notebooks/cell_cycle.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cell Cycle genes\n",
    "Using Gene Ontologies (GO), create an up-to-date list of all human protein-coding genes that are know to be associated with cell cycle."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Download Ontologies, if necessary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  EXISTS: go-basic.obo\n"
     ]
    }
   ],
   "source": [
    "# Get http://geneontology.org/ontology/go-basic.obo\n",
    "from goatools.base import download_go_basic_obo\n",
    "obo_fname = download_go_basic_obo()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Download Associations, if necessary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  EXISTS: gene2go\n"
     ]
    }
   ],
   "source": [
    "# Get ftp://ftp.ncbi.nlm.nih.gov/gene/DATA/gene2go.gz\n",
    "from goatools.base import download_ncbi_associations\n",
    "gene2go = download_ncbi_associations()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Read associations\n",
    "Normally, when reading associations, GeneID2GOs are returned. We get the reverse, GO2GeneIDs, by adding the key-word arg, \"go2geneids=True\" to the call to read_ncbi_gene2go."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HMS:0:00:05.295771 323,107 annotations, 19,649 genes, 18,246 GOs, 1 taxids READ: gene2go \n",
      "12285 IDs in loaded association branch, BP\n",
      "12285 GO terms associated with human NCBI Entrez GeneIDs\n"
     ]
    }
   ],
   "source": [
    "from goatools.anno.genetogo_reader import Gene2GoReader\n",
    "\n",
    "objanno = Gene2GoReader(\"gene2go\", taxids=[9606])\n",
    "go2geneids_human = objanno.get_id2gos(namespace='BP', go2geneids=True)\n",
    "\n",
    "print(\"{N:} GO terms associated with human NCBI Entrez GeneIDs\".format(N=len(go2geneids_human)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Initialize Gene-Search Helper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "go-basic.obo: fmt(1.2) rel(2020-01-01) 47,337 GO Terms; optional_attrs(comment def relationship synonym xref)\n"
     ]
    }
   ],
   "source": [
    "from goatools.go_search import GoSearch\n",
    "\n",
    "srchhelp = GoSearch(\"go-basic.obo\", go2items=go2geneids_human)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Find human all genes related to \"cell cycle\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  5a. Prepare \"cell cycle\" text searches\n",
    "We will need to search for both *cell cycle* and *cell cycle-independent*. Those GOs that contain the text *cell cycle-independent* are specifically **not** related to *cell cycle* and must be removed from our list of *cell cycle* GO terms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "\n",
    "# Compile search pattern for 'cell cycle'\n",
    "cell_cycle_all = re.compile(r'cell cycle', flags=re.IGNORECASE)\n",
    "cell_cycle_not = re.compile(r'cell cycle.independent', flags=re.IGNORECASE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5b. Find NCBI Entrez GeneIDs related to \"cell cycle\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2062 human NCBI Entrez GeneIDs related to 'cell cycle' found.\n"
     ]
    }
   ],
   "source": [
    "# Find ALL GOs and GeneIDs associated with 'cell cycle'.\n",
    "\n",
    "# Details of search are written to a log file\n",
    "fout_allgos = \"cell_cycle_gos_human.log\" \n",
    "with open(fout_allgos, \"w\") as log:\n",
    "    # Search for 'cell cycle' in GO terms\n",
    "    gos_cc_all = srchhelp.get_matching_gos(cell_cycle_all, prt=log)\n",
    "    # Find any GOs matching 'cell cycle-independent' (e.g., \"lysosome\")\n",
    "    gos_no_cc = srchhelp.get_matching_gos(cell_cycle_not, gos=gos_cc_all, prt=log)\n",
    "    # Remove GO terms that are not \"cell cycle\" GOs\n",
    "    gos = gos_cc_all.difference(gos_no_cc)\n",
    "    # Add children GOs of cell cycle GOs\n",
    "    gos_all = srchhelp.add_children_gos(gos)\n",
    "    # Get Entrez GeneIDs for cell cycle GOs\n",
    "    geneids = srchhelp.get_items(gos_all)\n",
    "print(\"{N} human NCBI Entrez GeneIDs related to 'cell cycle' found.\".format(N=len(geneids)))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Print the \"cell cycle\" protein-coding gene Symbols\n",
    "In this example, the background is all human protein-codinge genes.    \n",
    "\n",
    "Follow the instructions in the `background_genes_ncbi` notebook to download a set of background population genes from NCBI."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from genes_ncbi_9606_proteincoding import GENEID2NT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RNF212B    ring finger protein 212B\n",
      "TTYH1      tweety family member 1\n",
      "CABLES2    Cdk5 and Abl enzyme substrate 2\n",
      "SEH1L      SEH1 like nucleoporin\n",
      "KIF18A     kinesin family member 18A\n",
      "CHAF1B     chromatin assembly factor 1 subunit B\n",
      "SDE2       SDE2 telomere maintenance homolog\n",
      "ABL1       ABL proto-oncogene 1, non-receptor tyrosine kinase\n",
      "CLTCL1     clathrin heavy chain like 1\n",
      "AICDA      activation induced cytidine deaminase\n",
      "USP9X      ubiquitin specific peptidase 9 X-linked\n",
      "SMC1A      structural maintenance of chromosomes 1A\n",
      "HIPK1      homeodomain interacting protein kinase 1\n",
      "ACTA1      actin alpha 1, skeletal muscle\n",
      "ACTB       actin beta\n",
      "SPC25      SPC25 component of NDC80 kinetochore complex\n",
      "NAA10      N-alpha-acetyltransferase 10, NatA catalytic subunit\n",
      "ACVR1      activin A receptor type 1\n",
      "ACVR1B     activin A receptor type 1B\n",
      "TUBGCP5    tubulin gamma complex associated protein 5\n",
      "BIRC6      baculoviral IAP repeat containing 6\n",
      "ADARB1     adenosine deaminase RNA specific B1\n",
      "LIN9       lin-9 DREAM MuvB core complex component\n",
      "ESCO1      establishment of sister chromatid cohesion N-acetyltransferase 1\n",
      "ADCYAP1    adenylate cyclase activating polypeptide 1\n",
      "MYORG      myogenesis regulating glycosidase (putative)\n",
      "AXIN2      axin 2\n",
      "BAP1       BRCA1 associated protein 1\n",
      "CDC7       cell division cycle 7\n",
      "CDC45      cell division cycle 45\n",
      "CNOT6      CCR4-NOT transcription complex subunit 6\n",
      "FZD9       frizzled class receptor 9\n",
      "GFI1B      growth factor independent 1B transcriptional repressor\n",
      "GMNC       geminin coiled-coil domain containing\n",
      "SYCE1L     synaptonemal complex central element protein 1 like\n",
      "NLN        neurolysin\n",
      "MTA3       metastasis associated 1 family member 3\n",
      "HECW2      HECT, C2 and WW domain containing E3 ubiquitin protein ligase 2\n",
      "RPTOR      regulatory associated protein of MTOR complex 1\n",
      "KLHL13     kelch like family member 13\n",
      "HACE1      HECT domain and ankyrin repeat containing E3 ubiquitin protein ligase 1\n",
      "MAD1L1     mitotic arrest deficient 1 like 1\n",
      "AHR        aryl hydrocarbon receptor\n",
      "KLHL42     kelch like family member 42\n",
      "AIF1       allograft inflammatory factor 1\n",
      "TP53I13    tumor protein p53 inducible protein 13\n",
      "AKT1       AKT serine/threonine kinase 1\n",
      "AKT2       AKT serine/threonine kinase 2\n",
      "MICAL3     microtubule associated monooxygenase, calponin and LIM domain containing 3\n",
      "TAOK1      TAO kinase 1\n",
      "UXT        ubiquitously expressed prefoldin like chaperone\n",
      "CEP126     centrosomal protein 126\n",
      "RAD54L     RAD54 like\n",
      "ALOX15B    arachidonate 15-lipoxygenase type B\n",
      "DYRK3      dual specificity tyrosine phosphorylation regulated kinase 3\n",
      "DYRK2      dual specificity tyrosine phosphorylation regulated kinase 2\n",
      "CUL4B      cullin 4B\n",
      "CUL4A      cullin 4A\n",
      "CUL3       cullin 3\n",
      "CUL2       cullin 2\n",
      "CUL1       cullin 1\n",
      "TICRR      TOPBP1 interacting checkpoint and replication regulator\n",
      "KLF11      Kruppel like factor 11\n",
      "BIN1       bridging integrator 1\n",
      "FKBP6      FKBP prolyl isomerase 6\n",
      "RAE1       ribonucleic acid export 1\n",
      "OFD1       OFD1 centriole and centriolar satellite protein\n",
      "ANK3       ankyrin 3\n",
      "C6orf89    chromosome 6 open reading frame 89\n",
      "PPM1D      protein phosphatase, Mg2+/Mn2+ dependent 1D\n",
      "ANXA1      annexin A1\n",
      "USP28      ubiquitin specific peptidase 28\n",
      "KLHL40     kelch like family member 40\n",
      "KNSTRN     kinetochore localized astrin (SPAG5) binding protein\n",
      "PKP4       plakophilin 4\n",
      "APAF1      apoptotic peptidase activating factor 1\n",
      "USP29      ubiquitin specific peptidase 29\n",
      "APBB1      amyloid beta precursor protein binding family B member 1\n",
      "CDKL4      cyclin dependent kinase like 4\n",
      "APC        APC regulator of WNT signaling pathway\n",
      "APBB2      amyloid beta precursor protein binding family B member 2\n",
      "APEX1      apurinic/apyrimidinic endodeoxyribonuclease 1\n",
      "BIRC2      baculoviral IAP repeat containing 2\n",
      "GAS7       growth arrest specific 7\n",
      "BIRC5      baculoviral IAP repeat containing 5\n",
      "TRIM71     tripartite motif containing 71\n",
      "CAMK1      calcium/calmodulin dependent protein kinase I\n",
      "BARX2      BARX homeobox 2\n",
      "USP37      ubiquitin specific peptidase 37\n",
      "APP        amyloid beta precursor protein\n",
      "FAS        Fas cell surface death receptor\n",
      "FASLG      Fas ligand\n",
      "MAPKAPK5   MAPK activated protein kinase 5\n",
      "PIAS1      protein inhibitor of activated STAT 1\n",
      "CDC14B     cell division cycle 14B\n",
      "CDC14A     cell division cycle 14A\n",
      "KIAA1614   KIAA1614\n",
      "CDK10      cyclin dependent kinase 10\n",
      "GADD45GIP1 GADD45G interacting protein 1\n",
      "THOC5      THO complex 5\n",
      "ARF1       ADP ribosylation factor 1\n",
      "MADD       MAP kinase activating death domain\n",
      "ARF6       ADP ribosylation factor 6\n",
      "SPC24      SPC24 component of NDC80 kinetochore complex\n",
      "RHOA       ras homolog family member A\n",
      "RHOB       ras homolog family member B\n",
      "RHOC       ras homolog family member C\n",
      "ARL2       ADP ribosylation factor like GTPase 2\n",
      "ARL3       ADP ribosylation factor like GTPase 3\n",
      "ARNTL      aryl hydrocarbon receptor nuclear translocator like\n",
      "CCDC124    coiled-coil domain containing 124\n",
      "CNOT6L     CCR4-NOT transcription complex subunit 6 like\n",
      "RUVBL1     RuvB like AAA ATPase 1\n",
      "KASH5      KASH domain containing 5\n",
      "HAUS1      HAUS augmin like complex subunit 1\n",
      "CDC26      cell division cycle 26\n",
      "ASCL1      achaete-scute family bHLH transcription factor 1\n",
      "CDK13      cyclin dependent kinase 13\n",
      "TP63       tumor protein p63\n",
      "STK33      serine/threonine kinase 33\n",
      "ASNS       asparagine synthetase (glutamine-hydrolyzing)\n",
      "MARK4      microtubule affinity regulating kinase 4\n",
      "SSNA1      SS nuclear autoantigen 1\n",
      "ASPH       aspartate beta-hydroxylase\n",
      "PHACTR4    phosphatase and actin regulator 4\n",
      "BRINP2     BMP/retinoic acid inducible neural specific 2\n",
      "DDRGK1     DDRGK domain containing 1\n",
      "LAMTOR3    late endosomal/lysosomal adaptor, MAPK and MTOR activator 3\n",
      "POLD4      DNA polymerase delta 4, accessory subunit\n",
      "CCAR2      cell cycle and apoptosis regulator 2\n",
      "DYNLL1     dynein light chain LC8-type 1\n",
      "ZFHX3      zinc finger homeobox 3\n",
      "TNKS       tankyrase\n",
      "ATM        ATM serine/threonine kinase\n",
      "CCNB1IP1   cyclin B1 interacting protein 1\n",
      "RBM24      RNA binding motif protein 24\n",
      "BECN1      beclin 1\n",
      "PEA15      proliferation and apoptosis adaptor protein 15\n",
      "ATP2B4     ATPase plasma membrane Ca2+ transporting 4\n",
      "BOLL       boule homolog, RNA binding protein\n",
      "CDC23      cell division cycle 23\n",
      "TRADD      TNFRSF1A associated via death domain\n",
      "TPRA1      transmembrane protein adipocyte associated 1\n",
      "EED        embryonic ectoderm development\n",
      "GBF1       golgi brefeldin A resistant guanine nucleotide exchange factor 1\n",
      "ATR        ATR serine/threonine kinase\n",
      "ATRX       ATRX chromatin remodeler\n",
      "CRADD      CASP2 and RIPK1 domain containing adaptor with death domain\n",
      "TNFSF14    TNF superfamily member 14\n",
      "RIPK1      receptor interacting serine/threonine kinase 1\n",
      "TNFSF10    TNF superfamily member 10\n",
      "AVPR1A     arginine vasopressin receptor 1A\n",
      "STAC3      SH3 and cysteine rich domain 3\n",
      "BACH1      BTB domain and CNC homolog 1\n",
      "BAD        BCL2 associated agonist of cell death\n",
      "RAB11A     RAB11A, member RAS oncogene family\n",
      "ADGRB1     adhesion G protein-coupled receptor B1\n",
      "MEIOB      meiosis specific with OB-fold\n",
      "ADGRB2     adhesion G protein-coupled receptor B2\n",
      "BAK1       BCL2 antagonist/killer 1\n",
      "RIPK2      receptor interacting serine/threonine kinase 2\n",
      "FADD       Fas associated via death domain\n",
      "BAX        BCL2 associated X, apoptosis regulator\n",
      "BARD1      BRCA1 associated RING domain 1\n",
      "BBS4       Bardet-Biedl syndrome 4\n",
      "BCAT1      branched chain amino acid transaminase 1\n",
      "CCND1      cyclin D1\n",
      "BCL2       BCL2 apoptosis regulator\n",
      "BCL2L1     BCL2 like 1\n",
      "BCL3       BCL3 transcription coactivator\n",
      "TNFRSF10B  TNF receptor superfamily member 10b\n",
      "BCL6       BCL6 transcription repressor\n",
      "TNFRSF10A  TNF receptor superfamily member 10a\n",
