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: CCR6

Gene summary for CCR6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCR6

Gene ID

1235

Gene nameC-C motif chemokine receptor 6
Gene AliasBN-1
Cytomap6q27
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P51684


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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
1235CCR6HCC1_MengHumanLiverHCC3.48e-174.04e-020.0246
1235CCR6HCC1HumanLiverHCC2.28e-181.33e+000.5336
1235CCR6HCC2HumanLiverHCC5.72e-281.82e+000.5341
1235CCR6HCC5HumanLiverHCC1.45e-291.73e+000.4932
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0032886LiverHCCregulation of microtubule-based process123/7958240/187233.69e-031.64e-02123
GO:0002200LiverHCCsomatic diversification of immune receptors44/795877/187236.70e-032.72e-0244
GO:0016445LiverHCCsomatic diversification of immunoglobulins38/795867/187231.32e-024.73e-0238
GO:000166721LiverHCCameboidal-type cell migration226/7958475/187231.35e-024.81e-02226
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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
CCL20CCR6CCL20_CCR6CCLBreastADJ
CCL20CCR6CCL20_CCR6CCLBreastHealthy
CCL20CCR6CCL20_CCR6CCLCervixADJ
CCL20CCR6CCL20_CCR6CCLCervixHealthy
CCL20CCR6CCL20_CCR6CCLCervixPrecancer
CCL20CCR6CCL20_CCR6CCLEndometriumADJ
CCL20CCR6CCL20_CCR6CCLEndometriumAEH
CCL20CCR6CCL20_CCR6CCLEndometriumEEC
CCL20CCR6CCL20_CCR6CCLGCADJ
CCL20CCR6CCL20_CCR6CCLGCGC
CCL20CCR6CCL20_CCR6CCLHNSCCADJ
CCL20CCR6CCL20_CCR6CCLHNSCCOSCC
CCL20CCR6CCL20_CCR6CCLHNSCCPrecancer
CCL20CCR6CCL20_CCR6CCLLungAAH
CCL20CCR6CCL20_CCR6CCLLungMIAC
CCL20CCR6CCL20_CCR6CCLLungPrecancer
CCL20CCR6CCL20_CCR6CCLProstateBPH
CCL20CCR6CCL20_CCR6CCLSkincSCC
CCL20CCR6CCL20_CCR6CCLSkinSCCIS
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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
CCR6SNVMissense_Mutationnovelc.969N>Gp.Phe323Leup.F323LP51684protein_codingdeleterious(0)probably_damaging(0.964)TCGA-A2-A4RW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CCR6insertionNonsense_Mutationnovelc.494_495insTTATTGATACTATTATATATGATATATGTGTGTp.Lys165delinsAsnTyrTerTyrTyrTyrIleTerTyrMetCysValp.K165delinsNY*YYYI*YMCVP51684protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CCR6insertionFrame_Shift_Insnovelc.216_217insGAAAp.Phe73GlufsTer4p.F73Efs*4P51684protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CCR6insertionIn_Frame_Insnovelc.417_418insCTTGCCTCCTCTCTTTTTGCCCCTCTCATCAATAGAp.Ile139_Ser140insLeuAlaSerSerLeuPheAlaProLeuIleAsnArgp.I139_S140insLASSLFAPLINRP51684protein_codingTCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
CCR6insertionFrame_Shift_Insnovelc.126_127insCTTTp.Gln43LeufsTer34p.Q43Lfs*34P51684protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
CCR6insertionNonsense_Mutationnovelc.128_129insCACTTCTATAGATTTTGTTCAGTAAAATCTTp.Gln43HisfsTer9p.Q43Hfs*9P51684protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
CCR6deletionFrame_Shift_Delnovelc.363delNp.Gly123AlafsTer14p.G123Afs*14P51684protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
CCR6SNVMissense_Mutationnovelc.969N>Gp.Phe323Leup.F323LP51684protein_codingdeleterious(0)probably_damaging(0.964)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CCR6SNVMissense_Mutationc.943N>Tp.Leu315Phep.L315FP51684protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CCR6SNVMissense_Mutationrs752574574c.830C>Tp.Thr277Metp.T277MP51684protein_codingtolerated(0.08)possibly_damaging(0.75)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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
1235CCR6DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, G PROTEIN COUPLED RECEPTORTRAIL12176034
1235CCR6DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, G PROTEIN COUPLED RECEPTORPYRIDINE-2-CARBOTHIOIC ACID PHENYLAMIDECHEMBL114544
1235CCR6DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, G PROTEIN COUPLED RECEPTORSJ000044511CHEMBL592124
1235CCR6DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, G PROTEIN COUPLED RECEPTORagonist135652054
1235CCR6DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, G PROTEIN COUPLED RECEPTORagonist135651668
1235CCR6DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, G PROTEIN COUPLED RECEPTORagonist178100550
1235CCR6DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, G PROTEIN COUPLED RECEPTORagonist178100546
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