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: RPA3

Gene summary for RPA3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPA3

Gene ID

6119

Gene namereplication protein A3
Gene AliasREPA3
Cytomap7p21.3
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

A4D105


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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
6119RPA3GSM4909282HumanBreastIDC5.74e-134.92e-01-0.0288
6119RPA3GSM4909293HumanBreastIDC5.08e-062.61e-010.1581
6119RPA3GSM4909294HumanBreastIDC5.61e-064.08e-010.2022
6119RPA3GSM4909296HumanBreastIDC1.39e-022.34e-010.1524
6119RPA3GSM4909297HumanBreastIDC6.20e-034.78e-020.1517
6119RPA3GSM4909301HumanBreastIDC6.71e-165.12e-010.1577
6119RPA3GSM4909304HumanBreastIDC1.75e-205.65e-010.1636
6119RPA3GSM4909307HumanBreastIDC4.14e-022.78e-010.1569
6119RPA3GSM4909308HumanBreastIDC2.14e-073.77e-010.158
6119RPA3GSM4909311HumanBreastIDC1.09e-10-3.23e-020.1534
6119RPA3GSM4909312HumanBreastIDC2.73e-023.27e-020.1552
6119RPA3GSM4909315HumanBreastIDC1.79e-094.75e-010.21
6119RPA3GSM4909316HumanBreastIDC2.02e-044.72e-010.21
6119RPA3GSM4909319HumanBreastIDC1.77e-186.87e-020.1563
6119RPA3GSM4909321HumanBreastIDC1.08e-061.87e-010.1559
6119RPA3brca2HumanBreastPrecancer1.67e-062.50e-01-0.024
6119RPA3brca3HumanBreastPrecancer4.54e-031.21e-01-0.0263
6119RPA3M1HumanBreastIDC3.17e-023.14e-010.1577
6119RPA3NCCBC5HumanBreastDCIS4.26e-154.66e-010.2046
6119RPA3P1HumanBreastIDC4.47e-051.67e-020.1527
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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:00007238BreastPrecancertelomere maintenance20/1080131/187236.10e-051.25e-0320
GO:00322003BreastPrecancertelomere organization20/1080159/187238.45e-049.82e-0320
GO:000072312BreastIDCtelomere maintenance21/1434131/187239.62e-041.09e-0221
GO:00073465BreastIDCregulation of mitotic cell cycle51/1434457/187234.30e-033.35e-0251
GO:000072321BreastDCIStelomere maintenance21/1390131/187236.45e-047.96e-0321
GO:000734612BreastDCISregulation of mitotic cell cycle52/1390457/187231.38e-031.43e-0252
GO:003220011BreastDCIStelomere organization21/1390159/187237.13e-034.85e-0221
GO:00073466CervixCCregulation of mitotic cell cycle88/2311457/187231.26e-052.60e-0488
GO:00062602CervixCCDNA replication48/2311260/187232.70e-031.85e-0248
GO:00007239CervixCCtelomere maintenance26/2311131/187239.33e-034.66e-0226
GO:000072318EsophagusHGINtelomere maintenance38/2587131/187234.38e-061.42e-0438
GO:000734610EsophagusHGINregulation of mitotic cell cycle98/2587457/187234.39e-061.42e-0498
GO:00322007EsophagusHGINtelomere organization38/2587159/187234.23e-046.39e-0338
GO:00062892EsophagusHGINnucleotide-excision repair16/258760/187236.22e-034.95e-0216
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:000072319EsophagusESCCtelomere maintenance99/8552131/187232.68e-121.08e-1099
GO:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:003220014EsophagusESCCtelomere organization99/8552159/187231.77e-051.57e-0499
GO:00062843EsophagusESCCbase-excision repair33/855243/187233.25e-052.69e-0433
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa034205EsophagusHGINNucleotide excision repair29/138363/84652.96e-085.36e-074.26e-0729
hsa0342012EsophagusHGINNucleotide excision repair29/138363/84652.96e-085.36e-074.26e-0729
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
hsa0342021Oral cavityLPNucleotide excision repair37/241863/84655.14e-076.33e-064.08e-0637
hsa030302Oral cavityLPDNA replication23/241836/84651.08e-057.79e-055.02e-0523
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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
RPA3SNVMissense_Mutationc.345A>Tp.Leu115Phep.L115FP35244protein_codingtolerated(1)benign(0)TCGA-AR-A256-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
RPA3SNVMissense_Mutationc.7G>Ap.Asp3Asnp.D3NP35244protein_codingdeleterious(0.04)possibly_damaging(0.554)TCGA-D8-A27W-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicine+cyclophosphamideSD
RPA3SNVMissense_Mutationc.160G>Ap.Glu54Lysp.E54KP35244protein_codingdeleterious(0.02)probably_damaging(0.992)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
RPA3SNVMissense_Mutationnovelc.278N>Ap.Pro93Hisp.P93HP35244protein_codingdeleterious(0.03)benign(0.388)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
RPA3SNVMissense_Mutationc.361G>Tp.Asp121Tyrp.D121YP35244protein_codingdeleterious_low_confidence(0)benign(0.365)TCGA-B5-A11H-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVHormone TherapymegaceSD
RPA3SNVMissense_Mutationc.44N>Cp.Gly15Alap.G15AP35244protein_codingtolerated(0.19)benign(0)TCGA-44-7660-01Lunglung adenocarcinomaMale>=65I/IIVaccinerecprame+as15PD
RPA3SNVMissense_Mutationnovelc.68N>Tp.Lys23Metp.K23MP35244protein_codingdeleterious(0)benign(0.274)TCGA-MF-A522-01Lunglung squamous cell carcinomaMale<65I/IIChemotherapycisplatinPD
RPA3SNVMissense_Mutationrs774710098c.352N>Ap.Val118Metp.V118MP35244protein_codingtolerated(0.13)benign(0.001)TCGA-B7-5818-01Stomachstomach adenocarcinomaMale<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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