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: RAPGEF1

Gene summary for RAPGEF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAPGEF1

Gene ID

2889

Gene nameRap guanine nucleotide exchange factor 1
Gene AliasC3G
Cytomap9q34.13
Gene Typeprotein-coding
GO ID

GO:0001885

UniProtAcc

Q13905


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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
2889RAPGEF1HTA11_3410_2000001011HumanColorectumAD2.99e-04-2.99e-010.0155
2889RAPGEF1HTA11_347_2000001011HumanColorectumAD2.24e-084.74e-01-0.1954
2889RAPGEF1HTA11_99999970781_79442HumanColorectumMSS9.21e-07-3.33e-010.294
2889RAPGEF1HTA11_99999974143_84620HumanColorectumMSS3.11e-03-2.70e-010.3005
2889RAPGEF1A002-C-010HumanColorectumFAP2.93e-05-1.91e-010.242
2889RAPGEF1A015-C-203HumanColorectumFAP2.44e-20-4.53e-01-0.1294
2889RAPGEF1A015-C-204HumanColorectumFAP4.85e-03-1.97e-01-0.0228
2889RAPGEF1A014-C-040HumanColorectumFAP5.83e-03-4.32e-01-0.1184
2889RAPGEF1A002-C-201HumanColorectumFAP2.50e-11-3.50e-010.0324
2889RAPGEF1A002-C-203HumanColorectumFAP3.00e-03-1.34e-010.2786
2889RAPGEF1A001-C-119HumanColorectumFAP5.72e-09-4.88e-01-0.1557
2889RAPGEF1A001-C-108HumanColorectumFAP1.35e-15-3.73e-01-0.0272
2889RAPGEF1A002-C-205HumanColorectumFAP6.29e-20-4.88e-01-0.1236
2889RAPGEF1A001-C-104HumanColorectumFAP3.50e-06-2.77e-010.0184
2889RAPGEF1A015-C-006HumanColorectumFAP1.13e-12-4.83e-01-0.0994
2889RAPGEF1A015-C-106HumanColorectumFAP7.36e-10-2.78e-01-0.0511
2889RAPGEF1A002-C-114HumanColorectumFAP2.33e-15-5.08e-01-0.1561
2889RAPGEF1A015-C-104HumanColorectumFAP4.62e-23-4.51e-01-0.1899
2889RAPGEF1A001-C-014HumanColorectumFAP8.42e-11-3.25e-010.0135
2889RAPGEF1A002-C-016HumanColorectumFAP8.48e-19-4.58e-010.0521
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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
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
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:0002064ColorectumADepithelial cell development89/3918220/187232.98e-113.52e-0989
GO:0034329ColorectumADcell junction assembly136/3918420/187232.02e-081.15e-06136
GO:0043087ColorectumADregulation of GTPase activity110/3918348/187231.64e-065.03e-05110
GO:1990090ColorectumADcellular response to nerve growth factor stimulus26/391853/187234.87e-061.28e-0426
GO:0007265ColorectumADRas protein signal transduction104/3918337/187231.01e-052.35e-04104
GO:0061028ColorectumADestablishment of endothelial barrier23/391846/187231.14e-052.57e-0423
GO:1990089ColorectumADresponse to nerve growth factor26/391856/187231.71e-053.59e-0426
GO:0010975ColorectumADregulation of neuron projection development129/3918445/187232.88e-055.37e-04129
GO:0031346ColorectumADpositive regulation of cell projection organization104/3918353/187238.26e-051.30e-03104
GO:0001885ColorectumADendothelial cell development26/391864/187232.67e-043.29e-0326
GO:0043547ColorectumADpositive regulation of GTPase activity75/3918255/187237.95e-047.91e-0375
GO:0003158ColorectumADendothelium development44/3918136/187231.20e-031.07e-0244
GO:0045446ColorectumADendothelial cell differentiation39/3918118/187231.42e-031.22e-0239
GO:1901888ColorectumADregulation of cell junction assembly61/3918204/187231.50e-031.27e-0261
GO:0051591ColorectumADresponse to cAMP31/391893/187233.59e-032.58e-0231
GO:0071320ColorectumADcellular response to cAMP20/391853/187233.71e-032.62e-0220
GO:00020642ColorectumMSSepithelial cell development81/3467220/187231.02e-101.06e-0881
GO:00343292ColorectumMSScell junction assembly120/3467420/187232.51e-071.07e-05120
GO:00430872ColorectumMSSregulation of GTPase activity101/3467348/187231.00e-063.46e-05101
GO:19900902ColorectumMSScellular response to nerve growth factor stimulus23/346753/187232.56e-055.31e-0423