      "BCL9       BCL9 transcription coactivator\n",
      "BCR        BCR activator of RhoGEF and GTPase\n",
      "CCNK       cyclin K\n",
      "CDKL1      cyclin dependent kinase like 1\n",
      "BANF1      BAF nuclear assembly factor 1\n",
      "BDNF       brain derived neurotrophic factor\n",
      "BGLAP      bone gamma-carboxyglutamate protein\n",
      "IQGAP1     IQ motif containing GTPase activating protein 1\n",
      "BID        BH3 interacting domain death agonist\n",
      "BLM        BLM RecQ like helicase\n",
      "CXCR5      C-X-C motif chemokine receptor 5\n",
      "CFLAR      CASP8 and FADD like apoptosis regulator\n",
      "BMI1       BMI1 proto-oncogene, polycomb ring finger\n",
      "BMP2       bone morphogenetic protein 2\n",
      "BMP4       bone morphogenetic protein 4\n",
      "BMP7       bone morphogenetic protein 7\n",
      "KAT2B      lysine acetyltransferase 2B\n",
      "CDK5R1     cyclin dependent kinase 5 regulatory subunit 1\n",
      "BOK        BCL2 family apoptosis regulator BOK\n",
      "BRCA1      BRCA1 DNA repair associated\n",
      "PER2       period circadian regulator 2\n",
      "BRCA2      BRCA2 DNA repair associated\n",
      "BRDT       bromodomain testis associated\n",
      "ZFP36L1    ZFP36 ring finger protein like 1\n",
      "ZFP36L2    ZFP36 ring finger protein like 2\n",
      "CDC123     cell division cycle 123\n",
      "SPHK1      sphingosine kinase 1\n",
      "BTC        betacellulin\n",
      "KLF5       Kruppel like factor 5\n",
      "CDC16      cell division cycle 16\n",
      "ZPR1       ZPR1 zinc finger\n",
      "NAE1       NEDD8 activating enzyme E1 subunit 1\n",
      "BTG1       BTG anti-proliferation factor 1\n",
      "ANGEL2     angel homolog 2\n",
      "BUB1       BUB1 mitotic checkpoint serine/threonine kinase\n",
      "BUB1B      BUB1 mitotic checkpoint serine/threonine kinase B\n",
      "WRAP73     WD repeat containing, antisense to TP73\n",
      "CCNA1      cyclin A1\n",
      "TIMELESS   timeless circadian regulator\n",
      "OSGIN2     oxidative stress induced growth inhibitor family member 2\n",
      "EME2       essential meiotic structure-specific endonuclease subunit 2\n",
      "PHOX2B     paired like homeobox 2B\n",
      "UHRF2      ubiquitin like with PHD and ring finger domains 2\n",
      "CDK5R2     cyclin dependent kinase 5 regulatory subunit 2\n",
      "BTRC       beta-transducin repeat containing E3 ubiquitin protein ligase\n",
      "PTTG1IP    PTTG1 interacting protein\n",
      "SENP5      SUMO specific peptidase 5\n",
      "USP17L2    ubiquitin specific peptidase 17 like family member 2\n",
      "NUDT16     nudix hydrolase 16\n",
      "CALM1      calmodulin 1\n",
      "CALM2      calmodulin 2\n",
      "CDKL2      cyclin dependent kinase like 2\n",
      "CALM3      calmodulin 3\n",
      "CALR       calreticulin\n",
      "CAMK2A     calcium/calmodulin dependent protein kinase II alpha\n",
      "CAPN2      calpain 2\n",
      "CAPN3      calpain 3\n",
      "BRSK2      BR serine/threonine kinase 2\n",
      "RNF8       ring finger protein 8\n",
      "CASP1      caspase 1\n",
      "CASP2      caspase 2\n",
      "HIP1R      huntingtin interacting protein 1 related\n",
      "CASP4      caspase 4\n",
      "CASP5      caspase 5\n",
      "CASP3      caspase 3\n",
      "TM4SF5     transmembrane 4 L six family member 5\n",
      "CASP8      caspase 8\n",
      "CASP9      caspase 9\n",
      "CASP10     caspase 10\n",
      "WBP2NL     WBP2 N-terminal like\n",
      "WHAMM      WASP homolog associated with actin, golgi membranes and microtubules\n",
      "CTDSP1     CTD small phosphatase 1\n",
      "UBA3       ubiquitin like modifier activating enzyme 3\n",
      "CAV2       caveolin 2\n",
      "CAV3       caveolin 3\n",
      "PRC1       protein regulator of cytokinesis 1\n",
      "RUNX3      RUNX family transcription factor 3\n",
      "CCK        cholecystokinin\n",
      "DIRAS3     DIRAS family GTPase 3\n",
      "CCNA2      cyclin A2\n",
      "CCNB1      cyclin B1\n",
      "CCNC       cyclin C\n",
      "CCND2      cyclin D2\n",
      "PKMYT1     protein kinase, membrane associated tyrosine/threonine 1\n",
      "CCND3      cyclin D3\n",
      "CCNE1      cyclin E1\n",
      "CCNF       cyclin F\n",
      "CCNG1      cyclin G1\n",
      "CCNG2      cyclin G2\n",
      "CCNH       cyclin H\n",
      "UNC119     unc-119 lipid binding chaperone\n",
      "CCNT1      cyclin T1\n",
      "CCNT2      cyclin T2\n",
      "DNAJA3     DnaJ heat shock protein family (Hsp40) member A3\n",
      "USP2       ubiquitin specific peptidase 2\n",
      "USP10      ubiquitin specific peptidase 10\n",
      "USP8       ubiquitin specific peptidase 8\n",
      "LATS1      large tumor suppressor kinase 1\n",
      "MS4A3      membrane spanning 4-domains A3\n",
      "CNOT9      CCR4-NOT transcription complex subunit 9\n",
      "SMC3       structural maintenance of chromosomes 3\n",
      "AIFM1      apoptosis inducing factor mitochondria associated 1\n",
      "CD28       CD28 molecule\n",
      "CCNB2      cyclin B2\n",
      "CCNE2      cyclin E2\n",
      "CTDP1      CTD phosphatase subunit 1\n",
      "CD44       CD44 molecule (Indian blood group)\n",
      "CD53       CD53 molecule\n",
      "EXO1       exonuclease 1\n",
      "CD74       CD74 molecule\n",
      "CDK1       cyclin dependent kinase 1\n",
      "CDK11B     cyclin dependent kinase 11B\n",
      "CDC5L      cell division cycle 5 like\n",
      "ARHGEF2    Rho/Rac guanine nucleotide exchange factor 2\n",
      "CDC6       cell division cycle 6\n",
      "ZW10       zw10 kinetochore protein\n",
      "CDC20      cell division cycle 20\n",
      "CDC25A     cell division cycle 25A\n",
      "CDC25B     cell division cycle 25B\n",
      "CDC25C     cell division cycle 25C\n",
      "CDC27      cell division cycle 27\n",
      "BUB3       BUB3 mitotic checkpoint protein\n",
      "CDC34      cell division cycle 34, ubiqiutin conjugating enzyme\n",
      "CDC42      cell division cycle 42\n",
      "DCUN1D3    defective in cullin neddylation 1 domain containing 3\n",
      "CDH13      cadherin 13\n",
      "CDK2       cyclin dependent kinase 2\n",
      "CDK3       cyclin dependent kinase 3\n",
      "CDK4       cyclin dependent kinase 4\n",
      "CDK5       cyclin dependent kinase 5\n",
      "AURKB      aurora kinase B\n",
      "CDK7       cyclin dependent kinase 7\n",
      "CDK6       cyclin dependent kinase 6\n",
      "PHF13      PHD finger protein 13\n",
      "CDK9       cyclin dependent kinase 9\n",
      "CDKN1A     cyclin dependent kinase inhibitor 1A\n",
      "CDKN1B     cyclin dependent kinase inhibitor 1B\n",
      "CDKN1C     cyclin dependent kinase inhibitor 1C\n",
      "CDKN2A     cyclin dependent kinase inhibitor 2A\n",
      "CDKN2B     cyclin dependent kinase inhibitor 2B\n",
      "CDKN2C     cyclin dependent kinase inhibitor 2C\n",
      "CDKN2D     cyclin dependent kinase inhibitor 2D\n",
      "CDKN3      cyclin dependent kinase inhibitor 3\n",
      "NOLC1      nucleolar and coiled-body phosphoprotein 1\n",
      "TMEM67     transmembrane protein 67\n",
      "PTTG1      PTTG1 regulator of sister chromatid separation, securin\n",
      "CCPG1      cell cycle progression 1\n",
      "TBRG4      transforming growth factor beta regulator 4\n",
      "CEACAM5    CEA cell adhesion molecule 5\n",
      "CEBPA      CCAAT enhancer binding protein alpha\n",
      "CENPA      centromere protein A\n",
      "CENPC      centromere protein C\n",
      "CENPE      centromere protein E\n",
      "CENPF      centromere protein F\n",
      "CETN1      centrin 1\n",
      "CETN2      centrin 2\n",
      "CETN3      centrin 3\n",
      "CFL1       cofilin 1\n",
      "PIWIL1     piwi like RNA-mediated gene silencing 1\n",
      "RCC1       regulator of chromosome condensation 1\n",
      "CHD3       chromodomain helicase DNA binding protein 3\n",
      "CHEK1      checkpoint kinase 1\n",
      "FOXN3      forkhead box N3\n",
      "KLF4       Kruppel like factor 4\n",
      "TRIP13     thyroid hormone receptor interactor 13\n",
      "RHOU       ras homolog family member U\n",
      "NLRC4      NLR family CARD domain containing 4\n",
      "CNOT8      CCR4-NOT transcription complex subunit 8\n",
      "RPRD1B     regulation of nuclear pre-mRNA domain containing 1B\n",
      "TAOK2      TAO kinase 2\n",
      "RPL23      ribosomal protein L23\n",
      "BOD1       biorientation of chromosomes in cell division 1\n",
      "CKS1B      CDC28 protein kinase regulatory subunit 1B\n",
      "CKS2       CDC28 protein kinase regulatory subunit 2\n",
      "H1-8       H1.8 linker histone\n",
      "SLC9A3R1   SLC9A3 regulator 1\n",
      "KIF3B      kinesin family member 3B\n",
      "WIZ        WIZ zinc finger\n",
      "RRAGD      Ras related GTP binding D\n",
      "CLIC1      chloride intracellular channel 1\n",
      "SUN2       Sad1 and UNC84 domain containing 2\n",
      "RECQL5     RecQ like helicase 5\n",
      "CLTA       clathrin light chain A\n",
      "RAD54B     RAD54 homolog B\n",
      "CLTC       clathrin heavy chain\n",
      "FBXO7      F-box protein 7\n",
      "EIF2AK3    eukaryotic translation initiation factor 2 alpha kinase 3\n",
      "NIPBL      NIPBL cohesin loading factor\n",
      "PLK3       polo like kinase 3\n",
      "HOMER1     homer scaffold protein 1\n",
      "ANAPC13    anaphase promoting complex subunit 13\n",
      "CATSPERZ   catsper channel auxiliary subunit zeta\n",
      "ROCK2      Rho associated coiled-coil containing protein kinase 2\n",
      "COL4A3     collagen type IV alpha 3 chain\n",
      "ANKK1      ankyrin repeat and kinase domain containing 1\n",
      "PSMF1      proteasome inhibitor subunit 1\n",
      "KIF23      kinesin family member 23\n",
      "POC1A      POC1 centriolar protein A\n",
      "ADAMTS1    ADAM metallopeptidase with thrombospondin type 1 motif 1\n",
      "INTS7      integrator complex subunit 7\n",
      "GDF15      growth differentiation factor 15\n",
      "MAP3K8     mitogen-activated protein kinase kinase kinase 8\n",
      "CNOT10     CCR4-NOT transcription complex subunit 10\n",
      "EEF1E1     eukaryotic translation elongation factor 1 epsilon 1\n",
      "ANAPC15    anaphase promoting complex subunit 15\n",
      "AHCTF1     AT-hook containing transcription factor 1\n",
      "VPS4B      vacuolar protein sorting 4 homolog B\n",
      "RTTN       rotatin\n",
      "RMI2       RecQ mediated genome instability 2\n",
      "NEK7       NIMA related kinase 7\n",
      "NOX4       NADPH oxidase 4\n",
      "SYCP3      synaptonemal complex protein 3\n",
      "NSL1       NSL1 component of MIS12 kinetochore complex\n",
      "MACROH2A1  macroH2A.1 histone\n",
      "SIN3A      SIN3 transcription regulator family member A\n",
      "ZNF385A    zinc finger protein 385A\n",
      "EPGN       epithelial mitogen\n",
      "SYF2       SYF2 pre-mRNA splicing factor\n",
      "KANK2      KN motif and ankyrin repeat domains 2\n",
      "CLOCK      clock circadian regulator\n",
      "BABAM2     BRISC and BRCA1 A complex member 2\n",
      "ATF2       activating transcription factor 2\n",
      "CREBL2     cAMP responsive element binding protein like 2\n",
      "KIF20B     kinesin family member 20B\n",
      "SH2B1      SH2B adaptor protein 1\n",
      "MAD2L1BP   MAD2L1 binding protein\n",
      "WTAP       WT1 associated protein\n",
      "CHMP2B     charged multivesicular body protein 2B\n",
      "CRY1       cryptochrome circadian regulator 1\n",
      "HINFP      histone H4 transcription factor\n",
      "ULK3       unc-51 like kinase 3\n",
      "RNF167     ring finger protein 167\n",
      "CTCFL      CCCTC-binding factor like\n",
      "MAPK14     mitogen-activated protein kinase 14\n",
      "L3MBTL1    L3MBTL histone methyl-lysine binding protein 1\n",
      "FAM32A     family with sequence similarity 32 member A\n",
      "ARHGEF10   Rho guanine nucleotide exchange factor 10\n",
      "KLHDC3     kelch domain containing 3\n",
      "CSNK1A1    casein kinase 1 alpha 1\n",
      "CSNK1D     casein kinase 1 delta\n",
      "CSNK1E     casein kinase 1 epsilon\n",
      "CSNK2A1    casein kinase 2 alpha 1\n",
      "CSNK2A2    casein kinase 2 alpha 2\n",
      "MDC1       mediator of DNA damage checkpoint 1\n",
      "CEP135     centrosomal protein 135\n",
      "CUZD1      CUB and zona pellucida like domains 1\n",
      "MARF1      meiosis regulator and mRNA stability factor 1\n",
      "SENP6      SUMO specific peptidase 6\n",
      "ANKRD17    ankyrin repeat domain 17\n",
      "GIGYF2     GRB10 interacting GYF protein 2\n",
      "NKX2-5     NK2 homeobox 5\n",
      "APPL1      adaptor protein, phosphotyrosine interacting with PH domain and leucine zipper 1\n",
      "CTBP1      C-terminal binding protein 1\n",
      "CCN2       cellular communication network factor 2\n",
      "ZNF830     zinc finger protein 830\n",
      "SLFN11     schlafen family member 11\n",
      "POLDIP2    DNA polymerase delta interacting protein 2\n",
      "CTNNB1     catenin beta 1\n",
      "CROCC      ciliary rootlet coiled-coil, rootletin\n",
      "PUM1       pumilio RNA binding family member 1\n",
      "ESPL1      extra spindle pole bodies like 1, separase\n",
      "CEP57      centrosomal protein 57\n",
      "CTSH       cathepsin H\n",
      "UTP14C     UTP14C small subunit processome component\n",
      "TDRD12     tudor domain containing 12\n",
      "RAB11FIP3  RAB11 family interacting protein 3\n",
      "CCDC69     coiled-coil domain containing 69\n",
      "CYLD       CYLD lysine 63 deubiquitinase\n",
      "CDCA3      cell division cycle associated 3\n",
      "HDAC9      histone deacetylase 9\n",
      "KNTC1      kinetochore associated 1\n",
      "CYP1A1     cytochrome P450 family 1 subfamily A member 1\n",
      "CCP110     centriolar coiled-coil protein 110\n",
      "NLRP12     NLR family pyrin domain containing 12\n",
      "ZFP42      ZFP42 zinc finger protein\n",
      "RIPOR2     RHO family interacting cell polarization regulator 2\n",
      "ROMO1      reactive oxygen species modulator 1\n",
