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: RAP2B

Gene summary for RAP2B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAP2B

Gene ID

5912

Gene nameRAP2B, member of RAS oncogene family
Gene AliasRAP2B
Cytomap3q25.2
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

P61225


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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
5912RAP2BCA_HPV_2HumanCervixCC3.70e-063.44e-010.0391
5912RAP2BN_HPV_2HumanCervixN_HPV2.13e-021.78e-01-0.0131
5912RAP2BCCI_2HumanCervixCC8.61e-089.31e-010.5249
5912RAP2BTumorHumanCervixCC5.06e-134.26e-010.1241
5912RAP2Bsample1HumanCervixCC1.75e-045.24e-010.0959
5912RAP2Bsample3HumanCervixCC9.58e-295.76e-010.1387
5912RAP2BT1HumanCervixCC6.82e-247.73e-010.0918
5912RAP2BT3HumanCervixCC6.55e-336.00e-010.1389
5912RAP2BLZE4THumanEsophagusESCC1.60e-052.61e-010.0811
5912RAP2BLZE8THumanEsophagusESCC8.02e-071.47e-010.067
5912RAP2BLZE20THumanEsophagusESCC7.00e-061.06e-010.0662
5912RAP2BLZE24THumanEsophagusESCC1.94e-171.32e+000.0596
5912RAP2BLZE21THumanEsophagusESCC5.12e-121.39e+000.0655
5912RAP2BLZE6THumanEsophagusESCC1.70e-04-2.75e-010.0845
5912RAP2BP1T-EHumanEsophagusESCC2.22e-081.02e+000.0875
5912RAP2BP2T-EHumanEsophagusESCC8.86e-702.27e+000.1177
5912RAP2BP4T-EHumanEsophagusESCC1.77e-251.49e+000.1323
5912RAP2BP5T-EHumanEsophagusESCC1.34e-431.52e+000.1327
5912RAP2BP8T-EHumanEsophagusESCC3.89e-144.45e-010.0889
5912RAP2BP9T-EHumanEsophagusESCC1.29e-371.51e+000.1131
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:004206010CervixCCwound healing109/2311422/187231.84e-141.57e-11109
GO:00072656CervixCCRas protein signal transduction79/2311337/187239.49e-097.77e-0779
GO:005087810CervixCCregulation of body fluid levels78/2311379/187233.20e-068.77e-0578
GO:003410910CervixCChomotypic cell-cell adhesion26/231190/187232.12e-053.82e-0426
GO:00512713CervixCCnegative regulation of cellular component movement73/2311367/187232.22e-053.95e-0473
GO:00400133CervixCCnegative regulation of locomotion76/2311391/187233.47e-055.60e-0476
GO:20001463CervixCCnegative regulation of cell motility71/2311359/187233.47e-055.60e-0471
GO:00303363CervixCCnegative regulation of cell migration68/2311344/187235.11e-057.70e-0468
GO:00705279CervixCCplatelet aggregation19/231167/187233.42e-043.58e-0319
GO:00508176CervixCCcoagulation45/2311222/187235.08e-044.94e-0345
GO:00075966CervixCCblood coagulation44/2311217/187235.78e-045.52e-0344
GO:00301682CervixCCplatelet activation28/2311123/187238.92e-047.71e-0328
GO:00075996CervixCChemostasis44/2311222/187239.47e-047.95e-0344
GO:004206025CervixN_HPVwound healing28/534422/187233.37e-058.58e-0428
GO:003410924CervixN_HPVhomotypic cell-cell adhesion9/53490/187231.06e-031.23e-029
GO:005087824CervixN_HPVregulation of body fluid levels22/534379/187231.37e-031.49e-0222
GO:005127112CervixN_HPVnegative regulation of cellular component movement20/534367/187234.53e-033.40e-0220
GO:005081721CervixN_HPVcoagulation14/534222/187234.76e-033.52e-0214
GO:200014612CervixN_HPVnegative regulation of cell motility19/534359/187237.54e-034.89e-0219
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
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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
RAP2BSNVMissense_Mutationc.414N>Cp.Trp138Cysp.W138CP61225protein_codingdeleterious(0.01)probably_damaging(1)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RAP2BSNVMissense_Mutationc.245N>Gp.Tyr82Cysp.Y82CP61225protein_codingdeleterious(0.01)probably_damaging(0.989)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RAP2BSNVMissense_Mutationnovelc.356A>Gp.Asp119Glyp.D119GP61225protein_codingdeleterious(0)probably_damaging(1)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RAP2BSNVMissense_Mutationc.200N>Cp.Met67Thrp.M67TP61225protein_codingdeleterious(0.02)probably_damaging(0.994)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RAP2BSNVMissense_Mutationnovelc.90N>Tp.Glu30Aspp.E30DP61225protein_codingtolerated(0.32)probably_damaging(0.986)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RAP2BSNVMissense_Mutationnovelc.408G>Tp.Glu136Aspp.E136DP61225protein_codingtolerated(0.15)benign(0)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
RAP2BSNVMissense_Mutationnovelc.90N>Tp.Glu30Aspp.E30DP61225protein_codingtolerated(0.32)probably_damaging(0.986)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
RAP2BSNVMissense_Mutationnovelc.212N>Gp.Tyr71Cysp.Y71CP61225protein_codingdeleterious(0)probably_damaging(0.998)TCGA-E6-A1M0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
RAP2BSNVMissense_Mutationnovelc.112N>Tp.Asp38Tyrp.D38YP61225protein_codingdeleterious(0)probably_damaging(1)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAP2BSNVMissense_Mutationnovelc.112N>Tp.Asp38Tyrp.D38YP61225protein_codingdeleterious(0)probably_damaging(1)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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