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: CHMP5

Gene summary for CHMP5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHMP5

Gene ID

51510

Gene namecharged multivesicular body protein 5
Gene AliasC9orf83
Cytomap9p13.3
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

Q9NZZ3


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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
51510CHMP5HTA11_1938_2000001011HumanColorectumAD1.63e-022.86e-01-0.0811
51510CHMP5HTA11_78_2000001011HumanColorectumAD4.69e-021.58e-01-0.1088
51510CHMP5HTA11_347_2000001011HumanColorectumAD2.58e-063.17e-01-0.1954
51510CHMP5HTA11_83_2000001011HumanColorectumSER7.44e-032.42e-01-0.1526
51510CHMP5HTA11_696_2000001011HumanColorectumAD2.32e-021.49e-01-0.1464
51510CHMP5HTA11_1391_2000001011HumanColorectumAD1.45e-031.74e-01-0.059
51510CHMP5HTA11_5212_2000001011HumanColorectumAD9.39e-034.45e-01-0.2061
51510CHMP5HTA11_99999970781_79442HumanColorectumMSS4.47e-093.67e-010.294
51510CHMP5HTA11_99999965062_69753HumanColorectumMSI-H1.97e-037.43e-010.3487
51510CHMP5HTA11_99999965104_69814HumanColorectumMSS3.21e-074.41e-010.281
51510CHMP5HTA11_99999971662_82457HumanColorectumMSS2.25e-053.33e-010.3859
51510CHMP5AEH-subject1HumanEndometriumAEH6.13e-10-3.06e-01-0.3059
51510CHMP5AEH-subject2HumanEndometriumAEH2.88e-07-1.95e-01-0.2525
51510CHMP5AEH-subject3HumanEndometriumAEH9.07e-13-2.38e-01-0.2576
51510CHMP5AEH-subject4HumanEndometriumAEH1.77e-04-1.95e-01-0.2657
51510CHMP5AEH-subject5HumanEndometriumAEH3.96e-02-2.05e-01-0.2953
51510CHMP5EEC-subject1HumanEndometriumEEC8.78e-17-3.63e-01-0.2682
51510CHMP5EEC-subject2HumanEndometriumEEC2.13e-15-3.44e-01-0.2607
51510CHMP5EEC-subject3HumanEndometriumEEC3.19e-38-3.59e-01-0.2525
51510CHMP5EEC-subject4HumanEndometriumEEC3.09e-051.14e-02-0.2571
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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:00362585Oral cavityOSCCmultivesicular body assembly28/730530/187235.89e-101.52e-0828
GO:00070327Oral cavityOSCCendosome organization59/730582/187231.41e-093.39e-0859
GO:190165316Oral cavityOSCCcellular response to peptide194/7305359/187234.31e-099.57e-08194
GO:00069974Oral cavityOSCCnucleus organization85/7305133/187235.12e-091.12e-0785
GO:00325065Oral cavityOSCCcytokinetic process33/730539/187235.91e-091.26e-0733
GO:00002815Oral cavityOSCCmitotic cytokinesis51/730571/187232.01e-083.95e-0751
GO:00719855Oral cavityOSCCmultivesicular body sorting pathway31/730537/187232.80e-085.41e-0731
GO:00325096Oral cavityOSCCendosome transport via multivesicular body sorting pathway27/730531/187234.29e-088.03e-0727
GO:19021155Oral cavityOSCCregulation of organelle assembly109/7305186/187234.54e-088.45e-07109
GO:00190686Oral cavityOSCCvirion assembly29/730535/187231.30e-072.20e-0629
GO:00070402Oral cavityOSCClysosome organization51/730574/187231.77e-072.87e-0651
GO:00801712Oral cavityOSCClytic vacuole organization51/730574/187231.77e-072.87e-0651
GO:00903076Oral cavityOSCCmitotic spindle assembly46/730565/187232.06e-073.29e-0646
GO:00512255Oral cavityOSCCspindle assembly73/7305117/187232.51e-073.96e-0673
GO:00453244Oral cavityOSCClate endosome to vacuole transport22/730525/187235.68e-078.19e-0622
GO:003249617Oral cavityOSCCresponse to lipopolysaccharide178/7305343/187237.27e-071.03e-05178
GO:00467555Oral cavityOSCCviral budding22/730526/187232.32e-062.93e-0522
GO:00070418Oral cavityOSCClysosomal transport69/7305114/187232.62e-063.26e-0569
GO:19024107Oral cavityOSCCmitotic cytokinetic process20/730523/187232.91e-063.56e-0520
GO:00325112Oral cavityOSCClate endosome to vacuole transport via multivesicular body sorting pathway16/730517/187233.07e-063.72e-0516
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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
CHMP5SNVMissense_Mutationc.107N>Gp.Ser36Cysp.S36CQ9NZZ3protein_codingdeleterious(0.02)possibly_damaging(0.676)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
CHMP5SNVMissense_Mutationc.80G>Cp.Arg27Thrp.R27TQ9NZZ3protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
CHMP5SNVMissense_Mutationnovelc.261C>Ap.Phe87Leup.F87LQ9NZZ3protein_codingdeleterious(0)benign(0.35)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CHMP5SNVMissense_Mutationrs758726437c.376N>Ap.Asp126Asnp.D126NQ9NZZ3protein_codingtolerated(0.13)benign(0.08)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CHMP5SNVMissense_Mutationc.138N>Tp.Lys46Asnp.K46NQ9NZZ3protein_codingdeleterious(0)possibly_damaging(0.547)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CHMP5SNVMissense_Mutationrs758726437c.376N>Ap.Asp126Asnp.D126NQ9NZZ3protein_codingtolerated(0.13)benign(0.08)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CHMP5SNVMissense_Mutationc.551N>Gp.Asp184Glyp.D184GQ9NZZ3protein_codingtolerated(0.12)benign(0.137)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CHMP5SNVMissense_Mutationnovelc.433N>Gp.Ile145Valp.I145VQ9NZZ3protein_codingtolerated(0.39)benign(0.019)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
CHMP5SNVMissense_Mutationnovelc.343N>Ap.Glu115Lysp.E115KQ9NZZ3protein_codingdeleterious(0.01)benign(0.41)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
CHMP5SNVMissense_Mutationc.337N>Tp.Val113Leup.V113LQ9NZZ3protein_codingtolerated(0.4)benign(0.001)TCGA-B5-A11E-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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