RP lists

  1. List of hand-curated RP/MRP genes, specific to the large & small ribosomal subunits (RP-MRP.csv)
  2. List of ribosomal biogenesis genes obtained from GO searches; search term ‘ribosomal biogenesis’ (rib_biogenesis.csv)
  3. List of nucleolar biology genes; GO searches on ‘protein localization to nucleolus’ (GO:1902570), ‘nucleolus organization’ (GO:0007000), and ‘regulation of protein localization to nucleolus’ (GO:1904749) (nucleolus.csv)
  4. List of ribosomal biogenesis & nucleolar biology genes from the GO searches (bullets 2 & 3) (nuc-rib-bio.csv)
  5. List of the combined set of RP/MRP, ribosomal biogenesis, and nucleolar biology genes (bullets 1-3) (combo4-RP-NUC-ribBio.csv)
  6. List of RP genes from a GO search on ‘ribosomal protein’ (bullet 1 was hand-curated from this list) (rp_GO.csv)
  7. List of RP, ribosomal biogenesis, and nucleolar biology genes from G0 searches (bullets 2, 3, & 6–includes all of bullet 1) (biggest_list.csv)
setwd('/n/home04/cdadams/RP_lists')

# Hand-curated RP list (no pseudogenes): 150
rp_list_expanded=read.csv('/n/home04/cdadams/ld/ldsc/expanded_verified.csv')
dim(rp_list_expanded)
## [1] 150   1
rp_list_expanded
##      all_RP
## 1     MRPL1
## 2    MRPL10
## 3    MRPL11
## 4    MRPL12
## 5    MRPL13
## 6    MRPL14
## 7    MRPL15
## 8    MRPL16
## 9    MRPL17
## 10   MRPL18
## 11   MRPL19
## 12    MRPL2
## 13   MRPL20
## 14   MRPL21
## 15   MRPL22
## 16   MRPL23
## 17   MRPL24
## 18   MRPL27
## 19   MRPL28
## 20    MRPL3
## 21   MRPL30
## 22   MRPL32
## 23   MRPL33
## 24   MRPL34
## 25   MRPL35
## 26   MRPL36
## 27   MRPL37
## 28   MRPL38
## 29   MRPL39
## 30    MRPL4
## 31   MRPL40
## 32   MRPL41
## 33   MRPL42
## 34   MRPL43
## 35   MRPL44
## 36   MRPL45
## 37   MRPL46
## 38   MRPL47
## 39   MRPL48
## 40   MRPL49
## 41   MRPL50
## 42   MRPL51
## 43   MRPL52
## 44   MRPL53
## 45   MRPL54
## 46   MRPL55
## 47   MRPL57
## 48    MRPL9
## 49   MRPS10
## 50   MRPS11
## 51   MRPS12
## 52   MRPS14
## 53   MRPS15
## 54   MRPS16
## 55   MRPS17
## 56  MRPS18A
## 57  MRPS18B
## 58  MRPS18C
## 59    MRPS2
## 60   MRPS21
## 61   MRPS22
## 62   MRPS23
## 63   MRPS24
## 64   MRPS25
## 65   MRPS26
## 66   MRPS27
## 67   MRPS28
## 68   MRPS30
## 69   MRPS31
## 70   MRPS33
## 71   MRPS34
## 72   MRPS35
## 73   MRPS36
## 74    MRPS5
## 75    MRPS6
## 76    MRPS7
## 77    MRPS9
## 78    RPL10
## 79   RPL10A
## 80    RPL11
## 81    RPL12
## 82    RPL13
## 83   RPL13A
## 84    RPL14
## 85    RPL15
## 86    RPL17
## 87    RPL18
## 88   RPL18A
## 89    RPL19
## 90    RPL21
## 91    RPL22
## 92    RPL23
## 93   RPL23A
## 94    RPL24
## 95    RPL26
## 96    RPL27
## 97   RPL27A
## 98    RPL28
## 99    RPL29
## 100    RPL3
## 101   RPL30
## 102   RPL31
## 103   RPL32
## 104   RPL34
## 105   RPL35
## 106  RPL35A
## 107   RPL36
## 108  RPL36A
## 109   RPL37
## 110  RPL37A
## 111   RPL38
## 112   RPL39
## 113   RPL3L
## 114    RPL4
## 115   RPL41
## 116    RPL5
## 117    RPL6
## 118    RPL7
## 119   RPL7A
## 120    RPL8
## 121    RPL9
## 122   RPS10
## 123   RPS11
## 124   RPS12
## 125   RPS13
## 126   RPS14
## 127   RPS15
## 128  RPS15A
## 129   RPS16
## 130   RPS17
## 131   RPS18
## 132   RPS19
## 133    RPS2
## 134   RPS20
## 135   RPS21
## 136   RPS23
## 137   RPS24
## 138   RPS25
## 139   RPS26
## 140   RPS27
## 141  RPS27A
## 142   RPS28
## 143   RPS29
## 144    RPS3
## 145   RPS3A
## 146    RPS5
## 147    RPS6
## 148    RPS7
## 149    RPS8
## 150    RPS9
#write.csv(rp_list_expanded, '/n/home04/cdadams/RP_lists/RP-MRP.csv')

