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: PDP2

Gene summary for PDP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDP2

Gene ID

57546

Gene namepyruvate dehyrogenase phosphatase catalytic subunit 2
Gene AliasPDPC 2
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9P2J9


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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
57546PDP2HCC1_MengHumanLiverHCC9.99e-111.12e-020.0246
57546PDP2HCC1HumanLiverHCC1.52e-171.90e+000.5336
57546PDP2HCC2HumanLiverHCC4.28e-403.39e+000.5341
57546PDP2HCC5HumanLiverHCC1.83e-332.52e+000.4932
57546PDP2S028HumanLiverHCC1.69e-113.53e-010.2503
57546PDP2S029HumanLiverHCC3.16e-021.84e-010.2581
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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:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:000647021LiverHCCprotein dephosphorylation162/7958281/187231.91e-073.46e-06162
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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
PDP2SNVMissense_Mutationc.710N>Tp.Arg237Ilep.R237IQ9P2J9protein_codingdeleterious(0)probably_damaging(1)TCGA-05-5425-01Lunglung adenocarcinomaMale>=65I/IITargeted Molecular therapygefitinibPD
PDP2SNVMissense_Mutationrs376435687c.289N>Ap.Asp97Asnp.D97NQ9P2J9protein_codingtolerated(0.16)benign(0.003)TCGA-97-8547-01Lunglung adenocarcinomaFemale>=65III/IVChemotherapytaxolCR
PDP2SNVMissense_Mutationc.371N>Cp.Arg124Prop.R124PQ9P2J9protein_codingdeleterious(0)possibly_damaging(0.88)TCGA-22-4601-01Lunglung squamous cell carcinomaFemale>=65III/IVUnknownUnknownPD
PDP2SNVMissense_Mutationc.116N>Tp.Trp39Leup.W39LQ9P2J9protein_codingtolerated_low_confidence(0.13)benign(0)TCGA-22-5472-01Lunglung squamous cell carcinomaMale>=65I/IIChemotherapycarboplatinPD
PDP2SNVMissense_Mutationc.13G>Tp.Val5Leup.V5LQ9P2J9protein_codingtolerated_low_confidence(0.06)benign(0.001)TCGA-85-6175-01Lunglung squamous cell carcinomaFemale<65I/IIUnknownUnknownPD
PDP2SNVMissense_Mutationnovelc.1112A>Cp.Glu371Alap.E371AQ9P2J9protein_codingtolerated(0.5)benign(0.155)TCGA-85-6798-01Lunglung squamous cell carcinomaMale<65III/IVChemotherapyetoposidePD
PDP2deletionFrame_Shift_Delc.1347delGp.Leu450SerfsTer25p.L450Sfs*25Q9P2J9protein_codingTCGA-MP-A4SV-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
PDP2SNVMissense_Mutationc.856N>Ap.Asp286Asnp.D286NQ9P2J9protein_codingdeleterious(0)probably_damaging(1)TCGA-EJ-5519-01Prostateprostate adenocarcinomaMale<658UnknownUnknownSD
PDP2SNVMissense_Mutationc.920N>Ap.Arg307Hisp.R307HQ9P2J9protein_codingtolerated(0.56)benign(0.005)TCGA-BR-8382-01Stomachstomach adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PDP2SNVMissense_Mutationc.219T>Gp.Phe73Leup.F73LQ9P2J9protein_codingtolerated(0.32)benign(0.007)TCGA-BR-8680-01Stomachstomach adenocarcinomaMale<65III/IVChemotherapyoxaliplatinCR
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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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