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: PPT2

Gene summary for PPT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPT2

Gene ID

9374

Gene namepalmitoyl-protein thioesterase 2
Gene AliasC6orf8
Cytomap6p21.32
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A1U9X8D2


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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
9374PPT2HCC1_MengHumanLiverHCC2.48e-421.33e-010.0246
9374PPT2HCC1HumanLiverHCC7.38e-032.54e+000.5336
9374PPT2Pt13.bHumanLiverHCC8.69e-067.54e-020.0251
9374PPT2S014HumanLiverHCC3.27e-123.44e-010.2254
9374PPT2S015HumanLiverHCC2.65e-206.53e-010.2375
9374PPT2S016HumanLiverHCC1.06e-185.04e-010.2243
9374PPT2S028HumanLiverHCC1.31e-031.16e-010.2503
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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
∗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:000911722LiverHCCnucleotide metabolic process300/7958489/187231.61e-171.71e-15300
GO:000675322LiverHCCnucleoside phosphate metabolic process304/7958497/187231.78e-171.85e-15304
GO:001969322LiverHCCribose phosphate metabolic process248/7958396/187233.15e-162.70e-14248
GO:000925922LiverHCCribonucleotide metabolic process240/7958385/187232.07e-151.51e-13240
GO:000679021LiverHCCsulfur compound metabolic process212/7958339/187235.60e-143.39e-12212
GO:000915022LiverHCCpurine ribonucleotide metabolic process226/7958368/187231.36e-137.69e-12226
GO:007252122LiverHCCpurine-containing compound metabolic process250/7958416/187232.26e-131.24e-11250
GO:000616322LiverHCCpurine nucleotide metabolic process236/7958396/187233.59e-121.62e-10236
GO:00338652LiverHCCnucleoside bisphosphate metabolic process88/7958128/187231.63e-094.78e-0888
GO:00338752LiverHCCribonucleoside bisphosphate metabolic process88/7958128/187231.63e-094.78e-0888
GO:00340322LiverHCCpurine nucleoside bisphosphate metabolic process88/7958128/187231.63e-094.78e-0888
GO:00066372LiverHCCacyl-CoA metabolic process67/795896/187235.62e-081.19e-0667
GO:00353832LiverHCCthioester metabolic process67/795896/187235.62e-081.19e-0667
GO:000916512LiverHCCnucleotide biosynthetic process150/7958254/187236.79e-081.40e-06150
GO:190129312LiverHCCnucleoside phosphate biosynthetic process151/7958256/187236.84e-081.41e-06151
GO:00442722LiverHCCsulfur compound biosynthetic process95/7958148/187237.89e-081.58e-0695
GO:004639012LiverHCCribose phosphate biosynthetic process116/7958190/187231.79e-073.29e-06116
GO:000926012LiverHCCribonucleotide biosynthetic process111/7958182/187233.53e-076.03e-06111
GO:000915212LiverHCCpurine ribonucleotide biosynthetic process101/7958169/187234.30e-065.50e-05101
GO:007252212LiverHCCpurine-containing compound biosynthetic process114/7958200/187232.36e-052.49e-04114
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa012124LiverHCCFatty acid metabolism45/402057/84651.05e-061.10e-056.09e-0645
hsa000622LiverHCCFatty acid elongation20/402027/84654.58e-031.36e-027.55e-0320
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa012125LiverHCCFatty acid metabolism45/402057/84651.05e-061.10e-056.09e-0645
hsa0006211LiverHCCFatty acid elongation20/402027/84654.58e-031.36e-027.55e-0320
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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
PPT2SNVMissense_Mutationnovelc.410C>Ap.Ser137Tyrp.S137YQ9UMR5protein_codingdeleterious(0)possibly_damaging(0.89)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPT2SNVMissense_Mutationc.732N>Gp.Phe244Leup.F244LQ9UMR5protein_codingtolerated(0.68)benign(0)TCGA-B6-A0RG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PPT2SNVMissense_Mutationnovelc.370N>Tp.Arg124Trpp.R124WQ9UMR5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E2-A573-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
PPT2SNVMissense_Mutationc.732C>Gp.Phe244Leup.F244LQ9UMR5protein_codingtolerated(0.68)benign(0)TCGA-GM-A3XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
PPT2SNVMissense_Mutationc.130C>Tp.Pro44Serp.P44SQ9UMR5protein_codingdeleterious(0.01)probably_damaging(1)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PPT2SNVMissense_Mutationc.707N>Cp.Val236Alap.V236AQ9UMR5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
PPT2SNVMissense_Mutationc.593G>Ap.Ser198Asnp.S198NQ9UMR5protein_codingtolerated(0.23)possibly_damaging(0.448)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PPT2SNVMissense_Mutationnovelc.362N>Ap.Leu121Hisp.L121HQ9UMR5protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
PPT2SNVMissense_Mutationc.887N>Ap.Arg296Hisp.R296HQ9UMR5protein_codingtolerated(0.54)benign(0.318)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PPT2SNVMissense_Mutationrs766967673c.490N>Tp.Arg164Trpp.R164WQ9UMR5protein_codingdeleterious(0.01)probably_damaging(0.985)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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