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: CHMP3

Gene summary for CHMP3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHMP3

Gene ID

51652

Gene namecharged multivesicular body protein 3
Gene AliasCGI-149
Cytomap2p11.2
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q9Y3E7


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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
51652CHMP3HTA11_3410_2000001011HumanColorectumAD1.05e-347.46e-010.0155
51652CHMP3HTA11_2487_2000001011HumanColorectumSER8.00e-311.08e+00-0.1808
51652CHMP3HTA11_2951_2000001011HumanColorectumAD3.69e-056.60e-010.0216
51652CHMP3HTA11_1938_2000001011HumanColorectumAD3.72e-331.28e+00-0.0811
51652CHMP3HTA11_78_2000001011HumanColorectumAD4.39e-321.23e+00-0.1088
51652CHMP3HTA11_347_2000001011HumanColorectumAD3.07e-651.44e+00-0.1954
51652CHMP3HTA11_411_2000001011HumanColorectumSER1.06e-101.62e+00-0.2602
51652CHMP3HTA11_2112_2000001011HumanColorectumSER1.10e-101.14e+00-0.2196
51652CHMP3HTA11_3361_2000001011HumanColorectumAD5.00e-137.38e-01-0.1207
51652CHMP3HTA11_83_2000001011HumanColorectumSER4.73e-221.19e+00-0.1526
51652CHMP3HTA11_696_2000001011HumanColorectumAD1.06e-529.70e-01-0.1464
51652CHMP3HTA11_866_2000001011HumanColorectumAD1.05e-367.79e-01-0.1001
51652CHMP3HTA11_1391_2000001011HumanColorectumAD2.53e-381.20e+00-0.059
51652CHMP3HTA11_2992_2000001011HumanColorectumSER3.13e-211.28e+00-0.1706
51652CHMP3HTA11_5212_2000001011HumanColorectumAD1.27e-211.24e+00-0.2061
51652CHMP3HTA11_5216_2000001011HumanColorectumSER5.68e-141.01e+00-0.1462
51652CHMP3HTA11_546_2000001011HumanColorectumAD3.50e-179.44e-01-0.0842
51652CHMP3HTA11_9341_2000001011HumanColorectumSER4.60e-047.17e-01-0.00410000000000005
51652CHMP3HTA11_7862_2000001011HumanColorectumAD8.84e-117.75e-01-0.0179
51652CHMP3HTA11_866_3004761011HumanColorectumAD6.36e-248.07e-010.096
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0032535ColorectumADregulation of cellular component size142/3918383/187231.74e-133.41e-11142
GO:0019058ColorectumADviral life cycle119/3918317/187236.18e-128.23e-10119
GO:0051258ColorectumADprotein polymerization112/3918297/187231.85e-112.27e-09112
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0022411ColorectumADcellular component disassembly147/3918443/187238.53e-106.76e-08147
GO:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0032984ColorectumADprotein-containing complex disassembly81/3918224/187239.41e-084.65e-0681
GO:0044403ColorectumADbiological process involved in symbiotic interaction99/3918290/187231.02e-074.93e-0699
GO:0016050ColorectumADvesicle organization101/3918300/187231.65e-077.17e-06101
GO:0007034ColorectumADvacuolar transport60/3918157/187234.97e-071.85e-0560
GO:0051701ColorectumADbiological process involved in interaction with host73/3918203/187235.08e-071.88e-0573
GO:0032386ColorectumADregulation of intracellular transport109/3918337/187235.33e-071.95e-05109
GO:0048524ColorectumADpositive regulation of viral process31/391865/187231.33e-064.23e-0531
GO:0052126ColorectumADmovement in host environment63/3918175/187232.85e-068.11e-0563
GO:0050792ColorectumADregulation of viral process59/3918164/187235.95e-061.52e-0459
GO:0036257ColorectumADmultivesicular body organization17/391831/187233.45e-056.29e-0417
GO:0000910ColorectumADcytokinesis59/3918173/187233.74e-056.75e-0459
GO:0071985ColorectumADmultivesicular body sorting pathway19/391837/187234.08e-057.26e-0419
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041442ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa04217ColorectumSERNecroptosis47/1580159/84655.21e-044.44e-033.22e-0347
hsa041443ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa042171ColorectumSERNecroptosis47/1580159/84655.21e-044.44e-033.22e-0347
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa0414420EndometriumAEHEndocytosis56/1197251/84652.58e-042.15e-031.57e-0356
hsa04144110EndometriumAEHEndocytosis56/1197251/84652.58e-042.15e-031.57e-0356
hsa0414424EndometriumEECEndocytosis57/1237251/84653.34e-042.82e-032.10e-0357
hsa0414434EndometriumEECEndocytosis57/1237251/84653.34e-042.82e-032.10e-0357
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
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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
CHMP3SNVMissense_Mutationc.83N>Ap.Arg28Lysp.R28KQ9Y3E7protein_codingdeleterious(0.02)benign(0.146)TCGA-BH-A0B0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
CHMP3insertionIn_Frame_Insnovelc.11_12insCCCACATCTCAGCTCTGTGATCTCp.Phe4_Gly5insProHisLeuSerSerValIleSerp.F4_G5insPHLSSVISQ9Y3E7protein_codingTCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CHMP3SNVMissense_Mutationc.83N>Ap.Arg28Lysp.R28KQ9Y3E7protein_codingdeleterious(0.02)benign(0.146)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CHMP3SNVMissense_Mutationrs368950086c.287N>Tp.Ala96Valp.A96VQ9Y3E7protein_codingdeleterious(0.03)possibly_damaging(0.858)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CHMP3SNVMissense_Mutationnovelc.554C>Ap.Thr185Asnp.T185NQ9Y3E7protein_codingdeleterious(0.04)possibly_damaging(0.817)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CHMP3SNVMissense_Mutationnovelc.63N>Tp.Leu21Phep.L21FQ9Y3E7protein_codingtolerated(0.7)benign(0.138)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CHMP3SNVMissense_Mutationc.466N>Ap.Glu156Lysp.E156KQ9Y3E7protein_codingdeleterious(0.04)benign(0.195)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
CHMP3SNVMissense_Mutationnovelc.201N>Tp.Met67Ilep.M67IQ9Y3E7protein_codingtolerated(1)benign(0.003)TCGA-B5-A11N-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CHMP3SNVMissense_Mutationnovelc.337N>Ap.Ala113Thrp.A113TQ9Y3E7protein_codingtolerated(0.05)benign(0.222)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CHMP3SNVMissense_Mutationnovelc.578C>Ap.Pro193Hisp.P193HQ9Y3E7protein_codingdeleterious(0.03)benign(0.379)TCGA-56-8629-01Lunglung squamous cell carcinomaMale<65I/IIChemotherapycisplatinCR
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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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