Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: NHEJ1

Gene summary for NHEJ1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NHEJ1

Gene ID

79840

Gene namenon-homologous end joining factor 1
Gene AliasXLF
Cytomap2q35
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q9H9Q4


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
79840NHEJ1LZE24THumanEsophagusESCC3.74e-072.12e-010.0596
79840NHEJ1LZE6THumanEsophagusESCC1.62e-021.39e-010.0845
79840NHEJ1P2T-EHumanEsophagusESCC7.31e-142.23e-010.1177
79840NHEJ1P4T-EHumanEsophagusESCC1.75e-051.63e-010.1323
79840NHEJ1P5T-EHumanEsophagusESCC2.02e-061.59e-010.1327
79840NHEJ1P8T-EHumanEsophagusESCC3.50e-028.78e-020.0889
79840NHEJ1P10T-EHumanEsophagusESCC9.44e-071.13e-010.116
79840NHEJ1P11T-EHumanEsophagusESCC6.08e-062.66e-010.1426
79840NHEJ1P12T-EHumanEsophagusESCC9.67e-183.01e-010.1122
79840NHEJ1P15T-EHumanEsophagusESCC6.21e-153.31e-010.1149
79840NHEJ1P16T-EHumanEsophagusESCC2.03e-091.51e-010.1153
79840NHEJ1P17T-EHumanEsophagusESCC7.64e-083.00e-010.1278
79840NHEJ1P20T-EHumanEsophagusESCC7.88e-102.44e-010.1124
79840NHEJ1P21T-EHumanEsophagusESCC1.62e-133.04e-010.1617
79840NHEJ1P22T-EHumanEsophagusESCC3.89e-122.18e-010.1236
79840NHEJ1P23T-EHumanEsophagusESCC1.78e-183.56e-010.108
79840NHEJ1P24T-EHumanEsophagusESCC9.02e-112.67e-010.1287
79840NHEJ1P26T-EHumanEsophagusESCC5.00e-173.06e-010.1276
79840NHEJ1P27T-EHumanEsophagusESCC9.02e-112.13e-010.1055
79840NHEJ1P28T-EHumanEsophagusESCC8.40e-041.04e-010.1149
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:001021217EsophagusESCCresponse to ionizing radiation110/8552148/187231.11e-124.78e-11110
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:00025622EsophagusESCCsomatic diversification of immune receptors via germline recombination within a single locus43/855266/187231.10e-035.53e-0343
GO:0006303EsophagusESCCdouble-strand break repair via nonhomologous end joining43/855266/187231.10e-035.53e-0343
GO:00164442EsophagusESCCsomatic cell DNA recombination43/855266/187231.10e-035.53e-0343
GO:00164472EsophagusESCCsomatic recombination of immunoglobulin gene segments38/855257/187231.11e-035.56e-0338
GO:00022003EsophagusESCCsomatic diversification of immune receptors49/855277/187231.12e-035.60e-0349
GO:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:00164452EsophagusESCCsomatic diversification of immunoglobulins43/855267/187231.73e-037.97e-0343
GO:00062661EsophagusESCCDNA ligation13/855216/187234.05e-031.62e-0213
GO:00302176EsophagusESCCT cell differentiation137/8552257/187238.09e-032.87e-02137
GO:00300984EsophagusESCClymphocyte differentiation192/8552374/187231.52e-024.93e-02192
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
NHEJ1insertionFrame_Shift_Insnovelc.221_222insGGTTTCATCACGTTTCCCAGGCTGGACTp.Cys74TrpfsTer14p.C74Wfs*14Q9H9Q4protein_codingTCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
NHEJ1insertionIn_Frame_Insnovelc.463_464insTTCTCTACTCTTCTCTCCTCTTCTCTTCTCTTCTCTTCCCTGp.Thr155delinsIleLeuTyrSerSerLeuLeuPheSerSerLeuLeuPheProAlap.T155delinsILYSSLLFSSLLFPAQ9H9Q4protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NHEJ1deletionFrame_Shift_Delnovelc.375delNp.Ala126LeufsTer10p.A126Lfs*10Q9H9Q4protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
NHEJ1SNVMissense_Mutationrs777365329c.326G>Ap.Arg109Glnp.R109QQ9H9Q4protein_codingdeleterious(0.04)benign(0.053)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NHEJ1SNVMissense_Mutationc.628N>Gp.Phe210Valp.F210VQ9H9Q4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3856-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NHEJ1SNVMissense_Mutationrs770861190c.518N>Tp.Thr173Metp.T173MQ9H9Q4protein_codingdeleterious(0.04)benign(0.14)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
NHEJ1SNVMissense_Mutationc.690G>Tp.Gln230Hisp.Q230HQ9H9Q4protein_codingdeleterious(0.03)benign(0.261)TCGA-D5-6898-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NHEJ1SNVMissense_Mutationnovelc.533N>Ap.Arg178Glnp.R178QQ9H9Q4protein_codingdeleterious(0)probably_damaging(0.986)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NHEJ1SNVMissense_Mutationc.338N>Ap.Ser113Tyrp.S113YQ9H9Q4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NHEJ1SNVMissense_Mutationnovelc.885G>Tp.Arg295Serp.R295SQ9H9Q4protein_codingdeleterious(0.01)benign(0.214)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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