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: 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


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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
57826RAP2CLZE20THumanEsophagusESCC9.13e-112.32e-010.0662
57826RAP2CLZE22THumanEsophagusESCC1.14e-042.11e-010.068
57826RAP2CLZE24THumanEsophagusESCC1.71e-154.26e-010.0596
57826RAP2CP1T-EHumanEsophagusESCC9.83e-124.10e-010.0875
57826RAP2CP2T-EHumanEsophagusESCC8.13e-152.11e-010.1177
57826RAP2CP4T-EHumanEsophagusESCC4.36e-093.11e-010.1323
57826RAP2CP5T-EHumanEsophagusESCC1.90e-059.93e-020.1327
57826RAP2CP8T-EHumanEsophagusESCC1.48e-051.50e-010.0889
57826RAP2CP9T-EHumanEsophagusESCC7.42e-133.04e-010.1131
57826RAP2CP10T-EHumanEsophagusESCC6.84e-072.34e-010.116
57826RAP2CP11T-EHumanEsophagusESCC1.24e-041.68e-010.1426
57826RAP2CP12T-EHumanEsophagusESCC1.95e-091.78e-010.1122
57826RAP2CP15T-EHumanEsophagusESCC7.88e-045.93e-020.1149
57826RAP2CP16T-EHumanEsophagusESCC7.64e-048.42e-040.1153
57826RAP2CP17T-EHumanEsophagusESCC6.05e-038.81e-020.1278
57826RAP2CP19T-EHumanEsophagusESCC3.13e-022.13e-010.1662
57826RAP2CP20T-EHumanEsophagusESCC5.38e-151.63e-010.1124
57826RAP2CP21T-EHumanEsophagusESCC1.79e-192.48e-010.1617
57826RAP2CP22T-EHumanEsophagusESCC2.96e-121.52e-010.1236
57826RAP2CP23T-EHumanEsophagusESCC8.42e-206.34e-010.108
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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
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: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
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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
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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
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
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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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