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: RAPGEF3

Gene summary for RAPGEF3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAPGEF3

Gene ID

10411

Gene nameRap guanine nucleotide exchange factor 3
Gene AliasCAMP-GEFI
Cytomap12q13.11
Gene Typeprotein-coding
GO ID

GO:0000768

UniProtAcc

Q99777


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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
10411RAPGEF3C04HumanOral cavityOSCC3.59e-166.21e-010.2633
10411RAPGEF3C21HumanOral cavityOSCC1.29e-155.79e-010.2678
10411RAPGEF3C30HumanOral cavityOSCC3.71e-146.08e-010.3055
10411RAPGEF3C06HumanOral cavityOSCC4.73e-046.81e-010.2699
10411RAPGEF3SYSMH3HumanOral cavityOSCC2.91e-082.16e-010.2442
10411RAPGEF3SYSMH5HumanOral cavityOSCC2.40e-062.16e-010.0647
10411RAPGEF3male-WTAHumanThyroidPTC2.25e-353.95e-010.1037
10411RAPGEF3PTC01HumanThyroidPTC2.43e-193.39e-010.1899
10411RAPGEF3PTC03HumanThyroidPTC9.73e-276.90e-010.1784
10411RAPGEF3PTC04HumanThyroidPTC3.67e-365.43e-010.1927
10411RAPGEF3PTC05HumanThyroidPTC3.20e-157.72e-010.2065
10411RAPGEF3PTC06HumanThyroidPTC1.04e-451.00e+000.2057
10411RAPGEF3PTC07HumanThyroidPTC1.88e-588.62e-010.2044
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:000691317Oral cavityOSCCnucleocytoplasmic transport204/7305301/187232.65e-246.98e-22204
GO:005116917Oral cavityOSCCnuclear transport204/7305301/187232.65e-246.98e-22204
GO:003238615Oral cavityOSCCregulation of intracellular transport218/7305337/187236.91e-221.41e-19218
GO:003315718Oral cavityOSCCregulation of intracellular protein transport155/7305229/187231.05e-181.28e-16155
GO:005116817Oral cavityOSCCnuclear export112/7305154/187231.70e-171.56e-15112
GO:190495119Oral cavityOSCCpositive regulation of establishment of protein localization196/7305319/187232.89e-162.20e-14196
GO:005122219Oral cavityOSCCpositive regulation of protein transport187/7305303/187237.37e-165.49e-14187
GO:003238818Oral cavityOSCCpositive regulation of intracellular transport134/7305202/187232.82e-151.88e-13134
GO:009031610Oral cavityOSCCpositive regulation of intracellular protein transport110/7305160/187232.10e-141.19e-12110
GO:004682217Oral cavityOSCCregulation of nucleocytoplasmic transport79/7305106/187231.04e-135.37e-1279
GO:00435434Oral cavityOSCCprotein acylation149/7305243/187231.33e-125.80e-11149
GO:190290520Oral cavityOSCCpositive regulation of supramolecular fiber organization131/7305209/187233.18e-121.27e-10131
GO:00064734Oral cavityOSCCprotein acetylation124/7305201/187235.59e-111.74e-09124
GO:190290320Oral cavityOSCCregulation of supramolecular fiber organization211/7305383/187239.45e-112.88e-09211
GO:005149518Oral cavityOSCCpositive regulation of cytoskeleton organization135/7305226/187231.98e-105.66e-09135
GO:00072659Oral cavityOSCCRas protein signal transduction185/7305337/187231.95e-094.60e-08185
GO:000701520Oral cavityOSCCactin filament organization230/7305442/187231.37e-082.77e-07230
GO:003297020Oral cavityOSCCregulation of actin filament-based process209/7305397/187231.89e-083.72e-07209
GO:003295620Oral cavityOSCCregulation of actin cytoskeleton organization189/7305358/187236.81e-081.21e-06189
GO:004682414Oral cavityOSCCpositive regulation of nucleocytoplasmic transport45/730562/187238.26e-081.46e-0645
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0467030Oral cavityOSCCLeukocyte transendothelial migration63/3704114/84658.46e-031.96e-029.95e-0363
hsa0401518Oral cavityOSCCRap1 signaling pathway107/3704210/84652.01e-024.34e-022.21e-02107
hsa04670113Oral cavityOSCCLeukocyte transendothelial migration63/3704114/84658.46e-031.96e-029.95e-0363
hsa0401519Oral cavityOSCCRap1 signaling pathway107/3704210/84652.01e-024.34e-022.21e-02107
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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
RAPGEF3SNVMissense_Mutationnovelc.2546N>Ap.Ala849Glup.A849EO95398protein_codingdeleterious(0)benign(0.027)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RAPGEF3SNVMissense_Mutationc.2188C>Ap.Pro730Thrp.P730TO95398protein_codingdeleterious(0.01)benign(0.035)TCGA-A2-A0ET-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
RAPGEF3SNVMissense_Mutationc.1231N>Tp.His411Tyrp.H411YO95398protein_codingtolerated(0.3)possibly_damaging(0.779)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RAPGEF3SNVMissense_Mutationc.889N>Ap.Gly297Serp.G297SO95398protein_codingdeleterious(0.02)probably_damaging(0.967)TCGA-C8-A133-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RAPGEF3insertionFrame_Shift_Insnovelc.354_355insAGGGCAGTCCTGGGAAGp.Lys120AlafsTer55p.K120Afs*55O95398protein_codingTCGA-BH-A0DP-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
RAPGEF3deletionFrame_Shift_Delnovelc.2764delNp.Glu922SerfsTer56p.E922Sfs*56O95398protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
RAPGEF3SNVMissense_Mutationnovelc.2269N>Tp.Val757Phep.V757FO95398protein_codingdeleterious(0)possibly_damaging(0.759)TCGA-C5-A8YR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
RAPGEF3SNVMissense_Mutationnovelc.1483N>Ap.Asp495Asnp.D495NO95398protein_codingtolerated(0.46)benign(0.325)TCGA-5M-AAT5-01Colorectumcolon adenocarcinomaUnknownUnknownI/IIUnknownUnknownUnknown
RAPGEF3SNVMissense_Mutationc.743A>Gp.His248Argp.H248RO95398protein_codingdeleterious(0)probably_damaging(0.99)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAPGEF3SNVMissense_Mutationc.1121N>Ap.Gly374Aspp.G374DO95398protein_codingdeleterious(0.03)probably_damaging(0.938)TCGA-A6-6653-01Colorectumcolon 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
10411RAPGEF3ENZYMECRYPTOTANSHINONECRYPTOTANSHINONE
10411RAPGEF3ENZYME8-BROMO-CAMP SODIUMCHEMBL1256796
10411RAPGEF3ENZYMEHEXACHLOROPHENEHEXACHLOROPHENE
10411RAPGEF3ENZYMEISOQUINOLINE-1,3(2H,4H)-DIONECHEMBL1210769
10411RAPGEF3ENZYMELUTEOLINLUTEOLIN
10411RAPGEF3ENZYMEIDARUBICIN HYDROCHLORIDEIDARUBICIN HYDROCHLORIDE
10411RAPGEF3ENZYME5,6,7,8,4'-PENTAHYDROXYFLAVONECHEMBL234338
10411RAPGEF3ENZYME2,4-DIHYDROXYBENZOPHENONE2,4-DIHYDROXYBENZOPHENONE
10411RAPGEF3ENZYMERAFOXANIDERAFOXANIDE
10411RAPGEF3ENZYME9,10-PHENANTHRENEQUINONE9,10-PHENANTHRENEQUINONE
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