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: RPA2

Gene summary for RPA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPA2

Gene ID

6118

Gene namereplication protein A2
Gene AliasREPA2
Cytomap1p35.3
Gene Typeprotein-coding
GO ID

GO:0000018

UniProtAcc

B4DUL2


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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
6118RPA2LZE4THumanEsophagusESCC9.39e-082.63e-010.0811
6118RPA2LZE7THumanEsophagusESCC1.44e-084.07e-010.0667
6118RPA2LZE8THumanEsophagusESCC9.10e-041.01e-010.067
6118RPA2LZE20THumanEsophagusESCC6.68e-031.75e-010.0662
6118RPA2LZE22THumanEsophagusESCC4.67e-033.34e-010.068
6118RPA2LZE24THumanEsophagusESCC4.52e-153.66e-010.0596
6118RPA2LZE21THumanEsophagusESCC2.82e-042.45e-010.0655
6118RPA2LZE6THumanEsophagusESCC1.71e-042.41e-010.0845
6118RPA2P1T-EHumanEsophagusESCC4.37e-044.40e-010.0875
6118RPA2P2T-EHumanEsophagusESCC5.38e-346.11e-010.1177
6118RPA2P4T-EHumanEsophagusESCC1.87e-205.30e-010.1323
6118RPA2P5T-EHumanEsophagusESCC3.59e-224.58e-010.1327
6118RPA2P8T-EHumanEsophagusESCC7.39e-255.06e-010.0889
6118RPA2P9T-EHumanEsophagusESCC9.65e-062.05e-010.1131
6118RPA2P10T-EHumanEsophagusESCC6.11e-551.08e+000.116
6118RPA2P11T-EHumanEsophagusESCC3.35e-115.86e-010.1426
6118RPA2P12T-EHumanEsophagusESCC4.96e-213.47e-010.1122
6118RPA2P15T-EHumanEsophagusESCC2.77e-153.80e-010.1149
6118RPA2P16T-EHumanEsophagusESCC1.42e-153.30e-010.1153
6118RPA2P17T-EHumanEsophagusESCC1.26e-063.60e-010.1278
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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
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:0044774LiverHCCmitotic DNA integrity checkpoint49/795885/187233.44e-031.55e-0249
GO:00448191LiverHCCmitotic G1/S transition checkpoint21/795831/187234.01e-031.76e-0221
GO:0006284LiverHCCbase-excision repair27/795843/187235.79e-032.40e-0227
GO:2000779LiverHCCregulation of double-strand break repair47/795885/187231.17e-024.28e-0247
GO:00447728Oral cavityOSCCmitotic cell cycle phase transition255/7305424/187235.29e-196.98e-17255
GO:00073469Oral cavityOSCCregulation of mitotic cell cycle266/7305457/187233.87e-173.41e-15266
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
GO:005105210Oral cavityOSCCregulation of DNA metabolic process207/7305359/187234.45e-132.17e-11207
GO:19019905Oral cavityOSCCregulation of mitotic cell cycle phase transition173/7305299/187232.49e-118.35e-10173
GO:200102017Oral cavityOSCCregulation of response to DNA damage stimulus131/7305219/187233.21e-108.72e-09131
GO:000072316Oral cavityOSCCtelomere maintenance85/7305131/187231.72e-094.09e-0885
GO:19019875Oral cavityOSCCregulation of cell cycle phase transition209/7305390/187232.79e-096.42e-08209
GO:00457864Oral cavityOSCCnegative regulation of cell cycle206/7305385/187234.28e-099.55e-08206
GO:00000753Oral cavityOSCCcell cycle checkpoint101/7305169/187233.53e-086.68e-07101
GO:00070933Oral cavityOSCCmitotic cell cycle checkpoint81/7305129/187233.75e-087.06e-0781
GO:00427707Oral cavityOSCCsignal transduction in response to DNA damage102/7305172/187235.27e-089.68e-07102
GO:00459304Oral cavityOSCCnegative regulation of mitotic cell cycle132/7305235/187236.51e-081.16e-06132
GO:19019914Oral cavityOSCCnegative regulation of mitotic cell cycle phase transition104/7305179/187231.67e-072.73e-06104