# GO list with search term "ribosomal biogenesis"
rib_biogenesis=read.csv('/n/home04/cdadams/ld/ldsc/rib_biogenesis.csv')
rib_biogenesis$gene=as.character(rib_biogenesis$gene)
rib_biogenesis$gene=substr(rib_biogenesis$gene,1,nchar(rib_biogenesis$gene)-1)
#write.csv(rib_biogenesis, '/n/home04/cdadams/RP_lists/rib_biogenesis.csv')

# GO list from search terms 'protein localization to nucleolus' (GO:1902570), 
# 'nucleolus organization' (GO:0007000), and 'regulation of protein localization to nucleolus' (GO:1904749)
nucleolus=read.csv('/n/home04/cdadams/ld/ldsc/nucleolus.csv')
nucleolus$gene.=as.character(nucleolus$gene.)
nucleolus$gene=substr(nucleolus$gene,1,nchar(nucleolus$gene)-1)
nucleolus$gene.=NULL
#write.csv(nucleolus, '/n/home04/cdadams/RP_lists/nucleolus.csv')

# Combinatino of ribosomal biogenesis and nucleolar biology from GO searches
combo=rbind(rib_biogenesis,nucleolus)
combo2=combo %>% distinct(gene, .keep_all = TRUE)
#write.csv(combo2, '/n/home04/cdadams/RP_lists/nuc-rib-bio.csv')

# Set of RPs found in the ribosomal biogenesis and nucleolar biology from GO searches: 116
rp_in_nuc=combo2[which(combo2$gene %in% rp_list_expanded$all_RP),]
rp_in_nuc=as.data.frame(rp_in_nuc)
rp_in_nuc$gene=rp_in_nuc$rp_in_nuc
rp_in_nuc$rp_in_nuc=NULL

# Create the gene variable for merging wih combo2
rp_list_expanded$gene=rp_list_expanded$all_RP
rp_list_expanded$all_RP=NULL

# Set of all RP/ribosomal biogenesis/nucleolar biology genes: 498
combo3=rbind(combo2,rp_list_expanded)
combo4=combo3 %>% distinct(gene, .keep_all = TRUE)
#write.csv(combo4, '/n/home04/cdadams/RP_lists/combo4-RP-NUC-ribBio.csv')

# Set of RPs not in rp_in_nuc: interestingly, we'd have missed 34 cytosolic RPs
# This means the search terms "ribosomal biogenesis' and the nucleolar GO terms didn't capture these 34
`%notin%` <- Negate(`%in%`)
rps_not_in_GO_list=rp_list_expanded[which(rp_list_expanded$gene %notin% rp_in_nuc$gene),]

# Set of RPs from GO search on "ribosomal protein" in humans
rp_GO=read.table(file = "GO_search_ribosomal_protein", sep = "\t", header=TRUE)
head(rp_GO)
##     gene
## 1 RPL13A
## 2   RPS5
## 3  RPL15
## 4  RPL39
## 5  RPL30
## 6   RPL8
dim(rp_GO)
## [1] 355   1
#write.csv(rp_GO, "/n/home04/cdadams/RP_lists/rp_GO.csv")

# Which rp_list_expanded (hand-curated) not in rp_GO: all there
rps_not_in_GO_list2=rp_list_expanded[which(rp_list_expanded$gene %notin% rp_GO$gene),]
length(rps_not_in_GO_list2)
## [1] 0
# Which rp_GO unique: to check that we didn't miss RPs in rp_list_expanded (hand-curated)
unique_to_rp_GO=rp_GO[which(rp_GO$gene %notin% rp_list_expanded$gene),]
unique_to_rp_GO=as.data.frame(unique_to_rp_GO)
unique_to_rp_GO$gene=unique_to_rp_GO$unique_to_rp_GO
unique_to_rp_GO$unique_to_rp_GO=NULL

unique_to_rp_GO=unique_to_rp_GO[order(unique_to_rp_GO$gene),]
unique_to_rp_GO
