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: CHMP4C

Gene summary for CHMP4C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHMP4C

Gene ID

92421

Gene namecharged multivesicular body protein 4C
Gene AliasSNF7-3
Cytomap8q21.13
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

Q96CF2


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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
92421CHMP4CLZE4THumanEsophagusESCC1.96e-103.47e-010.0811
92421CHMP4CLZE7THumanEsophagusESCC4.80e-031.73e-010.0667
92421CHMP4CLZE8THumanEsophagusESCC8.81e-068.46e-020.067
92421CHMP4CLZE20THumanEsophagusESCC7.17e-073.97e-010.0662
92421CHMP4CLZE24THumanEsophagusESCC4.73e-123.74e-010.0596
92421CHMP4CP1T-EHumanEsophagusESCC4.20e-023.54e-010.0875
92421CHMP4CP2T-EHumanEsophagusESCC4.05e-123.64e-010.1177
92421CHMP4CP4T-EHumanEsophagusESCC8.39e-133.87e-010.1323
92421CHMP4CP5T-EHumanEsophagusESCC2.58e-122.71e-010.1327
92421CHMP4CP8T-EHumanEsophagusESCC1.20e-255.69e-010.0889
92421CHMP4CP9T-EHumanEsophagusESCC4.71e-081.21e-010.1131
92421CHMP4CP10T-EHumanEsophagusESCC1.72e-091.05e-010.116
92421CHMP4CP11T-EHumanEsophagusESCC1.77e-135.03e-010.1426
92421CHMP4CP15T-EHumanEsophagusESCC4.53e-026.97e-020.1149
92421CHMP4CP16T-EHumanEsophagusESCC9.45e-296.57e-010.1153
92421CHMP4CP17T-EHumanEsophagusESCC6.44e-074.54e-010.1278
92421CHMP4CP20T-EHumanEsophagusESCC1.98e-143.64e-010.1124
92421CHMP4CP21T-EHumanEsophagusESCC2.17e-053.24e-020.1617
92421CHMP4CP22T-EHumanEsophagusESCC1.12e-112.60e-010.1236
92421CHMP4CP23T-EHumanEsophagusESCC3.21e-197.08e-010.108
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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
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
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:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:0019058111EsophagusESCCviral life cycle226/8552317/187231.17e-201.76e-18226
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:190285015EsophagusESCCmicrotubule cytoskeleton organization involved in mitosis116/8552147/187231.25e-169.91e-15116
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:000705214EsophagusESCCmitotic spindle organization97/8552120/187232.17e-151.33e-1397
GO:000703417EsophagusESCCvacuolar transport119/8552157/187231.16e-146.30e-13119
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:005131011EsophagusESCCmetaphase plate congression58/855265/187231.81e-138.63e-1258
GO:000708011EsophagusESCCmitotic metaphase plate congression47/855250/187233.15e-131.47e-1147
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa0414428Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0421714Oral cavityLPNecroptosis59/2418159/84651.15e-023.91e-022.52e-0259
hsa0414436Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0421715Oral cavityLPNecroptosis59/2418159/84651.15e-023.91e-022.52e-0259
hsa0414425ProstateBPHEndocytosis89/1718251/84651.06e-081.29e-077.99e-0889
hsa0421712ProstateBPHNecroptosis45/1718159/84659.23e-032.85e-021.76e-0245
hsa04144111ProstateBPHEndocytosis89/1718251/84651.06e-081.29e-077.99e-0889
hsa0421713ProstateBPHNecroptosis45/1718159/84659.23e-032.85e-021.76e-0245
hsa0414426ProstateTumorEndocytosis92/1791251/84657.83e-091.04e-076.43e-0892
hsa0421721ProstateTumorNecroptosis46/1791159/84651.20e-023.68e-022.28e-0246
hsa0414435ProstateTumorEndocytosis92/1791251/84657.83e-091.04e-076.43e-0892
hsa0421731ProstateTumorNecroptosis46/1791159/84651.20e-023.68e-022.28e-0246
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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
CHMP4CSNVMissense_Mutationrs757068214c.550N>Tp.Arg184Cysp.R184CQ96CF2protein_codingdeleterious(0.03)possibly_damaging(0.849)TCGA-D8-A1JM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyHormone TherapydoxorubicineSD
CHMP4CSNVMissense_Mutationnovelc.439N>Cp.Glu147Glnp.E147QQ96CF2protein_codingdeleterious(0.03)benign(0.285)TCGA-DG-A2KJ-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
CHMP4CSNVMissense_Mutationrs755091245c.21C>Ap.Phe7Leup.F7LQ96CF2protein_codingtolerated(1)benign(0)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CHMP4CSNVMissense_Mutationnovelc.356N>Cp.Val119Alap.V119AQ96CF2protein_codingtolerated(1)benign(0.009)TCGA-AZ-6605-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfolfoxSD
CHMP4CSNVMissense_Mutationc.409N>Ap.Glu137Lysp.E137KQ96CF2protein_codingdeleterious(0)probably_damaging(0.973)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CHMP4CSNVMissense_Mutationnovelc.537N>Tp.Lys179Asnp.K179NQ96CF2protein_codingtolerated(0.44)benign(0.02)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CHMP4CSNVMissense_Mutationrs142794802c.551G>Ap.Arg184Hisp.R184HQ96CF2protein_codingtolerated(0.13)benign(0.067)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CHMP4CSNVMissense_Mutationnovelc.53N>Tp.Ala18Valp.A18VQ96CF2protein_codingtolerated(0.19)benign(0.01)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
CHMP4CSNVMissense_Mutationrs562691343c.632N>Ap.Arg211Glnp.R211QQ96CF2protein_codingtolerated(0.25)benign(0.019)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
CHMP4CSNVMissense_Mutationrs562691343c.632G>Ap.Arg211Glnp.R211QQ96CF2protein_codingtolerated(0.25)benign(0.019)TCGA-AP-A1DV-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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