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: RAB3GAP1

Gene summary for RAB3GAP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB3GAP1

Gene ID

22930

Gene nameRAB3 GTPase activating protein catalytic subunit 1
Gene AliasMARTS2
Cytomap2q21.3
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

Q15042


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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
22930RAB3GAP1CCI_1HumanCervixCC2.79e-067.12e-010.528
22930RAB3GAP1CCI_2HumanCervixCC9.04e-067.41e-010.5249
22930RAB3GAP1CCI_3HumanCervixCC5.48e-106.59e-010.516
22930RAB3GAP1HTA11_3410_2000001011HumanColorectumAD1.97e-15-5.46e-010.0155
22930RAB3GAP1HTA11_3361_2000001011HumanColorectumAD2.99e-02-3.50e-01-0.1207
22930RAB3GAP1HTA11_866_3004761011HumanColorectumAD3.24e-06-4.20e-010.096
22930RAB3GAP1HTA11_7696_3000711011HumanColorectumAD1.88e-10-4.21e-010.0674
22930RAB3GAP1HTA11_99999974143_84620HumanColorectumMSS4.73e-07-3.92e-010.3005
22930RAB3GAP1F007HumanColorectumFAP2.62e-04-2.72e-010.1176
22930RAB3GAP1A001-C-207HumanColorectumFAP7.72e-04-2.20e-010.1278
22930RAB3GAP1A015-C-203HumanColorectumFAP1.88e-25-4.37e-01-0.1294
22930RAB3GAP1A015-C-204HumanColorectumFAP3.77e-08-3.29e-01-0.0228
22930RAB3GAP1A014-C-040HumanColorectumFAP7.64e-05-3.80e-01-0.1184
22930RAB3GAP1A002-C-201HumanColorectumFAP8.20e-20-4.47e-010.0324
22930RAB3GAP1A002-C-203HumanColorectumFAP1.46e-02-2.17e-010.2786
22930RAB3GAP1A001-C-119HumanColorectumFAP2.73e-09-4.28e-01-0.1557
22930RAB3GAP1A001-C-108HumanColorectumFAP4.56e-20-3.23e-01-0.0272
22930RAB3GAP1A002-C-205HumanColorectumFAP1.23e-26-4.64e-01-0.1236
22930RAB3GAP1A001-C-104HumanColorectumFAP1.89e-03-2.67e-010.0184
22930RAB3GAP1A015-C-005HumanColorectumFAP1.32e-03-2.05e-01-0.0336
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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
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
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:00000453ProstateBPHautophagosome assembly26/310799/187239.68e-034.09e-0226
GO:19035324ProstateBPHpositive regulation of secretion by cell62/3107282/187231.07e-024.45e-0262
GO:00309004ProstateBPHforebrain development80/3107379/187231.19e-024.82e-0280
GO:007259417ProstateTumorestablishment of protein localization to organelle151/3246422/187233.19e-202.83e-17151
GO:000989619ProstateTumorpositive regulation of catabolic process155/3246492/187235.62e-158.52e-13155
GO:003133119ProstateTumorpositive regulation of cellular catabolic process134/3246427/187235.54e-135.84e-11134
GO:007097216ProstateTumorprotein localization to endoplasmic reticulum36/324674/187235.66e-102.95e-0836
GO:001623614ProstateTumormacroautophagy87/3246291/187237.82e-082.16e-0687
GO:007259913ProstateTumorestablishment of protein localization to endoplasmic reticulum23/324646/187233.87e-078.56e-0623
GO:009015017ProstateTumorestablishment of protein localization to membrane77/3246260/187236.46e-071.33e-0577
GO:190211711ProstateTumorpositive regulation of organelle assembly27/324667/187237.76e-061.16e-0427
GO:001050614ProstateTumorregulation of autophagy86/3246317/187237.77e-061.16e-0486
GO:001050814ProstateTumorpositive regulation of autophagy39/3246124/187238.56e-058.53e-0439
GO:004308713ProstateTumorregulation of GTPase activity88/3246348/187231.04e-041.00e-0388
GO:001624112ProstateTumorregulation of macroautophagy41/3246141/187233.79e-042.95e-0341
GO:190211512ProstateTumorregulation of organelle assembly51/3246186/187233.87e-042.99e-0351
GO:000702912ProstateTumorendoplasmic reticulum organization27/324687/187231.24e-037.83e-0327
GO:000703312ProstateTumorvacuole organization47/3246180/187231.95e-031.13e-0247
GO:190353211ProstateTumorpositive regulation of secretion by cell67/3246282/187233.53e-031.82e-0267
GO:003090012ProstateTumorforebrain development86/3246379/187234.22e-032.11e-0286
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
RAB3GAP1SNVMissense_Mutationrs757654937c.2187N>Ap.Met729Ilep.M729IQ15042protein_codingdeleterious(0.02)benign(0.259)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RAB3GAP1SNVMissense_Mutationnovelc.1604N>Cp.Lys535Thrp.K535TQ15042protein_codingdeleterious(0.03)benign(0.241)TCGA-E2-A150-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
RAB3GAP1SNVMissense_Mutationc.238G>Ap.Val80Ilep.V80IQ15042protein_codingtolerated(0.33)benign(0.197)TCGA-GM-A2DA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilPD
RAB3GAP1SNVMissense_Mutationnovelc.442N>Tp.Leu148Phep.L148FQ15042protein_codingdeleterious(0)probably_damaging(0.941)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
RAB3GAP1deletionFrame_Shift_Delnovelc.1153_1159delNNNNNNNp.His385GlnfsTer11p.H385Qfs*11Q15042protein_codingTCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RAB3GAP1deletionFrame_Shift_Delnovelc.2923delNp.Phe975LeufsTer53p.F975Lfs*53Q15042protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
RAB3GAP1SNVMissense_Mutationc.1358N>Tp.Ser453Phep.S453FQ15042protein_codingtolerated(0.1)probably_damaging(0.915)TCGA-BI-A20A-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RAB3GAP1SNVMissense_Mutationc.1076N>Gp.Asp359Glyp.D359GQ15042protein_codingdeleterious(0)benign(0.335)TCGA-EK-A2PM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
RAB3GAP1SNVMissense_Mutationnovelc.2680N>Tp.Ile894Phep.I894FQ15042protein_codingdeleterious(0)benign(0.267)TCGA-5M-AATE-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RAB3GAP1SNVMissense_Mutationc.560G>Ap.Arg187Glnp.R187QQ15042protein_codingtolerated(0.1)probably_damaging(0.998)TCGA-AA-3510-01Colorectumcolon 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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