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: RPAIN

Gene summary for RPAIN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPAIN

Gene ID

84268

Gene nameRPA interacting protein
Gene AliasHRIP
Cytomap17p13.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A0B4J1T3


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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
84268RPAINAEH-subject1HumanEndometriumAEH4.89e-06-1.96e-01-0.3059
84268RPAINAEH-subject2HumanEndometriumAEH1.23e-09-2.33e-01-0.2525
84268RPAINAEH-subject3HumanEndometriumAEH7.55e-10-2.69e-01-0.2576
84268RPAINEEC-subject1HumanEndometriumEEC1.76e-08-1.96e-01-0.2682
84268RPAINEEC-subject2HumanEndometriumEEC1.09e-11-2.85e-01-0.2607
84268RPAINEEC-subject3HumanEndometriumEEC1.90e-34-3.24e-01-0.2525
84268RPAINEEC-subject5HumanEndometriumEEC1.34e-04-2.05e-01-0.249
84268RPAINGSM5276934HumanEndometriumEEC5.87e-04-2.11e-01-0.0913
84268RPAINGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.89e-24-1.64e-01-0.1869
84268RPAINGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC3.00e-21-1.58e-01-0.1875
84268RPAINGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC9.61e-30-1.64e-01-0.1883
84268RPAINGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC9.62e-28-2.13e-01-0.1934
84268RPAINGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC4.31e-46-1.51e-01-0.1917
84268RPAINGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC6.90e-44-5.60e-02-0.1916
84268RPAINGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC7.31e-052.03e-02-0.1269
84268RPAINLZE3DHumanEsophagusHGIN4.22e-034.81e-010.0668
84268RPAINLZE4THumanEsophagusESCC2.31e-135.90e-010.0811
84268RPAINLZE7THumanEsophagusESCC2.61e-171.62e+000.0667
84268RPAINLZE8THumanEsophagusESCC6.04e-082.92e-010.067
84268RPAINLZE20THumanEsophagusESCC1.19e-046.73e-020.0662
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:007259410EndometriumAEHestablishment of protein localization to organelle89/2100422/187232.41e-091.90e-0789
GO:00345049EndometriumAEHprotein localization to nucleus57/2100290/187231.65e-053.42e-0457
GO:000691310EndometriumAEHnucleocytoplasmic transport54/2100301/187233.24e-043.62e-0354
GO:005116910EndometriumAEHnuclear transport54/2100301/187233.24e-043.62e-0354
GO:00170389EndometriumAEHprotein import37/2100206/187232.56e-031.89e-0237
GO:007259415EndometriumEECestablishment of protein localization to organelle94/2168422/187232.22e-102.51e-0894
GO:003450413EndometriumEECprotein localization to nucleus60/2168290/187235.09e-061.26e-0460
GO:000691314EndometriumEECnucleocytoplasmic transport59/2168301/187233.31e-055.65e-0459
GO:005116914EndometriumEECnuclear transport59/2168301/187233.31e-055.65e-0459
GO:001703813EndometriumEECprotein import40/2168206/187236.94e-046.66e-0340
GO:007259420EsophagusHGINestablishment of protein localization to organelle120/2587422/187231.73e-154.00e-13120
GO:003450417EsophagusHGINprotein localization to nucleus84/2587290/187231.06e-111.24e-0984
GO:000691319EsophagusHGINnucleocytoplasmic transport83/2587301/187232.14e-101.97e-0883
GO:005116919EsophagusHGINnuclear transport83/2587301/187232.14e-101.97e-0883
GO:001703817EsophagusHGINprotein import51/2587206/187231.79e-054.86e-0451
GO:005117010EsophagusHGINimport into nucleus41/2587159/187234.24e-051.04e-0341
GO:000660610EsophagusHGINprotein import into nucleus39/2587155/187231.14e-042.39e-0339
GO:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0006913110EsophagusESCCnucleocytoplasmic transport230/8552301/187236.04e-282.02e-25230
GO:0051169110EsophagusESCCnuclear transport230/8552301/187236.04e-282.02e-25230
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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
RPAINSNVMissense_Mutationc.457N>Cp.Val153Leup.V153Lprotein_codingtolerated(0.87)benign(0.001)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
RPAINSNVMissense_Mutationrs572268596c.637N>Ap.Val213Ilep.V213Iprotein_codingtolerated_low_confidence(0.39)benign(0.003)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RPAINSNVMissense_Mutationc.5C>Tp.Ala2Valp.A2Vprotein_codingdeleterious(0)possibly_damaging(0.454)TCGA-AA-A01V-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RPAINSNVMissense_Mutationrs760113626c.131N>Gp.Tyr44Cysp.Y44Cprotein_codingdeleterious(0)probably_damaging(0.977)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
RPAINSNVMissense_Mutationc.101N>Tp.Arg34Ilep.R34Iprotein_codingdeleterious(0)possibly_damaging(0.885)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RPAINSNVMissense_Mutationnovelc.562N>Ap.Pro188Thrp.P188Tprotein_codingtolerated(0.43)benign(0.001)TCGA-AX-A1C4-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RPAINSNVMissense_Mutationnovelc.481N>Tp.Pro161Serp.P161Sprotein_codingtolerated(0.58)benign(0.019)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
RPAINSNVMissense_Mutationnovelc.464A>Gp.Gln155Argp.Q155Rprotein_codingtolerated(0.15)possibly_damaging(0.463)TCGA-BG-A0MK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
RPAINSNVMissense_Mutationc.239A>Gp.Glu80Glyp.E80Gprotein_codingdeleterious(0.04)possibly_damaging(0.461)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RPAINSNVMissense_Mutationnovelc.352N>Cp.Phe118Leup.F118Lprotein_codingdeleterious(0)benign(0.203)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
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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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