      "HDAC4      histone deacetylase 4\n",
      "PCLAF      PCNA clamp associated factor\n",
      "RASSF2     Ras association domain family member 2\n",
      "MCIDAS     multiciliate differentiation and DNA synthesis associated cell cycle protein\n",
      "LIN54      lin-54 DREAM MuvB core complex component\n",
      "CYP27B1    cytochrome P450 family 27 subfamily B member 1\n",
      "DLGAP5     DLG associated protein 5\n",
      "CKAP5      cytoskeleton associated protein 5\n",
      "DACH1      dachshund family transcription factor 1\n",
      "MAML1      mastermind like transcriptional coactivator 1\n",
      "DAP        death associated protein\n",
      "OR1A2      olfactory receptor family 1 subfamily A member 2\n",
      "DAPK3      death associated protein kinase 3\n",
      "DAZL       deleted in azoospermia like\n",
      "BRINP1     BMP/retinoic acid inducible neural specific 1\n",
      "NUF2       NUF2 component of NDC80 kinetochore complex\n",
      "SFI1       SFI1 centrin binding protein\n",
      "CUL7       cullin 7\n",
      "RB1CC1     RB1 inducible coiled-coil 1\n",
      "SPAG8      sperm associated antigen 8\n",
      "LIN52      lin-52 DREAM MuvB core complex component\n",
      "DCTN1      dynactin subunit 1\n",
      "MELK       maternal embryonic leucine zipper kinase\n",
      "NEK9       NIMA related kinase 9\n",
      "DDB1       damage specific DNA binding protein 1\n",
      "GINS1      GINS complex subunit 1\n",
      "GADD45A    growth arrest and DNA damage inducible alpha\n",
      "FBXL3      F-box and leucine rich repeat protein 3\n",
      "DDIT3      DNA damage inducible transcript 3\n",
      "PHGDH      phosphoglycerate dehydrogenase\n",
      "MYEF2      myelin expression factor 2\n",
      "DDX3X      DEAD-box helicase 3 X-linked\n",
      "DDX5       DEAD-box helicase 5\n",
      "CABLES1    Cdk5 and Abl enzyme substrate 1\n",
      "KIAA0753   KIAA0753\n",
      "DDX11      DEAD/H-box helicase 11\n",
      "CDCA2      cell division cycle associated 2\n",
      "PSMD6      proteasome 26S subunit, non-ATPase 6\n",
      "CHMP7      charged multivesicular body protein 7\n",
      "MAGI2      membrane associated guanylate kinase, WW and PDZ domain containing 2\n",
      "SLC26A8    solute carrier family 26 member 8\n",
      "TLK1       tousled like kinase 1\n",
      "TAS2R13    taste 2 receptor member 13\n",
      "FBXO22     F-box protein 22\n",
      "FBXO6      F-box protein 6\n",
      "FBXO5      F-box protein 5\n",
      "FBXO4      F-box protein 4\n",
      "PARD6A     par-6 family cell polarity regulator alpha\n",
      "WASHC5     WASH complex subunit 5\n",
      "KLHL21     kelch like family member 21\n",
      "ANKRD2     ankyrin repeat domain 2\n",
      "DHCR24     24-dehydrocholesterol reductase\n",
      "DHFR       dihydrofolate reductase\n",
      "NCAPD2     non-SMC condensin I complex subunit D2\n",
      "KIF14      kinesin family member 14\n",
      "DLG1       discs large MAGUK scaffold protein 1\n",
      "DCLRE1A    DNA cross-link repair 1A\n",
      "SESN2      sestrin 2\n",
      "DMPK       DM1 protein kinase\n",
      "DMRT1      doublesex and mab-3 related transcription factor 1\n",
      "DNA2       DNA replication helicase/nuclease 2\n",
      "USP3       ubiquitin specific peptidase 3\n",
      "TNFSF15    TNF superfamily member 15\n",
      "RHNO1      RAD9-HUS1-RAD1 interacting nuclear orphan 1\n",
      "DYNC1H1    dynein cytoplasmic 1 heavy chain 1\n",
      "FAM162A    family with sequence similarity 162 member A\n",
      "DYNC1I2    dynein cytoplasmic 1 intermediate chain 2\n",
      "DNM2       dynamin 2\n",
      "RBX1       ring-box 1\n",
      "DNMT3A     DNA methyltransferase 3 alpha\n",
      "THOC1      THO complex 1\n",
      "REC8       REC8 meiotic recombination protein\n",
      "DMTF1      cyclin D binding myb like transcription factor 1\n",
      "CASP8AP2   caspase 8 associated protein 2\n",
      "DRD2       dopamine receptor D2\n",
      "DRD3       dopamine receptor D3\n",
      "ARID3A     AT-rich interaction domain 3A\n",
      "MARVELD1   MARVEL domain containing 1\n",
      "HDAC5      histone deacetylase 5\n",
      "PDCD6      programmed cell death 6\n",
      "BCL2L10    BCL2 like 10\n",
      "BCL2L11    BCL2 like 11\n",
      "RCAN1      regulator of calcineurin 1\n",
      "PDCD6IP    programmed cell death 6 interacting protein\n",
      "L3MBTL2    L3MBTL histone methyl-lysine binding protein 2\n",
      "DUSP1      dual specificity phosphatase 1\n",
      "CHAF1A     chromatin assembly factor 1 subunit A\n",
      "DUSP3      dual specificity phosphatase 3\n",
      "PARP3      poly(ADP-ribose) polymerase family member 3\n",
      "TOM1L1     target of myb1 like 1 membrane trafficking protein\n",
      "DYRK1A     dual specificity tyrosine phosphorylation regulated kinase 1A\n",
      "SMC4       structural maintenance of chromosomes 4\n",
      "E2F1       E2F transcription factor 1\n",
      "E2F2       E2F transcription factor 2\n",
      "E2F3       E2F transcription factor 3\n",
      "E2F4       E2F transcription factor 4\n",
      "E2F5       E2F transcription factor 5\n",
      "E2F6       E2F transcription factor 6\n",
      "E4F1       E4F transcription factor 1\n",
      "CCNQ       cyclin Q\n",
      "USH1C      USH1 protein network component harmonin\n",
      "ECT2       epithelial cell transforming 2\n",
      "NUPR1      nuclear protein 1, transcriptional regulator\n",
      "GMNN       geminin DNA replication inhibitor\n",
      "ACTR3      actin related protein 3\n",
      "ACTR2      actin related protein 2\n",
      "EDN1       endothelin 1\n",
      "EDN3       endothelin 3\n",
      "HEXIM2     HEXIM P-TEFb complex subunit 2\n",
      "PHC1       polyhomeotic homolog 1\n",
      "RPS27L     ribosomal protein S27 like\n",
      "CTDSP2     CTD small phosphatase 2\n",
      "RAD50      RAD50 double strand break repair protein\n",
      "KIF20A     kinesin family member 20A\n",
      "ESCO2      establishment of sister chromatid cohesion N-acetyltransferase 2\n",
      "USP26      ubiquitin specific peptidase 26\n",
      "FEM1B      fem-1 homolog B\n",
      "ACTR1B     actin related protein 1B\n",
      "ACTR1A     actin related protein 1A\n",
      "SETDB2     SET domain bifurcated histone lysine methyltransferase 2\n",
      "MLXIPL     MLX interacting protein like\n",
      "CNTD1      cyclin N-terminal domain containing 1\n",
      "OPTN       optineurin\n",
      "YAF2       YY1 associated factor 2\n",
      "SH3GLB1    SH3 domain containing GRB2 like, endophilin B1\n",
      "LATS2      large tumor suppressor kinase 2\n",
      "AKAP9      A-kinase anchoring protein 9\n",
      "EGF        epidermal growth factor\n",
      "HMCN1      hemicentin 1\n",
      "TBC1D10A   TBC1 domain family member 10A\n",
      "EGFR       epidermal growth factor receptor\n",
      "SBDS       SBDS ribosome maturation factor\n",
      "CNEP1R1    CTD nuclear envelope phosphatase 1 regulatory subunit 1\n",
      "EIF4E      eukaryotic translation initiation factor 4E\n",
      "EIF4EBP1   eukaryotic translation initiation factor 4E binding protein 1\n",
      "EIF4G1     eukaryotic translation initiation factor 4 gamma 1\n",
      "EIF4G2     eukaryotic translation initiation factor 4 gamma 2\n",
      "HASPIN     histone H3 associated protein kinase\n",
      "RBM7       RNA binding motif protein 7\n",
      "DYNC1LI1   dynein cytoplasmic 1 light intermediate chain 1\n",
      "ING4       inhibitor of growth family member 4\n",
      "MRNIP      MRN complex interacting protein\n",
      "AATF       apoptosis antagonizing transcription factor\n",
      "SENP2      SUMO specific peptidase 2\n",
      "PSME3      proteasome activator subunit 3\n",
      "NME6       NME/NM23 nucleoside diphosphate kinase 6\n",
      "EMD        emerin\n",
      "EML1       EMAP like 1\n",
      "CKAP2      cytoskeleton associated protein 2\n",
      "RASSF4     Ras association domain family member 4\n",
      "TOPORS     TOP1 binding arginine/serine rich protein, E3 ubiquitin ligase\n",
      "FLOT1      flotillin 1\n",
      "PSMD14     proteasome 26S subunit, non-ATPase 14\n",
      "TUBD1      tubulin delta 1\n",
      "TUBE1      tubulin epsilon 1\n",
      "ENG        endoglin\n",
      "CTDSPL     CTD small phosphatase like\n",
      "ENSA       endosulfine alpha\n",
      "EP300      E1A binding protein p300\n",
      "EPB41      erythrocyte membrane protein band 4.1\n",
      "EPB41L2    erythrocyte membrane protein band 4.1 like 2\n",
      "HERC5      HECT and RLD domain containing E3 ubiquitin protein ligase 5\n",
      "NIN        ninein\n",
      "NUSAP1     nucleolar and spindle associated protein 1\n",
      "ANKRD31    ankyrin repeat domain 31\n",
      "DUSP13     dual specificity phosphatase 13\n",
      "RIDA       reactive intermediate imine deaminase A homolog\n",
      "EPS8       epidermal growth factor receptor pathway substrate 8\n",
      "SPRY1      sprouty RTK signaling antagonist 1\n",
      "SPRY2      sprouty RTK signaling antagonist 2\n",
      "ERCC1      ERCC excision repair 1, endonuclease non-catalytic subunit\n",
      "CCDC8      coiled-coil domain containing 8\n",
      "EREG       epiregulin\n",
      "BRIP1      BRCA1 interacting protein C-terminal helicase 1\n",
      "CDK2AP2    cyclin dependent kinase 2 associated protein 2\n",
      "ERCC4      ERCC excision repair 4, endonuclease catalytic subunit\n",
      "ERCC2      ERCC excision repair 2, TFIIH core complex helicase subunit\n",
      "ERCC3      ERCC excision repair 3, TFIIH core complex helicase subunit\n",
      "ERCC6      ERCC excision repair 6, chromatin remodeling factor\n",
      "ZMPSTE24   zinc metallopeptidase STE24\n",
      "AKAP8      A-kinase anchoring protein 8\n",
      "ERH        ERH mRNA splicing and mitosis factor\n",
      "ERF        ETS2 repressor factor\n",
      "CENPW      centromere protein W\n",
      "STAG1      stromal antigen 1\n",
      "ERN1       endoplasmic reticulum to nucleus signaling 1\n",
      "SHISA5     shisa family member 5\n",
      "ESRRB      estrogen related receptor beta\n",
      "MAEA       macrophage erythroblast attacher, E3 ubiquitin ligase\n",
      "PAK4       p21 (RAC1) activated kinase 4\n",
      "KATNB1     katanin regulatory subunit B1\n",
      "CDKL3      cyclin dependent kinase like 3\n",
      "CCNO       cyclin O\n",
      "TFDP3      transcription factor Dp family member 3\n",
      "MECOM      MDS1 and EVI1 complex locus\n",
      "EVI2B      ecotropic viral integration site 2B\n",
      "IKZF1      IKAROS family zinc finger 1\n",
      "MCMDC2     minichromosome maintenance domain containing 2\n",
      "KLHL41     kelch like family member 41\n",
      "RRAGB      Ras related GTP binding B\n",
      "RXFP3      relaxin family peptide receptor 3\n",
      "MND1       meiotic nuclear divisions 1\n",
      "EZH2       enhancer of zeste 2 polycomb repressive complex 2 subunit\n",
      "F2R        coagulation factor II thrombin receptor\n",
      "HORMAD1    HORMA domain containing 1\n",
      "CNTROB     centrobin, centriole duplication and spindle assembly protein\n",
      "F3         coagulation factor III, tissue factor\n",
      "RAB6C      RAB6C, member RAS oncogene family\n",
      "NPM2       nucleophosmin/nucleoplasmin 2\n",
      "HMG20B     high mobility group 20B\n",
      "WAC        WW domain containing adaptor with coiled-coil\n",
      "PYHIN1     pyrin and HIN domain family member 1\n",
      "SYCE2      synaptonemal complex central element protein 2\n",
      "FANCA      FA complementation group A\n",
      "FANCD2     FA complementation group D2\n",
      "CITED2     Cbp/p300 interacting transactivator with Glu/Asp rich carboxy-terminal domain 2\n",
      "USP44      ubiquitin specific peptidase 44\n",
      "TUBA1B     tubulin alpha 1b\n",
      "DACT1      dishevelled binding antagonist of beta catenin 1\n",
      "PCGF6      polycomb group ring finger 6\n",
      "TUBB3      tubulin beta 3 class III\n",
      "TUBB4A     tubulin beta 4A class IVa\n",
      "FZR1       fizzy and cell division cycle 20 related 1\n",
      "SCGB3A1    secretoglobin family 3A member 1\n",
      "TUBB4B     tubulin beta 4B class IVb\n",
      "BTN2A2     butyrophilin subfamily 2 member A2\n",
      "FAP        fibroblast activation protein alpha\n",
      "SYCP2      synaptonemal complex protein 2\n",
      "TAOK3      TAO kinase 3\n",
      "NOD1       nucleotide binding oligomerization domain containing 1\n",
      "ANAPC10    anaphase promoting complex subunit 10\n",
      "DLC1       DLC1 Rho GTPase activating protein\n",
      "NDRG1      N-myc downstream regulated 1\n",
      "ATRIP      ATR interacting protein\n",
      "RACK1      receptor for activated C kinase 1\n",
      "NDC80      NDC80 kinetochore complex component\n",
      "CEP78      centrosomal protein 78\n",
      "ABRAXAS1   abraxas 1, BRCA1 A complex subunit\n",
      "STRADA     STE20 related adaptor alpha\n",
      "DUX4       double homeobox 4\n",
      "CRLF3      cytokine receptor like factor 3\n",
      "PRMT5      protein arginine methyltransferase 5\n",
      "WNT16      Wnt family member 16\n",
      "TUBGCP3    tubulin gamma complex associated protein 3\n",
      "FEN1       flap structure-specific endonuclease 1\n",
      "RWDD1      RWD domain containing 1\n",
      "RBM14      RNA binding motif protein 14\n",
      "FER        FER tyrosine kinase\n",
      "FES        FES proto-oncogene, tyrosine kinase\n",
      "PPME1      protein phosphatase methylesterase 1\n",
      "FGF8       fibroblast growth factor 8\n",
      "FGF10      fibroblast growth factor 10\n",
      "FGFR1      fibroblast growth factor receptor 1\n",
      "FGFR2      fibroblast growth factor receptor 2\n",
      "GPNMB      glycoprotein nmb\n",
      "MAD2L2     mitotic arrest deficient 2 like 2\n",
      "TACC3      transforming acidic coiled-coil containing protein 3\n",
      "PRKAG2     protein kinase AMP-activated non-catalytic subunit gamma 2\n",
