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: CHMP6

Gene summary for CHMP6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHMP6

Gene ID

79643

Gene namecharged multivesicular body protein 6
Gene AliasVPS20
Cytomap17q25.3
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

Q96FZ7


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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
79643CHMP6LZE7THumanEsophagusESCC9.32e-082.82e-010.0667
79643CHMP6LZE8THumanEsophagusESCC1.10e-021.02e-010.067
79643CHMP6LZE20THumanEsophagusESCC7.90e-041.34e-010.0662
79643CHMP6LZE24THumanEsophagusESCC1.89e-102.47e-010.0596
79643CHMP6LZE21THumanEsophagusESCC8.02e-042.81e-010.0655
79643CHMP6P1T-EHumanEsophagusESCC2.44e-062.59e-010.0875
79643CHMP6P2T-EHumanEsophagusESCC1.65e-294.83e-010.1177
79643CHMP6P4T-EHumanEsophagusESCC9.91e-082.04e-010.1323
79643CHMP6P5T-EHumanEsophagusESCC3.22e-102.30e-010.1327
79643CHMP6P8T-EHumanEsophagusESCC2.05e-112.09e-010.0889
79643CHMP6P9T-EHumanEsophagusESCC1.34e-081.83e-010.1131
79643CHMP6P10T-EHumanEsophagusESCC1.03e-081.77e-010.116
79643CHMP6P11T-EHumanEsophagusESCC3.97e-246.87e-010.1426
79643CHMP6P12T-EHumanEsophagusESCC7.27e-153.13e-010.1122
79643CHMP6P15T-EHumanEsophagusESCC1.19e-132.65e-010.1149
79643CHMP6P16T-EHumanEsophagusESCC1.19e-213.95e-010.1153
79643CHMP6P17T-EHumanEsophagusESCC2.14e-092.96e-010.1278
79643CHMP6P19T-EHumanEsophagusESCC6.53e-042.31e-010.1662
79643CHMP6P20T-EHumanEsophagusESCC1.09e-254.99e-010.1124
79643CHMP6P21T-EHumanEsophagusESCC6.86e-214.39e-010.1617
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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
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
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:006195213Oral cavityLPmidbody abscission12/462317/187238.70e-051.10e-0312
GO:000699712Oral cavityLPnucleus organization51/4623133/187233.22e-043.26e-0351
GO:000028114Oral cavityLPmitotic cytokinesis30/462371/187238.59e-047.47e-0330
GO:000081911Oral cavityLPsister chromatid segregation70/4623202/187239.20e-047.82e-0370
GO:004205914Oral cavityLPnegative regulation of epidermal growth factor receptor signaling pathway14/462328/187233.32e-032.23e-0214
GO:006164014Oral cavityLPcytoskeleton-dependent cytokinesis37/4623100/187234.08e-032.63e-0237
GO:190118513Oral cavityLPnegative regulation of ERBB signaling pathway15/462332/187235.23e-033.19e-0215
GO:190118412Oral cavityLPregulation of ERBB signaling pathway30/462379/187235.97e-033.54e-0230
GO:004828511Oral cavityLPorganelle fission145/4623488/187236.02e-033.57e-02145
GO:00988131Oral cavityLPnuclear chromosome segregation88/4623281/187236.72e-033.91e-0288
GO:003812716Oral cavityLPERBB signaling pathway42/4623121/187238.53e-034.61e-0242
GO:001603229SkincSCCviral process211/4864415/187237.04e-282.76e-25211
GO:004217629SkincSCCregulation of protein catabolic process198/4864391/187236.03e-261.89e-23198
GO:014001415SkincSCCmitotic nuclear division149/4864287/187233.59e-216.43e-19149
GO:001905829SkincSCCviral life cycle157/4864317/187231.29e-191.88e-17157
GO:000081912SkincSCCsister chromatid segregation110/4864202/187235.56e-186.58e-16110
GO:000007012SkincSCCmitotic sister chromatid segregation96/4864168/187239.55e-181.05e-1596
GO:005165624SkincSCCestablishment of organelle localization178/4864390/187232.18e-172.32e-15178
GO:000705912SkincSCCchromosome segregation161/4864346/187238.34e-178.57e-15161
GO:001623619SkincSCCmacroautophagy136/4864291/187231.36e-149.78e-13136
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa032509EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0325014EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa032502LiverHCCViral life cycle - HIV-146/402063/84653.25e-051.88e-041.04e-0446
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0325011LiverHCCViral life cycle - HIV-146/402063/84653.25e-051.88e-041.04e-0446
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa032508Oral cavityOSCCViral life cycle - HIV-145/370463/84657.62e-063.59e-051.83e-0545
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa0325013Oral cavityOSCCViral life cycle - HIV-145/370463/84657.62e-063.59e-051.83e-0545
hsa0414428Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0325022Oral cavityLPViral life cycle - HIV-132/241863/84651.55e-049.08e-045.86e-0432
hsa0421714Oral cavityLPNecroptosis59/2418159/84651.15e-023.91e-022.52e-0259
hsa0414436Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0325031Oral cavityLPViral life cycle - HIV-132/241863/84651.55e-049.08e-045.86e-0432
hsa0421715Oral cavityLPNecroptosis59/2418159/84651.15e-023.91e-022.52e-0259
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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
CHMP6SNVMissense_Mutationnovelc.495G>Cp.Gln165Hisp.Q165HQ96FZ7protein_codingdeleterious(0.01)probably_damaging(0.973)TCGA-LL-A6FR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CHMP6SNVMissense_Mutationc.364N>Cp.Glu122Glnp.E122QQ96FZ7protein_codingdeleterious(0.03)probably_damaging(0.927)TCGA-C5-A7UH-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
CHMP6SNVMissense_Mutationrs769881954c.524N>Tp.Ser175Phep.S175FQ96FZ7protein_codingdeleterious(0)possibly_damaging(0.478)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CHMP6SNVMissense_Mutationnovelc.404A>Cp.Glu135Alap.E135AQ96FZ7protein_codingtolerated(0.4)benign(0.067)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CHMP6SNVMissense_Mutationnovelc.542N>Tp.Lys181Metp.K181MQ96FZ7protein_codingdeleterious(0.01)benign(0.066)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
CHMP6SNVMissense_Mutationc.112N>Ap.Ala38Thrp.A38TQ96FZ7protein_codingtolerated(1)benign(0)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CHMP6SNVMissense_Mutationrs762854982c.526N>Ap.Glu176Lysp.E176KQ96FZ7protein_codingdeleterious(0.04)possibly_damaging(0.826)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
CHMP6SNVMissense_Mutationnovelc.398N>Gp.Ala133Glyp.A133GQ96FZ7protein_codingtolerated(0.31)benign(0.133)TCGA-AA-3939-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CHMP6SNVMissense_Mutationc.466N>Cp.Ile156Leup.I156LQ96FZ7protein_codingdeleterious(0.01)benign(0.138)TCGA-AA-3952-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
CHMP6SNVMissense_Mutationrs777217739c.230C>Tp.Thr77Metp.T77MQ96FZ7protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=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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