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: XRCC6

Gene summary for XRCC6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

XRCC6

Gene ID

2547

Gene nameX-ray repair cross complementing 6
Gene AliasCTC75
Cytomap22q13.2
Gene Typeprotein-coding
GO ID

GO:0000723

UniProtAcc

A0A024R1N4


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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
2547XRCC6HTA11_3410_2000001011HumanColorectumAD8.53e-164.29e-010.0155
2547XRCC6HTA11_2487_2000001011HumanColorectumSER5.44e-126.64e-01-0.1808
2547XRCC6HTA11_1938_2000001011HumanColorectumAD2.19e-209.71e-01-0.0811
2547XRCC6HTA11_78_2000001011HumanColorectumAD5.08e-085.19e-01-0.1088
2547XRCC6HTA11_347_2000001011HumanColorectumAD2.52e-257.70e-01-0.1954
2547XRCC6HTA11_411_2000001011HumanColorectumSER3.78e-071.06e+00-0.2602
2547XRCC6HTA11_2112_2000001011HumanColorectumSER2.08e-048.22e-01-0.2196
2547XRCC6HTA11_3361_2000001011HumanColorectumAD1.24e-148.11e-01-0.1207
2547XRCC6HTA11_83_2000001011HumanColorectumSER1.74e-108.30e-01-0.1526
2547XRCC6HTA11_696_2000001011HumanColorectumAD1.39e-329.71e-01-0.1464
2547XRCC6HTA11_866_2000001011HumanColorectumAD5.86e-095.09e-01-0.1001
2547XRCC6HTA11_1391_2000001011HumanColorectumAD1.01e-301.23e+00-0.059
2547XRCC6HTA11_2992_2000001011HumanColorectumSER2.64e-078.84e-01-0.1706
2547XRCC6HTA11_5212_2000001011HumanColorectumAD9.94e-086.16e-01-0.2061
2547XRCC6HTA11_5216_2000001011HumanColorectumSER7.26e-067.62e-01-0.1462
2547XRCC6HTA11_546_2000001011HumanColorectumAD2.14e-127.98e-01-0.0842
2547XRCC6HTA11_7862_2000001011HumanColorectumAD2.08e-024.53e-01-0.0179
2547XRCC6HTA11_866_3004761011HumanColorectumAD2.95e-319.72e-010.096
2547XRCC6HTA11_4255_2000001011HumanColorectumSER3.23e-079.03e-010.0446
2547XRCC6HTA11_8622_2000001021HumanColorectumSER1.59e-076.70e-010.0528
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:00028311LiverCirrhoticregulation of response to biotic stimulus101/4634327/187236.58e-033.25e-02101
GO:004586011LiverCirrhoticpositive regulation of protein kinase activity117/4634386/187237.07e-033.41e-02117
GO:006219722LiverHCCcellular response to chemical stress216/7958337/187236.86e-165.44e-14216
GO:000072311LiverHCCtelomere maintenance85/7958131/187231.86e-073.40e-0685
GO:007121421LiverHCCcellular response to abiotic stimulus183/7958331/187231.59e-062.26e-05183
GO:010400421LiverHCCcellular response to environmental stimulus183/7958331/187231.59e-062.26e-05183
GO:001021221LiverHCCresponse to ionizing radiation89/7958148/187231.10e-051.26e-0489
GO:007147921LiverHCCcellular response to ionizing radiation47/795872/187237.95e-057.07e-0447
GO:00028312LiverHCCregulation of response to biotic stimulus173/7958327/187238.55e-057.48e-04173
GO:00714782LiverHCCcellular response to radiation104/7958186/187231.48e-041.19e-03104
GO:00069702LiverHCCresponse to osmotic stress52/795884/187232.58e-041.92e-0352
GO:00103321LiverHCCresponse to gamma radiation37/795856/187233.13e-042.22e-0337
GO:00714802LiverHCCcellular response to gamma radiation23/795831/187233.47e-042.42e-0323
GO:0071474LiverHCCcellular hyperosmotic response13/795815/187235.67e-043.61e-0313
GO:003239211LiverHCCDNA geometric change54/795890/187236.04e-043.79e-0354
GO:00714701LiverHCCcellular response to osmotic stress28/795841/187237.54e-044.55e-0328
GO:004586021LiverHCCpositive regulation of protein kinase activity194/7958386/187231.16e-036.54e-03194
GO:00063021LiverHCCdouble-strand break repair131/7958251/187231.17e-036.54e-03131
GO:003367411LiverHCCpositive regulation of kinase activity230/7958467/187231.72e-038.95e-03230
GO:00322001LiverHCCtelomere organization86/7958159/187232.06e-031.04e-0286
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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
XRCC6SNVMissense_Mutationrs765303000c.344G>Ap.Arg115Glnp.R115QP12956protein_codingtolerated(0.15)benign(0.121)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
XRCC6SNVMissense_Mutationc.31N>Cp.Glu11Glnp.E11QP12956protein_codingtolerated(0.1)benign(0.043)TCGA-C8-A12Q-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
XRCC6SNVMissense_Mutationc.160N>Ap.Glu54Lysp.E54KP12956protein_codingdeleterious(0.04)benign(0.127)TCGA-C8-A12Q-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
XRCC6SNVMissense_Mutationc.492N>Cp.Lys164Asnp.K164NP12956protein_codingdeleterious(0)probably_damaging(0.923)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
XRCC6SNVMissense_Mutationc.882A>Tp.Glu294Aspp.E294DP12956protein_codingdeleterious(0.02)possibly_damaging(0.677)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
XRCC6SNVMissense_Mutationc.1715N>Tp.Thr572Metp.T572MP12956protein_codingdeleterious(0.03)benign(0.194)TCGA-E9-A22H-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
XRCC6SNVMissense_Mutationnovelc.535N>Cp.Asp179Hisp.D179HP12956protein_codingdeleterious(0)probably_damaging(0.938)TCGA-JL-A3YW-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
XRCC6insertionNonsense_Mutationnovelc.1675_1676insGGCGCCTGTAGTCCCAACTACCTGGGAGp.Tyr559TrpfsTer4p.Y559Wfs*4P12956protein_codingTCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
XRCC6insertionNonsense_Mutationnovelc.1786_1787insCTCCATCTCAAAAATGATACAGp.Lys596ThrfsTer6p.K596Tfs*6P12956protein_codingTCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
XRCC6SNVMissense_Mutationnovelc.1366N>Gp.Pro456Alap.P456AP12956protein_codingtolerated(0.53)benign(0.018)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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