##   [1] "A0A0U1RQV5"   "ABCE1"        "ABT1"         "BMS1"         "BOP1"        
##   [6] "BRIX1"        "BYSL"         "C12orf65"     "CIRBP"        "CPEB2"       
##  [11] "CPSF6"        "CYLD"         "DAP3"         "DCAF13"       "DDX18"       
##  [16] "DDX28"        "DDX3X"        "DHX29"        "DHX30"        "DHX33"       
##  [21] "DHX37"        "DIEXF"        "EBNA1BP2"     "EIF1"         "EIF1B"       
##  [26] "EIF2A"        "EIF2D"        "EIF4B"        "EIF4H"        "EIF6"        
##  [31] "EMG1"         "ERAL1"        "ERCC2"        "EXOSC7"       "EXOSC8"      
##  [36] "EXOSC9"       "FAM207A"      "FASTKD2"      "FTSJ1"        "FTSJ3"       
##  [41] "FXR2"         "GRK1"         "GRK2"         "GRK3"         "GRK4"        
##  [46] "GRK5"         "GRK6"         "GRK7"         "GTF2H5"       "GTF3A"       
##  [51] "GTPBP4"       "HBA1"         "HEATR1"       "HEATR3"       "HELB"        
##  [56] "IMP3"         "IPO11"        "IPO5"         "ISG15"        "KPNB1"       
##  [61] "KRI1"         "LARP1"        "LARP4"        "LAS1L"        "LOC102724159"
##  [66] "LSG1"         "LSM6"         "LTN1"         "LTO1"         "LTV1"        
##  [71] "MAK16"        "MALSU1"       "MCTS1"        "MDN1"         "METTL17"     
##  [76] "MPV17L2"      "MRPL58"       "MRRF"         "MRTO4"        "MTERF4"      
##  [81] "MTIF2"        "MTIF3"        "NAT10"        "NDUFAB1"      "NEMF"        
##  [86] "NGDN"         "NHP2"         "NIFK"         "NIP7"         "NLE1"        
##  [91] "NMD3"         "NME1"         "NOB1"         "NOC2L"        "NOL10"       
##  [96] "NOL11"        "NOL9"         "NOM1"         "NOP14"        "NOP16"       
## [101] "NOP2"         "NOP53"        "NOP9"         "NPM1"         "NSA2"        
## [106] "NSUN3"        "NSUN4"        "NUP88"        "NVL"          "OLA1"        
## [111] "PAK1IP1"      "PES1"         "PHF2"         "PHF8"         "PIM1"        
## [116] "PPAN"         "PRKDC"        "PTCD3"        "PWP2"         "RACK1"       
## [121] "RAN"          "RBM3"         "RCL1"         "RIMKLA"       "RIMKLB"      
## [126] "RIOK1"        "RIOK2"        "RIOK3"        "RIOX1"        "RIOX2"       
## [131] "RPF1"         "RPF2"         "RPL10L"       "RPL13AP3"     "RPL22L1"     
## [136] "RPL26L1"      "RPL36AL"      "RPL37AP8"     "RPL39L"       "RPL39P5"     
## [141] "RPL7L1"       "RPLP0"        "RPLP0P6"      "RPLP1"        "RPLP2"       
## [146] "RPP40"        "RPS10P5"      "RPS26P11"     "RPS27AP5"     "RPS27L"      
## [151] "RPS4X"        "RPS4Y1"       "RPS4Y2"       "RPS6KA1"      "RPS6KA2"     
## [156] "RPS6KA3"      "RPS6KA4"      "RPS6KA5"      "RPS6KA6"      "RPS6KB1"     
## [161] "RPS6KB2"      "RPS6KC1"      "RPS6KL1"      "RPSA"         "RRP1"        
## [166] "RRP15"        "RRP1B"        "RRP36"        "RRP7A"        "RRP7BP"      
## [171] "RRP8"         "RRS1"         "RSKR"         "RSL1D1"       "RSL24D1"     
## [176] "RSPH9"        "SDAD1"        "SHFL"         "SNU13"        "SNX15"       
## [181] "SRBD1"        "SRFBP1"       "SURF6"        "TBL3"         "TRAF7"       
## [186] "TSR1"         "TSR2"         "TSR3"         "UBA52"        "UNG"         
## [191] "URB1"         "UTP20"        "UTP23"        "UTP3"         "UTP4"        
## [196] "UTP6"         "WDR12"        "WDR3"         "WDR46"        "WDR74"       
## [201] "XPO1"         "XRCC5"        "ZNF622"       "ZNHIT3"       "ZNHIT6"
# Get the rp_GO and combo4 list
biggest_list=rbind(combo4, rp_GO)
biggest_list=biggest_list %>% distinct(gene, .keep_all = TRUE)
dim(biggest_list)
## [1] 560   1
biggest_list=biggest_list[order(biggest_list$gene),]
biggest_list
