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: CHMP4B

Gene summary for CHMP4B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHMP4B

Gene ID

128866

Gene namecharged multivesicular body protein 4B
Gene AliasC20orf178
Cytomap20q11.22
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

Q9H444


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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
128866CHMP4BHTA11_2487_2000001011HumanColorectumSER8.95e-116.88e-01-0.1808
128866CHMP4BHTA11_1938_2000001011HumanColorectumAD1.56e-168.06e-01-0.0811
128866CHMP4BHTA11_78_2000001011HumanColorectumAD4.62e-033.58e-01-0.1088
128866CHMP4BHTA11_347_2000001011HumanColorectumAD3.59e-247.42e-01-0.1954
128866CHMP4BHTA11_411_2000001011HumanColorectumSER6.15e-061.01e+00-0.2602
128866CHMP4BHTA11_2112_2000001011HumanColorectumSER4.13e-091.10e+00-0.2196
128866CHMP4BHTA11_3361_2000001011HumanColorectumAD1.27e-117.05e-01-0.1207
128866CHMP4BHTA11_83_2000001011HumanColorectumSER5.50e-076.11e-01-0.1526
128866CHMP4BHTA11_696_2000001011HumanColorectumAD2.42e-197.06e-01-0.1464
128866CHMP4BHTA11_866_2000001011HumanColorectumAD5.60e-043.80e-01-0.1001
128866CHMP4BHTA11_1391_2000001011HumanColorectumAD3.04e-197.60e-01-0.059
128866CHMP4BHTA11_2992_2000001011HumanColorectumSER3.56e-088.82e-01-0.1706
128866CHMP4BHTA11_5212_2000001011HumanColorectumAD1.49e-131.18e+00-0.2061
128866CHMP4BHTA11_546_2000001011HumanColorectumAD4.89e-044.43e-01-0.0842
128866CHMP4BHTA11_7862_2000001011HumanColorectumAD5.18e-054.98e-01-0.0179
128866CHMP4BHTA11_866_3004761011HumanColorectumAD3.04e-217.88e-010.096
128866CHMP4BHTA11_8622_2000001021HumanColorectumSER8.16e-034.47e-010.0528
128866CHMP4BHTA11_7663_2000001011HumanColorectumSER4.98e-068.20e-010.0131
128866CHMP4BHTA11_10623_2000001011HumanColorectumAD2.57e-034.66e-01-0.0177
128866CHMP4BHTA11_7696_3000711011HumanColorectumAD1.69e-033.71e-010.0674
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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
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
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:00070324ColorectumCRCendosome organization18/207882/187233.37e-032.88e-0218
GO:00105073ColorectumCRCnegative regulation of autophagy18/207885/187235.04e-033.87e-0218
GO:00362573ColorectumCRCmultivesicular body organization9/207831/187235.21e-033.97e-029
GO:00070513ColorectumCRCspindle organization32/2078184/187236.70e-034.77e-0232
GO:001603216EndometriumAEHviral process110/2100415/187231.99e-181.09e-15110
GO:001905816EndometriumAEHviral life cycle86/2100317/187232.53e-157.58e-1386
GO:004440316EndometriumAEHbiological process involved in symbiotic interaction70/2100290/187233.26e-103.55e-0870
GO:007259410EndometriumAEHestablishment of protein localization to organelle89/2100422/187232.41e-091.90e-0789
GO:005170116EndometriumAEHbiological process involved in interaction with host53/2100203/187232.48e-091.93e-0753
GO:005212616EndometriumAEHmovement in host environment46/2100175/187232.20e-081.31e-0646
GO:000660516EndometriumAEHprotein targeting68/2100314/187236.30e-083.38e-0668
GO:00516568EndometriumAEHestablishment of organelle localization77/2100390/187234.89e-071.94e-0577
GO:005125816EndometriumAEHprotein polymerization62/2100297/187239.04e-073.19e-0562
GO:000690015EndometriumAEHvesicle budding from membrane21/210061/187231.43e-064.60e-0521
GO:00709727EndometriumAEHprotein localization to endoplasmic reticulum23/210074/187233.44e-069.24e-0523
GO:00009108EndometriumAEHcytokinesis40/2100173/187236.01e-061.49e-0440
GO:003133016EndometriumAEHnegative regulation of cellular catabolic process53/2100262/187231.40e-052.99e-0453
GO:000989515EndometriumAEHnegative regulation of catabolic process60/2100320/187234.32e-057.28e-0460
GO:009015010EndometriumAEHestablishment of protein localization to membrane51/2100260/187234.74e-057.85e-0451
GO:000189410EndometriumAEHtissue homeostasis50/2100268/187232.04e-042.54e-0350
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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
hsa03250ColorectumMSSViral life cycle - HIV-123/187563/84656.55e-032.64e-021.62e-0223
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa032501ColorectumMSSViral life cycle - HIV-123/187563/84656.55e-032.64e-021.62e-0223
hsa041446ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041447ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041448ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
hsa041449ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
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
hsa0414429EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa04144113EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
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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
CHMP4BSNVMissense_Mutationc.559G>Ap.Glu187Lysp.E187KQ9H444protein_codingtolerated(0.36)benign(0.025)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CHMP4BinsertionFrame_Shift_Insnovelc.471_472insTTTGTATGTAGp.Glu158PhefsTer15p.E158Ffs*15Q9H444protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CHMP4BinsertionFrame_Shift_Insnovelc.473_474insCCTTGATAGTGCCACCTGTAGGp.Glu158AspfsTer10p.E158Dfs*10Q9H444protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CHMP4BinsertionFrame_Shift_Insnovelc.364_365insTp.Asn122IlefsTer6p.N122Ifs*6Q9H444protein_codingTCGA-A8-A085-01Breastbreast invasive carcinomaMale<65I/IIHormone TherapytamoxiphenSD
CHMP4BdeletionFrame_Shift_Delnovelc.367delNp.Met123TrpfsTer9p.M123Wfs*9Q9H444protein_codingTCGA-A8-A085-01Breastbreast invasive carcinomaMale<65I/IIHormone TherapytamoxiphenSD
CHMP4BSNVMissense_Mutationnovelc.202N>Ap.Ala68Thrp.A68TQ9H444protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CHMP4BSNVMissense_Mutationnovelc.5C>Tp.Ser2Leup.S2LQ9H444protein_codingdeleterious(0)benign(0)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CHMP4BSNVMissense_Mutationnovelc.122N>Gp.Glu41Glyp.E41GQ9H444protein_codingdeleterious(0)possibly_damaging(0.833)TCGA-A6-6652-01Colorectumcolon adenocarcinomaMale<65I/IITargeted Molecular therapycetuximabSD
CHMP4BSNVMissense_Mutationrs746089715c.497N>Tp.Ala166Valp.A166VQ9H444protein_codingtolerated(0.11)probably_damaging(0.962)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
CHMP4BdeletionFrame_Shift_Delc.62delNp.Gln23ArgfsTer14p.Q23Rfs*14Q9H444protein_codingTCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=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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