      "PIBF1      progesterone immunomodulatory binding factor 1\n",
      "FHL1       four and a half LIM domains 1\n",
      "FHIT       fragile histidine triad diadenosine triphosphatase\n",
      "SNX9       sorting nexin 9\n",
      "ANAPC5     anaphase promoting complex subunit 5\n",
      "ANAPC7     anaphase promoting complex subunit 7\n",
      "TADA3      transcriptional adaptor 3\n",
      "YTHDF2     YTH N6-methyladenosine RNA binding protein 2\n",
      "FOXG1      forkhead box G1\n",
      "FOXC1      forkhead box C1\n",
      "ARAP1      ArfGAP with RhoGAP domain, ankyrin repeat and PH domain 1\n",
      "LCMT1      leucine carboxyl methyltransferase 1\n",
      "FOXE3      forkhead box E3\n",
      "FOXM1      forkhead box M1\n",
      "CARM1      coactivator associated arginine methyltransferase 1\n",
      "CHMP4C     charged multivesicular body protein 4C\n",
      "TRIM72     tripartite motif containing 72\n",
      "FLNA       filamin A\n",
      "MYBBP1A    MYB binding protein 1a\n",
      "FLT3LG     fms related receptor tyrosine kinase 3 ligand\n",
      "CIB1       calcium and integrin binding 1\n",
      "SLF1       SMC5-SMC6 complex localization factor 1\n",
      "KAT5       lysine acetyltransferase 5\n",
      "IPO7       importin 7\n",
      "SPOUT1     SPOUT domain containing methyltransferase 1\n",
      "ZNRD2      zinc ribbon domain containing 2\n",
      "UBD        ubiquitin D\n",
      "BATF       basic leucine zipper ATF-like transcription factor\n",
      "TRIAP1     TP53 regulated inhibitor of apoptosis 1\n",
      "DCTN2      dynactin subunit 2\n",
      "ANP32B     acidic nuclear phosphoprotein 32 family member B\n",
      "LAMTOR5    late endosomal/lysosomal adaptor, MAPK and MTOR activator 5\n",
      "RTF2       replication termination factor 2\n",
      "SLC25A33   solute carrier family 25 member 33\n",
      "CHMP5      charged multivesicular body protein 5\n",
      "GTSE1      G2 and S-phase expressed 1\n",
      "DTL        denticleless E3 ubiquitin protein ligase homolog\n",
      "ANAPC11    anaphase promoting complex subunit 11\n",
      "ZC3HC1     zinc finger C3HC-type containing 1\n",
      "HBP1       HMG-box transcription factor 1\n",
      "PDCD2L     programmed cell death 2 like\n",
      "TACC2      transforming acidic coiled-coil containing protein 2\n",
      "SIRT7      sirtuin 7\n",
      "CHORDC1    cysteine and histidine rich domain containing 1\n",
      "CINP       cyclin dependent kinase 2 interacting protein\n",
      "SMC2       structural maintenance of chromosomes 2\n",
      "ERN2       endoplasmic reticulum to nucleus signaling 2\n",
      "USP16      ubiquitin specific peptidase 16\n",
      "AKAP8L     A-kinase anchoring protein 8 like\n",
      "P3H4       prolyl 3-hydroxylase family member 4 (inactive)\n",
      "HEXIM1     HEXIM P-TEFb complex subunit 1\n",
      "SPAG5      sperm associated antigen 5\n",
      "CYFIP2     cytoplasmic FMR1 interacting protein 2\n",
      "STAMBP     STAM binding protein\n",
      "TXNIP      thioredoxin interacting protein\n",
      "CNPPD1     cyclin Pas1/PHO80 domain containing 1\n",
      "BEX3       brain expressed X-linked 3\n",
      "GAS2L1     growth arrest specific 2 like 1\n",
      "RGS14      regulator of G protein signaling 14\n",
      "MLH3       mutL homolog 3\n",
      "KHDRBS1    KH RNA binding domain containing, signal transduction associated 1\n",
      "SND1       staphylococcal nuclease and tudor domain containing 1\n",
      "CTCF       CCCTC-binding factor\n",
      "MTOR       mechanistic target of rapamycin kinase\n",
      "CGRRF1     cell growth regulator with ring finger domain 1\n",
      "CGREF1     cell growth regulator with EF-hand domain 1\n",
      "RRAGA      Ras related GTP binding A\n",
      "ANKRD1     ankyrin repeat domain 1\n",
      "SSX2IP     SSX family member 2 interacting protein\n",
      "NR5A2      nuclear receptor subfamily 5 group A member 2\n",
      "ECRG4      ECRG4 augurin precursor\n",
      "CHMP3      charged multivesicular body protein 3\n",
      "CDK5RAP1   CDK5 regulatory subunit associated protein 1\n",
      "MRGPRX2    MAS related GPR family member X2\n",
      "MTBP       MDM2 binding protein\n",
      "NR5A1      nuclear receptor subfamily 5 group A member 1\n",
      "RAB11FIP4  RAB11 family interacting protein 4\n",
      "USP39      ubiquitin specific peptidase 39\n",
      "POLD3      DNA polymerase delta 3, accessory subunit\n",
      "DOT1L      DOT1 like histone lysine methyltransferase\n",
      "LZTS2      leucine zipper tumor suppressor 2\n",
      "BRSK1      BR serine/threonine kinase 1\n",
      "NFAT5      nuclear factor of activated T cells 5\n",
      "NUDC       nuclear distribution C, dynein complex regulator\n",
      "BBC3       BCL2 binding component 3\n",
      "PLK4       polo like kinase 4\n",
      "STAG3      stromal antigen 3\n",
      "STAG2      stromal antigen 2\n",
      "HECA       hdc homolog, cell cycle regulator\n",
      "SLX4       SLX4 structure-specific endonuclease subunit\n",
      "SMC1B      structural maintenance of chromosomes 1B\n",
      "PTTG2      pituitary tumor-transforming 2\n",
      "KCNH5      potassium voltage-gated channel subfamily H member 5\n",
      "GIPC1      GIPC PDZ domain containing family member 1\n",
      "CIDEB      cell death inducing DFFA like effector b\n",
      "CAB39      calcium binding protein 39\n",
      "UIMC1      ubiquitin interaction motif containing 1\n",
      "NES        nestin\n",
      "PLK2       polo like kinase 2\n",
      "ZMYND11    zinc finger MYND-type containing 11\n",
      "GAK        cyclin G associated kinase\n",
      "SPIRE2     spire type actin nucleation factor 2\n",
      "ARPP19     cAMP regulated phosphoprotein 19\n",
      "WWOX       WW domain containing oxidoreductase\n",
      "NEK6       NIMA related kinase 6\n",
      "MCM8       minichromosome maintenance 8 homologous recombination repair factor\n",
      "RTEL1      regulator of telomere elongation helicase 1\n",
      "TUBG2      tubulin gamma 2\n",
      "TMEM8B     transmembrane protein 8B\n",
      "ZNF268     zinc finger protein 268\n",
      "CDK12      cyclin dependent kinase 12\n",
      "VPS4A      vacuolar protein sorting 4 homolog A\n",
      "STRA8      stimulated by retinoic acid 8\n",
      "SDCCAG8    SHH signaling and ciliogenesis regulator SDCCAG8\n",
      "ENTR1      endosome associated trafficking regulator 1\n",
      "GAS1       growth arrest specific 1\n",
      "GAS2       growth arrest specific 2\n",
      "GAS6       growth arrest specific 6\n",
      "MAP3K20    mitogen-activated protein kinase kinase kinase 20\n",
      "GATA3      GATA binding protein 3\n",
      "DNER       delta/notch like EGF repeat containing\n",
      "GATA6      GATA binding protein 6\n",
      "PARD6G     par-6 family cell polarity regulator gamma\n",
      "SIK1       salt inducible kinase 1\n",
      "KAT2A      lysine acetyltransferase 2A\n",
      "SIX4       SIX homeobox 4\n",
      "TUBGCP2    tubulin gamma complex associated protein 2\n",
      "TUBGCP4    tubulin gamma complex associated protein 4\n",
      "OPN1MW     opsin 1, medium wave sensitive\n",
      "TUBA8      tubulin alpha 8\n",
      "LILRB1     leukocyte immunoglobulin like receptor B1\n",
      "CHMP2A     charged multivesicular body protein 2A\n",
      "GEM        GTP binding protein overexpressed in skeletal muscle\n",
      "C10orf99   chromosome 10 open reading frame 99\n",
      "GFI1       growth factor independent 1 transcriptional repressor\n",
      "PDCD4      programmed cell death 4\n",
      "JMY        junction mediating and regulatory protein, p53 cofactor\n",
      "USP19      ubiquitin specific peptidase 19\n",
      "PARD6B     par-6 family cell polarity regulator beta\n",
      "GJA1       gap junction protein alpha 1\n",
      "TUBB6      tubulin beta 6 class V\n",
      "JTB        jumping translocation breakpoint\n",
      "TTBK1      tau tubulin kinase 1\n",
      "BLCAP      BLCAP apoptosis inducing factor\n",
      "AFAP1L2    actin filament associated protein 1 like 2\n",
      "TXNL4A     thioredoxin like 4A\n",
      "SUGT1      SGT1 homolog, MIS12 kinetochore complex assembly cochaperone\n",
      "GADD45G    growth arrest and DNA damage inducible gamma\n",
      "APEX2      apurinic/apyrimidinic endodeoxyribonuclease 2\n",
      "EHMT2      euchromatic histone lysine methyltransferase 2\n",
      "DBF4       DBF4 zinc finger\n",
      "SPIN1      spindlin 1\n",
      "GLI1       GLI family zinc finger 1\n",
      "EHD1       EH domain containing 1\n",
      "SPDYC      speedy/RINGO cell cycle regulator family member C\n",
      "RPS6KA6    ribosomal protein S6 kinase A6\n",
      "BTG3       BTG anti-proliferation factor 3\n",
      "UBE2S      ubiquitin conjugating enzyme E2 S\n",
      "PRPF19     pre-mRNA processing factor 19\n",
      "INSM2      INSM transcriptional repressor 2\n",
      "GML        glycosylphosphatidylinositol anchored molecule like\n",
      "PPP1R9B    protein phosphatase 1 regulatory subunit 9B\n",
      "GNAI1      G protein subunit alpha i1\n",
      "GNAI2      G protein subunit alpha i2\n",
      "SPATA22    spermatogenesis associated 22\n",
      "GNAI3      G protein subunit alpha i3\n",
      "SGSM3      small G protein signaling modulator 3\n",
      "BEX2       brain expressed X-linked 2\n",
      "CCNI       cyclin I\n",
      "COPS5      COP9 signalosome subunit 5\n",
      "GOLGA2     golgin A2\n",
      "PSRC1      proline and serine rich coiled-coil 1\n",
      "SFN        stratifin\n",
      "KIF2C      kinesin family member 2C\n",
      "TLK2       tousled like kinase 2\n",
      "HORMAD2    HORMA domain containing 2\n",
      "GPR3       G protein-coupled receptor 3\n",
      "RAB35      RAB35, member RAS oncogene family\n",
      "TDRKH      tudor and KH domain containing\n",
      "PIM2       Pim-2 proto-oncogene, serine/threonine kinase\n",
      "GPER1      G protein-coupled estrogen receptor 1\n",
      "HTRA2      HtrA serine peptidase 2\n",
      "TENT4A     terminal nucleotidyltransferase 4A\n",
      "EML4       EMAP like 4\n",
      "KMT5A      lysine methyltransferase 5A\n",
      "TUBA1C     tubulin alpha 1c\n",
      "GRK5       G protein-coupled receptor kinase 5\n",
      "CNTRL      centriolin\n",
      "UBE2C      ubiquitin conjugating enzyme E2 C\n",
      "GPX1       glutathione peroxidase 1\n",
      "TOPBP1     DNA topoisomerase II binding protein 1\n",
      "TRIOBP     TRIO and F-actin binding protein\n",
      "PLPP7      phospholipid phosphatase 7 (inactive)\n",
      "PARD3B     par-3 family cell polarity regulator beta\n",
      "TMEM119    transmembrane protein 119\n",
      "GRIN2A     glutamate ionotropic receptor NMDA type subunit 2A\n",
      "NR3C1      nuclear receptor subfamily 3 group C member 1\n",
      "MEI1       meiotic double-stranded break formation protein 1\n",
      "KATNA1     katanin catalytic subunit A1\n",
      "PRDM7      PR/SET domain 7\n",
      "PRDM5      PR/SET domain 5\n",
      "CIT        citron rho-interacting serine/threonine kinase\n",
      "CEP43      centrosomal protein 43\n",
      "GSPT1      G1 to S phase transition 1\n",
      "KIF3A      kinesin family member 3A\n",
      "ZWINT      ZW10 interacting kinetochore protein\n",
      "ZNF503     zinc finger protein 503\n",
      "KLHL22     kelch like family member 22\n",
      "CDC37      cell division cycle 37, HSP90 cochaperone\n",
      "DMC1       DNA meiotic recombinase 1\n",
      "PLAAT3     phospholipase A and acyltransferase 3\n",
      "ZBTB49     zinc finger and BTB domain containing 49\n",
      "SULT1A4    sulfotransferase family 1A member 4\n",
      "GTF2H1     general transcription factor IIH subunit 1\n",
      "NUDT6      nudix hydrolase 6\n",
      "WDHD1      WD repeat and HMG-box DNA binding protein 1\n",
      "FAM107A    family with sequence similarity 107 member A\n",
      "TBRG1      transforming growth factor beta regulator 1\n",
      "LZTS1      leucine zipper tumor suppressor 1\n",
      "WDR6       WD repeat domain 6\n",
      "RASSF1     Ras association domain family member 1\n",
      "CEP250     centrosomal protein 250\n",
      "CHEK2      checkpoint kinase 2\n",
      "TTL        tubulin tyrosine ligase\n",
      "MASTL      microtubule associated serine/threonine kinase like\n",
      "H2AX       H2A.X variant histone\n",
      "ZFYVE19    zinc finger FYVE-type containing 19\n",
      "MAEL       maelstrom spermatogenic transposon silencer\n",
      "AVPI1      arginine vasopressin induced 1\n",
      "WEE2       WEE2 oocyte meiosis inhibiting kinase\n",
      "AJUBA      ajuba LIM protein\n",
      "LSM10      LSM10, U7 small nuclear RNA associated\n",
      "PMF1       polyamine modulated factor 1\n",
      "HCFC1      host cell factor C1\n",
      "EDA2R      ectodysplasin A2 receptor\n",
      "HTT        huntingtin\n",
      "DCTN3      dynactin subunit 3\n",
      "HELLS      helicase, lymphoid specific\n",
      "HGF        hepatocyte growth factor\n",
      "TREX1      three prime repair exonuclease 1\n",
      "HHEX       hematopoietically expressed homeobox\n",
      "NANOGP8    Nanog homeobox retrogene P8\n",
      "HIC1       HIC ZBTB transcriptional repressor 1\n",
      "HIP1       huntingtin interacting protein 1\n",
      "HINT1      histidine triad nucleotide binding protein 1\n",
      "SMYD1      SET and MYND domain containing 1\n",
      "ECD        ecdysoneless cell cycle regulator\n",
      "HLA-G      major histocompatibility complex, class I, G\n",
      "PHB2       prohibitin 2\n",
      "TUSC2      tumor suppressor 2, mitochondrial calcium regulator\n",
      "CBX3       chromobox 3\n",
      "OIP5       Opa interacting protein 5\n",
      "HMGA1      high mobility group AT-hook 1\n",
      "HMMR       hyaluronan mediated motility receptor\n",
      "NR4A1      nuclear receptor subfamily 4 group A member 1\n",
      "PPP1R10    protein phosphatase 1 regulatory subunit 10\n",
      "FOXA1      forkhead box A1\n",
      "HNRNPU     heterogeneous nuclear ribonucleoprotein U\n",
