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: PWP1

Gene summary for PWP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PWP1

Gene ID

11137

Gene namePWP1 homolog, endonuclein
Gene AliasIEF-SSP-9502
Cytomap12q23.3
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

B4DJV5


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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
11137PWP1LZE2THumanEsophagusESCC1.01e-048.22e-010.082
11137PWP1LZE4THumanEsophagusESCC5.10e-153.78e-010.0811
11137PWP1LZE5THumanEsophagusESCC2.04e-021.96e-010.0514
11137PWP1LZE7THumanEsophagusESCC5.42e-107.24e-010.0667
11137PWP1LZE8THumanEsophagusESCC2.17e-111.42e-010.067
11137PWP1LZE20THumanEsophagusESCC3.33e-072.19e-010.0662
11137PWP1LZE22THumanEsophagusESCC4.21e-023.17e-010.068
11137PWP1LZE24THumanEsophagusESCC7.40e-165.52e-010.0596
11137PWP1LZE6THumanEsophagusESCC1.24e-045.39e-010.0845
11137PWP1P1T-EHumanEsophagusESCC3.15e-077.44e-010.0875
11137PWP1P2T-EHumanEsophagusESCC2.08e-691.44e+000.1177
11137PWP1P4T-EHumanEsophagusESCC8.88e-441.23e+000.1323
11137PWP1P5T-EHumanEsophagusESCC6.07e-317.66e-010.1327
11137PWP1P8T-EHumanEsophagusESCC1.02e-336.61e-010.0889
11137PWP1P9T-EHumanEsophagusESCC7.27e-174.11e-010.1131
11137PWP1P10T-EHumanEsophagusESCC3.26e-347.30e-010.116
11137PWP1P11T-EHumanEsophagusESCC7.61e-209.70e-010.1426
11137PWP1P12T-EHumanEsophagusESCC1.53e-286.33e-010.1122
11137PWP1P15T-EHumanEsophagusESCC3.13e-306.93e-010.1149
11137PWP1P16T-EHumanEsophagusESCC3.89e-458.41e-010.1153
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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:0001933110Oral cavityLPnegative regulation of protein phosphorylation117/4623342/187234.34e-056.22e-04117
GO:200073613Oral cavityLPregulation of stem cell differentiation24/462358/187233.78e-032.48e-0224
GO:002261329SkincSCCribonucleoprotein complex biogenesis302/4864463/187235.13e-723.22e-68302
GO:004225428SkincSCCribosome biogenesis206/4864299/187233.33e-551.04e-51206
GO:000636424SkincSCCrRNA processing156/4864225/187231.42e-421.48e-39156
GO:001607224SkincSCCrRNA metabolic process158/4864236/187234.06e-402.83e-37158
GO:003447017SkincSCCncRNA processing215/4864395/187236.83e-344.28e-31215
GO:003466013SkincSCCncRNA metabolic process234/4864485/187231.37e-264.77e-24234
GO:001657024SkincSCChistone modification179/4864463/187239.65e-103.74e-08179
GO:004593628SkincSCCnegative regulation of phosphate metabolic process160/4864441/187238.89e-071.63e-05160
GO:001056328SkincSCCnegative regulation of phosphorus metabolic process160/4864442/187231.04e-061.85e-05160
GO:00063565SkincSCCregulation of transcription by RNA polymerase I22/486434/187232.33e-063.77e-0522
GO:001820515SkincSCCpeptidyl-lysine modification137/4864376/187234.09e-066.09e-05137
GO:00063603SkincSCCtranscription by RNA polymerase I30/486455/187236.13e-068.70e-0530
GO:200073615SkincSCCregulation of stem cell differentiation31/486458/187237.55e-061.04e-0431
GO:004232626SkincSCCnegative regulation of phosphorylation137/4864385/187231.63e-051.99e-04137
GO:000193326SkincSCCnegative regulation of protein phosphorylation123/4864342/187232.48e-052.82e-04123
GO:00459433SkincSCCpositive regulation of transcription by RNA polymerase I15/486423/187238.72e-058.21e-0415
GO:00987813SkincSCCncRNA transcription28/486456/187239.93e-059.22e-0428
GO:00093033SkincSCCrRNA transcription19/486434/187232.03e-041.69e-0319
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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
PWP1SNVMissense_Mutationrs771006966c.1366N>Tp.Arg456Trpp.R456WQ13610protein_codingdeleterious(0)probably_damaging(0.965)TCGA-AC-A3EH-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PWP1SNVMissense_Mutationnovelc.974C>Ap.Ala325Aspp.A325DQ13610protein_codingtolerated(0.06)benign(0.281)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PWP1SNVMissense_Mutationrs377490385c.560N>Gp.Tyr187Cysp.Y187CQ13610protein_codingdeleterious(0)probably_damaging(0.94)TCGA-BH-A1FU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
PWP1SNVMissense_Mutationc.611C>Tp.Thr204Ilep.T204IQ13610protein_codingtolerated(0.07)benign(0.007)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
PWP1SNVMissense_Mutationnovelc.542N>Gp.Asp181Glyp.D181GQ13610protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PWP1SNVMissense_Mutationc.229G>Ap.Glu77Lysp.E77KQ13610protein_codingtolerated(0.25)benign(0.038)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
PWP1SNVMissense_Mutationc.200G>Ap.Arg67Hisp.R67HQ13610protein_codingtolerated(0.14)benign(0)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PWP1SNVMissense_Mutationnovelc.704N>Ap.Gly235Glup.G235EQ13610protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PWP1SNVMissense_Mutationnovelc.1458N>Gp.Ile486Metp.I486MQ13610protein_codingtolerated_low_confidence(0.19)benign(0.043)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
PWP1SNVMissense_Mutationnovelc.1217N>Tp.Ala406Valp.A406VQ13610protein_codingtolerated(0.05)possibly_damaging(0.735)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=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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