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: RAP2A

Gene summary for RAP2A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAP2A

Gene ID

5911

Gene nameRAP2A, member of RAS oncogene family
Gene AliasK-REV
Cytomap13q32.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P10114


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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
5911RAP2AP2T-EHumanEsophagusESCC1.45e-204.33e-020.1177
5911RAP2AP4T-EHumanEsophagusESCC2.87e-081.17e-010.1323
5911RAP2AP5T-EHumanEsophagusESCC1.80e-064.75e-030.1327
5911RAP2AP8T-EHumanEsophagusESCC4.22e-039.76e-030.0889
5911RAP2AP9T-EHumanEsophagusESCC2.56e-063.69e-020.1131
5911RAP2AP10T-EHumanEsophagusESCC1.09e-089.12e-020.116
5911RAP2AP11T-EHumanEsophagusESCC1.75e-039.55e-020.1426
5911RAP2AP12T-EHumanEsophagusESCC1.44e-086.95e-020.1122
5911RAP2AP15T-EHumanEsophagusESCC1.67e-062.25e-020.1149
5911RAP2AP16T-EHumanEsophagusESCC6.52e-193.56e-010.1153
5911RAP2AP21T-EHumanEsophagusESCC1.27e-063.41e-020.1617
5911RAP2AP22T-EHumanEsophagusESCC2.01e-02-1.41e-020.1236
5911RAP2AP24T-EHumanEsophagusESCC2.10e-091.07e-020.1287
5911RAP2AP26T-EHumanEsophagusESCC1.04e-073.54e-030.1276
5911RAP2AP30T-EHumanEsophagusESCC6.70e-081.17e-010.137
5911RAP2AP31T-EHumanEsophagusESCC1.76e-088.04e-030.1251
5911RAP2AP32T-EHumanEsophagusESCC1.45e-129.12e-020.1666
5911RAP2AP37T-EHumanEsophagusESCC1.23e-099.17e-020.1371
5911RAP2AP39T-EHumanEsophagusESCC2.29e-04-3.97e-020.0894
5911RAP2AP47T-EHumanEsophagusESCC4.57e-16-2.97e-040.1067
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:003153216Oral cavityOSCCactin cytoskeleton reorganization65/7305107/187234.25e-064.93e-0565
GO:000941018Oral cavityOSCCresponse to xenobiotic stimulus222/7305462/187234.00e-053.48e-04222
GO:00072548Oral cavityOSCCJNK cascade90/7305167/187236.49e-055.26e-0490
GO:00463288Oral cavityOSCCregulation of JNK cascade74/7305133/187237.22e-055.69e-0474
GO:001097510Oral cavityOSCCregulation of neuron projection development210/7305445/187232.35e-041.52e-03210
GO:0031952Oral cavityOSCCregulation of protein autophosphorylation27/730543/187231.35e-036.62e-0327
GO:0031954Oral cavityOSCCpositive regulation of protein autophosphorylation18/730527/187233.34e-031.42e-0218
GO:0032486Oral cavityOSCCRap protein signal transduction11/730515/187237.49e-032.75e-0211
GO:001635810Oral cavityOSCCdendrite development113/7305243/187231.00e-023.49e-02113
GO:003153223Oral cavityEOLPactin cytoskeleton reorganization34/2218107/187233.66e-081.41e-0634
GO:000726522Oral cavityEOLPRas protein signal transduction74/2218337/187238.76e-083.09e-0674
GO:001635815Oral cavityEOLPdendrite development55/2218243/187231.43e-063.42e-0555
GO:001097515Oral cavityEOLPregulation of neuron projection development86/2218445/187232.75e-066.05e-0586
GO:007265924Oral cavityEOLPprotein localization to plasma membrane59/2218284/187231.07e-051.91e-0459
GO:004677713Oral cavityEOLPprotein autophosphorylation49/2218227/187232.04e-053.21e-0449
GO:199077823Oral cavityEOLPprotein localization to cell periphery65/2218333/187233.17e-054.48e-0465
GO:00488137Oral cavityEOLPdendrite morphogenesis34/2218146/187237.56e-059.19e-0434
GO:00303366Oral cavityEOLPnegative regulation of cell migration64/2218344/187231.57e-041.67e-0364
GO:003109824Oral cavityEOLPstress-activated protein kinase signaling cascade49/2218247/187231.89e-041.94e-0349
GO:00512716Oral cavityEOLPnegative regulation of cellular component movement67/2218367/187231.97e-042.00e-0367
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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
RAP2ASNVMissense_Mutationnovelc.463G>Ap.Glu155Lysp.E155KP10114protein_codingdeleterious(0.02)benign(0.111)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RAP2ASNVMissense_Mutationc.503N>Tp.Ala168Valp.A168VP10114protein_codingtolerated(0.17)benign(0.017)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAP2ASNVMissense_Mutationnovelc.507N>Tp.Gln169Hisp.Q169HP10114protein_codingtolerated(0.16)benign(0.001)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAP2ASNVMissense_Mutationc.429N>Tp.Met143Ilep.M143IP10114protein_codingtolerated(0.43)benign(0.001)TCGA-AX-A05S-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnspecificCarboplatin & PaclitaxelPD
RAP2ASNVMissense_Mutationc.439N>Ap.Ala147Thrp.A147TP10114protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
RAP2ASNVMissense_Mutationnovelc.463G>Ap.Glu155Lysp.E155KP10114protein_codingdeleterious(0.02)benign(0.111)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAP2ASNVMissense_Mutationnovelc.463N>Ap.Glu155Lysp.E155KP10114protein_codingdeleterious(0.02)benign(0.111)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAP2AinsertionNonsense_Mutationnovelc.505_506insTCACAGTGGATGATAAAATGAGTTTTATGAAATGATGTTTTp.Gln169LeufsTer12p.Q169Lfs*12P10114protein_codingTCGA-BG-A0MQ-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAP2ASNVMissense_Mutationc.429N>Tp.Met143Ilep.M143IP10114protein_codingtolerated(0.43)benign(0.001)TCGA-55-6969-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
RAP2ASNVMissense_Mutationnovelc.490A>Tp.Met164Leup.M164LP10114protein_codingdeleterious(0.01)benign(0.009)TCGA-55-6975-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownPD
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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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