      "HAUS8      HAUS augmin like complex subunit 8\n",
      "RINT1      RAD50 interactor 1\n",
      "USP51      ubiquitin specific peptidase 51\n",
      "HPGD       15-hydroxyprostaglandin dehydrogenase\n",
      "HRAS       HRas proto-oncogene, GTPase\n",
      "PRMT2      protein arginine methyltransferase 2\n",
      "PRMT1      protein arginine methyltransferase 1\n",
      "HES1       hes family bHLH transcription factor 1\n",
      "LSM11      LSM11, U7 small nuclear RNA associated\n",
      "POC5       POC5 centriolar protein\n",
      "HSF1       heat shock transcription factor 1\n",
      "INCA1      inhibitor of CDK, cyclin A1 interacting protein 1\n",
      "HSPA1A     heat shock protein family A (Hsp70) member 1A\n",
      "HSPA1B     heat shock protein family A (Hsp70) member 1B\n",
      "HSPA2      heat shock protein family A (Hsp70) member 2\n",
      "SYCE1      synaptonemal complex central element protein 1\n",
      "HSP90AA1   heat shock protein 90 alpha family class A member 1\n",
      "HSP90AB1   heat shock protein 90 alpha family class B member 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MIIP       migration and invasion inhibitory protein\n",
      "HSPD1      heat shock protein family D (Hsp60) member 1\n",
      "HSPE1      heat shock protein family E (Hsp10) member 1\n",
      "HUS1       HUS1 checkpoint clamp component\n",
      "HYAL1      hyaluronidase 1\n",
      "ICAM1      intercellular adhesion molecule 1\n",
      "ID1        inhibitor of DNA binding 1, HLH protein\n",
      "ID2        inhibitor of DNA binding 2\n",
      "ID3        inhibitor of DNA binding 3, HLH protein\n",
      "ID4        inhibitor of DNA binding 4, HLH protein\n",
      "SNX33      sorting nexin 33\n",
      "PRKAB2     protein kinase AMP-activated non-catalytic subunit beta 2\n",
      "IFI16      interferon gamma inducible protein 16\n",
      "PRKAG1     protein kinase AMP-activated non-catalytic subunit gamma 1\n",
      "TUBGCP6    tubulin gamma complex associated protein 6\n",
      "IFNG       interferon gamma\n",
      "IFNW1      interferon omega 1\n",
      "MISP       mitotic spindle positioning\n",
      "NANOS2     nanos C2HC-type zinc finger 2\n",
      "IGF1       insulin like growth factor 1\n",
      "IGF2       insulin like growth factor 2\n",
      "CCNB3      cyclin B3\n",
      "LRRCC1     leucine rich repeat and coiled-coil centrosomal protein 1\n",
      "TNKS1BP1   tankyrase 1 binding protein 1\n",
      "MYOCD      myocardin\n",
      "CEP295     centrosomal protein 295\n",
      "IK         IK cytokine\n",
      "IL1A       interleukin 1 alpha\n",
      "IL1B       interleukin 1 beta\n",
      "IL4R       interleukin 4 receptor\n",
      "CXCL8      C-X-C motif chemokine ligand 8\n",
      "IL10       interleukin 10\n",
      "TRNP1      TMF1 regulated nuclear protein 1\n",
      "IL12A      interleukin 12A\n",
      "IL12B      interleukin 12B\n",
      "BRINP3     BMP/retinoic acid inducible neural specific 3\n",
      "ILK        integrin linked kinase\n",
      "INCENP     inner centromere protein\n",
      "ING1       inhibitor of growth family member 1\n",
      "ING2       inhibitor of growth family member 2\n",
      "INHA       inhibin subunit alpha\n",
      "INHBA      inhibin subunit beta A\n",
      "TUBB8      tubulin beta 8 class VIII\n",
      "CXCL10     C-X-C motif chemokine ligand 10\n",
      "INS        insulin\n",
      "PLK5       polo like kinase 5 (inactive)\n",
      "INSM1      INSM transcriptional repressor 1\n",
      "INSR       insulin receptor\n",
      "PPP2R3B    protein phosphatase 2 regulatory subunit B''beta\n",
      "IRF1       interferon regulatory factor 1\n",
      "RAD21L1    RAD21 cohesin complex component like 1\n",
      "IRF6       interferon regulatory factor 6\n",
      "TUBB2B     tubulin beta 2B class IIb\n",
      "ZNF385B    zinc finger protein 385B\n",
      "ITGB1      integrin subunit beta 1\n",
      "JAK2       Janus kinase 2\n",
      "JUN        Jun proto-oncogene, AP-1 transcription factor subunit\n",
      "JUNB       JunB proto-oncogene, AP-1 transcription factor subunit\n",
      "JUND       JunD proto-oncogene, AP-1 transcription factor subunit\n",
      "MEI4       meiotic double-stranded break formation protein 4\n",
      "CCNYL1     cyclin Y like 1\n",
      "KCNA5      potassium voltage-gated channel subfamily A member 5\n",
      "PPP1R1C    protein phosphatase 1 regulatory inhibitor subunit 1C\n",
      "SGO2       shugoshin 2\n",
      "KEL        Kell metallo-endopeptidase (Kell blood group)\n",
      "KIF2A      kinesin family member 2A\n",
      "KIF11      kinesin family member 11\n",
      "KIFC1      kinesin family member C1\n",
      "KIF25      kinesin family member 25\n",
      "KIF22      kinesin family member 22\n",
      "KPNB1      karyopherin subunit beta 1\n",
      "IPO5       importin 5\n",
      "CCSAP      centriole, cilia and spindle associated protein\n",
      "ACTR8      actin related protein 8\n",
      "KRT18      keratin 18\n",
      "C10orf90   chromosome 10 open reading frame 90\n",
      "STMN1      stathmin 1\n",
      "LCK        LCK proto-oncogene, Src family tyrosine kinase\n",
      "LEP        leptin\n",
      "LFNG       LFNG O-fucosylpeptide 3-beta-N-acetylglucosaminyltransferase\n",
      "IHO1       interactor of HORMAD1 1\n",
      "LIF        LIF interleukin 6 family cytokine\n",
      "LIG1       DNA ligase 1\n",
      "LIG3       DNA ligase 3\n",
      "LIG4       DNA ligase 4\n",
      "LIMS1      LIM zinc finger domain containing 1\n",
      "LMNA       lamin A/C\n",
      "LRP6       LDL receptor related protein 6\n",
      "LRP5       LDL receptor related protein 5\n",
      "MAD2L1     mitotic arrest deficient 2 like 1\n",
      "SMAD3      SMAD family member 3\n",
      "TMPRSS11A  transmembrane serine protease 11A\n",
      "MAGEA2     MAGE family member A2\n",
      "CACUL1     CDK2 associated cullin domain 1\n",
      "SPRED2     sprouty related EVH1 domain containing 2\n",
      "TP53INP1   tumor protein p53 inducible nuclear protein 1\n",
      "MAP4       microtubule associated protein 4\n",
      "MAPT       microtubule associated protein tau\n",
      "MAX        MYC associated factor X\n",
      "MCM2       minichromosome maintenance complex component 2\n",
      "MCM3       minichromosome maintenance complex component 3\n",
      "MCM4       minichromosome maintenance complex component 4\n",
      "MCM5       minichromosome maintenance complex component 5\n",
      "MCM6       minichromosome maintenance complex component 6\n",
      "MCM7       minichromosome maintenance complex component 7\n",
      "SKA2       spindle and kinetochore associated complex subunit 2\n",
      "SGO1       shugoshin 1\n",
      "MDM2       MDM2 proto-oncogene\n",
      "MDM4       MDM4 regulator of p53\n",
      "MECP2      methyl-CpG binding protein 2\n",
      "PSMA8      proteasome 20S subunit alpha 8\n",
      "MEF2C      myocyte enhancer factor 2C\n",
      "MEIS2      Meis homeobox 2\n",
      "MEN1       menin 1\n",
      "AGO4       argonaute RISC component 4\n",
      "MIF        macrophage migration inhibitory factor\n",
      "CXCL9      C-X-C motif chemokine ligand 9\n",
      "MKI67      marker of proliferation Ki-67\n",
      "MLF1       myeloid leukemia factor 1\n",
      "MLH1       mutL homolog 1\n",
      "FOXO4      forkhead box O4\n",
      "MME        membrane metalloendopeptidase\n",
      "MMP14      matrix metallopeptidase 14\n",
      "MNAT1      MNAT1 component of CDK activating kinase\n",
      "KLHDC8B    kelch domain containing 8B\n",
      "MNT        MAX network transcriptional repressor\n",
      "DEUP1      deuterosome assembly protein 1\n",
      "MOS        MOS proto-oncogene, serine/threonine kinase\n",
      "MRE11      MRE11 homolog, double strand break repair nuclease\n",
      "LAMTOR2    late endosomal/lysosomal adaptor, MAPK and MTOR activator 2\n",
      "HUS1B      HUS1 checkpoint clamp component B\n",
      "GIT1       GIT ArfGAP 1\n",
      "BTBD18     BTB domain containing 18\n",
      "RGCC       regulator of cell cycle\n",
      "MCTS1      MCTS1 re-initiation and release factor\n",
      "HIPK2      homeodomain interacting protein kinase 2\n",
      "PIWIL4     piwi like RNA-mediated gene silencing 4\n",
      "MSH2       mutS homolog 2\n",
      "MSH3       mutS homolog 3\n",
      "MSH4       mutS homolog 4\n",
      "MSH5       mutS homolog 5\n",
      "NUPR2      nuclear protein 2, transcriptional regulator\n",
      "PRKAG3     protein kinase AMP-activated non-catalytic subunit gamma 3\n",
      "MSX1       msh homeobox 1\n",
      "MSX2       msh homeobox 2\n",
      "SETD2      SET domain containing 2, histone lysine methyltransferase\n",
      "MAPK15     mitogen-activated protein kinase 15\n",
      "CHMP4A     charged multivesicular body protein 4A\n",
      "BABAM1     BRISC and BRCA1 A complex member 1\n",
      "LAMTOR4    late endosomal/lysosomal adaptor, MAPK and MTOR activator 4\n",
      "PYCARD     PYD and CARD domain containing\n",
      "BRD7       bromodomain containing 7\n",
      "RACGAP1    Rac GTPase activating protein 1\n",
      "UHRF1      ubiquitin like with PHD and ring finger domains 1\n",
      "CENPV      centromere protein V\n",
      "FLCN       folliculin\n",
      "PLD6       phospholipase D family member 6\n",
      "MUC1       mucin 1, cell surface associated\n",
      "GEN1       GEN1 Holliday junction 5' flap endonuclease\n",
      "TRIM37     tripartite motif containing 37\n",
      "MAGEA2B    MAGE family member A2B\n",
      "MX2        MX dynamin like GTPase 2\n",
      "MAJIN      membrane anchored junction protein\n",
      "MYB        MYB proto-oncogene, transcription factor\n",
      "MYBL1      MYB proto-oncogene like 1\n",
      "MYBL2      MYB proto-oncogene like 2\n",
      "CDC14C     cell division cycle 14C\n",
      "MYC        MYC proto-oncogene, bHLH transcription factor\n",
      "THAP5      THAP domain containing 5\n",
      "ACER2      alkaline ceramidase 2\n",
      "GADD45B    growth arrest and DNA damage inducible beta\n",
      "MYF5       myogenic factor 5\n",
      "MYF6       myogenic factor 6\n",
      "NUGGC      nuclear GTPase, germinal center associated\n",
      "MYH9       myosin heavy chain 9\n",
      "MYH10      myosin heavy chain 10\n",
      "MYO6       myosin VI\n",
      "MYOD1      myogenic differentiation 1\n",
      "NEK10      NIMA related kinase 10\n",
      "MYOG       myogenin\n",
      "PPP1R12A   protein phosphatase 1 regulatory subunit 12A\n",
      "PPP1R12B   protein phosphatase 1 regulatory subunit 12B\n",
      "NASP       nuclear autoantigenic sperm protein\n",
      "NUBP1      nucleotide binding protein 1\n",
      "NBN        nibrin\n",
      "SPICE1     spindle and centriole associated protein 1\n",
      "DRG1       developmentally regulated GTP binding protein 1\n",
      "NEDD9      neural precursor cell expressed, developmentally down-regulated 9\n",
      "NEK1       NIMA related kinase 1\n",
      "NEK2       NIMA related kinase 2\n",
      "NEK3       NIMA related kinase 3\n",
      "NEUROD1    neuronal differentiation 1\n",
      "NEUROG1    neurogenin 1\n",
      "PELO       pelota mRNA surveillance and ribosome rescue factor\n",
      "NF2        neurofibromin 2\n",
      "NFATC1     nuclear factor of activated T cells 1\n",
      "NFATC2     nuclear factor of activated T cells 2\n",
      "NFATC3     nuclear factor of activated T cells 3\n",
      "NFATC4     nuclear factor of activated T cells 4\n",
      "NFE2L1     nuclear factor, erythroid 2 like 1\n",
      "BHLHA15    basic helix-loop-helix family member a15\n",
      "NGF        nerve growth factor\n",
      "NGFR       nerve growth factor receptor\n",
      "ANAPC16    anaphase promoting complex subunit 16\n",
      "NKX3-1     NK3 homeobox 1\n",
      "SLC39A5    solute carrier family 39 member 5\n",
      "CNOT2      CCR4-NOT transcription complex subunit 2\n",
      "CNOT3      CCR4-NOT transcription complex subunit 3\n",
      "CNOT4      CCR4-NOT transcription complex subunit 4\n",
      "NOTCH1     notch receptor 1\n",
      "NOTCH2     notch receptor 2\n",
      "CCN3       cellular communication network factor 3\n",
      "NPAT       nuclear protein, coactivator of histone transcription\n",
      "NPM1       nucleophosmin 1\n",
      "NPPC       natriuretic peptide C\n",
      "NPR2       natriuretic peptide receptor 2\n",
      "MIS18A     MIS18 kinetochore protein A\n",
      "NUMA1      nuclear mitotic apparatus protein 1\n",
      "NUP88      nucleoporin 88\n",
      "NUP43      nucleoporin 43\n",
      "ARL8A      ADP ribosylation factor like GTPase 8A\n",
      "POLE3      DNA polymerase epsilon 3, accessory subunit\n",
      "ODF2       outer dense fiber of sperm tails 2\n",
      "CHAMP1     chromosome alignment maintaining phosphoprotein 1\n",
      "OPA1       OPA1 mitochondrial dynamin like GTPase\n",
      "SEPTIN7    septin 7\n",
      "ORC1       origin recognition complex subunit 1\n",
      "ORC2       origin recognition complex subunit 2\n",
      "ORC4       origin recognition complex subunit 4\n",
      "ORC5       origin recognition complex subunit 5\n",
      "OVOL1      ovo like transcriptional repressor 1\n",
      "P2RX1      purinergic receptor P2X 1\n",
      "PAFAH1B1   platelet activating factor acetylhydrolase 1b regulatory subunit 1\n",
      "UHMK1      U2AF homology motif kinase 1\n",
      "SERPINE1   serpin family E member 1\n",
      "CYCS       cytochrome c, somatic\n",
      "PAX6       paired box 6\n",
      "PBX1       PBX homeobox 1\n",
      "PCM1       pericentriolar material 1\n",
      "PCNA       proliferating cell nuclear antigen\n",
      "PCNT       pericentrin\n",
      "CHMP1A     charged multivesicular body protein 1A\n",
      "CDK16      cyclin dependent kinase 16\n",
      "CDK17      cyclin dependent kinase 17\n",
      "CDK18      cyclin dependent kinase 18\n",
      "PDCD2      programmed cell death 2\n",
      "PDE3A      phosphodiesterase 3A\n",
      "DCDC1      doublecortin domain containing 1\n",
