 GL 2
3151 TCIRG1 2
3152 TIRC7 2
3153 OC116 2
3154 OPTB1 2
3155 CALCA 2
3156 CALC1 2
3157 SLC17A2 2
3158 NPT2 2
3159 CALCR 2
3160 CRT 2
3161 RIL 2
3162 RRAS2 2
3163 TC21 2
3164 FSHR 2
3165 ODG1 2
3166 BMP15 2
3167 GDF9B 2
3168 ODG2 2
3169 KRT17 2
3170 PC2 2
3171 PCHC1 2
3172 KRT6B 2
3173 KRT16 2
3174 KRT6A 2
3175 TNFRSF11B 2
3176 OPG 2
3177 OCIF 2
3178 SQSTM1 2
3179 P62 2
3180 PDB3 2
3181 ARMET 2
3182 ARP 2
3183 ACVR1B 2
3184 ACVRLK4 2
3185 ALK4 2
3186 RBBP8 2
3187 RIM 2
3188 PRSS1 2
3189 TRY1 2
3190 SDHB 2
3191 SDH1 2
3192 SDHIP 2
3193 SDHC 2
3194 PGL3 2
3195 ALX4 2
3196 PFM2 2
3197 FPP 2
3198 NR4A2 2
3199 NURR1 2
3200 NOT 2
3201 TINUR 2
3202 SNCAIP 2
3203 DJ1 2
3204 PARK7 2
3205 LRRK2 2
3206 PARK8 2
3207 PINK1 2
3208 PARK6 2
3209 UCHL1 2
3210 PARK5 2
3211 NDUFV2 2
3212 PIGA 2
3213 MR1 2
3214 TAHCCP2 2
3215 KIPP1184 2
3216 BRP17 2
3217 PNKD 2
3218 FPD1 2
3219 PDC 2
3220 DYT8 2
3221 SOX10 2
3222 WS4 2
3223 PLP1 2
3224 PMD 2
3225 GJA12 2
3226 CX47 2
3227 PMLDAR 2
3228 TNFRSF1A 2
3229 TNFR1 2
3230 TNFAR 2
3231 FPF 2
3232 ARFGEF2 2
3233 BIG2 2
3234 PEX6 2
3235 PXAAA1 2
3236 PAF2 2
3237 PEX12 2
3238 AMH 2
3239 MIF 2
3240 AMHR2 2
3241 AMHR 2
3242 QDPR 2
3243 DHPR 2
3244 PTS 2
3245 TAS2R38 2
3246 T2R61 2
3247 PTC 2
3248 PHGDH 2
3249 PRPS1 2
3250 PHKB 2
3251 PSP 2
3252 GNAI2 2
3253 GNAI2B 2
3254 GIP 2
3255 THRA 2
3256 ERBA1 2
3257 THRA1 2
3258 GLI2 2
3259 POU1F1 2
3260 PIT1 2
3261 PROP1 2
3262 HESX1 2
3263 RPX 2
3264 LHX3 2
3265 PRKCA 2
3266 PKCA 2
3267 PLI 2
3268 SERPINF2 2
3269 P2RY12 2
3270 P2Y12 2
3271 SFTPC 2
3272 SFTP2 2
3273 FCYT 2
3274 PKHD1 2
3275 ARPKD 2
3276 PKD1 2
3277 PKD2 2
3278 PKD4 2
3279 PKDTS 2
3280 PRKCSH 2
3281 G19P1 2
3282 PCLD 2
3283 SEC63 2
3284 GPR56 2
3285 TM7XN1 2
3286 BFPP 2
3287 COL4A1 2
3288 HMBS 2
3289 PBGD 2
3290 UPS 2
3291 UROS 2
3292 UROD 2
3293 PPOX 2
3294 NDN 2
3295 SNRPN 2
3296 STOX1 2
3297 PEE4 2
3298 KLKB1 2
3299 KLK3 2
3300 DIAPH2 2
3301 DIA 2
3302 POF2 2
3303 C10orf2 2
3304 TWINKLE 2
3305 PEO1 2
3306 SLC25A4 2
3307 ANT1 2
3308 T1 2
3309 PEO3 2
3310 PEPD 2
3311 PFC 2
3312 PFD 2
3313 PCCA 2
3314 PCCB 2
3315 RNASEL 2
3316 RNS4 2
3317 PRCA1 2
3318 HPC1 2
3319 MSR1 2
3320 EPHB2 2
3321 EPHT3 2
3322 DRT 2
3323 ERK 2
3324 ATBF1 2
3325 ELAC2 2
3326 HPC2 2
3327 PROS1 2
3328 FECH 2
3329 FCE 2
3330 HSD17B3 2
3331 EDH17B3 2
3332 SCNN1A 2
3333 WNK4 2
3334 PRKWNK4 2
3335 PHA2B 2
3336 WNK1 2
3337 PRKWNK1 2
3338 KDP 2
3339 PHA2C 2
