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: CHMP4A

Gene summary for CHMP4A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHMP4A

Gene ID

29082

Gene namecharged multivesicular body protein 4A
Gene AliasC14orf123
Cytomap14q12
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

Q9BY43


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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
29082CHMP4ALZE2THumanEsophagusESCC1.01e-057.12e-010.082
29082CHMP4ALZE4THumanEsophagusESCC4.91e-308.18e-010.0811
29082CHMP4ALZE5THumanEsophagusESCC4.13e-159.58e-010.0514
29082CHMP4ALZE7THumanEsophagusESCC3.71e-105.25e-010.0667
29082CHMP4ALZE8THumanEsophagusESCC4.50e-154.37e-010.067
29082CHMP4ALZE20THumanEsophagusESCC1.44e-093.93e-010.0662
29082CHMP4ALZE22D1HumanEsophagusHGIN2.47e-042.84e-010.0595
29082CHMP4ALZE22THumanEsophagusESCC1.27e-065.37e-010.068
29082CHMP4ALZE24THumanEsophagusESCC8.95e-368.39e-010.0596
29082CHMP4ALZE21THumanEsophagusESCC5.20e-097.18e-010.0655
29082CHMP4ALZE6THumanEsophagusESCC2.15e-146.26e-010.0845
29082CHMP4AP1T-EHumanEsophagusESCC2.23e-116.59e-010.0875
29082CHMP4AP2T-EHumanEsophagusESCC1.81e-223.49e-010.1177
29082CHMP4AP4T-EHumanEsophagusESCC2.11e-316.62e-010.1323
29082CHMP4AP5T-EHumanEsophagusESCC2.56e-428.12e-010.1327
29082CHMP4AP8T-EHumanEsophagusESCC8.71e-387.39e-010.0889
29082CHMP4AP9T-EHumanEsophagusESCC6.45e-204.54e-010.1131
29082CHMP4AP10T-EHumanEsophagusESCC4.31e-335.74e-010.116
29082CHMP4AP11T-EHumanEsophagusESCC1.38e-114.53e-010.1426
29082CHMP4AP12T-EHumanEsophagusESCC1.09e-569.86e-010.1122
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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:00066057LiverCirrhoticprotein targeting148/4634314/187233.86e-186.20e-16148
GO:001905812LiverCirrhoticviral life cycle148/4634317/187231.12e-171.64e-15148
GO:00901507LiverCirrhoticestablishment of protein localization to membrane123/4634260/187231.85e-152.15e-13123
GO:001605011LiverCirrhoticvesicle organization133/4634300/187237.35e-146.41e-12133
GO:001623611LiverCirrhoticmacroautophagy129/4634291/187231.75e-131.41e-11129
GO:000690012LiverCirrhoticvesicle budding from membrane41/463461/187233.12e-122.25e-1041
GO:001050611LiverCirrhoticregulation of autophagy132/4634317/187232.17e-111.33e-09132
GO:00709724LiverCirrhoticprotein localization to endoplasmic reticulum45/463474/187234.79e-112.73e-0945
GO:000703411LiverCirrhoticvacuolar transport75/4634157/187233.13e-101.53e-0875
GO:007099712LiverCirrhoticneuron death141/4634361/187239.56e-104.38e-08141
GO:00325093LiverCirrhoticendosome transport via multivesicular body sorting pathway24/463431/187231.06e-094.76e-0824
GO:00070332LiverCirrhoticvacuole organization80/4634180/187235.73e-092.25e-0780
GO:005125812LiverCirrhoticprotein polymerization116/4634297/187232.87e-089.78e-07116
GO:00719853LiverCirrhoticmultivesicular body sorting pathway25/463437/187234.79e-081.52e-0625
GO:19012147LiverCirrhoticregulation of neuron death122/4634319/187235.17e-081.62e-06122
GO:001619711LiverCirrhoticendosomal transport93/4634230/187231.01e-072.93e-0693
GO:000989512LiverCirrhoticnegative regulation of catabolic process121/4634320/187231.21e-073.39e-06121
GO:00190684LiverCirrhoticvirion assembly23/463435/187233.59e-078.54e-0623
GO:003133012LiverCirrhoticnegative regulation of cellular catabolic process101/4634262/187234.57e-071.05e-05101
GO:00362574LiverCirrhoticmultivesicular body organization21/463431/187235.43e-071.20e-0521
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414429EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa04144113EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
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
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
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
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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
CHMP4ASNVMissense_Mutationrs575738905c.346N>Ap.Glu116Lysp.E116KQ9BY43protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CHMP4ASNVMissense_Mutationnovelc.618N>Tp.Glu206Aspp.E206DQ9BY43protein_codingtolerated(0.44)possibly_damaging(0.707)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
CHMP4ASNVMissense_Mutationc.398N>Ap.Arg133Hisp.R133HQ9BY43protein_codingdeleterious(0.02)probably_damaging(0.99)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CHMP4ASNVMissense_Mutationc.569N>Ap.Ser190Tyrp.S190YQ9BY43protein_codingdeleterious(0)probably_damaging(0.996)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CHMP4ASNVMissense_Mutationnovelc.341N>Tp.Arg114Ilep.R114IQ9BY43protein_codingdeleterious(0)probably_damaging(0.937)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
CHMP4ASNVMissense_Mutationnovelc.341N>Tp.Arg114Ilep.R114IQ9BY43protein_codingdeleterious(0)probably_damaging(0.937)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CHMP4ASNVMissense_Mutationc.53T>Cp.Met18Thrp.M18TQ9BY43protein_codingtolerated_low_confidence(0.07)benign(0)TCGA-BG-A222-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CHMP4ASNVMissense_Mutationc.300N>Tp.Lys100Asnp.K100NQ9BY43protein_codingdeleterious(0)possibly_damaging(0.823)TCGA-D1-A16Y-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CHMP4ASNVMissense_Mutationnovelc.563N>Tp.Ala188Valp.A188VQ9BY43protein_codingtolerated(0.08)possibly_damaging(0.836)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CHMP4ASNVMissense_Mutationc.569C>Tp.Ser190Phep.S190FQ9BY43protein_codingdeleterious(0)probably_damaging(0.996)TCGA-EY-A1G8-01Endometriumuterine 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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