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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: RAP2C

Gene summary for RAP2C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAP2C

Gene ID

57826

Gene nameRAP2C, member of RAS oncogene family
Gene AliasRAP2C
CytomapXq26.2
Gene Typeprotein-coding
GO ID

GO:0001885

UniProtAcc

Q9Y3L5


Top

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
57826RAP2CP24T-EHumanEsophagusESCC5.25e-082.12e-010.1287
57826RAP2CP26T-EHumanEsophagusESCC9.47e-183.49e-010.1276
57826RAP2CP27T-EHumanEsophagusESCC3.05e-056.99e-020.1055
57826RAP2CP28T-EHumanEsophagusESCC1.05e-081.76e-010.1149
57826RAP2CP30T-EHumanEsophagusESCC1.11e-071.99e-010.137
57826RAP2CP31T-EHumanEsophagusESCC6.16e-041.26e-010.1251
57826RAP2CP32T-EHumanEsophagusESCC4.31e-152.06e-010.1666
57826RAP2CP36T-EHumanEsophagusESCC7.01e-083.29e-010.1187
57826RAP2CP37T-EHumanEsophagusESCC2.25e-102.24e-010.1371
57826RAP2CP39T-EHumanEsophagusESCC6.97e-153.16e-010.0894
57826RAP2CP40T-EHumanEsophagusESCC3.67e-031.13e-010.109
57826RAP2CP42T-EHumanEsophagusESCC3.92e-082.20e-010.1175
57826RAP2CP44T-EHumanEsophagusESCC2.26e-036.01e-020.1096
57826RAP2CP47T-EHumanEsophagusESCC1.43e-082.79e-010.1067
57826RAP2CP48T-EHumanEsophagusESCC1.52e-041.04e-010.0959
57826RAP2CP49T-EHumanEsophagusESCC1.35e-068.09e-010.1768
57826RAP2CP52T-EHumanEsophagusESCC9.82e-072.28e-010.1555
57826RAP2CP54T-EHumanEsophagusESCC6.65e-046.05e-020.0975
57826RAP2CP57T-EHumanEsophagusESCC7.31e-031.38e-010.0926
57826RAP2CP61T-EHumanEsophagusESCC4.95e-122.27e-010.099
Page: 1 2 3 4 5 

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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:000206420EsophagusESCCepithelial cell development136/8552220/187239.50e-071.21e-05136
GO:004677710EsophagusESCCprotein autophosphorylation138/8552227/187232.98e-063.38e-05138
GO:000188510EsophagusESCCendothelial cell development44/855264/187231.59e-041.05e-0344
GO:006102818EsophagusESCCestablishment of endothelial barrier32/855246/187239.01e-044.61e-0332
GO:00182124EsophagusESCCpeptidyl-tyrosine modification202/8552378/187231.34e-036.39e-03202
GO:00181084EsophagusESCCpeptidyl-tyrosine phosphorylation200/8552375/187231.60e-037.45e-03200
GO:00507303EsophagusESCCregulation of peptidyl-tyrosine phosphorylation144/8552264/187232.22e-039.78e-03144
GO:00610972EsophagusESCCregulation of protein tyrosine kinase activity55/855290/187232.27e-039.99e-0355
GO:00319521EsophagusESCCregulation of protein autophosphorylation29/855243/187233.25e-031.35e-0229
GO:00319541EsophagusESCCpositive regulation of protein autophosphorylation19/855227/187238.35e-032.95e-0219
GO:00905578EsophagusESCCestablishment of endothelial intestinal barrier10/855212/187238.94e-033.12e-0210
GO:004544610EsophagusESCCendothelial cell differentiation67/8552118/187239.86e-033.40e-0267
GO:000315818EsophagusESCCendothelium development76/8552136/187231.05e-023.59e-0276
GO:000726521LiverHCCRas protein signal transduction187/7958337/187238.89e-071.35e-05187
GO:00467775LiverHCCprotein autophosphorylation123/7958227/187232.40e-041.80e-03123
GO:000206422LiverHCCepithelial cell development114/7958220/187233.19e-031.47e-02114
GO:006102822LiverHCCestablishment of endothelial barrier28/795846/187239.16e-033.52e-0228
GO:000188512LiverHCCendothelial cell development37/795864/187239.63e-033.63e-0237
GO:00072659Oral cavityOSCCRas protein signal transduction185/7305337/187231.95e-094.60e-08185
Page: 1 2 3 4 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04530211EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa04530310EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa0453042LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa0453052LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa0453030Oral cavityOSCCTight junction102/3704169/84658.68e-063.93e-052.00e-05102
hsa04530114Oral cavityOSCCTight junction102/3704169/84658.68e-063.93e-052.00e-05102
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
RAP2CSNVMissense_Mutationc.361G>Cp.Glu121Glnp.E121QQ9Y3L5protein_codingtolerated(0.08)benign(0.072)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
RAP2CSNVMissense_Mutationc.427A>Gp.Met143Valp.M143VQ9Y3L5protein_codingtolerated(0.25)benign(0.003)TCGA-EW-A1P0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexPD
RAP2CSNVMissense_Mutationc.205G>Ap.Asp69Asnp.D69NQ9Y3L5protein_codingdeleterious(0)benign(0.18)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
RAP2CSNVMissense_Mutationc.375G>Tp.Glu125Aspp.E125DQ9Y3L5protein_codingtolerated(0.35)possibly_damaging(0.662)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAP2CSNVMissense_Mutationc.437N>Tp.Ser146Leup.S146LQ9Y3L5protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAP2CSNVMissense_Mutationnovelc.9N>Cp.Glu3Aspp.E3DQ9Y3L5protein_codingtolerated(0.16)probably_damaging(0.933)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
RAP2CSNVMissense_Mutationnovelc.403G>Ap.Ala135Thrp.A135TQ9Y3L5protein_codingdeleterious(0)probably_damaging(0.92)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAP2CSNVMissense_Mutationnovelc.133N>Ap.Glu45Lysp.E45KQ9Y3L5protein_codingtolerated(0.08)possibly_damaging(0.865)TCGA-BK-A6W3-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAP2CSNVMissense_Mutationc.37G>Ap.Gly13Argp.G13RQ9Y3L5protein_codingdeleterious(0.01)probably_damaging(1)TCGA-D1-A0ZS-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAP2CSNVMissense_Mutationrs781764495c.544N>Ap.Val182Ilep.V182IQ9Y3L5protein_codingtolerated_low_confidence(1)benign(0)TCGA-D1-A167-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
Page: 1 2 

Top

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
Page: 1