      "REC114     REC114 meiotic recombination protein\n",
      "CDK8       cyclin dependent kinase 8\n",
      "PDGFB      platelet derived growth factor subunit B\n",
      "PDGFRB     platelet derived growth factor receptor beta\n",
      "PDK2       pyruvate dehydrogenase kinase 2\n",
      "TMOD3      tropomodulin 3\n",
      "E2F7       E2F transcription factor 7\n",
      "NCAPH2     non-SMC condensin II complex subunit H2\n",
      "WNT4       Wnt family member 4\n",
      "SYCE3      synaptonemal complex central element protein 3\n",
      "CDK14      cyclin dependent kinase 14\n",
      "PGGT1B     protein geranylgeranyltransferase type I subunit beta\n",
      "ABCB1      ATP binding cassette subfamily B member 1\n",
      "PNPT1      polyribonucleotide nucleotidyltransferase 1\n",
      "SENP1      SUMO specific peptidase 1\n",
      "MIS12      MIS12 kinetochore complex component\n",
      "FBXL22     F-box and leucine rich repeat protein 22\n",
      "PIK3C3     phosphatidylinositol 3-kinase catalytic subunit type 3\n",
      "ANLN       anillin actin binding protein\n",
      "PIM1       Pim-1 proto-oncogene, serine/threonine kinase\n",
      "NUP37      nucleoporin 37\n",
      "ZNF655     zinc finger protein 655\n",
      "PIN1       peptidylprolyl cis/trans isomerase, NIMA-interacting 1\n",
      "MOV10L1    Mov10 like RISC complex RNA helicase 1\n",
      "ANAPC2     anaphase promoting complex subunit 2\n",
      "CNOT7      CCR4-NOT transcription complex subunit 7\n",
      "NABP2      nucleic acid binding protein 2\n",
      "FBXW5      F-box and WD repeat domain containing 5\n",
      "PKD1       polycystin 1, transient receptor potential channel interacting\n",
      "PKD2       polycystin 2, transient receptor potential cation channel\n",
      "ETAA1      ETAA1 activator of ATR kinase\n",
      "SPIN2A     spindlin family member 2A\n",
      "ASPM       assembly factor for spindle microtubules\n",
      "PKHD1      PKHD1 ciliary IPT domain containing fibrocystin/polyductin\n",
      "PSMC3IP    PSMC3 interacting protein\n",
      "TERB1      telomere repeat binding bouquet formation protein 1\n",
      "NLE1       notchless homolog 1\n",
      "GPSM2      G protein signaling modulator 2\n",
      "PLAGL1     PLAG1 like zinc finger 1\n",
      "PIMREG     PICALM interacting mitotic regulator\n",
      "TMEM109    transmembrane protein 109\n",
      "PLK1       polo like kinase 1\n",
      "DSCC1      DNA replication and sister chromatid cohesion 1\n",
      "PLRG1      pleiotropic regulator 1\n",
      "GPR132     G protein-coupled receptor 132\n",
      "RPA4       replication protein A4\n",
      "IQGAP3     IQ motif containing GTPase activating protein 3\n",
      "DDX4       DEAD-box helicase 4\n",
      "PMAIP1     phorbol-12-myristate-13-acetate-induced protein 1\n",
      "ANAPC4     anaphase promoting complex subunit 4\n",
      "PML        PML nuclear body scaffold\n",
      "DNMT3L     DNA methyltransferase 3 like\n",
      "SERTAD1    SERTA domain containing 1\n",
      "CDIP1      cell death inducing p53 target 1\n",
      "DDIT4      DNA damage inducible transcript 4\n",
      "DONSON     DNA replication fork stabilization factor DONSON\n",
      "SLC2A8     solute carrier family 2 member 8\n",
      "PHF23      PHD finger protein 23\n",
      "NOP53      NOP53 ribosome biogenesis factor\n",
      "POLA1      DNA polymerase alpha 1, catalytic subunit\n",
      "POLD1      DNA polymerase delta 1, catalytic subunit\n",
      "POLD2      DNA polymerase delta 2, accessory subunit\n",
      "POLE       DNA polymerase epsilon, catalytic subunit\n",
      "POLE2      DNA polymerase epsilon 2, accessory subunit\n",
      "FBXL15     F-box and leucine rich repeat protein 15\n",
      "RAD9B      RAD9 checkpoint clamp component B\n",
      "BRCC3      BRCA1/BRCA2-containing complex subunit 3\n",
      "POU4F1     POU class 4 homeobox 1\n",
      "POU4F2     POU class 4 homeobox 2\n",
      "FSD1       fibronectin type III and SPRY domain containing 1\n",
      "INO80      INO80 complex ATPase subunit\n",
      "CCNJ       cyclin J\n",
      "PPARG      peroxisome proliferator activated receptor gamma\n",
      "MED1       mediator complex subunit 1\n",
      "PAF1       PAF1 homolog, Paf1/RNA polymerase II complex component\n",
      "PPAT       phosphoribosyl pyrophosphate amidotransferase\n",
      "MAP10      microtubule associated protein 10\n",
      "PPM1A      protein phosphatase, Mg2+/Mn2+ dependent 1A\n",
      "PPM1G      protein phosphatase, Mg2+/Mn2+ dependent 1G\n",
      "PPP1CA     protein phosphatase 1 catalytic subunit alpha\n",
      "PPP1CB     protein phosphatase 1 catalytic subunit beta\n",
      "PPP1CC     protein phosphatase 1 catalytic subunit gamma\n",
      "PPP2CA     protein phosphatase 2 catalytic subunit alpha\n",
      "PIM3       Pim-3 proto-oncogene, serine/threonine kinase\n",
      "PPP2R1A    protein phosphatase 2 scaffold subunit Aalpha\n",
      "PPP2R2A    protein phosphatase 2 regulatory subunit Balpha\n",
      "PPP2R2B    protein phosphatase 2 regulatory subunit Bbeta\n",
      "PPP2R2C    protein phosphatase 2 regulatory subunit Bgamma\n",
      "PTPA       protein phosphatase 2 phosphatase activator\n",
      "PPP2R5B    protein phosphatase 2 regulatory subunit B'beta\n",
      "PPP3CA     protein phosphatase 3 catalytic subunit alpha\n",
      "PPP3CB     protein phosphatase 3 catalytic subunit beta\n",
      "PPP3CC     protein phosphatase 3 catalytic subunit gamma\n",
      "PPP3R1     protein phosphatase 3 regulatory subunit B, alpha\n",
      "PPP5C      protein phosphatase 5 catalytic subunit\n",
      "PPP6C      protein phosphatase 6 catalytic subunit\n",
      "MEIOC      meiosis specific with coiled-coil domain\n",
      "PRCC       proline rich mitotic checkpoint control factor\n",
      "PRELP      proline and arginine rich end leucine rich repeat protein\n",
      "PRIM1      DNA primase subunit 1\n",
      "PRIM2      DNA primase subunit 2\n",
      "PRKAA1     protein kinase AMP-activated catalytic subunit alpha 1\n",
      "PRKAA2     protein kinase AMP-activated catalytic subunit alpha 2\n",
      "PRKAB1     protein kinase AMP-activated non-catalytic subunit beta 1\n",
      "PRKACA     protein kinase cAMP-activated catalytic subunit alpha\n",
      "PRKACB     protein kinase cAMP-activated catalytic subunit beta\n",
      "CEP41      centrosomal protein 41\n",
      "PKIA       cAMP-dependent protein kinase inhibitor alpha\n",
      "PRKAR1A    protein kinase cAMP-dependent type I regulatory subunit alpha\n",
      "MPLKIP     M-phase specific PLK1 interacting protein\n",
      "PRKAR2B    protein kinase cAMP-dependent type II regulatory subunit beta\n",
      "PRKCA      protein kinase C alpha\n",
      "PRKCD      protein kinase C delta\n",
      "PRKCE      protein kinase C epsilon\n",
      "PRKCB      protein kinase C beta\n",
      "PKN2       protein kinase N2\n",
      "PRKDC      protein kinase, DNA-activated, catalytic subunit\n",
      "MAPK1      mitogen-activated protein kinase 1\n",
      "MAPK3      mitogen-activated protein kinase 3\n",
      "MAPK4      mitogen-activated protein kinase 4\n",
      "MAPK6      mitogen-activated protein kinase 6\n",
      "MAPK7      mitogen-activated protein kinase 7\n",
      "MAPK13     mitogen-activated protein kinase 13\n",
      "MAP2K1     mitogen-activated protein kinase kinase 1\n",
      "MAP2K6     mitogen-activated protein kinase kinase 6\n",
      "BTG4       BTG anti-proliferation factor 4\n",
      "PRNP       prion protein\n",
      "PROX1      prospero homeobox 1\n",
      "ALKBH4     alkB homolog 4, lysine demethylase\n",
      "DAB2IP     DAB2 interacting protein\n",
      "BHLHE41    basic helix-loop-helix family member e41\n",
      "TET2       tet methylcytosine dioxygenase 2\n",
      "HMGN5      high mobility group nucleosome binding domain 5\n",
      "LGMN       legumain\n",
      "HAUS6      HAUS augmin like complex subunit 6\n",
      "KLK10      kallikrein related peptidase 10\n",
      "NDE1       nudE neurodevelopment protein 1\n",
      "ERCC6L     ERCC excision repair 6 like, spindle assembly checkpoint helicase\n",
      "SLC38A9    solute carrier family 38 member 9\n",
      "PSMA1      proteasome 20S subunit alpha 1\n",
      "PSMA2      proteasome 20S subunit alpha 2\n",
      "PSMA3      proteasome 20S subunit alpha 3\n",
      "PSMA4      proteasome 20S subunit alpha 4\n",
      "PSMA5      proteasome 20S subunit alpha 5\n",
      "PSMA6      proteasome 20S subunit alpha 6\n",
      "PSMA7      proteasome 20S subunit alpha 7\n",
      "PSMB1      proteasome 20S subunit beta 1\n",
      "PSMB2      proteasome 20S subunit beta 2\n",
      "PSMB3      proteasome 20S subunit beta 3\n",
      "PSMB4      proteasome 20S subunit beta 4\n",
      "PSMB5      proteasome 20S subunit beta 5\n",
      "PSMB6      proteasome 20S subunit beta 6\n",
      "PSMB7      proteasome 20S subunit beta 7\n",
      "PSMB8      proteasome 20S subunit beta 8\n",
      "FBXL12     F-box and leucine rich repeat protein 12\n",
      "PSMB9      proteasome 20S subunit beta 9\n",
      "PSMB10     proteasome 20S subunit beta 10\n",
      "PSMC1      proteasome 26S subunit, ATPase 1\n",
      "PSMC2      proteasome 26S subunit, ATPase 2\n",
      "PSMC3      proteasome 26S subunit, ATPase 3\n",
      "PSMC4      proteasome 26S subunit, ATPase 4\n",
      "PSMC5      proteasome 26S subunit, ATPase 5\n",
      "PSMC6      proteasome 26S subunit, ATPase 6\n",
      "PSMD1      proteasome 26S subunit, non-ATPase 1\n",
      "PSMD2      proteasome 26S subunit, non-ATPase 2\n",
      "PSMD3      proteasome 26S subunit, non-ATPase 3\n",
      "PSMD4      proteasome 26S subunit, non-ATPase 4\n",
      "PSMD5      proteasome 26S subunit, non-ATPase 5\n",
      "HAUS3      HAUS augmin like complex subunit 3\n",
      "PSMD7      proteasome 26S subunit, non-ATPase 7\n",
      "PSMD8      proteasome 26S subunit, non-ATPase 8\n",
      "PSMD10     proteasome 26S subunit, non-ATPase 10\n",
      "PSMD11     proteasome 26S subunit, non-ATPase 11\n",
      "PSMD9      proteasome 26S subunit, non-ATPase 9\n",
      "PSMD13     proteasome 26S subunit, non-ATPase 13\n",
      "PAGR1      PAXIP1 associated glutamate rich protein 1\n",
      "PSME1      proteasome activator subunit 1\n",
      "PSME2      proteasome activator subunit 2\n",
      "PSMD12     proteasome 26S subunit, non-ATPase 12\n",
      "CNTLN      centlein\n",
      "PTCH1      patched 1\n",
      "PTEN       phosphatase and tensin homolog\n",
      "BOD1L2     biorientation of chromosomes in cell division 1 like 2\n",
      "NSUN2      NOP2/Sun RNA methyltransferase 2\n",
      "NCAPG2     non-SMC condensin II complex subunit G2\n",
      "KLLN       killin, p53 regulated DNA replication inhibitor\n",
      "PTGS2      prostaglandin-endoperoxide synthase 2\n",
      "TTC19      tetratricopeptide repeat domain 19\n",
      "PTK6       protein tyrosine kinase 6\n",
      "SPDL1      spindle apparatus coiled-coil protein 1\n",
      "CHTF8      chromosome transmission fidelity factor 8\n",
      "PTPN3      protein tyrosine phosphatase non-receptor type 3\n",
      "PTPN6      protein tyrosine phosphatase non-receptor type 6\n",
      "HAUS4      HAUS augmin like complex subunit 4\n",
      "PTPN11     protein tyrosine phosphatase non-receptor type 11\n",
      "CEP120     centrosomal protein 120\n",
      "PTPRC      protein tyrosine phosphatase receptor type C\n",
      "PTPRK      protein tyrosine phosphatase receptor type K\n",
      "TXNL4B     thioredoxin like 4B\n",
      "RAD1       RAD1 checkpoint DNA exonuclease\n",
      "TIPIN      TIMELESS interacting protein\n",
      "OR2A4      olfactory receptor family 2 subfamily A member 4\n",
      "BANP       BTG3 associated nuclear protein\n",
      "MAMSTR     MEF2 activating motif and SAP domain containing transcriptional regulator\n",
      "PINX1      PIN2 (TERF1) interacting telomerase inhibitor 1\n",
      "AURKAIP1   aurora kinase A interacting protein 1\n",
      "CDC73      cell division cycle 73\n",
      "LAMTOR1    late endosomal/lysosomal adaptor, MAPK and MTOR activator 1\n",
      "MUL1       mitochondrial E3 ubiquitin protein ligase 1\n",
      "CEP97      centrosomal protein 97\n",
      "PHIP       pleckstrin homology domain interacting protein\n",
      "WDR62      WD repeat domain 62\n",
      "USP47      ubiquitin specific peptidase 47\n",
      "RAD9A      RAD9 checkpoint clamp component A\n",
      "RAD17      RAD17 checkpoint clamp loader component\n",
      "RAD21      RAD21 cohesin complex component\n",
      "RAD23A     RAD23 homolog A, nucleotide excision repair protein\n",
      "RAD51      RAD51 recombinase\n",
      "RAD51C     RAD51 paralog C\n",
      "CCNJL      cyclin J like\n",
      "RAD51B     RAD51 paralog B\n",
      "RAD51D     RAD51 paralog D\n",
      "RAD52      RAD52 homolog, DNA repair protein\n",
      "RNASEH2B   ribonuclease H2 subunit B\n",
      "MOK        MOK protein kinase\n",
      "RALA       RAS like proto-oncogene A\n",
      "RALB       RAS like proto-oncogene B\n",
      "RAN        RAN, member RAS oncogene family\n",
      "RANBP1     RAN binding protein 1\n",
      "ZWILCH     zwilch kinetochore protein\n",
      "EGLN3      egl-9 family hypoxia inducible factor 3\n",
      "RARA       retinoic acid receptor alpha\n",
      "CHMP6      charged multivesicular body protein 6\n",
      "ASZ1       ankyrin repeat, SAM and basic leucine zipper domain containing 1\n",
      "MCPH1      microcephalin 1\n",
      "RASA1      RAS p21 protein activator 1\n",
      "RB1        RB transcriptional corepressor 1\n",
      "RBBP4      RB binding protein 4, chromatin remodeling factor\n",
      "IFT57      intraflagellar transport 57\n",
      "RBBP7      RB binding protein 7, chromatin remodeling factor\n",
      "RBBP8      RB binding protein 8, endonuclease\n",
      "RBL1       RB transcriptional corepressor like 1\n",
      "RBL2       RB transcriptional corepressor like 2\n",
      "SMC6       structural maintenance of chromosomes 6\n",
