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: WRNIP1

Gene summary for WRNIP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WRNIP1

Gene ID

56897

Gene nameWRN helicase interacting protein 1
Gene AliasCFAP93
Cytomap6p25.2
Gene Typeprotein-coding
GO ID

GO:0000731

UniProtAcc

Q96S55


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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
56897WRNIP1LZE2THumanEsophagusESCC3.40e-022.16e-010.082
56897WRNIP1LZE7THumanEsophagusESCC9.51e-058.50e-020.0667
56897WRNIP1LZE24THumanEsophagusESCC7.02e-069.95e-020.0596
56897WRNIP1P2T-EHumanEsophagusESCC1.40e-213.39e-010.1177
56897WRNIP1P4T-EHumanEsophagusESCC4.26e-102.17e-010.1323
56897WRNIP1P5T-EHumanEsophagusESCC9.81e-131.03e-010.1327
56897WRNIP1P8T-EHumanEsophagusESCC5.48e-156.91e-020.0889
56897WRNIP1P9T-EHumanEsophagusESCC2.82e-081.80e-010.1131
56897WRNIP1P10T-EHumanEsophagusESCC2.45e-108.44e-020.116
56897WRNIP1P11T-EHumanEsophagusESCC1.81e-062.56e-010.1426
56897WRNIP1P12T-EHumanEsophagusESCC2.56e-091.83e-020.1122
56897WRNIP1P15T-EHumanEsophagusESCC6.52e-097.88e-020.1149
56897WRNIP1P16T-EHumanEsophagusESCC2.95e-084.32e-020.1153
56897WRNIP1P17T-EHumanEsophagusESCC2.34e-051.98e-010.1278
56897WRNIP1P20T-EHumanEsophagusESCC7.75e-125.59e-020.1124
56897WRNIP1P21T-EHumanEsophagusESCC1.05e-141.21e-010.1617
56897WRNIP1P22T-EHumanEsophagusESCC3.05e-151.90e-020.1236
56897WRNIP1P23T-EHumanEsophagusESCC9.81e-142.85e-010.108
56897WRNIP1P26T-EHumanEsophagusESCC3.11e-171.30e-010.1276
56897WRNIP1P27T-EHumanEsophagusESCC2.20e-131.23e-010.1055
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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
∗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:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:007189716EsophagusESCCDNA biosynthetic process127/8552180/187231.04e-113.85e-10127
GO:2001020110EsophagusESCCregulation of response to DNA damage stimulus145/8552219/187235.97e-101.50e-08145
GO:00062612EsophagusESCCDNA-dependent DNA replication100/8552151/187232.61e-073.94e-06100
GO:00062754EsophagusESCCregulation of DNA replication73/8552107/187231.97e-062.28e-0573
GO:003239214EsophagusESCCDNA geometric change62/855290/187237.02e-067.04e-0562
GO:003250813EsophagusESCCDNA duplex unwinding58/855284/187231.23e-051.14e-0458
GO:00062826EsophagusESCCregulation of DNA repair82/8552130/187234.65e-053.66e-0482
GO:00062701EsophagusESCCDNA replication initiation27/855234/187236.01e-054.62e-0427
GO:0090329EsophagusESCCregulation of DNA-dependent DNA replication30/855246/187235.91e-032.18e-0230
GO:005105221LiverHCCregulation of DNA metabolic process198/7958359/187237.62e-071.17e-05198
GO:200102021LiverHCCregulation of response to DNA damage stimulus128/7958219/187231.31e-061.90e-05128
GO:00062601LiverHCCDNA replication146/7958260/187235.68e-067.02e-05146
GO:00718975LiverHCCDNA biosynthetic process99/7958180/187234.66e-043.08e-0399
GO:003239211LiverHCCDNA geometric change54/795890/187236.04e-043.79e-0354
GO:00062824LiverHCCregulation of DNA repair74/7958130/187236.27e-043.89e-0374
GO:00325081LiverHCCDNA duplex unwinding49/795884/187232.46e-031.19e-0249
GO:00062751LiverHCCregulation of DNA replication60/7958107/187233.15e-031.46e-0260
GO:0006261LiverHCCDNA-dependent DNA replication80/7958151/187235.91e-032.44e-0280
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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
WRNIP1SNVMissense_Mutationnovelc.1060N>Tp.Gly354Trpp.G354WQ96S55protein_codingdeleterious(0)probably_damaging(1)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
WRNIP1SNVMissense_Mutationnovelc.1585G>Ap.Gly529Argp.G529RQ96S55protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
WRNIP1SNVMissense_Mutationc.1004A>Cp.Lys335Thrp.K335TQ96S55protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WRNIP1SNVMissense_Mutationc.1871G>Ap.Arg624Lysp.R624KQ96S55protein_codingtolerated(0.83)benign(0.023)TCGA-E2-A10A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyzoladexSD
WRNIP1SNVMissense_Mutationnovelc.1054N>Gp.Leu352Valp.L352VQ96S55protein_codingdeleterious(0)probably_damaging(0.922)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
WRNIP1SNVMissense_Mutationrs369024379c.1861N>Ap.Ala621Thrp.A621TQ96S55protein_codingdeleterious(0)possibly_damaging(0.87)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
WRNIP1SNVMissense_Mutationc.878N>Cp.Val293Alap.V293AQ96S55protein_codingdeleterious(0)probably_damaging(0.95)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
WRNIP1SNVMissense_Mutationrs757603585c.1318N>Ap.Ala440Thrp.A440TQ96S55protein_codingdeleterious(0)possibly_damaging(0.76)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
WRNIP1SNVMissense_Mutationrs761279595c.1786G>Ap.Ala596Thrp.A596TQ96S55protein_codingdeleterious(0)probably_damaging(0.991)TCGA-G4-6627-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
WRNIP1SNVMissense_Mutationc.1130N>Cp.Leu377Prop.L377PQ96S55protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A0GA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapytaxolPD
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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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