##   [1] "A0A0U1RQV5"         "AATF"               "ABCE1"             
##   [4] "ABT1"               "APEX1"              "APOD"              
##   [7] "AURKAIP1"           "BAG6"               "BMS1"              
##  [10] "BMT2"               "BOP1"               "BRIX1"             
##  [13] "BUD23"              "BYSL"               "C12orf65"          
##  [16] "C1D"                "C1QBP"              "CHCHD1"            
##  [19] "CHD7"               "CIRBP"              "CKS1B"             
##  [22] "CKS2"               "CNOT6"              "CPEB2"             
##  [25] "CPSF6"              "CSDE1"              "CUL4A"             
##  [28] "CUL4B"              "CYLD"               "DAP3"              
##  [31] "DCAF13"             "DDX10"              "DDX17"             
##  [34] "DDX18"              "DDX21"              "DDX27"             
##  [37] "DDX28"              "DDX31"              "DDX3X"             
##  [40] "DDX47"              "DDX49"              "DDX51"             
##  [43] "DDX52"              "DDX54"              "DDX56"             
##  [46] "DENR"               "DHX29"              "DHX30"             
##  [49] "DHX33"              "DHX37"              "DHX9"              
##  [52] "DIEXF"              "DIMT1"              "DIS3"              
##  [55] "DKC1"               "DRD2"               "DRD3"              
##  [58] "DRD4"               "DROSHA"             "EBNA1BP2"          
##  [61] "EFL1"               "EIF1"               "EIF1B"             
##  [64] "EIF2A"              "EIF2AK2"            "EIF2AK4"           
##  [67] "EIF2D"              "EIF2S1"             "EIF3C"             
##  [70] "EIF3H"              "EIF3K"              "EIF4A3"            
##  [73] "EIF4B"              "EIF4H"              "EIF5A"             
##  [76] "EIF5A2"             "EIF5AL1"            "EIF6"              
##  [79] "EMG1"               "ERAL1"              "ERCC2"             
##  [82] "ERI1"               "ERI2"               "ERI3"              
##  [85] "ESF1"               "ETF1"               "EXOSC1"            
##  [88] "EXOSC10"            "EXOSC2"             "EXOSC3"            
##  [91] "EXOSC4"             "EXOSC5"             "EXOSC6"            
##  [94] "EXOSC7"             "EXOSC8"             "EXOSC9"            
##  [97] "FAM207A"            "FASTKD2"            "FBL"               
## [100] "FBLL1"              "FCF1"               "FDXACB1"           
## [103] "FMR1"               "FRG1"               "FTSJ1"             
## [106] "FTSJ3"              "FXR2"               "GADD45GIP1"        
## [109] "GAR1"               "GEMIN4"             "GEMIN5"            
## [112] "GFM2"               "gins_human"         "GLUL"              
## [115] "GNL2"               "GNL3L"              "GRK1"              
## [118] "GRK2"               "GRK3"               "GRK4"              
## [121] "GRK5"               "GRK6"               "GRK7"              
## [124] "GTF2H5"             "GTF3A"              "GTPBP10"           
## [127] "GTPBP4"             "HBA1"               "HEATR1"            
## [130] "HEATR3"             "HELB"               "HELQ"              
## [133] "HSPA5"              "IGHMBP2"            "IMP3"              
## [136] "IMP4"               "IPO11"              "IPO5"              
## [139] "ISG15"              "ISG20"              "ISG20L2"           
## [142] "KAT2B"              "kcne2-kcnh2_human"  "KPNB1"             
## [145] "KRI1"               "KRR1"               "LARP1"             
## [148] "LARP4"              "LAS1L"              "LETM1"             
## [151] "LOC102724159"       "LSG1"               "LSM6"              
## [154] "LTN1"               "LTO1"               "LTV1"              
## [157] "LYAR"               "MAIP1"              "MAK16"             
## [160] "MALSU1"             "MCRS1"              "MCTS1"             
## [163] "MDN1"               "METTL15"            "METTL15P1"         
## [166] "METTL16"            "METTL17"            "METTL5"            
## [169] "MPHOSPH10"          "MPHOSPH6"           "MPV17L2"           
## [172] "MRM1"               "MRM2"               "MRM3"              
## [175] "MRPL1"              "MRPL10"             "MRPL11"            
## [178] "MRPL12"             "MRPL13"             "MRPL14"            
## [181] "MRPL15"             "MRPL16"             "MRPL17"            
## [184] "MRPL18"             "MRPL19"             "MRPL2"             
## [187] "MRPL20"             "MRPL21"             "MRPL22"            
## [190] "MRPL23"             "MRPL24"             "MRPL27"            
## [193] "MRPL28"             "MRPL3"              "MRPL30"            
## [196] "MRPL32"             "MRPL33"             "MRPL34"            
## [199] "MRPL35"             "MRPL36"             "MRPL37"            
## [202] "MRPL38"             "MRPL39"             "MRPL4"             
## [205] "MRPL40"             "MRPL41"             "MRPL42"            
## [208] "MRPL43"             "MRPL44"             "MRPL45"            
## [211] "MRPL46"             "MRPL47"             "MRPL48"            
## [214] "MRPL49"             "MRPL50"             "MRPL51"            
## [217] "MRPL52"             "MRPL53"             "MRPL54"            
## [220] "MRPL55"             "MRPL57"             "MRPL58"            
## [223] "MRPL9"              "MRPS10"             "MRPS11"            
## [226] "MRPS12"             "MRPS14"             "MRPS15"            
## [229] "MRPS16"             "MRPS17"             "MRPS18A"           
## [232] "MRPS18B"            "MRPS18C"            "MRPS2"             
## [235] "MRPS21"             "MRPS22"             "MRPS23"            
## [238] "MRPS24"             "MRPS25"             "MRPS26"            
## [241] "MRPS27"             "MRPS28"             "MRPS30"            
## [244] "MRPS31"             "MRPS33"             "MRPS34"            
## [247] "MRPS35"             "MRPS36"             "MRPS5"             
## [250] "MRPS6"              "MRPS7"              "MRPS9"             
## [253] "MRRF"               "MRTO4"              "MTERF3"            
## [256] "MTERF4"             "MTG2"               "MTIF2"             
## [259] "MTIF3"              "MTOR"               "MTREX"             
## [262] "MYBBP1A"            "NAA10"              "NAF1"              
## [265] "NAT10"              "NCK1"               "NDUFA7"            
## [268] "NDUFAB1"            "NEMF"               "NGDN"              
## [271] "NHP2"               "NIFK"               "NIP7"              
## [274] "NLE1"               "NMD3"               "NME1"              
## [277] "NOB1"               "NOC2L"              "NOC4L"             
## [280] "NOL10"              "NOL11"              "NOL6"              
