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:014001411LiverHCCmitotic nuclear division174/7958287/187233.74e-101.23e-08174
GO:005165621LiverHCCestablishment of organelle localization226/7958390/187234.15e-101.34e-08226
GO:001624111LiverHCCregulation of macroautophagy96/7958141/187236.82e-102.14e-0896
GO:001063912LiverHCCnegative regulation of organelle organization204/7958348/187237.67e-102.37e-08204
GO:0000070LiverHCCmitotic sister chromatid segregation110/7958168/187231.42e-094.25e-08110
GO:00008191LiverHCCsister chromatid segregation128/7958202/187231.59e-094.73e-08128
GO:00447722LiverHCCmitotic cell cycle phase transition240/7958424/187232.47e-096.84e-08240
GO:005170122LiverHCCbiological process involved in interaction with host128/7958203/187232.51e-096.91e-08128
GO:000703211LiverHCCendosome organization61/795882/187234.36e-091.15e-0761
GO:000705111LiverHCCspindle organization116/7958184/187231.40e-083.40e-07116
GO:003250911LiverHCCendosome transport via multivesicular body sorting pathway28/795831/187233.56e-087.87e-0728
GO:0007059LiverHCCchromosome segregation197/7958346/187233.57e-087.87e-07197
GO:007198511LiverHCCmultivesicular body sorting pathway32/795837/187233.85e-088.35e-0732
GO:000705211LiverHCCmitotic spindle organization80/7958120/187237.43e-081.50e-0680
GO:005212612LiverHCCmovement in host environment109/7958175/187239.58e-081.89e-06109
GO:007097212LiverHCCprotein localization to endoplasmic reticulum54/795874/187231.01e-071.98e-0654
GO:007099722LiverHCCneuron death202/7958361/187231.44e-072.70e-06202
GO:19050371LiverHCCautophagosome organization70/7958103/187231.52e-072.82e-0670
GO:190285011LiverHCCmicrotubule cytoskeleton organization involved in mitosis93/7958147/187232.91e-075.09e-0693
GO:003625711LiverHCCmultivesicular body organization27/795831/187233.48e-075.97e-0627
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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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