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: PARP6

Gene summary for PARP6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PARP6

Gene ID

56965

Gene namepoly(ADP-ribose) polymerase family member 6
Gene AliasARTD17
Cytomap15q23
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A024R5Z4


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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
56965PARP6LZE4THumanEsophagusESCC1.03e-021.18e-010.0811
56965PARP6LZE7THumanEsophagusESCC7.39e-051.86e-010.0667
56965PARP6LZE20THumanEsophagusESCC1.27e-023.86e-020.0662
56965PARP6LZE22THumanEsophagusESCC7.08e-033.26e-010.068
56965PARP6LZE24THumanEsophagusESCC5.37e-133.75e-010.0596
56965PARP6P1T-EHumanEsophagusESCC4.05e-095.55e-010.0875
56965PARP6P2T-EHumanEsophagusESCC1.81e-102.78e-010.1177
56965PARP6P4T-EHumanEsophagusESCC2.43e-082.37e-010.1323
56965PARP6P5T-EHumanEsophagusESCC1.66e-072.84e-020.1327
56965PARP6P8T-EHumanEsophagusESCC2.60e-183.17e-010.0889
56965PARP6P9T-EHumanEsophagusESCC4.11e-131.45e-010.1131
56965PARP6P10T-EHumanEsophagusESCC1.25e-232.69e-010.116
56965PARP6P11T-EHumanEsophagusESCC1.12e-074.00e-010.1426
56965PARP6P12T-EHumanEsophagusESCC3.13e-264.96e-010.1122
56965PARP6P15T-EHumanEsophagusESCC2.32e-112.26e-010.1149
56965PARP6P16T-EHumanEsophagusESCC2.34e-194.25e-010.1153
56965PARP6P17T-EHumanEsophagusESCC8.81e-031.70e-010.1278
56965PARP6P19T-EHumanEsophagusESCC4.45e-024.31e-010.1662
56965PARP6P20T-EHumanEsophagusESCC4.47e-193.99e-010.1124
56965PARP6P21T-EHumanEsophagusESCC2.39e-213.00e-010.1617
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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
∗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:002260420EsophagusESCCregulation of cell morphogenesis180/8552309/187235.19e-065.45e-05180
GO:003134616EsophagusESCCpositive regulation of cell projection organization201/8552353/187231.19e-051.11e-04201
GO:001072010EsophagusESCCpositive regulation of cell development172/8552298/187231.74e-051.55e-04172
GO:005076710EsophagusESCCregulation of neurogenesis203/8552364/187236.10e-054.68e-04203
GO:00507697EsophagusESCCpositive regulation of neurogenesis131/8552225/187239.71e-056.90e-04131
GO:001097516EsophagusESCCregulation of neuron projection development240/8552445/187232.48e-041.53e-03240
GO:001076920EsophagusESCCregulation of cell morphogenesis involved in differentiation61/855296/187233.12e-041.85e-0361
GO:00519606EsophagusESCCregulation of nervous system development237/8552443/187235.02e-042.78e-03237
GO:001077018EsophagusESCCpositive regulation of cell morphogenesis involved in differentiation51/855279/187235.48e-043.00e-0351
GO:00702131EsophagusESCCprotein auto-ADP-ribosylation11/855212/187231.26e-036.06e-0311
GO:00519625EsophagusESCCpositive regulation of nervous system development149/8552272/187231.50e-037.06e-03149
GO:0006471EsophagusESCCprotein ADP-ribosylation24/855235/187235.25e-031.97e-0224
GO:001635816EsophagusESCCdendrite development130/8552243/187238.33e-032.95e-02130
GO:002260422LiverHCCregulation of cell morphogenesis188/7958309/187234.84e-111.82e-09188
GO:001076922LiverHCCregulation of cell morphogenesis involved in differentiation65/795896/187235.17e-078.37e-0665
GO:003134611LiverHCCpositive regulation of cell projection organization193/7958353/187232.28e-063.08e-05193
GO:001077022LiverHCCpositive regulation of cell morphogenesis involved in differentiation53/795879/187238.69e-061.02e-0453
GO:001072011LiverHCCpositive regulation of cell development155/7958298/187235.39e-043.48e-03155
GO:001097511LiverHCCregulation of neuron projection development220/7958445/187231.68e-038.78e-03220
GO:00507674LiverHCCregulation of neurogenesis181/7958364/187233.00e-031.40e-02181
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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
PARP6SNVMissense_Mutationnovelc.736C>Ap.Pro246Thrp.P246TQ2NL67protein_codingtolerated(0.15)possibly_damaging(0.641)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
PARP6SNVMissense_Mutationc.31N>Ap.Asp11Asnp.D11NQ2NL67protein_codingtolerated_low_confidence(0.38)benign(0.075)TCGA-A8-A07O-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyCR
PARP6SNVMissense_Mutationnovelc.447C>Ap.Phe149Leup.F149LQ2NL67protein_codingtolerated(0.64)benign(0.006)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PARP6SNVMissense_Mutationc.1218N>Cp.Gln406Hisp.Q406HQ2NL67protein_codingdeleterious(0.01)probably_damaging(0.965)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PARP6SNVMissense_Mutationc.1142G>Cp.Arg381Prop.R381PQ2NL67protein_codingdeleterious(0.01)probably_damaging(0.986)TCGA-E9-A243-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilPD
PARP6insertionNonsense_Mutationnovelc.200_201insAAAGGCAGTGACTTTGGGCAAGTGGGTGGTCTGAp.Asp68LysfsTer11p.D68Kfs*11Q2NL67protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
PARP6insertionNonsense_Mutationnovelc.759_760insTCCTGATATAGAGGGCCTCAAATTCCTACCCTGTTTTAGp.Ser254_Gly255insTerp.S254_G255ins*Q2NL67protein_codingTCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
PARP6SNVMissense_Mutationnovelc.1075N>Tp.Pro359Serp.P359SQ2NL67protein_codingdeleterious(0)probably_damaging(0.986)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
PARP6SNVMissense_Mutationnovelc.1828N>Gp.Thr610Alap.T610AQ2NL67protein_codingdeleterious(0.04)possibly_damaging(0.899)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PARP6SNVMissense_Mutationrs759456839c.1861C>Tp.Arg621Cysp.R621CQ2NL67protein_codingdeleterious(0)probably_damaging(0.973)TCGA-AA-3977-01Colorectumcolon 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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