      "OPN1LW     opsin 1, long wave sensitive\n",
      "RDX        radixin\n",
      "MZT1       mitotic spindle organizing protein 1\n",
      "PIWIL2     piwi like RNA-mediated gene silencing 2\n",
      "CEP192     centrosomal protein 192\n",
      "C11orf80   chromosome 11 open reading frame 80\n",
      "UPF1       UPF1 RNA helicase and ATPase\n",
      "RFC1       replication factor C subunit 1\n",
      "RFC2       replication factor C subunit 2\n",
      "RFC3       replication factor C subunit 3\n",
      "RFC4       replication factor C subunit 4\n",
      "FIGN       fidgetin, microtubule severing factor\n",
      "CHMP4B     charged multivesicular body protein 4B\n",
      "RFC5       replication factor C subunit 5\n",
      "RFPL1      ret finger protein like 1\n",
      "HAUS2      HAUS augmin like complex subunit 2\n",
      "CDCA8      cell division cycle associated 8\n",
      "THAP1      THAP domain containing 1\n",
      "SUV39H2    suppressor of variegation 3-9 homolog 2\n",
      "RGS2       regulator of G protein signaling 2\n",
      "MSTO1      misato mitochondrial distribution and morphology regulator 1\n",
      "E2F8       E2F transcription factor 8\n",
      "RFWD3      ring finger and WD repeat domain 3\n",
      "RHEB       Ras homolog, mTORC1 binding\n",
      "CEP55      centrosomal protein 55\n",
      "RING1      ring finger protein 1\n",
      "PRMT6      protein arginine methyltransferase 6\n",
      "RIF1       replication timing regulatory factor 1\n",
      "PBRM1      polybromo 1\n",
      "RNF2       ring finger protein 2\n",
      "APPL2      adaptor protein, phosphotyrosine interacting with PH domain and leucine zipper 2\n",
      "RNF4       ring finger protein 4\n",
      "ARL8B      ADP ribosylation factor like GTPase 8B\n",
      "RCBTB1     RCC1 and BTB domain containing protein 1\n",
      "FANCI      FA complementation group I\n",
      "FBXO31     F-box protein 31\n",
      "SNX18      sorting nexin 18\n",
      "EHMT1      euchromatic histone lysine methyltransferase 1\n",
      "STEAP3     STEAP3 metalloreductase\n",
      "ROBO1      roundabout guidance receptor 1\n",
      "ROCK1      Rho associated coiled-coil containing protein kinase 1\n",
      "SPRED1     sprouty related EVH1 domain containing 1\n",
      "YY1AP1     YY1 associated protein 1\n",
      "EIF2AK4    eukaryotic translation initiation factor 2 alpha kinase 4\n",
      "KDM8       lysine demethylase 8\n",
      "RPA1       replication protein A1\n",
      "RPA2       replication protein A2\n",
      "RPA3       replication protein A3\n",
      "CSPP1      centrosome and spindle pole associated protein 1\n",
      "NUDT15     nudix hydrolase 15\n",
      "NEK11      NIMA related kinase 11\n",
      "TUBAL3     tubulin alpha like 3\n",
      "BORA       BORA aurora kinase A activator\n",
      "FBXW7      F-box and WD repeat domain containing 7\n",
      "CCNI2      cyclin I family member 2\n",
      "RPL24      ribosomal protein L24\n",
      "RPL26      ribosomal protein L26\n",
      "MAP9       microtubule associated protein 9\n",
      "SMIM22     small integral membrane protein 22\n",
      "MCMBP      minichromosome maintenance complex binding protein\n",
      "MIS18BP1   MIS18 binding protein 1\n",
      "MNS1       meiosis specific nuclear structural 1\n",
      "EXD1       exonuclease 3'-5' domain containing 1\n",
      "FBXL8      F-box and leucine rich repeat protein 8\n",
      "ATAD5      ATPase family AAA domain containing 5\n",
      "RPS6       ribosomal protein S6\n",
      "RPS6KA1    ribosomal protein S6 kinase A1\n",
      "RPS6KA2    ribosomal protein S6 kinase A2\n",
      "RPS6KA3    ribosomal protein S6 kinase A3\n",
      "RPS6KB1    ribosomal protein S6 kinase B1\n",
      "HJURP      Holliday junction recognition protein\n",
      "CCNP       cyclin P\n",
      "RPS15A     ribosomal protein S15a\n",
      "PIDD1      p53-induced death domain protein 1\n",
      "TUBA3E     tubulin alpha 3e\n",
      "CEP76      centrosomal protein 76\n",
      "JADE1      jade family PHD finger 1\n",
      "MCM10      minichromosome maintenance 10 replication initiation factor\n",
      "RRM1       ribonucleotide reductase catalytic subunit M1\n",
      "RRM2       ribonucleotide reductase regulatory subunit M2\n",
      "RTKN       rhotekin\n",
      "WDR76      WD repeat domain 76\n",
      "CLIP1      CAP-Gly domain containing linker protein 1\n",
      "DSN1       DSN1 component of MIS12 kinetochore complex\n",
      "SPRED3     sprouty related EVH1 domain containing 3\n",
      "RYR1       ryanodine receptor 1\n",
      "EHD2       EH domain containing 2\n",
      "ANKRD53    ankyrin repeat domain 53\n",
      "SORT1      sortilin 1\n",
      "PIK3R4     phosphoinositide-3-kinase regulatory subunit 4\n",
      "S100A8     S100 calcium binding protein A8\n",
      "S100A9     S100 calcium binding protein A9\n",
      "PHC3       polyhomeotic homolog 3\n",
      "STRADB     STE20 related adaptor beta\n",
      "CAMK2N1    calcium/calmodulin dependent protein kinase II inhibitor 1\n",
      "FBXL18     F-box and leucine rich repeat protein 18\n",
      "MAPK12     mitogen-activated protein kinase 12\n",
      "CCL2       C-C motif chemokine ligand 2\n",
      "CCL8       C-C motif chemokine ligand 8\n",
      "TUBA4B     tubulin alpha 4b\n",
      "SMPD3      sphingomyelin phosphodiesterase 3\n",
      "TRIM36     tripartite motif containing 36\n",
      "TERB2      telomere repeat binding bouquet formation protein 2\n",
      "TUBB8B     tubulin beta 8B\n",
      "SDCBP      syndecan binding protein\n",
      "RBM38      RNA binding motif protein 38\n",
      "VCPIP1     valosin containing protein interacting protein 1\n",
      "HAUS7      HAUS augmin like complex subunit 7\n",
      "ZNF703     zinc finger protein 703\n",
      "CNOT11     CCR4-NOT transcription complex subunit 11\n",
      "SETMAR     SET domain and mariner transposase fusion gene\n",
      "SFPQ       splicing factor proline and glutamine rich\n",
      "SFRP1      secreted frizzled related protein 1\n",
      "CENPT      centromere protein T\n",
      "ATF5       activating transcription factor 5\n",
      "SRSF5      serine and arginine rich splicing factor 5\n",
      "PHLDA1     pleckstrin homology like domain family A member 1\n",
      "CTC1       CST telomere replication complex component 1\n",
      "DBF4B      DBF4 zinc finger B\n",
      "MYO19      myosin XIX\n",
      "CEP290     centrosomal protein 290\n",
      "TUBB       tubulin beta class I\n",
      "VASH1      vasohibin 1\n",
      "PRR5       proline rich 5\n",
      "C14orf39   chromosome 14 open reading frame 39\n",
      "SHH        sonic hedgehog signaling molecule\n",
      "MUS81      MUS81 structure-specific endonuclease subunit\n",
      "SHOX2      short stature homeobox 2\n",
      "SIAH1      siah E3 ubiquitin protein ligase 1\n",
      "SIAH2      siah E3 ubiquitin protein ligase 2\n",
      "NLRP1      NLR family pyrin domain containing 1\n",
      "NAA50      N-alpha-acetyltransferase 50, NatE catalytic subunit\n",
      "STIL       STIL centriolar assembly protein\n",
      "SIPA1      signal-induced proliferation-associated 1\n",
      "SIX1       SIX homeobox 1\n",
      "SIX3       SIX homeobox 3\n",
      "SKI        SKI proto-oncogene\n",
      "SKIL       SKI like proto-oncogene\n",
      "SKP1       S-phase kinase associated protein 1\n",
      "SKP2       S-phase kinase associated protein 2\n",
      "KHDC1L     KH domain containing 1 like\n",
      "PRPF40A    pre-mRNA processing factor 40 homolog A\n",
      "URGCP      upregulator of cell proliferation\n",
      "CEP164     centrosomal protein 164\n",
      "CARD8      caspase recruitment domain family member 8\n",
      "CEP63      centrosomal protein 63\n",
      "SLC6A4     solute carrier family 6 member 4\n",
      "MAPRE1     microtubule associated protein RP/EB family member 1\n",
      "MAPRE3     microtubule associated protein RP/EB family member 3\n",
      "PLA2R1     phospholipase A2 receptor 1\n",
      "SIRT2      sirtuin 2\n",
      "YJU2       YJU2 splicing factor homolog\n",
      "CDK5RAP3   CDK5 regulatory subunit associated protein 3\n",
      "NDC1       NDC1 transmembrane nucleoporin\n",
      "SNW1       SNW domain containing 1\n",
      "SLC16A1    solute carrier family 16 member 1\n",
      "SLF2       SMC5-SMC6 complex localization factor 2\n",
      "P2RX2      purinergic receptor P2X 2\n",
      "TRIM32     tripartite motif containing 32\n",
      "CEP72      centrosomal protein 72\n",
      "INTS13     integrator complex subunit 13\n",
      "CHTF18     chromosome transmission fidelity factor 18\n",
      "EPC1       enhancer of polycomb homolog 1\n",
      "TPX2       TPX2 microtubule nucleation factor\n",
      "SNAI2      snail family transcriptional repressor 2\n",
      "CHFR       checkpoint with forkhead and ring finger domains\n",
      "CEP70      centrosomal protein 70\n",
      "PAXIP1     PAX interacting protein 1\n",
      "CCAR1      cell division cycle and apoptosis regulator 1\n",
      "SMARCB1    SWI/SNF related, matrix associated, actin dependent regulator of chromatin, subfamily b, member 1\n",
      "NINL       ninein like\n",
      "DMRTC2     DMRT like family C2\n",
      "CDK5RAP2   CDK5 regulatory subunit associated protein 2\n",
      "CEP295NL   CEP295 N-terminal like\n",
      "SMARCD3    SWI/SNF related, matrix associated, actin dependent regulator of chromatin, subfamily d, member 3\n",
      "SMO        smoothened, frizzled class receptor\n",
      "CEP131     centrosomal protein 131\n",
      "CEP152     centrosomal protein 152\n",
      "SNAI1      snail family transcriptional repressor 1\n",
      "REEP4      receptor accessory protein 4\n",
      "PRR11      proline rich 11\n",
      "SNCA       synuclein alpha\n",
      "CLSPN      claspin\n",
      "KIF13A     kinesin family member 13A\n",
      "RIOK2      RIO kinase 2\n",
      "CDCA5      cell division cycle associated 5\n",
      "CNOT1      CCR4-NOT transcription complex subunit 1\n",
      "TXLNG      taxilin gamma\n",
      "FIGNL1     fidgetin like 1\n",
      "MYO16      myosin XVI\n",
      "PCID2      PCI domain containing 2\n",
      "KDM1A      lysine demethylase 1A\n",
      "PIWIL3     piwi like RNA-mediated gene silencing 3\n",
      "SOD1       superoxide dismutase 1\n",
      "SON        SON DNA and RNA binding protein\n",
      "MITD1      microtubule interacting and trafficking domain containing 1\n",
      "SOX2       SRY-box transcription factor 2\n",
      "SOX4       SRY-box transcription factor 4\n",
      "SOX9       SRY-box transcription factor 9\n",
      "PDS5B      PDS5 cohesin associated factor B\n",
      "SOX11      SRY-box transcription factor 11\n",
      "SOX15      SRY-box transcription factor 15\n",
      "SP100      SP100 nuclear antigen\n",
      "WAPL       WAPL cohesin release factor\n",
      "CENPJ      centromere protein J\n",
      "DIS3L2     DIS3 like 3'-5' exoribonuclease 2\n",
      "SPAST      spastin\n",
      "PPP2R2D    protein phosphatase 2 regulatory subunit Bdelta\n",
      "TOPAZ1     testis and ovary specific PAZ domain containing 1\n",
      "TRIM35     tripartite motif containing 35\n",
      "ACTR10     actin related protein 10\n",
      "SPTBN1     spectrin beta, non-erythrocytic 1\n",
      "CDK19      cyclin dependent kinase 19\n",
      "SRC        SRC proto-oncogene, non-receptor tyrosine kinase\n",
      "TSPYL2     TSPY like 2\n",
      "HDAC8      histone deacetylase 8\n",
      "PBK        PDZ binding kinase\n",
      "PERP       p53 apoptosis effector related to PMP22\n",
      "SRF        serum response factor\n",
      "CUL9       cullin 9\n",
      "SRPK2      SRSF protein kinase 2\n",
      "TRIM21     tripartite motif containing 21\n",
      "CLASP2     cytoplasmic linker associated protein 2\n",
      "POGZ       pogo transposable element derived with ZNF domain\n",
      "STOX1      storkhead box 1\n",
      "PHF8       PHD finger protein 8\n",
      "SMOC2      SPARC related modular calcium binding 2\n",
      "KMT2E      lysine methyltransferase 2E (inactive)\n",
      "SMC5       structural maintenance of chromosomes 5\n",
      "NEDD1      NEDD1 gamma-tubulin ring complex targeting factor\n",
      "SSTR5      somatostatin receptor 5\n",
      "BIN3       bridging integrator 3\n",
      "ANKLE2     ankyrin repeat and LEM domain containing 2\n",
      "CENPK      centromere protein K\n",
      "RCC2       regulator of chromosome condensation 2\n",
      "SEPTIN6    septin 6\n",
      "STAT3      signal transducer and activator of transcription 3\n",
      "STAT5B     signal transducer and activator of transcription 5B\n",
      "RRAGC      Ras related GTP binding C\n",
      "CCNY       cyclin Y\n",
      "GJD4       gap junction protein delta 4\n",
      "TTLL12     tubulin tyrosine ligase like 12\n",
      "NEK4       NIMA related kinase 4\n",
      "ABRAXAS2   abraxas 2, BRISC complex subunit\n",
      "AURKA      aurora kinase A\n",
      "LPIN1      lipin 1\n",
      "CDKL5      cyclin dependent kinase like 5\n",
      "CEP68      centrosomal protein 68\n",
      "STK10      serine/threonine kinase 10\n",
      "AURKC      aurora kinase C\n",
      "STK11      serine/threonine kinase 11\n",
      "LIN37      lin-37 DREAM MuvB core complex component\n",
      "KLHL9      kelch like family member 9\n",
      "NCAPG      non-SMC condensin I complex subunit G\n",
      "FBXL7      F-box and leucine rich repeat protein 7\n",
      "UBXN2B     UBX domain protein 2B\n",
      "PSME4      proteasome activator subunit 4\n",
      "NSFL1C     NSFL1 cofactor\n",
      "SULT1A3    sulfotransferase family 1A member 3\n",
      "RRS1       ribosome biogenesis regulator 1 homolog\n",
      "DPEP3      dipeptidase 3\n",
      "SUV39H1    suppressor of variegation 3-9 homolog 1\n",
      "SVIL       supervillin\n",
      "SYCP1      synaptonemal complex protein 1\n",
      "PLCB1      phospholipase C beta 1\n",
      "PDS5A      PDS5 cohesin associated factor A\n",