3340 SRD5A2 2
3341 CYP27B1 2
3342 PDDR 2
3343 VDD1 2
3344 ABCC6 2
3345 ARA 2
3346 ABC34 2
3347 MLP1 2
3348 PXE 2
3349 PSORS6 2
3350 CSF2RB 2
3351 SFTPB 2
3352 SFTB3 2
3353 SFTPA1 2
3354 SFTP1 2
3355 BMPR2 2
3356 PPH1 2
3357 CTSK 2
3358 NOS1 2
3359 PSTPIP1 2
3360 PSTPIP 2
3361 CD2BP1 2
3362 PAPAS 2
3363 PC 2
3364 PDHB 2
3365 HOXA11 2
3366 HOX1I 2
3367 RECQL4 2
3368 RTS 2
3369 RECQ4 2
3370 CX3CR1 2
3371 GPR13 2
3372 V28 2
3373 PEX7 2
3374 RCDP1 2
3375 PHYH 2
3376 PAHX 2
3377 PXMP3 2
3378 PAF1 2
3379 PMP35 2
3380 PEX2 2
3381 TRC8 2
3382 RCA1 2
3383 HRCA1 2
3384 OGG1 2
3385 PRCC 2
3386 RCCP1 2
3387 TFE3 2
3388 SLC5A2 2
3389 SGLT2 2
3390 ATP6V0A4 2
3391 ATP6N1B 2
3392 VPP2 2
3393 RTA1C 2
3394 RTADR 2
3395 CA2 2
3396 SLC4A4 2
3397 NBC1 2
3398 KNBC 2
3399 SLC4A5 2
3400 ATP6B1 2
3401 VPP3 2
3402 PQBP1 2
3403 NPW38 0
3404 MRX55 0
3405 RENS1 0
3406 MRXS8 0
3407 OPRM1 0
3408 NRL 0
3409 D14S46E 0
3410 RP27 0
3411 PROM1 0
3412 PROML1 0
3413 AC133 0
3414 C1QTNF5 0
3415 CTRP5 0
3416 LORD 0
3417 LRAT 0
3418 IMPDH1 0
3419 PRPF31 0
3420 PRP31 0
3421 PRPF8 0
3422 PRPC8 0
3423 RP13 0
3424 TULP1 0
3425 RP14 0
3426 CA4 0
3427 RP17 0
3428 HPRP3 0
3429 RP18 0
3430 RP2 0
3431 CERKL 0
3432 FSCN2 0
3433 RFSN 0
3434 RP9 0
3435 USH2A 0
3436 RGR 0
3437 CNGB1 0
3438 CNCG3L 0
3439 CNCG2 0
3440 CNGA1 0
3441 CNCG1 0
3442 PDE6A 0
3443 PDEA 0
3444 ROM1 0
3445 ROSP1 0
3446 MERTK 0
3447 RBP4 0
3448 RS1 0
3449 XLRS1 0
3450 CDKL5 0
3451 STK9 0
3452 SMARCB1 0
3453 SNF5 0
3454 INI1 0
3455 RDT 0
3456 FOXO1A 0
3457 FKHR 0
3458 PAX7 0
3459 NFKBIL1 0
3460 PADI4 0
3461 PADI5 0
3462 PAD 0
3463 SLC22A4 0
3464 OCTN1 0
3465 AGPS 0
3466 ADHAPS 0
3467 RHD 0
3468 RPIA 0
3469 RPI 0
3470 CYP2R1 0
3471 VDR 0
3472 ESCO2 0
3473 WNT4 0
3474 CREBBP 0
3475 RSTS 0
3476 TWIST 0
3477 ACS3 0
3478 SCS 0
3479 SLC17A5 0
3480 SIASD 0
3481 SLD 0
3482 HEXB 0
3483 SGSH 0
3484 MPS3A 0
3485 SFMD 0
3486 NAGLU 0
3487 BTNL2 0
3488 HLA-DR1B 0
3489 SSX1 0
3490 SSRC 0
3491 SSX2 0
3492 SMARCAL1 0
3493 SIOD 0
3494 EMX2 0
3495 DISC1 0
3496 TRAR4 0
3497 COMT 0
3498 RTN4R 0
3499 NOGOR 0
3500 SYN2 0
3501 EPN4 0
3502 EPNR 0
3503 KIAA0171 0
3504 SCZD1 0
3505 JAK3 0
3506 JAKL 0
3507 SOST 0
3508 GULOP 0
3509 GULO 0
3510 ATR 0
3511 FRP1 0
3512 SCKL 0
3513 TH 0
3514 TYH 0
3515 SCN2A1 0
3516 SCN2A 0
3517 ZAP70 0
3518 SRK 0
3519 STD 0
3520 PAPSS2 0
3521 ATPSK2 0
3522 IQCB1 0
3523 NPHP5 0
3524 KIAA0036 0
3525 SPR 0
3526 CASP12 0
3527 CASP12P1 0