## [283] "NOL8"               "NOL9"               "NOLC1"             
## [286] "NOM1"               "NOP10"              "NOP14"             
## [289] "NOP16"              "NOP2"               "NOP53"             
## [292] "NOP56"              "NOP58"              "NOP9"              
## [295] "NPM1"               "NPM3"               "NSA2"              
## [298] "NSUN3"              "NSUN4"              "NSUN5"             
## [301] "NSUN5P1"            "NSUN5P2"            "NUDT16"            
## [304] "NUFIP1"             "NUP88"              "NVL"               
## [307] "OLA1"               "OXA1L"              "PA2G4"             
## [310] "PAK1IP1"            "PDCD11"             "PELO"              
## [313] "PELP1"              "PES1"               "PHF2"              
## [316] "PHF8"               "PIH1D1"             "PIH1D2"            
## [319] "PIM1"               "PIN4"               "PINX1"             
## [322] "PNPT1"              "POLR1A"             "POLR1B"            
## [325] "POP4"               "POP5"               "POP7"              
## [328] "PPAN"               "PPARGC1A"           "PRKDC"             
## [331] "PTCD3"              "PTEN"               "PWP1"              
## [334] "PWP2"               "PYM1"               "RACK1"             
## [337] "RAN"                "RBFA"               "RBIS"              
## [340] "RBM3"               "RCL1"               "REXO4"             
## [343] "RICTOR"             "RIMKLA"             "RIMKLB"            
## [346] "RIOK1"              "RIOK2"              "RIOK3"             
## [349] "RIOX1"              "RIOX2"              "RNASEL"            
## [352] "RPF1"               "RPF2"               "RPL10"             
## [355] "RPL10A"             "RPL10L"             "RPL11"             
## [358] "RPL12"              "RPL13"              "RPL13A"            
## [361] "RPL13AP3"           "RPL14"              "RPL15"             
## [364] "RPL17"              "RPL18"              "RPL18A"            
## [367] "RPL19"              "RPL21"              "RPL22"             
## [370] "RPL22L1"            "RPL23"              "RPL23A"            
## [373] "RPL24"              "RPL26"              "RPL26L1"           
## [376] "RPL27"              "RPL27A"             "RPL28"             
## [379] "RPL29"              "RPL3"               "RPL30"             
## [382] "RPL31"              "RPL32"              "RPL34"             
## [385] "RPL35"              "RPL35A"             "RPL36"             
## [388] "RPL36A"             "RPL36AL"            "RPL37"             
## [391] "RPL37A"             "RPL37AP8"           "RPL38"             
## [394] "RPL39"              "RPL39L"             "RPL39P5"           
## [397] "RPL3L"              "RPL4"               "RPL41"             
## [400] "RPL5"               "RPL6"               "RPL7"              
## [403] "RPL7A"              "RPL7L1"             "RPL8"              
## [406] "RPL9"               "RPLP0"              "RPLP0P6"           
## [409] "RPLP1"              "RPLP2"              "RPP25"             
## [412] "RPP30"              "RPP38"              "RPP40"             
## [415] "RPS10"              "RPS10P5"            "RPS11"             
## [418] "RPS12"              "RPS13"              "RPS14"             
## [421] "RPS15"              "RPS15A"             "RPS16"             
## [424] "RPS17"              "RPS18"              "RPS19"             
## [427] "RPS2"               "RPS20"              "RPS21"             
## [430] "RPS23"              "RPS24"              "RPS25"             
## [433] "RPS26"              "RPS26P11"           "RPS27"             
## [436] "RPS27A"             "RPS27AP5"           "RPS27L"            
## [439] "RPS28"              "RPS29"              "RPS3"              
## [442] "RPS3A"              "RPS4X"              "RPS4Y1"            
## [445] "RPS4Y2"             "RPS5"               "RPS6"              
## [448] "RPS6KA1"            "RPS6KA2"            "RPS6KA3"           
## [451] "RPS6KA4"            "RPS6KA5"            "RPS6KA6"           
## [454] "RPS6KB1"            "RPS6KB2"            "RPS6KC1"           
## [457] "RPS6KL1"            "RPS7"               "RPS8"              
## [460] "RPS9"               "RPSA"               "RPUSD1"            
## [463] "RPUSD2"             "RPUSD3"             "RPUSD4"            
## [466] "RRNAD1"             "RRP1"               "RRP12"             
## [469] "RRP15"              "RRP1B"              "RRP36"             
## [472] "RRP7A"              "RRP7BP"             "RRP8"              
## [475] "RRP9"               "RRS1"               "RSKR"              
## [478] "RSL1D1"             "RSL24D1"            "RSPH9"             
## [481] "SART1"              "SBDS"               "SDAD1"             
## [484] "SEC61A1"            "SENP3"              "SERP1"             
## [487] "SF1"                "SHFL"               "SHQ1"              
## [490] "SNU13"              "SNX15"              "SRBD1"             
## [493] "SRFBP1"             "SRP19"              "SURF6"             
## [496] "SUV39H1"            "TACO1"              "TBL3"              
## [499] "TENT4B"             "TERT"               "TEX10"             
## [502] "TFB1M"              "TFB2M"              "THUMPD1"           
## [505] "TRAF7"              "TRMT112"            "TRMT61B"           
## [508] "TSC1"               "TSR1"               "TSR2"              
## [511] "TSR3"               "UBA52"              "UNG"               
## [514] "URB1"               "URB2"               "URS0000051A30_9606"
## [517] "URS0000153780_9606" "URS0000229D6D_9606" "URS00003B7E88_9606"
## [520] "URS0000547024_9606" "URS00005B510E_9606" "URS0000697636_9606"
## [523] "URS00006D8FF2_9606" "URS000075C8FA_9606" "URS0000D5B596_9606"
## [526] "URS0001A04CEF_9606" "USP36"              "UTP11"             
## [529] "UTP14A"             "UTP14C"             "UTP15"             
## [532] "UTP18"              "UTP20"              "UTP23"             
## [535] "UTP3"               "UTP4"               "UTP6"              
## [538] "VCX"                "WBP11"              "WDR12"             
## [541] "WDR18"              "WDR3"               "WDR36"             
## [544] "WDR43"              "WDR46"              "WDR55"             
## [547] "WDR74"              "WDR75"              "WRN"               
## [550] "XPO1"               "XRCC5"              "XRN2"              
## [553] "YBEY"               "ZC3H12A"            "ZCCHC4"            
## [556] "ZNF354A"            "ZNF622"             "ZNF658"            
## [559] "ZNHIT3"             "ZNHIT6"
#write.csv(biggest_list, "biggest_list.csv")