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: PNPLA6

Gene summary for PNPLA6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PNPLA6

Gene ID

10908

Gene namepatatin like phospholipase domain containing 6
Gene AliasBNHS
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

Q8IY17


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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
10908PNPLA6C04HumanOral cavityOSCC4.61e-073.54e-010.2633
10908PNPLA6C21HumanOral cavityOSCC1.63e-225.45e-010.2678
10908PNPLA6C30HumanOral cavityOSCC7.64e-166.71e-010.3055
10908PNPLA6C38HumanOral cavityOSCC6.05e-106.37e-010.172
10908PNPLA6C43HumanOral cavityOSCC1.04e-082.27e-010.1704
10908PNPLA6C46HumanOral cavityOSCC3.25e-072.22e-010.1673
10908PNPLA6C51HumanOral cavityOSCC2.21e-074.30e-010.2674
10908PNPLA6C57HumanOral cavityOSCC3.98e-051.56e-010.1679
10908PNPLA6C08HumanOral cavityOSCC1.61e-061.46e-010.1919
10908PNPLA6C09HumanOral cavityOSCC2.40e-041.54e-010.1431
10908PNPLA6LN46HumanOral cavityOSCC3.79e-022.03e-010.1666
10908PNPLA6LP17HumanOral cavityLP7.78e-044.22e-010.2349
10908PNPLA6SYSMH1HumanOral cavityOSCC6.61e-071.63e-010.1127
10908PNPLA6SYSMH2HumanOral cavityOSCC4.43e-031.18e-010.2326
10908PNPLA6SYSMH3HumanOral cavityOSCC4.20e-204.76e-010.2442
10908PNPLA6SYSMH5HumanOral cavityOSCC2.45e-041.49e-010.0647
10908PNPLA6male-WTAHumanThyroidPTC2.31e-121.55e-010.1037
10908PNPLA6PTC01HumanThyroidPTC5.85e-061.25e-010.1899
10908PNPLA6PTC04HumanThyroidPTC2.23e-081.24e-010.1927
10908PNPLA6PTC05HumanThyroidPTC4.28e-133.57e-010.2065
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00442426Oral cavityOSCCcellular lipid catabolic process104/7305214/187232.61e-031.15e-02104
GO:00066445Oral cavityOSCCphospholipid metabolic process175/7305383/187234.21e-031.71e-02175
GO:004424213Oral cavityLPcellular lipid catabolic process70/4623214/187234.82e-033.05e-0270
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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
PNPLA6SNVMissense_Mutationnovelc.1522N>Tp.Ala508Serp.A508SQ8IY17protein_codingdeleterious(0.05)probably_damaging(0.994)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
PNPLA6SNVMissense_Mutationnovelc.2750G>Ap.Arg917Hisp.R917HQ8IY17protein_codingtolerated(0.07)probably_damaging(0.996)TCGA-AC-A2FM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PNPLA6SNVMissense_Mutationc.356C>Tp.Thr119Ilep.T119IQ8IY17protein_codingtolerated(0.12)probably_damaging(0.996)TCGA-C8-A131-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
PNPLA6SNVMissense_Mutationnovelc.3287C>Tp.Ser1096Leup.S1096LQ8IY17protein_codingdeleterious(0)possibly_damaging(0.674)TCGA-E2-A574-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PNPLA6SNVMissense_Mutationnovelc.860C>Tp.Ala287Valp.A287VQ8IY17protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-EW-A423-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
PNPLA6SNVMissense_Mutationrs769165609c.1712N>Ap.Cys571Tyrp.C571YQ8IY17protein_codingtolerated(0.29)benign(0.116)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PNPLA6SNVMissense_Mutationc.2092N>Ap.Gly698Serp.G698SQ8IY17protein_codingdeleterious(0)probably_damaging(0.96)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PNPLA6SNVMissense_Mutationrs144558473c.3991N>Ap.Asp1331Asnp.D1331NQ8IY17protein_codingtolerated(0.08)benign(0.052)TCGA-DS-A0VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PNPLA6SNVMissense_Mutationnovelc.2036N>Tp.Gln679Leup.Q679LQ8IY17protein_codingtolerated(0.35)benign(0.116)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
PNPLA6SNVMissense_Mutationnovelc.2783G>Ap.Cys928Tyrp.C928YQ8IY17protein_codingdeleterious(0.01)possibly_damaging(0.804)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<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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