3528 USP26 0
3529 IL7R 0
3530 CD3D 0
3531 T3D 0
3532 LHX4 0
3533 SBDS 0
3534 SDS 0
3535 NEU1 0
3536 SIAL1 0
3537 GPC3 0
3538 SDYS 0
3539 SGBS1 0
3540 ABCG5 0
3541 ABCG8 0
3542 NODAL 0
3543 ALDH3A2 0
3544 ALDH10 0
3545 SLS 0
3546 FALDH 0
3547 NAT2 0
3548 AAC2 0
3549 ARHGEF10 0
3550 KIAA0294 0
3551 TBX4 0
3552 DHCR7 0
3553 SLOS 0
3554 RAI1 0
3555 SMCR 0
3556 TIMP3 0
3557 SFD 0
3558 SACS 0
3559 ARSACS 0
3560 KIF5A 0
3561 NKHC 0
3562 SPG10 0
3563 HSPD1 0
3564 SPG13 0
3565 HSP60 0
3566 SPG3A 0
3567 SPG4 0
3568 SPAST 0
3569 NIPA1 0
3570 SPG6 0
3571 PGN 0
3572 SPG7 0
3573 CMAR 0
3574 CEBPE 0
3575 CRP1 0
3576 FOXP2 0
3577 SPCH1 0
3578 TNRC10 0
3579 CAGH44 0
3580 DAZL 0
3581 DAZH 0
3582 SPGYLA 0
3583 ANK1 0
3584 SPH2 0
3585 EPB42 0
3586 SMN1 0
3587 SMA1 0
3588 SMA2 0
3589 SMA3 0
3590 SMA4 0
3591 IGHMBP2 0
3592 SMUBP2 0
3593 CATF1 0
3594 SMARD1 0
3595 ATXN10 0
3596 SCA10 0
3597 ATXN1 0
3598 ATX1 0
3599 SCA1 0
3600 PPP2R2B 0
3601 PRKCG 0
3602 PKCC 0
3603 PKCG 0
3604 SCA14 0
3605 ATXN2 0
3606 ATX2 0
3607 SCA2 0
3608 SCA25 0
3609 FGF14 0
3610 FHF4 0
3611 SCA27 0
3612 PLEKHG4 0
3613 ATXN7 0
3614 SCA7 0
3615 OPCA3 0
3616 SCA8 0
3617 TDP1 0
3618 SHFM3 0
3619 DAC 0
3620 DLL3 0
3621 SCDO1 0
3622 MESP2 0
3623 AGC1 0
3624 CSPG1 0
3625 MSK16 0
3626 SEDK 0
3627 CHST3 0
3628 C6ST 0
3629 C6ST1 0
3630 SEDL 0
3631 SEDT 0
3632 ING1 0
3633 TNFRSF10B 0
3634 DR5 0
3635 TRAILR2 0
3636 NOG 0
3637 SYM1 0
3638 SYNS1 0
3639 HMGCR 0
3640 ZNF198 0
3641 SCLL 0
3642 RAMP 0
3643 FIM 0
3644 PDE4D 0
3645 DPDE3 0
3646 STRK1 0
3647 LIFR 0
3648 STWS 0
3649 SWS 0
3650 SJS2 0
3651 SSADH 0
3652 SI 0
3653 TSPYL1 0
3654 TSPYL 0
3655 SIDDT 0
3656 SUOX 0
3657 SOD3 0
3658 ABCA3 0
3659 ABC3 0
3660 FBLN1 0
3661 TNFSF6 0
3662 APT1LG1 0
3663 FASL 0
3664 DNASE1 0
3665 DNL1 0
3666 PDCD1 0
3667 SLEB2 0
3668 WHN 0
3669 DAD1 0
3670 WNT3 0
3671 INT4 0
3672 ZFPM2 0
3673 FOG2 0
3674 HBD 0
3675 LCRB 0
3676 SLC19A2 0
3677 THTR1 0
3678 THPO 0
3679 MGDF 0
3680 MPLLG 0
3681 FLJ14813 0
3682 THC2 0
3683 MPL 0
3684 TPOR 0
3685 MPLV 0
3686 HCF2 0
3687 HC2 0
3688 SERPIND1 0
3689 HRG 0
3690 PROC 0
3691 ADAMTS13 0
3692 VWFCP 0
3693 TTP 0
3694 MINPP1 0
3695 HIPER1 0
3696 GOLGA5 0
3697 RFG5 0
3698 PTC5 0
3699 NCOA4 0
3700 ELE1 0
3701 PTC3 0
3702 PCM1 0
3703 PTC4 0
3704 TIF1G 0
3705 RFG7 0
3706 PTC7 0
3707 TRIM24 0
3708 TIF1 0
3709 TIF1A 0
3710 PTC6 0
3711 THRB 0
3712 ERBA2 0
3713 THR1 0
3714 TRHR 0
3715 TBG 0
3716 MITF 0
3717 WS2A 0