      "BOP1       BOP1 ribosomal biogenesis factor\n",
      "TACC1      transforming acidic coiled-coil containing protein 1\n",
      "ADAM17     ADAM metallopeptidase domain 17\n",
      "TAF1       TATA-box binding protein associated factor 1\n",
      "TAF2       TATA-box binding protein associated factor 2\n",
      "TAF6       TATA-box binding protein associated factor 6\n",
      "MLST8      MTOR associated protein, LST8 homolog\n",
      "TAF10      TATA-box binding protein associated factor 10\n",
      "MGA        MAX dimerization protein MGA\n",
      "TAL1       TAL bHLH transcription factor 1, erythroid differentiation factor\n",
      "KLHL18     kelch like family member 18\n",
      "TBX1       T-box transcription factor 1\n",
      "TBCD       tubulin folding cofactor D\n",
      "TBCE       tubulin folding cofactor E\n",
      "FBXW11     F-box and WD repeat domain containing 11\n",
      "TBX2       T-box transcription factor 2\n",
      "UBR2       ubiquitin protein ligase E3 component n-recognin 2\n",
      "TBX3       T-box transcription factor 3\n",
      "NCAPD3     non-SMC condensin II complex subunit D3\n",
      "TCF7L2     transcription factor 7 like 2\n",
      "TENT4B     terminal nucleotidyltransferase 4B\n",
      "USP22      ubiquitin specific peptidase 22\n",
      "TTC28      tetratricopeptide repeat domain 28\n",
      "CLASP1     cytoplasmic linker associated protein 1\n",
      "SUN1       Sad1 and UNC84 domain containing 1\n",
      "HAUS5      HAUS augmin like complex subunit 5\n",
      "RNF212     ring finger protein 212\n",
      "OBSL1      obscurin like cytoskeletal adaptor 1\n",
      "PPP1R13B   protein phosphatase 1 regulatory subunit 13B\n",
      "ESX1       ESX homeobox 1\n",
      "DYNLT3     dynein light chain Tctex-type 3\n",
      "DYNLT1     dynein light chain Tctex-type 1\n",
      "RRP8       ribosomal RNA processing 8\n",
      "AZI2       5-azacytidine induced 2\n",
      "SPECC1L    sperm antigen with calponin homology and coiled-coil domains 1 like\n",
      "MAU2       MAU2 sister chromatid cohesion factor\n",
      "TEX15      testis expressed 15, meiosis and synapsis associated\n",
      "TEX14      testis expressed 14, intercellular bridge forming factor\n",
      "TEX12      testis expressed 12\n",
      "TEX11      testis expressed 11\n",
      "TEP1       telomerase associated protein 1\n",
      "NCAPH      non-SMC condensin I complex subunit H\n",
      "TERF2      telomeric repeat binding factor 2\n",
      "TDRD1      tudor domain containing 1\n",
      "TERT       telomerase reverse transcriptase\n",
      "TERF1      telomeric repeat binding factor 1\n",
      "CTDNEP1    CTD nuclear envelope phosphatase 1\n",
      "TFAP4      transcription factor AP-4\n",
      "NR2F2      nuclear receptor subfamily 2 group F member 2\n",
      "TFDP1      transcription factor Dp-1\n",
      "SIRT1      sirtuin 1\n",
      "TFDP2      transcription factor Dp-2\n",
      "KHDC1      KH domain containing 1\n",
      "ITGB3BP    integrin subunit beta 3 binding protein\n",
      "TGFA       transforming growth factor alpha\n",
      "TGFB1      transforming growth factor beta 1\n",
      "TGFB2      transforming growth factor beta 2\n",
      "RYBP       RING1 and YY1 binding protein\n",
      "TGFBR1     transforming growth factor beta receptor 1\n",
      "DDIAS      DNA damage induced apoptosis suppressor\n",
      "TGM1       transglutaminase 1\n",
      "LMOD3      leiomodin 3\n",
      "TARDBP     TAR DNA binding protein\n",
      "THBS1      thrombospondin 1\n",
      "TIMP2      TIMP metallopeptidase inhibitor 2\n",
      "NACC2      NACC family member 2\n",
      "CBX5       chromobox 5\n",
      "SUSD2      sushi domain containing 2\n",
      "BRD4       bromodomain containing 4\n",
      "PES1       pescadillo ribosomal biogenesis factor 1\n",
      "NR2E1      nuclear receptor subfamily 2 group E member 1\n",
      "MEPCE      methylphosphate capping enzyme\n",
      "TAS1R2     taste 1 receptor member 2\n",
      "NANOS3     nanos C2HC-type zinc finger 3\n",
      "KIF4B      kinesin family member 4B\n",
      "ZFYVE26    zinc finger FYVE-type containing 26\n",
      "TNF        tumor necrosis factor\n",
      "TNFAIP3    TNF alpha induced protein 3\n",
      "SCRIB      scribble planar cell polarity protein\n",
      "SUZ12      SUZ12 polycomb repressive complex 2 subunit\n",
      "MORC3      MORC family CW-type zinc finger 3\n",
      "PARD3      par-3 family cell polarity regulator\n",
      "SKA1       spindle and kinetochore associated complex subunit 1\n",
      "TOP2A      DNA topoisomerase II alpha\n",
      "TOP2B      DNA topoisomerase II beta\n",
      "TOP3A      DNA topoisomerase III alpha\n",
      "TP53       tumor protein p53\n",
      "TP53BP1    tumor protein p53 binding protein 1\n",
      "TP53BP2    tumor protein p53 binding protein 2\n",
      "TP73       tumor protein p73\n",
      "TPD52L1    TPD52 like 1\n",
      "CDK20      cyclin dependent kinase 20\n",
      "TPR        translocated promoter region, nuclear basket protein\n",
      "GTPBP4     GTP binding protein 4\n",
      "TRAF2      TNF receptor associated factor 2\n",
      "METTL3     methyltransferase like 3\n",
      "CASP14     caspase 14\n",
      "CCNDBP1    cyclin D1 binding protein 1\n",
      "ORC6       origin recognition complex subunit 6\n",
      "ORC3       origin recognition complex subunit 3\n",
      "CD2AP      CD2 associated protein\n",
      "STXBP4     syntaxin binding protein 4\n",
      "PHLDA3     pleckstrin homology like domain family A member 3\n",
      "SPO11      SPO11 initiator of meiotic double stranded breaks\n",
      "TSC1       TSC complex subunit 1\n",
      "TSC2       TSC complex subunit 2\n",
      "TSG101     tumor susceptibility 101\n",
      "NUP62      nucleoporin 62\n",
      "HEPACAM2   HEPACAM family member 2\n",
      "RABGAP1    RAB GTPase activating protein 1\n",
      "PPP1R15A   protein phosphatase 1 regulatory subunit 15A\n",
      "POLA2      DNA polymerase alpha 2, accessory subunit\n",
      "TTK        TTK protein kinase\n",
      "TTN        titin\n",
      "TUBA4A     tubulin alpha 4a\n",
      "TUBB2A     tubulin beta 2A class IIa\n",
      "TUBG1      tubulin gamma 1\n",
      "CASP12     caspase 12 (gene/pseudogene)\n",
      "HIRA       histone cell cycle regulator\n",
      "TWIST1     twist family bHLH transcription factor 1\n",
      "TYMS       thymidylate synthetase\n",
      "TUBB1      tubulin beta 1 class VI\n",
      "HEPACAM    hepatic and glial cell adhesion molecule\n",
      "UBB        ubiquitin B\n",
      "UBE2B      ubiquitin conjugating enzyme E2 B\n",
      "UBE2D1     ubiquitin conjugating enzyme E2 D1\n",
      "RPRM       reprimo, TP53 dependent G2 arrest mediator homolog\n",
      "GSPT2      G1 to S phase transition 2\n",
      "UBE2E2     ubiquitin conjugating enzyme E2 E2\n",
      "UBE2E1     ubiquitin conjugating enzyme E2 E1\n",
      "UBE2I      ubiquitin conjugating enzyme E2 I\n",
      "UBE2L3     ubiquitin conjugating enzyme E2 L3\n",
      "ANAPC1     anaphase promoting complex subunit 1\n",
      "EID1       EP300 interacting inhibitor of differentiation 1\n",
      "SPIN2B     spindlin family member 2B\n",
      "BCL2L13    BCL2 like 13\n",
      "MTCH1      mitochondrial carrier 1\n",
      "TAF1L      TATA-box binding protein associated factor 1 like\n",
      "UVRAG      UV radiation resistance associated\n",
      "SMYD3      SET and MYND domain containing 3\n",
      "TEX19      testis expressed 19\n",
      "VCP        valosin containing protein\n",
      "TOM1L2     target of myb1 like 2 membrane trafficking protein\n",
      "AEN        apoptosis enhancing nuclease\n",
      "VRK1       VRK serine/threonine kinase 1\n",
      "CEP85      centrosomal protein 85\n",
      "CYP26B1    cytochrome P450 family 26 subfamily B member 1\n",
      "DIABLO     diablo IAP-binding mitochondrial protein\n",
      "WEE1       WEE1 G2 checkpoint kinase\n",
      "ASAH2      N-acylsphingosine amidohydrolase 2\n",
      "WNT5A      Wnt family member 5A\n",
      "WNT10B     Wnt family member 10B\n",
      "WNT9A      Wnt family member 9A\n",
      "WRN        WRN RecQ like helicase\n",
      "XBP1       X-box binding protein 1\n",
      "BCCIP      BRCA2 and CDKN1A interacting protein\n",
      "XDH        xanthine dehydrogenase\n",
      "MARCHF7    membrane associated ring-CH-type finger 7\n",
      "POLE4      DNA polymerase epsilon 4, accessory subunit\n",
      "XK         X-linked Kx blood group\n",
      "YTHDC2     YTH domain containing 2\n",
      "XPC        XPC complex subunit, DNA damage recognition and repair factor\n",
      "NIBAN2     niban apoptosis regulator 2\n",
      "DCLRE1B    DNA cross-link repair 1B\n",
      "XRCC1      X-ray repair cross complementing 1\n",
      "XRCC2      X-ray repair cross complementing 2\n",
      "XRCC3      X-ray repair cross complementing 3\n",
      "NABP1      nucleic acid binding protein 1\n",
      "XPO1       exportin 1\n",
      "NSMCE2     NSE2 (MMS21) homolog, SMC5-SMC6 complex SUMO ligase\n",
      "YWHAE      tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein epsilon\n",
      "YWHAG      tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein gamma\n",
      "OPN1MW2    opsin 1, medium wave sensitive 2\n",
      "ZNF16      zinc finger protein 16\n",
      "FBXO43     F-box protein 43\n",
      "FMN2       formin 2\n",
      "MRPL41     mitochondrial ribosomal protein L41\n",
      "FAM9A      family with sequence similarity 9 member A\n",
      "FAM9B      family with sequence similarity 9 member B\n",
      "FAM9C      family with sequence similarity 9 member C\n",
      "KIF18B     kinesin family member 18B\n",
      "EME1       essential meiotic structure-specific endonuclease 1\n",
      "PCGF2      polycomb group ring finger 2\n",
      "ZBTB17     zinc finger and BTB domain containing 17\n",
      "TDRD9      tudor domain containing 9\n",
      "CDK15      cyclin dependent kinase 15\n",
      "RNF112     ring finger protein 112\n",
      "MDM1       Mdm1 nuclear protein\n",
      "TCIM       transcriptional and immune response regulator\n",
      "MEIKIN     meiotic kinetochore factor\n",
      "CDK11A     cyclin dependent kinase 11A\n",
      "KIF4A      kinesin family member 4A\n",
      "SPIRE1     spire type actin nucleation factor 1\n",
      "ZNF207     zinc finger protein 207\n",
      "SMARCAD1   SWI/SNF-related, matrix-associated actin-dependent regulator of chromatin, subfamily a, containing DEAD/H box 1\n",
      "ZNF318     zinc finger protein 318\n",
      "TIPRL      TOR signaling pathway regulator\n",
      "KCTD11     potassium channel tetramerization domain containing 11\n",
      "INTS3      integrator complex subunit 3\n",
      "SMYD2      SET and MYND domain containing 2\n",
      "PTP4A1     protein tyrosine phosphatase 4A1\n",
      "EVI5       ecotropic viral integration site 5\n",
      "GDPD5      glycerophosphodiester phosphodiesterase domain containing 5\n",
      "PRDM9      PR/SET domain 9\n",
      "PRDM11     PR/SET domain 11\n",
      "EFHC1      EF-hand domain containing 1\n",
      "BTG2       BTG anti-proliferation factor 2\n",
      "PSMG2      proteasome assembly chaperone 2\n",
      "NDEL1      nudE neurodevelopment protein 1 like 1\n",
      "ALMS1      ALMS1 centrosome and basal body associated protein\n",
      "KIF15      kinesin family member 15\n",
      "RSPH1      radial spoke head component 1\n",
      "TUBA1A     tubulin alpha 1a\n",
      "LMLN       leishmanolysin like peptidase\n",
      "CCNL1      cyclin L1\n",
      "PDXP       pyridoxal phosphatase\n",
      "FAM83D     family with sequence similarity 83 member D\n",
      "CAB39L     calcium binding protein 39 like\n",
      "CDT1       chromatin licensing and DNA replication factor 1\n",
      "SHCBP1L    SHC binding and spindle associated 1 like\n",
      "NLRP2B     NLR family pyrin domain containing 2B\n",
      "PCBP4      poly(rC) binding protein 4\n",
      "BAG6       BAG cochaperone 6\n",
      "DDX39B     DExD-box helicase 39B\n",
      "PCNP       PEST proteolytic signal containing nuclear protein\n",
      "CCNL2      cyclin L2\n",
      "FZD3       frizzled class receptor 3\n",
      "CHMP1B     charged multivesicular body protein 1B\n",
      "KAT6A      lysine acetyltransferase 6A\n",
      "NR4A3      nuclear receptor subfamily 4 group A member 3\n",
      "GJC2       gap junction protein gamma 2\n",
      "PSMB11     proteasome subunit beta 11\n",
      "NUP214     nucleoporin 214\n",
      "ZMIZ1      zinc finger MIZ-type containing 1\n",
      "SAPCD2     suppressor APC domain containing 2\n",
      "SELENON    selenoprotein N\n",
      "REEP3      receptor accessory protein 3\n",
      "NLRP3      NLR family pyrin domain containing 3\n",
      "FOSL1      FOS like 1, AP-1 transcription factor subunit\n",
      "CUL5       cullin 5\n",
      "M1AP       meiosis 1 associated protein\n",
      "AAAS       aladin WD repeat nucleoporin\n",
      "YEATS4     YEATS domain containing 4\n",
      "HMGA2      high mobility group AT-hook 2\n",
      "CDK2AP1    cyclin dependent kinase 2 associated protein 1\n",
      "TMEM14B    transmembrane protein 14B\n",
      "MED25      mediator complex subunit 25\n",
      "SASS6      SAS-6 centriolar assembly protein\n",
      "SPDYA      speedy/RINGO cell cycle regulator family member A\n",
      "LACRT      lacritin\n",
      "SKA3       spindle and kinetochore associated complex subunit 3\n",
      "KAT14      lysine acetyltransferase 14\n"
     ]
    }
   ],
   "source": [
    "for geneid in geneids: # geneids associated with cell-cycle\n",
    "    nt = GENEID2NT.get(geneid, None)\n",
    "    if nt is not None:\n",
    "        print(\"{Symbol:<10} {desc}\".format(\n",
    "                Symbol = nt.Symbol, \n",
    "                desc = nt.description))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Copyright 2016-present, DV Klopfenstein, Haibao Tang. All rights reserved."
   ]
  }
 ],
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