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04722ColorectumADNeurotrophin signaling pathway50/2092119/84652.28e-052.24e-041.43e-0450
hsa04015ColorectumADRap1 signaling pathway71/2092210/84651.72e-039.68e-036.18e-0371
hsa05211ColorectumADRenal cell carcinoma28/209269/84652.58e-031.37e-028.75e-0328
hsa04510ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa047221ColorectumADNeurotrophin signaling pathway50/2092119/84652.28e-052.24e-041.43e-0450
hsa040151ColorectumADRap1 signaling pathway71/2092210/84651.72e-039.68e-036.18e-0371
hsa052111ColorectumADRenal cell carcinoma28/209269/84652.58e-031.37e-028.75e-0328
hsa045101ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa047224ColorectumMSSNeurotrophin signaling pathway45/1875119/84657.04e-056.55e-044.02e-0445
hsa040154ColorectumMSSRap1 signaling pathway66/1875210/84651.03e-035.94e-033.64e-0366
hsa04910ColorectumMSSInsulin signaling pathway43/1875137/84657.37e-032.84e-021.74e-0243
hsa047225ColorectumMSSNeurotrophin signaling pathway45/1875119/84657.04e-056.55e-044.02e-0445
hsa040155ColorectumMSSRap1 signaling pathway66/1875210/84651.03e-035.94e-033.64e-0366
hsa049101ColorectumMSSInsulin signaling pathway43/1875137/84657.37e-032.84e-021.74e-0243
hsa045102ColorectumFAPFocal adhesion61/1404203/84651.03e-062.15e-051.31e-0561
hsa047226ColorectumFAPNeurotrophin signaling pathway38/1404119/84652.49e-052.78e-041.69e-0438
hsa052112ColorectumFAPRenal cell carcinoma23/140469/84654.86e-043.56e-032.16e-0323
hsa040156ColorectumFAPRap1 signaling pathway53/1404210/84657.93e-045.14e-033.13e-0353
hsa049102ColorectumFAPInsulin signaling pathway36/1404137/84652.51e-031.18e-027.18e-0336
hsa045103ColorectumFAPFocal adhesion61/1404203/84651.03e-062.15e-051.31e-0561
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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
RAPGEF1SNVMissense_Mutationc.2614N>Ap.Glu872Lysp.E872KQ13905protein_codingdeleterious(0.01)possibly_damaging(0.618)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
RAPGEF1SNVMissense_Mutationnovelc.956N>Tp.Ala319Valp.A319VQ13905protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RAPGEF1SNVMissense_Mutationnovelc.1924N>Gp.Lys642Glup.K642EQ13905protein_codingtolerated(0.44)benign(0.152)TCGA-AN-A0AT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RAPGEF1SNVMissense_Mutationc.1636N>Gp.Phe546Valp.F546VQ13905protein_codingtolerated(0.14)benign(0.228)TCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RAPGEF1SNVMissense_Mutationc.3274N>Ap.Glu1092Lysp.E1092KQ13905protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.716)TCGA-AR-A250-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
RAPGEF1SNVMissense_Mutationc.780G>Cp.Glu260Aspp.E260DQ13905protein_codingtolerated(0.09)possibly_damaging(0.469)TCGA-BH-A209-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RAPGEF1SNVMissense_Mutationc.2641G>Ap.Glu881Lysp.E881KQ13905protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RAPGEF1SNVMissense_Mutationc.583G>Ap.Val195Metp.V195MQ13905protein_codingdeleterious(0.04)probably_damaging(0.927)TCGA-E2-A15M-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RAPGEF1SNVMissense_Mutationnovelc.159N>Cp.Lys53Asnp.K53NQ13905protein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-E9-A22A-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
RAPGEF1SNVMissense_Mutationnovelc.1852N>Cp.Asp618Hisp.D618HQ13905protein_codingdeleterious(0)probably_damaging(0.922)TCGA-LL-A6FP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
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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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