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: VPS37B

Gene summary for VPS37B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VPS37B

Gene ID

79720

Gene nameVPS37B subunit of ESCRT-I
Gene AliasVPS37B
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

A0A024RBU0


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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
79720VPS37BCCI_1HumanCervixCC1.52e-027.09e-010.528
79720VPS37BCCI_3HumanCervixCC2.56e-024.54e-010.516
79720VPS37BHTA11_3410_2000001011HumanColorectumAD4.90e-17-5.63e-010.0155
79720VPS37BHTA11_2487_2000001011HumanColorectumSER2.12e-07-5.28e-01-0.1808
79720VPS37BHTA11_1938_2000001011HumanColorectumAD1.27e-04-5.05e-01-0.0811
79720VPS37BHTA11_78_2000001011HumanColorectumAD4.88e-04-4.01e-01-0.1088
79720VPS37BHTA11_347_2000001011HumanColorectumAD5.00e-06-3.41e-01-0.1954
79720VPS37BHTA11_3361_2000001011HumanColorectumAD5.50e-05-5.08e-01-0.1207
79720VPS37BHTA11_83_2000001011HumanColorectumSER8.90e-04-5.16e-01-0.1526
79720VPS37BHTA11_696_2000001011HumanColorectumAD1.72e-13-4.96e-01-0.1464
79720VPS37BHTA11_866_2000001011HumanColorectumAD5.32e-09-4.97e-01-0.1001
79720VPS37BHTA11_1391_2000001011HumanColorectumAD3.97e-08-4.70e-01-0.059
79720VPS37BHTA11_546_2000001011HumanColorectumAD3.30e-04-5.54e-01-0.0842
79720VPS37BHTA11_866_3004761011HumanColorectumAD5.61e-17-5.81e-010.096
79720VPS37BHTA11_4255_2000001011HumanColorectumSER5.34e-03-6.07e-010.0446
79720VPS37BHTA11_8622_2000001021HumanColorectumSER3.34e-03-5.83e-010.0528
79720VPS37BHTA11_10711_2000001011HumanColorectumAD2.92e-08-5.54e-010.0338
79720VPS37BHTA11_7696_3000711011HumanColorectumAD4.28e-17-5.62e-010.0674
79720VPS37BHTA11_6818_2000001011HumanColorectumAD4.43e-02-5.23e-010.0112
79720VPS37BHTA11_6818_2000001021HumanColorectumAD1.58e-07-5.79e-010.0588
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:001603210CervixCCviral process109/2311415/187235.40e-156.46e-12109
GO:001905810CervixCCviral life cycle87/2311317/187232.20e-131.20e-1087
GO:00725949CervixCCestablishment of protein localization to organelle99/2311422/187231.23e-102.11e-0899
GO:005212610CervixCCmovement in host environment52/2311175/187237.03e-108.76e-0852
GO:005170110CervixCCbiological process involved in interaction with host57/2311203/187231.18e-091.41e-0757
GO:004440310CervixCCbiological process involved in symbiotic interaction71/2311290/187237.94e-096.98e-0771
GO:000660510CervixCCprotein targeting68/2311314/187232.17e-066.55e-0568
GO:00901509CervixCCestablishment of protein localization to membrane54/2311260/187237.67e-051.05e-0354
GO:005079210CervixCCregulation of viral process38/2311164/187238.12e-051.10e-0338
GO:00726655CervixCCprotein localization to vacuole20/231167/187231.12e-041.40e-0320
GO:00162367CervixCCmacroautophagy58/2311291/187231.40e-041.70e-0358
GO:190390010CervixCCregulation of viral life cycle33/2311148/187234.86e-044.76e-0333
GO:00070347CervixCCvacuolar transport34/2311157/187237.03e-046.40e-0334
GO:004390310CervixCCregulation of biological process involved in symbiotic interaction19/231172/187239.11e-047.81e-0319
GO:00066235CervixCCprotein targeting to vacuole12/231137/187231.15e-039.39e-0312
GO:00726665CervixCCestablishment of protein localization to vacuole14/231149/187231.84e-031.37e-0214
GO:00160506CervixCCvesicle organization54/2311300/187232.71e-031.85e-0254
GO:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0019058ColorectumADviral life cycle119/3918317/187236.18e-128.23e-10119
GO:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414418CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa0414419CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
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
hsa041443ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
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
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
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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
VPS37BSNVMissense_Mutationc.214C>Gp.Arg72Glyp.R72GQ9H9H4protein_codingtolerated(0.22)benign(0.07)TCGA-A2-A0YG-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
VPS37BinsertionIn_Frame_Insnovelc.115_116insTGTATTGGACTAGTTTATGTATGGp.Gln39delinsLeuTyrTrpThrSerLeuCysMetGlup.Q39delinsLYWTSLCMEQ9H9H4protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
VPS37BSNVMissense_Mutationnovelc.517N>Ap.Leu173Metp.L173MQ9H9H4protein_codingtolerated(0.3)benign(0.054)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
VPS37BSNVMissense_Mutationnovelc.349N>Gp.Ile117Valp.I117VQ9H9H4protein_codingdeleterious(0)probably_damaging(0.987)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
VPS37BSNVMissense_Mutationc.814N>Tp.Pro272Serp.P272SQ9H9H4protein_codingtolerated(0.14)benign(0.031)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
VPS37BSNVMissense_Mutationrs370211610c.722N>Tp.Pro241Leup.P241LQ9H9H4protein_codingdeleterious(0)benign(0.059)TCGA-D5-6531-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
VPS37BSNVMissense_Mutationc.480N>Tp.Gln160Hisp.Q160HQ9H9H4protein_codingdeleterious(0)possibly_damaging(0.87)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
VPS37BSNVMissense_Mutationrs761502771c.215N>Ap.Arg72Hisp.R72HQ9H9H4protein_codingtolerated(0.11)benign(0.003)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
VPS37BinsertionFrame_Shift_Insrs747337112c.736_737insCp.Arg246ProfsTer88p.R246Pfs*88Q9H9H4protein_codingTCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
VPS37BSNVMissense_Mutationnovelc.378G>Tp.Glu126Aspp.E126DQ9H9H4protein_codingtolerated(0.39)benign(0.279)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
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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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