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: PARD6G

Gene summary for PARD6G

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PARD6G

Gene ID

84552

Gene namepar-6 family cell polarity regulator gamma
Gene AliasPAR-6G
Cytomap18q23
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q9BYG4


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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
84552PARD6GHCC1_MengHumanLiverHCC1.03e-144.90e-020.0246
84552PARD6GHCC1HumanLiverHCC2.76e-201.96e+000.5336
84552PARD6GHCC2HumanLiverHCC9.70e-301.73e+000.5341
84552PARD6GHCC5HumanLiverHCC2.34e-351.86e+000.4932
84552PARD6GS014HumanLiverHCC7.34e-175.30e-010.2254
84552PARD6GS015HumanLiverHCC7.09e-165.57e-010.2375
84552PARD6GS016HumanLiverHCC2.43e-266.92e-010.2243
84552PARD6GC04HumanOral cavityOSCC8.85e-043.92e-010.2633
84552PARD6GC30HumanOral cavityOSCC1.90e-361.21e+000.3055
84552PARD6GC38HumanOral cavityOSCC1.77e-081.01e+000.172
84552PARD6GC43HumanOral cavityOSCC2.35e-091.72e-010.1704
84552PARD6GC46HumanOral cavityOSCC9.95e-083.39e-010.1673
84552PARD6GC51HumanOral cavityOSCC5.79e-033.10e-010.2674
84552PARD6GC08HumanOral cavityOSCC1.38e-021.16e-010.1919
84552PARD6GLN46HumanOral cavityOSCC1.78e-043.72e-010.1666
84552PARD6GSYSMH1HumanOral cavityOSCC9.63e-122.76e-010.1127
84552PARD6GSYSMH2HumanOral cavityOSCC4.72e-092.36e-010.2326
84552PARD6GSYSMH3HumanOral cavityOSCC1.19e-184.02e-010.2442
84552PARD6GSYSMH4HumanOral cavityOSCC3.95e-039.97e-020.1226
84552PARD6GSYSMH5HumanOral cavityOSCC3.35e-031.43e-010.0647
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:000716322LiverHCCestablishment or maintenance of cell polarity133/7958218/187232.48e-085.73e-07133
GO:0031023LiverHCCmicrotubule organizing center organization82/7958143/187232.38e-041.79e-0382
GO:0007098LiverHCCcentrosome cycle75/7958130/187233.33e-042.34e-0375
GO:000716318Oral cavityOSCCestablishment or maintenance of cell polarity129/7305218/187231.16e-092.86e-08129
GO:00070981Oral cavityOSCCcentrosome cycle66/7305130/187234.17e-031.70e-0266
GO:00310232Oral cavityOSCCmicrotubule organizing center organization70/7305143/187239.71e-033.44e-0270
GO:000716326SkinAKestablishment or maintenance of cell polarity53/1910218/187231.32e-091.26e-0753
GO:000716327SkincSCCestablishment or maintenance of cell polarity103/4864218/187239.44e-124.85e-10103
GO:00310234SkincSCCmicrotubule organizing center organization58/4864143/187239.47e-058.83e-0458
GO:00070983SkincSCCcentrosome cycle53/4864130/187231.59e-041.39e-0353
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0453042LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa051652LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0453052LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa051653LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa051659Oral cavityOSCCHuman papillomavirus infection200/3704331/84653.83e-104.93e-092.51e-09200
hsa0453030Oral cavityOSCCTight junction102/3704169/84658.68e-063.93e-052.00e-05102
hsa0439016Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
hsa0436014Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
hsa0401518Oral cavityOSCCRap1 signaling pathway107/3704210/84652.01e-024.34e-022.21e-02107
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa0516514Oral cavityOSCCHuman papillomavirus infection200/3704331/84653.83e-104.93e-092.51e-09200
hsa04530114Oral cavityOSCCTight junction102/3704169/84658.68e-063.93e-052.00e-05102
hsa0439017Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
hsa0436015Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
hsa0401519Oral cavityOSCCRap1 signaling pathway107/3704210/84652.01e-024.34e-022.21e-02107
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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
PARD6GSNVMissense_Mutationnovelc.773N>Ap.Arg258Hisp.R258HQ9BYG4protein_codingdeleterious(0.01)probably_damaging(0.968)TCGA-E2-A9RU-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexSD
PARD6GSNVMissense_Mutationnovelc.589N>Tp.Arg197Cysp.R197CQ9BYG4protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PARD6GSNVMissense_Mutationc.1096N>Ap.Gly366Serp.G366SQ9BYG4protein_codingtolerated_low_confidence(0.12)possibly_damaging(0.464)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PARD6GSNVMissense_Mutationrs750051978c.841N>Ap.Ala281Thrp.A281TQ9BYG4protein_codingtolerated(0.27)benign(0.005)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PARD6GSNVMissense_Mutationrs776972451c.412N>Tp.Arg138Cysp.R138CQ9BYG4protein_codingdeleterious(0)possibly_damaging(0.586)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
PARD6GSNVMissense_Mutationrs777931177c.931N>Tp.Arg311Cysp.R311CQ9BYG4protein_codingtolerated_low_confidence(0.13)benign(0.443)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
PARD6GSNVMissense_Mutationrs748057470c.705N>Tp.Met235Ilep.M235IQ9BYG4protein_codingdeleterious(0)possibly_damaging(0.879)TCGA-D5-6531-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PARD6GSNVMissense_Mutationc.464N>Tp.Thr155Metp.T155MQ9BYG4protein_codingdeleterious(0)probably_damaging(0.937)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
PARD6GSNVMissense_Mutationc.712N>Ap.Ala238Thrp.A238TQ9BYG4protein_codingdeleterious(0)probably_damaging(0.983)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PARD6GSNVMissense_Mutationnovelc.95N>Cp.Phe32Serp.F32SQ9BYG4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AG-3893-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapyfolinicCR
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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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