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: CHMP2B

Gene summary for CHMP2B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHMP2B

Gene ID

25978

Gene namecharged multivesicular body protein 2B
Gene AliasALS17
Cytomap3p11.2
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

B2RE76


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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
25978CHMP2BLZE4THumanEsophagusESCC4.43e-112.26e-010.0811
25978CHMP2BLZE5THumanEsophagusESCC4.45e-043.61e-010.0514
25978CHMP2BLZE7THumanEsophagusESCC3.01e-066.51e-020.0667
25978CHMP2BLZE8THumanEsophagusESCC5.57e-065.19e-010.067
25978CHMP2BLZE20THumanEsophagusESCC3.32e-032.22e-010.0662
25978CHMP2BLZE24THumanEsophagusESCC7.25e-167.64e-010.0596
25978CHMP2BLZE6THumanEsophagusESCC1.25e-069.44e-020.0845
25978CHMP2BP2T-EHumanEsophagusESCC1.13e-222.80e-010.1177
25978CHMP2BP4T-EHumanEsophagusESCC5.67e-246.00e-010.1323
25978CHMP2BP5T-EHumanEsophagusESCC1.33e-091.78e-010.1327
25978CHMP2BP8T-EHumanEsophagusESCC4.98e-163.59e-010.0889
25978CHMP2BP9T-EHumanEsophagusESCC1.19e-151.86e-010.1131
25978CHMP2BP10T-EHumanEsophagusESCC1.70e-132.15e-010.116
25978CHMP2BP11T-EHumanEsophagusESCC2.97e-129.60e-010.1426
25978CHMP2BP12T-EHumanEsophagusESCC1.12e-183.79e-010.1122
25978CHMP2BP15T-EHumanEsophagusESCC3.70e-173.82e-010.1149
25978CHMP2BP16T-EHumanEsophagusESCC1.43e-172.38e-010.1153
25978CHMP2BP17T-EHumanEsophagusESCC5.56e-032.25e-010.1278
25978CHMP2BP19T-EHumanEsophagusESCC4.43e-068.70e-010.1662
25978CHMP2BP20T-EHumanEsophagusESCC3.37e-215.47e-010.1124
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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
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:004390319Oral cavityOSCCregulation of biological process involved in symbiotic interaction44/730572/187231.20e-048.57e-0444
GO:19016736Oral cavityOSCCregulation of mitotic spindle assembly15/730518/187231.53e-041.07e-0315
GO:19021884Oral cavityOSCCpositive regulation of viral release from host cell10/730511/187235.78e-043.30e-0310
GO:00610253Oral cavityOSCCmembrane fusion84/7305163/187237.56e-044.12e-0384
GO:00083332Oral cavityOSCCendosome to lysosome transport33/730555/187231.30e-036.46e-0333
GO:00328863Oral cavityOSCCregulation of microtubule-based process115/7305240/187232.95e-031.28e-02115
GO:00070981Oral cavityOSCCcentrosome cycle66/7305130/187234.17e-031.70e-0266
GO:19021863Oral cavityOSCCregulation of viral release from host cell17/730526/187235.83e-032.23e-0217
GO:00310232Oral cavityOSCCmicrotubule organizing center organization70/7305143/187239.71e-033.44e-0270
GO:0016032110Oral cavityLPviral process211/4623415/187234.06e-313.18e-28211
GO:0019058110Oral cavityLPviral life cycle161/4623317/187235.99e-242.21e-21161
GO:001623615Oral cavityLPmacroautophagy135/4623291/187234.71e-166.70e-14135
GO:0051701110Oral cavityLPbiological process involved in interaction with host100/4623203/187232.72e-143.10e-12100
GO:0044403110Oral cavityLPbiological process involved in symbiotic interaction130/4623290/187234.23e-144.64e-12130
GO:0050792110Oral cavityLPregulation of viral process83/4623164/187236.50e-135.74e-1183
GO:0052126110Oral cavityLPmovement in host environment87/4623175/187236.65e-135.79e-1187
GO:001605013Oral cavityLPvesicle organization128/4623300/187234.96e-123.98e-10128
GO:0022411110Oral cavityLPcellular component disassembly173/4623443/187239.97e-127.44e-10173
GO:1903900110Oral cavityLPregulation of viral life cycle72/4623148/187232.23e-101.19e-0872
GO:004852418Oral cavityLPpositive regulation of viral process40/462365/187233.14e-101.64e-0840
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0501438EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0501414LiverCirrhoticAmyotrophic lateral sclerosis187/2530364/84651.56e-186.50e-174.01e-17187
hsa0502214LiverCirrhoticPathways of neurodegeneration - multiple diseases217/2530476/84657.30e-142.03e-121.25e-12217
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0501415LiverCirrhoticAmyotrophic lateral sclerosis187/2530364/84651.56e-186.50e-174.01e-17187
hsa0502215LiverCirrhoticPathways of neurodegeneration - multiple diseases217/2530476/84657.30e-142.03e-121.25e-12217
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0501422LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0501432LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0502232LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0501428Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa0414427Oral 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
CHMP2BSNVMissense_Mutationc.369N>Cp.Gln123Hisp.Q123HQ9UQN3protein_codingdeleterious(0.03)possibly_damaging(0.77)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CHMP2BSNVMissense_Mutationc.296N>Tp.Ala99Valp.A99VQ9UQN3protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CHMP2BSNVMissense_Mutationc.194T>Gp.Leu65Argp.L65RQ9UQN3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CHMP2BSNVMissense_Mutationnovelc.499N>Ap.Leu167Ilep.L167IQ9UQN3protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CHMP2BSNVMissense_Mutationnovelc.554N>Tp.Ala185Valp.A185VQ9UQN3protein_codingtolerated(0.28)benign(0.028)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CHMP2BSNVMissense_Mutationnovelc.327N>Ap.Met109Ilep.M109IQ9UQN3protein_codingdeleterious(0.01)possibly_damaging(0.785)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CHMP2BSNVMissense_Mutationnovelc.25A>Tp.Thr9Serp.T9SQ9UQN3protein_codingtolerated(0.19)benign(0)TCGA-AX-A2HJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CHMP2BSNVMissense_Mutationnovelc.238N>Gp.Ser80Alap.S80AQ9UQN3protein_codingtolerated(0.34)benign(0.23)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
CHMP2BSNVMissense_Mutationnovelc.375N>Ap.Met125Ilep.M125IQ9UQN3protein_codingdeleterious(0.04)benign(0.162)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
CHMP2BSNVMissense_Mutationnovelc.499C>Ap.Leu167Ilep.L167IQ9UQN3protein_codingdeleterious(0)probably_damaging(0.997)TCGA-E6-A1LX-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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