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: VPS4B

Gene summary for VPS4B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VPS4B

Gene ID

9525

Gene namevacuolar protein sorting 4 homolog B
Gene AliasMIG1
Cytomap18q21.33
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

A0A024R2C5


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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
9525VPS4BHTA11_347_2000001011HumanColorectumAD1.05e-094.48e-01-0.1954
9525VPS4BHTA11_411_2000001011HumanColorectumSER4.43e-037.85e-01-0.2602
9525VPS4BHTA11_696_2000001011HumanColorectumAD7.87e-032.40e-01-0.1464
9525VPS4BA002-C-205HumanColorectumFAP2.69e-02-4.17e-02-0.1236
9525VPS4BA002-C-016HumanColorectumFAP1.43e-03-3.96e-020.0521
9525VPS4BA002-C-116HumanColorectumFAP3.68e-06-1.84e-01-0.0452
9525VPS4BCRC-3-11773HumanColorectumCRC2.53e-02-1.46e-010.2564
9525VPS4BLZE4THumanEsophagusESCC5.67e-123.47e-010.0811
9525VPS4BLZE7THumanEsophagusESCC5.35e-086.07e-010.0667
9525VPS4BLZE8THumanEsophagusESCC3.99e-102.19e-010.067
9525VPS4BLZE20THumanEsophagusESCC5.15e-082.78e-010.0662
9525VPS4BLZE22THumanEsophagusESCC1.80e-034.63e-010.068
9525VPS4BLZE24THumanEsophagusESCC1.86e-154.87e-010.0596
9525VPS4BLZE21THumanEsophagusESCC1.49e-034.36e-010.0655
9525VPS4BLZE6THumanEsophagusESCC3.60e-021.87e-010.0845
9525VPS4BP1T-EHumanEsophagusESCC6.39e-179.48e-010.0875
9525VPS4BP2T-EHumanEsophagusESCC1.58e-447.03e-010.1177
9525VPS4BP4T-EHumanEsophagusESCC6.44e-389.09e-010.1323
9525VPS4BP5T-EHumanEsophagusESCC2.98e-387.13e-010.1327
9525VPS4BP8T-EHumanEsophagusESCC3.61e-458.69e-010.0889
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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
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:0019058ColorectumADviral life cycle119/3918317/187236.18e-128.23e-10119
GO:0051495ColorectumADpositive regulation of cytoskeleton organization89/3918226/187231.61e-101.56e-0889
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0022411ColorectumADcellular component disassembly147/3918443/187238.53e-106.76e-08147
GO:0051656ColorectumADestablishment of organelle localization131/3918390/187233.00e-092.06e-07131
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:1990182ColorectumADexosomal secretion16/391820/187232.67e-081.47e-0616
GO:0097734ColorectumADextracellular exosome biogenesis16/391821/187239.02e-084.52e-0616
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:0140112ColorectumADextracellular vesicle biogenesis16/391823/187237.04e-072.49e-0516
GO:1903541ColorectumADregulation of exosomal secretion13/391817/187231.46e-064.58e-0513
GO:0052126ColorectumADmovement in host environment63/3918175/187232.85e-068.11e-0563
GO:1903543ColorectumADpositive regulation of exosomal secretion11/391815/187231.95e-054.01e-0411
GO:0036257ColorectumADmultivesicular body organization17/391831/187233.45e-056.29e-0417
GO:0000910ColorectumADcytokinesis59/3918173/187233.74e-056.75e-0459
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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
hsa041446ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041447ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa032509EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0325014EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
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
hsa032502LiverHCCViral life cycle - HIV-146/402063/84653.25e-051.88e-041.04e-0446
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0325011LiverHCCViral life cycle - HIV-146/402063/84653.25e-051.88e-041.04e-0446
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa032508Oral cavityOSCCViral life cycle - HIV-145/370463/84657.62e-063.59e-051.83e-0545
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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
VPS4BSNVMissense_Mutationrs142699030c.406G>Ap.Val136Ilep.V136IO75351protein_codingtolerated(0.23)benign(0.06)TCGA-A2-A0T7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
VPS4BSNVMissense_Mutationc.1070N>Cp.Gln357Prop.Q357PO75351protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-A2-A0YJ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
VPS4BSNVMissense_Mutationc.409N>Cp.Ala137Prop.A137PO75351protein_codingdeleterious(0)probably_damaging(0.967)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
VPS4BSNVMissense_Mutationrs771753062c.82N>Ap.Glu28Lysp.E28KO75351protein_codingtolerated(0.1)benign(0.038)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VPS4BSNVMissense_Mutationc.878A>Cp.Glu293Alap.E293AO75351protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0BL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
VPS4BSNVMissense_Mutationrs753852708c.755N>Ap.Arg252Hisp.R252HO75351protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0BQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
VPS4BSNVMissense_Mutationc.1293N>Tp.Leu431Phep.L431FO75351protein_codingdeleterious(0.03)benign(0.186)TCGA-C5-A2LX-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
VPS4BinsertionNonsense_Mutationnovelc.223_224insGACp.Tyr75delinsTerp.Y75delins*O75351protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
VPS4BinsertionNonsense_Mutationnovelc.222_223insCCATAGTTTGCp.Tyr75ProfsTer2p.Y75Pfs*2O75351protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
VPS4BSNVMissense_Mutationc.128A>Gp.His43Argp.H43RO75351protein_codingtolerated(0.35)possibly_damaging(0.782)TCGA-A6-6780-01Colorectumcolon 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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