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:001624115ThyroidATCregulation of macroautophagy86/6293141/187232.35e-118.24e-1086
GO:007097232ThyroidATCprotein localization to endoplasmic reticulum53/629374/187232.52e-118.69e-1053
GO:000703322ThyroidATCvacuole organization100/6293180/187231.07e-092.71e-08100
GO:001050817ThyroidATCpositive regulation of autophagy73/6293124/187236.74e-091.46e-0773
GO:007259931ThyroidATCestablishment of protein localization to endoplasmic reticulum32/629346/187236.68e-079.13e-0632
GO:000702921ThyroidATCendoplasmic reticulum organization51/629387/187231.47e-061.81e-0551
GO:000004522ThyroidATCautophagosome assembly56/629399/187232.22e-062.63e-0556
GO:190503721ThyroidATCautophagosome organization57/6293103/187234.61e-065.03e-0557
GO:006032511ThyroidATCface morphogenesis21/629328/187238.94e-068.95e-0521
GO:190211522ThyroidATCregulation of organelle assembly90/6293186/187232.00e-051.81e-0490
GO:001017111ThyroidATCbody morphogenesis28/629343/187232.35e-052.06e-0428
GO:004308719ThyroidATCregulation of GTPase activity153/6293348/187233.24e-052.68e-04153
GO:001623912ThyroidATCpositive regulation of macroautophagy37/629363/187233.73e-053.05e-0437
GO:006032411ThyroidATCface development28/629344/187234.39e-053.54e-0428
GO:003090015ThyroidATCforebrain development164/6293379/187234.85e-053.87e-04164
GO:006032311ThyroidATChead morphogenesis22/629332/187235.14e-053.99e-0422
GO:007178622ThyroidATCendoplasmic reticulum tubular network organization14/629318/187231.59e-041.10e-0314
GO:190211713ThyroidATCpositive regulation of organelle assembly36/629367/187235.41e-043.13e-0336
GO:004408813ThyroidATCregulation of vacuole organization26/629345/187237.43e-044.14e-0326
GO:004354715ThyroidATCpositive regulation of GTPase activity106/6293255/187234.58e-031.89e-02106
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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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