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: PPP6R1

Gene summary for PPP6R1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP6R1

Gene ID

22870

Gene nameprotein phosphatase 6 regulatory subunit 1
Gene AliasKIAA1115
Cytomap19q13.42
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9UPN7


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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
22870PPP6R1LZE4THumanEsophagusESCC4.53e-041.31e-010.0811
22870PPP6R1LZE7THumanEsophagusESCC2.07e-093.40e-010.0667
22870PPP6R1LZE8THumanEsophagusESCC4.02e-051.90e-010.067
22870PPP6R1LZE20THumanEsophagusESCC2.95e-061.76e-010.0662
22870PPP6R1LZE22D1HumanEsophagusHGIN5.14e-031.71e-010.0595
22870PPP6R1LZE22THumanEsophagusESCC1.54e-042.41e-010.068
22870PPP6R1LZE24THumanEsophagusESCC6.88e-123.25e-010.0596
22870PPP6R1LZE6THumanEsophagusESCC3.01e-062.25e-010.0845
22870PPP6R1P1T-EHumanEsophagusESCC2.44e-063.54e-010.0875
22870PPP6R1P2T-EHumanEsophagusESCC2.65e-111.34e-010.1177
22870PPP6R1P4T-EHumanEsophagusESCC6.14e-112.50e-010.1323
22870PPP6R1P5T-EHumanEsophagusESCC2.86e-087.63e-020.1327
22870PPP6R1P8T-EHumanEsophagusESCC3.08e-275.38e-010.0889
22870PPP6R1P9T-EHumanEsophagusESCC1.34e-081.91e-010.1131
22870PPP6R1P10T-EHumanEsophagusESCC6.58e-173.12e-010.116
22870PPP6R1P11T-EHumanEsophagusESCC1.20e-093.39e-010.1426
22870PPP6R1P12T-EHumanEsophagusESCC3.39e-102.90e-010.1122
22870PPP6R1P15T-EHumanEsophagusESCC1.52e-213.61e-010.1149
22870PPP6R1P16T-EHumanEsophagusESCC6.55e-048.32e-020.1153
22870PPP6R1P17T-EHumanEsophagusESCC1.29e-083.19e-010.1278
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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
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:000647017EsophagusHGINprotein dephosphorylation61/2587281/187231.86e-043.51e-0361
GO:003530425EsophagusHGINregulation of protein dephosphorylation24/258790/187239.27e-041.17e-0224
GO:004366619EsophagusHGINregulation of phosphoprotein phosphatase activity16/258758/187234.35e-033.84e-0216
GO:003530320EsophagusHGINregulation of dephosphorylation29/2587128/187234.41e-033.87e-0229
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:0035304111EsophagusESCCregulation of protein dephosphorylation66/855290/187238.82e-081.48e-0666
GO:0035303111EsophagusESCCregulation of dephosphorylation88/8552128/187231.04e-071.71e-0688
GO:0043666110EsophagusESCCregulation of phosphoprotein phosphatase activity40/855258/187232.83e-041.71e-0340
GO:001092115EsophagusESCCregulation of phosphatase activity52/855284/187231.98e-038.90e-0352
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:000647021LiverHCCprotein dephosphorylation162/7958281/187231.91e-073.46e-06162
GO:003530412LiverHCCregulation of protein dephosphorylation62/795890/187233.66e-076.22e-0662
GO:003530312LiverHCCregulation of dephosphorylation80/7958128/187233.85e-064.98e-0580
GO:004366612LiverHCCregulation of phosphoprotein phosphatase activity39/795858/187231.22e-041.02e-0339
GO:00109217LiverHCCregulation of phosphatase activity50/795884/187231.22e-036.74e-0350
GO:000647015Oral cavityOSCCprotein dephosphorylation162/7305281/187231.56e-104.56e-09162
GO:00163119Oral cavityOSCCdephosphorylation220/7305417/187236.33e-091.34e-07220
GO:003530319Oral cavityOSCCregulation of dephosphorylation80/7305128/187236.10e-081.10e-0680
GO:003530420Oral cavityOSCCregulation of protein dephosphorylation60/730590/187239.75e-081.67e-0660
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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
PPP6R1SNVMissense_Mutationc.788N>Ap.Ser263Tyrp.S263YQ9UPN7protein_codingdeleterious(0)probably_damaging(0.992)TCGA-A2-A0CW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
PPP6R1SNVMissense_Mutationc.1597N>Tp.Asp533Tyrp.D533YQ9UPN7protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AO-A03V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
PPP6R1SNVMissense_Mutationc.1633N>Ap.Glu545Lysp.E545KQ9UPN7protein_codingtolerated(0.3)benign(0.024)TCGA-BH-A1EV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
PPP6R1SNVMissense_Mutationrs753320702c.658N>Tp.Arg220Cysp.R220CQ9UPN7protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-LL-A8F5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PPP6R1deletionFrame_Shift_Delnovelc.64delNp.Leu22Terp.L22*Q9UPN7protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PPP6R1SNVMissense_Mutationnovelc.2350N>Ap.Glu784Lysp.E784KQ9UPN7protein_codingtolerated_low_confidence(0.32)benign(0.005)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PPP6R1SNVMissense_Mutationnovelc.670N>Ap.Glu224Lysp.E224KQ9UPN7protein_codingdeleterious(0)possibly_damaging(0.9)TCGA-VS-A9UC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PPP6R1SNVMissense_Mutationc.170N>Cp.Met57Thrp.M57TQ9UPN7protein_codingdeleterious(0)possibly_damaging(0.694)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PPP6R1SNVMissense_Mutationc.1862N>Gp.Asp621Glyp.D621GQ9UPN7protein_codingdeleterious(0.02)probably_damaging(0.965)TCGA-AA-3693-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PPP6R1SNVMissense_Mutationnovelc.2034G>Cp.Glu678Aspp.E678DQ9UPN7protein_codingtolerated(0.21)benign(0.003)TCGA-AA-3864-01Colorectumcolon 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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