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:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:003109818EsophagusESCCstress-activated protein kinase signaling cascade154/8552247/187238.53e-081.44e-06154
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:005140318EsophagusESCCstress-activated MAPK cascade147/8552239/187235.43e-077.18e-06147
GO:004677710EsophagusESCCprotein autophosphorylation138/8552227/187232.98e-063.38e-05138
GO:003153218EsophagusESCCactin cytoskeleton reorganization72/8552107/187235.03e-065.31e-0572
GO:007030217EsophagusESCCregulation of stress-activated protein kinase signaling cascade119/8552195/187231.07e-051.01e-04119
GO:003287217EsophagusESCCregulation of stress-activated MAPK cascade116/8552192/187232.63e-052.21e-04116
GO:00072549EsophagusESCCJNK cascade102/8552167/187234.22e-053.39e-04102
GO:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:001097516EsophagusESCCregulation of neuron projection development240/8552445/187232.48e-041.53e-03240
GO:00463289EsophagusESCCregulation of JNK cascade80/8552133/187235.35e-042.95e-0380
GO:00319521EsophagusESCCregulation of protein autophosphorylation29/855243/187233.25e-031.35e-0229
GO:00300339EsophagusESCCmicrovillus assembly13/855216/187234.05e-031.62e-0213
GO:001635816EsophagusESCCdendrite development130/8552243/187238.33e-032.95e-02130
GO:00319541EsophagusESCCpositive regulation of protein autophosphorylation19/855227/187238.35e-032.95e-0219
GO:007265921LiverHCCprotein localization to plasma membrane177/7958284/187231.02e-114.18e-10177
GO:199077821LiverHCCprotein localization to cell periphery200/7958333/187236.07e-112.23e-09200
GO:000941022LiverHCCresponse to xenobiotic stimulus248/7958462/187236.47e-071.02e-05248
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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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