3718 CACNA1C 0
3719 CACNL1A1 0
3720 CCHL1A1 0
3721 TS 0
3722 CYP2C9 0
3723 SALL1 0
3724 HSAL1 0
3725 TBS 0
3726 TALDO1 0
3727 TCN2 0
3728 TC2 0
3729 THRAP2 0
3730 PROSIT240 0
3731 TRAP240L 0
3732 KIAA1025 0
3733 TCOF1 0
3734 MFD1 0
3735 HS1BP3 0
3736 FLJ14249 0
3737 ETM2 0
3738 TRPS1 0
3739 ERCC3 0
3740 XPB 0
3741 TGF2H5 0
3742 TTDA 0
3743 TFB5 0
3744 C6orf175 0
3745 TTDN1 0
3746 C7orf11 0
3747 ABHS 0
3748 HADHB 0
3749 SPG20 0
3750 FAH 0
3751 TAT 0
3752 HPD 0
3753 TBX3 0
3754 TPH2 0
3755 NTPH 0
3756 APRT 0
3757 SANS 0
3758 USH1G 0
3759 USH3A 0
3760 USH3 0
3761 TEK 0
3762 TIE2 0
3763 VMCM 0
3764 SERPINA10 0
3765 ZPI 0
3766 CASQ2 0
3767 OAS1 0
3768 OIAS 0
3769 VKORC1 0
3770 VKOR 0
3771 VKCFD2 0
3772 FLJ00289 0
3773 GGCX 0
3774 ACADVL 0
3775 VLCAD 0
3776 VWF 0
3777 F8VWF 0
3778 SNAI2 0
3779 SLUG 0
3780 WS2D 0
3781 RAB3GAP 0
3782 WARBM1 0
3783 P130 0
3784 ADAMTS10 0
3785 RECQL2 0
3786 RECQ3 0
3787 WRN 0
3788 TKT 0
3789 KRT13 0
3790 KRT4 0
3791 CYK4 0
3792 POU6F2 0
3793 WTSL 0
3794 WT5 0
3795 ATP7B 0
3796 WND 0
3797 EIF2AK3 0
3798 PEK 0
3799 PERK 0
3800 WRS 0
3801 XDH 0
3802 XPA 0
3803 XPC 0
3804 XPCC 0
3805 DDB2 0
3806 ERCC4 0
3807 XPF 0
3808 POLH 0
3809 XPV 0
3810 XIC 0
3811 XCE 0
3812 XIST 0
3813 SXI1 0
3814 PEX14 0
3815 PXF 0
3816 HK33 0
3817 D1S2223E 0
3818 PEX19 0
3819 ABCD3 0
3820 PXMP1 0
3821 PMP70 0
3822 PEX16 0
3823 PEX3 0# summary statistics for node attributes
summary(data.frame(name = network.stat %v% "vertex.names",
totdegree = sna::degree(network.stat)))
name totdegree
Length:3823 Min. : 0.000
Class :character 1st Qu.: 2.000
Mode :character Median : 4.000
Mean : 6.951
3rd Qu.: 8.000
Max. :82.000 ## not getting names of nodes?????
# plotting a histogram
#plot a histogram: ggplot
network.nodes <- data.frame(name = network.stat %v% "vertex.names", degree = sort(sna::degree(network.stat), decreasing = T))
ggplot(network.nodes, aes(name, degree)) +
geom_col() +
labs(title = "Gene Distribution", x="Gene Name") + coord_flip()
#get network centralization score: statnet
# centralization(network.stat, g = NULL, degree, mode = "graph", diag = FALSE)
# summarizing the data after grouping the Gene type
network.nodes%>%
group_by(name)%>%
summarise_all(funs(mean, n()))
# A tibble: 3,823 x 3
name mean n
<chr> <dbl> <int>
1 A15 2 1
2 A2M 20 1
3 A4GALT 10 1
4 AAA 44 1
5 AAAS 44 1
6 AAC2 0 1
7 AACT 24 1
8 AANAT 6 1
9 AAS 46 1
10 AASS 4 1
# ... with 3,813 more rows