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: RAB3GAP2

Gene summary for RAB3GAP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB3GAP2

Gene ID

25782

Gene nameRAB3 GTPase activating non-catalytic protein subunit 2
Gene AliasMARTS1
Cytomap1q41
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

Q9H2M9


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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
25782RAB3GAP2C04HumanOral cavityOSCC1.28e-086.18e-010.2633
25782RAB3GAP2C21HumanOral cavityOSCC1.10e-247.64e-010.2678
25782RAB3GAP2C30HumanOral cavityOSCC1.40e-219.28e-010.3055
25782RAB3GAP2C51HumanOral cavityOSCC4.21e-084.74e-010.2674
25782RAB3GAP2EOLP-1HumanOral cavityEOLP3.97e-042.75e-01-0.0202
25782RAB3GAP2NEOLP-1HumanOral cavityNEOLP6.02e-042.90e-01-0.0194
25782RAB3GAP2SYSMH1HumanOral cavityOSCC1.25e-113.57e-010.1127
25782RAB3GAP2SYSMH2HumanOral cavityOSCC2.52e-033.04e-010.2326
25782RAB3GAP2SYSMH3HumanOral cavityOSCC2.51e-114.10e-010.2442
25782RAB3GAP2HTA12-26-1HumanPancreasPDAC8.14e-178.30e-010.3728
25782RAB3GAP2HTA12-29-1HumanPancreasPDAC2.54e-155.63e-010.3722
25782RAB3GAP2male-WTAHumanThyroidPTC6.57e-191.41e-010.1037
25782RAB3GAP2PTC01HumanThyroidPTC3.15e-081.36e-010.1899
25782RAB3GAP2PTC03HumanThyroidPTC4.76e-082.15e-010.1784
25782RAB3GAP2PTC04HumanThyroidPTC4.18e-253.09e-010.1927
25782RAB3GAP2PTC05HumanThyroidPTC7.31e-177.12e-010.2065
25782RAB3GAP2PTC06HumanThyroidPTC3.66e-285.75e-010.2057
25782RAB3GAP2PTC07HumanThyroidPTC1.91e-294.27e-010.2044
25782RAB3GAP2ATC11HumanThyroidATC8.75e-043.02e-010.3386
25782RAB3GAP2ATC12HumanThyroidATC5.52e-162.21e-010.34
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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
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
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:00725949CervixCCestablishment of protein localization to organelle99/2311422/187231.23e-102.11e-0899
GO:000989610CervixCCpositive regulation of catabolic process109/2311492/187235.26e-106.99e-08109
GO:00430877CervixCCregulation of GTPase activity79/2311348/187234.21e-082.60e-0679
GO:003133110CervixCCpositive regulation of cellular catabolic process91/2311427/187239.64e-085.25e-0691
GO:00901509CervixCCestablishment of protein localization to membrane54/2311260/187237.67e-051.05e-0354
GO:00162367CervixCCmacroautophagy58/2311291/187231.40e-041.70e-0358
GO:00709726CervixCCprotein localization to endoplasmic reticulum21/231174/187231.69e-042.00e-0321
GO:00105067CervixCCregulation of autophagy61/2311317/187232.61e-042.87e-0361
GO:19021153CervixCCregulation of organelle assembly40/2311186/187232.92e-043.15e-0340
GO:19021171CervixCCpositive regulation of organelle assembly19/231167/187233.42e-043.58e-0319
GO:00725995CervixCCestablishment of protein localization to endoplasmic reticulum13/231146/187232.95e-031.94e-0213
GO:00000452CervixCCautophagosome assembly21/231199/187238.67e-034.46e-0221
GO:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:001624114EsophagusESCCregulation of macroautophagy102/8552141/187231.09e-103.27e-09102
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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
RAB3GAP2SNVMissense_Mutationc.1387N>Gp.Gln463Glup.Q463EQ9H2M9protein_codingdeleterious(0.02)possibly_damaging(0.576)TCGA-AC-A2FG-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexCR
RAB3GAP2SNVMissense_Mutationc.2945N>Cp.Val982Alap.V982AQ9H2M9protein_codingtolerated(0.74)benign(0)TCGA-AN-A0XV-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RAB3GAP2SNVMissense_Mutationnovelc.98N>Ap.Ala33Aspp.A33DQ9H2M9protein_codingtolerated_low_confidence(0.36)benign(0.165)TCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RAB3GAP2SNVMissense_Mutationc.2222N>Gp.Phe741Cysp.F741CQ9H2M9protein_codingdeleterious(0.01)probably_damaging(0.935)TCGA-BH-A0AZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
RAB3GAP2SNVMissense_Mutationc.3200N>Tp.Ser1067Phep.S1067FQ9H2M9protein_codingdeleterious(0)probably_damaging(0.984)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RAB3GAP2SNVMissense_Mutationc.2416G>Ap.Val806Metp.V806MQ9H2M9protein_codingtolerated(0.25)possibly_damaging(0.875)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
RAB3GAP2SNVMissense_Mutationc.3859N>Ap.Gly1287Argp.G1287RQ9H2M9protein_codingdeleterious(0)possibly_damaging(0.894)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RAB3GAP2SNVMissense_Mutationc.3476C>Gp.Ser1159Cysp.S1159CQ9H2M9protein_codingtolerated(0.18)benign(0.003)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
RAB3GAP2SNVMissense_Mutationc.1847N>Cp.Leu616Serp.L616SQ9H2M9protein_codingdeleterious(0.02)benign(0.035)TCGA-E2-A15A-06Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
RAB3GAP2insertionFrame_Shift_Insnovelc.1276_1277insTCCTTGTTCTAATATTTTTACCATATTGp.Arg426LeufsTer25p.R426Lfs*25Q9H2M9protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
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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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