GO:00000826Oral cavityOSCCG1/S transition of mitotic cell cycle120/7305214/187232.86e-074.40e-06120
GO:00345023Oral cavityOSCCprotein localization to chromosome60/730592/187233.17e-074.79e-0660
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0342022EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa030304EsophagusESCCDNA replication32/420536/84657.71e-075.06e-062.59e-0632
hsa034304EsophagusESCCMismatch repair21/420523/84652.85e-051.35e-046.90e-0521
hsa0342032EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa0303011EsophagusESCCDNA replication32/420536/84657.71e-075.06e-062.59e-0632
hsa0343011EsophagusESCCMismatch repair21/420523/84652.85e-051.35e-046.90e-0521
hsa03420LiverCirrhoticNucleotide excision repair29/253063/84654.81e-031.74e-021.07e-0229
hsa034201LiverCirrhoticNucleotide excision repair29/253063/84654.81e-031.74e-021.07e-0229
hsa034202LiverHCCNucleotide excision repair41/402063/84653.59e-031.12e-026.22e-0341
hsa034203LiverHCCNucleotide excision repair41/402063/84653.59e-031.12e-026.22e-0341
hsa034204Oral cavityOSCCNucleotide excision repair49/370463/84653.48e-082.91e-071.48e-0749
hsa03030Oral cavityOSCCDNA replication31/370436/84651.70e-071.19e-066.03e-0731
hsa03430Oral cavityOSCCMismatch repair19/370423/84651.55e-045.34e-042.72e-0419
hsa0342011Oral cavityOSCCNucleotide excision repair49/370463/84653.48e-082.91e-071.48e-0749
hsa030301Oral cavityOSCCDNA replication31/370436/84651.70e-071.19e-066.03e-0731
hsa034301Oral cavityOSCCMismatch repair19/370423/84651.55e-045.34e-042.72e-0419
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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
RPA2SNVMissense_Mutationc.279N>Tp.Lys93Asnp.K93NP15927protein_codingdeleterious(0.01)benign(0.44)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
RPA2SNVMissense_Mutationnovelc.215N>Ap.Phe72Tyrp.F72YP15927protein_codingdeleterious(0.01)possibly_damaging(0.906)TCGA-Z7-A8R6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
RPA2SNVMissense_Mutationrs755345876c.92N>Tp.Ser31Phep.S31FP15927protein_codingdeleterious(0)possibly_damaging(0.907)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RPA2SNVMissense_Mutationc.331G>Tp.Asp111Tyrp.D111YP15927protein_codingdeleterious(0)probably_damaging(0.942)TCGA-G4-6311-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
RPA2SNVMissense_Mutationnovelc.307N>Tp.Asp103Tyrp.D103YP15927protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RPA2SNVMissense_Mutationnovelc.758C>Ap.Ala253Aspp.A253DP15927protein_codingdeleterious(0)benign(0.319)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
RPA2SNVMissense_Mutationnovelc.139T>Gp.Ser47Alap.S47AP15927protein_codingtolerated(0.19)benign(0.022)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
RPA2SNVMissense_Mutationnovelc.276G>Tp.Glu92Aspp.E92DP15927protein_codingtolerated(0.17)benign(0.003)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
RPA2SNVMissense_Mutationc.568N>Tp.Pro190Serp.P190SP15927protein_codingtolerated(0.37)benign(0.007)TCGA-B5-A0K6-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RPA2SNVMissense_Mutationc.624G>Ap.Met208Ilep.M208IP15927protein_codingtolerated(0.48)benign(0.001)TCGA-B5-A11E-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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