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: XRCC4

Gene summary for XRCC4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

XRCC4

Gene ID

7518

Gene nameX-ray repair cross complementing 4
Gene AliasSSMED
Cytomap5q14.2
Gene Typeprotein-coding
GO ID

GO:0002200

UniProtAcc

A0A024RAQ8


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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
7518XRCC4LZE24THumanEsophagusESCC2.72e-092.04e-010.0596
7518XRCC4P1T-EHumanEsophagusESCC1.25e-031.81e-010.0875
7518XRCC4P2T-EHumanEsophagusESCC8.13e-111.86e-010.1177
7518XRCC4P4T-EHumanEsophagusESCC6.63e-061.54e-010.1323
7518XRCC4P5T-EHumanEsophagusESCC7.94e-031.05e-010.1327
7518XRCC4P8T-EHumanEsophagusESCC7.46e-131.18e-010.0889
7518XRCC4P9T-EHumanEsophagusESCC1.30e-031.67e-010.1131
7518XRCC4P10T-EHumanEsophagusESCC4.04e-048.56e-020.116
7518XRCC4P11T-EHumanEsophagusESCC1.00e-031.55e-010.1426
7518XRCC4P12T-EHumanEsophagusESCC6.72e-101.38e-010.1122
7518XRCC4P20T-EHumanEsophagusESCC6.58e-061.49e-010.1124
7518XRCC4P21T-EHumanEsophagusESCC5.41e-101.36e-010.1617
7518XRCC4P22T-EHumanEsophagusESCC1.78e-041.06e-010.1236
7518XRCC4P24T-EHumanEsophagusESCC1.66e-052.11e-010.1287
7518XRCC4P26T-EHumanEsophagusESCC1.93e-041.14e-010.1276
7518XRCC4P31T-EHumanEsophagusESCC1.25e-102.38e-010.1251
7518XRCC4P32T-EHumanEsophagusESCC3.55e-102.75e-010.1666
7518XRCC4P36T-EHumanEsophagusESCC3.85e-021.16e-010.1187
7518XRCC4P37T-EHumanEsophagusESCC6.25e-061.77e-010.1371
7518XRCC4P47T-EHumanEsophagusESCC2.09e-026.46e-020.1067
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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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:003450211EsophagusESCCprotein localization to chromosome70/855292/187232.54e-095.64e-0870
GO:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
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:00101653EsophagusESCCresponse to X-ray24/855233/187231.50e-037.06e-0324
GO:00164452EsophagusESCCsomatic diversification of immunoglobulins43/855267/187231.73e-037.97e-0343
GO:007124117EsophagusESCCcellular response to inorganic substance125/8552226/187232.17e-039.67e-03125
GO:00062661EsophagusESCCDNA ligation13/855216/187234.05e-031.62e-0213
GO:00102128Oral cavityOSCCresponse to ionizing radiation99/7305148/187235.49e-122.08e-1099
GO:000931416Oral cavityOSCCresponse to radiation241/7305456/187239.76e-102.40e-08241
GO:00345023Oral cavityOSCCprotein localization to chromosome60/730592/187233.17e-074.79e-0660
GO:001003820Oral cavityOSCCresponse to metal ion188/7305373/187234.34e-065.00e-05188
GO:00063023Oral cavityOSCCdouble-strand break repair132/7305251/187237.93e-068.52e-05132
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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
XRCC4ICAFPancreasPDACCYP26A1,HOPX,RGS16, etc.1.91e-01The 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.
XRCC4STMSkinAKFOXE1,TUBD1,AC093157.1, etc.1.28e-01The 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.
XRCC4STMSkinSCCISFOXE1,TUBD1,AC093157.1, etc.3.43e-01The 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.
∗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
XRCC4SNVMissense_Mutationc.793N>Ap.Asp265Asnp.D265NQ13426protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
XRCC4SNVMissense_Mutationnovelc.288N>Ap.Phe96Leup.F96LQ13426protein_codingdeleterious(0)benign(0.074)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
XRCC4SNVMissense_Mutationnovelc.588N>Ap.Asn196Lysp.N196KQ13426protein_codingtolerated(0.44)probably_damaging(0.933)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
XRCC4SNVMissense_Mutationrs527506822c.824G>Ap.Arg275Glnp.R275QQ13426protein_codingdeleterious(0.02)possibly_damaging(0.869)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
XRCC4SNVMissense_Mutationnovelc.779N>Ap.Ser260Asnp.S260NQ13426protein_codingtolerated(0.09)benign(0.41)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
XRCC4SNVMissense_Mutationc.658N>Cp.Glu220Glnp.E220QQ13426protein_codingtolerated(0.57)benign(0.038)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
XRCC4SNVMissense_Mutationrs780229187c.949N>Ap.Glu317Lysp.E317KQ13426protein_codingtolerated(0.24)benign(0.144)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
XRCC4SNVMissense_Mutationc.688N>Ap.Asp230Asnp.D230NQ13426protein_codingtolerated(0.14)possibly_damaging(0.647)TCGA-E9-A1NA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
XRCC4SNVMissense_Mutationnovelc.72G>Tp.Trp24Cysp.W24CQ13426protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
XRCC4SNVMissense_Mutationc.908N>Ap.Ser303Tyrp.S303YQ13426protein_codingdeleterious(0.02)possibly_damaging(0.887)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=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
7518XRCC4KINASEfluorouracilFLUOROURACIL28796378
7518XRCC4KINASEdocetaxelDOCETAXEL20157331
7518XRCC4KINASEradiotherapy28796378
7518XRCC4KINASEPlatinum compounds28796378
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