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:007259420EsophagusHGINestablishment of protein localization to organelle120/2587422/187231.73e-154.00e-13120
GO:001603227EsophagusHGINviral process118/2587415/187233.01e-156.22e-13118
GO:001905827EsophagusHGINviral life cycle93/2587317/187233.66e-135.63e-1193
GO:000989520EsophagusHGINnegative regulation of catabolic process87/2587320/187231.74e-101.68e-0887
GO:003133026EsophagusHGINnegative regulation of cellular catabolic process74/2587262/187236.27e-105.30e-0874
GO:001050616EsophagusHGINregulation of autophagy84/2587317/187231.39e-091.08e-0784
GO:001623616EsophagusHGINmacroautophagy77/2587291/187237.15e-094.61e-0777
GO:000660525EsophagusHGINprotein targeting78/2587314/187231.08e-075.47e-0678
GO:009015020EsophagusHGINestablishment of protein localization to membrane67/2587260/187231.96e-079.57e-0667
GO:005165616EsophagusHGINestablishment of organelle localization90/2587390/187234.27e-071.94e-0590
GO:000690020EsophagusHGINvesicle budding from membrane23/258761/187232.85e-069.93e-0523
GO:007097210EsophagusHGINprotein localization to endoplasmic reticulum26/258774/187233.09e-061.05e-0426
GO:001063920EsophagusHGINnegative regulation of organelle organization79/2587348/187234.12e-061.37e-0479
GO:007099727EsophagusHGINneuron death81/2587361/187235.01e-061.61e-0481
GO:001619710EsophagusHGINendosomal transport57/2587230/187235.74e-061.81e-0457
GO:00105076EsophagusHGINnegative regulation of autophagy27/258785/187231.72e-054.71e-0427
GO:00162418EsophagusHGINregulation of macroautophagy38/2587141/187232.80e-057.21e-0438
GO:000091015EsophagusHGINcytokinesis44/2587173/187233.26e-058.32e-0444
GO:19021156EsophagusHGINregulation of organelle assembly46/2587186/187234.63e-051.12e-0346
GO:005125826EsophagusHGINprotein polymerization66/2587297/187234.96e-051.19e-0366
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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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