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: PPAP2C

Gene summary for PPAP2C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPAP2C

Gene ID

8612

Gene namephospholipid phosphatase 2
Gene AliasLPP2
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

O43688


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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
8612PPAP2CGSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor1.38e-094.18e-010.1633
8612PPAP2CGSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor2.51e-052.42e-010.1608
8612PPAP2CGSM5353223_PA_PB2B_Pool_2_S26_L001HumanProstateTumor1.46e-022.40e-010.1604
8612PPAP2CGSM5353224_PA_PR5186_Pool_1_2_3_S27_L001HumanProstateTumor4.96e-073.18e-010.1621
8612PPAP2CGSM5353227_PA_PR5199-193K_Pool_1_2_3_S55_L002HumanProstateTumor2.33e-032.31e-010.1602
8612PPAP2CGSM5353236_PA_PR5251_T1_S7_L001HumanProstateTumor5.70e-043.85e-010.1608
8612PPAP2CGSM5353237_PA_PR5251_T2_S8_L001HumanProstateTumor1.14e-064.68e-010.1622
8612PPAP2CGSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor2.55e-021.79e-010.1575
8612PPAP2CP1_cSCCHumanSkincSCC3.08e-319.79e-010.0292
8612PPAP2CP2_cSCCHumanSkincSCC4.21e-103.52e-01-0.024
8612PPAP2CP4_cSCCHumanSkincSCC1.83e-174.64e-01-0.00290000000000005
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04666ColorectumADFc gamma R-mediated phagocytosis46/209297/84659.10e-071.22e-057.77e-0646
hsa00561ColorectumADGlycerolipid metabolism24/209263/84651.25e-024.54e-022.90e-0224
hsa046661ColorectumADFc gamma R-mediated phagocytosis46/209297/84659.10e-071.22e-057.77e-0646
hsa005611ColorectumADGlycerolipid metabolism24/209263/84651.25e-024.54e-022.90e-0224
hsa046662ColorectumSERFc gamma R-mediated phagocytosis39/158097/84655.84e-079.70e-067.04e-0639
hsa046663ColorectumSERFc gamma R-mediated phagocytosis39/158097/84655.84e-079.70e-067.04e-0639
hsa046664ColorectumMSSFc gamma R-mediated phagocytosis45/187597/84659.30e-081.56e-069.55e-0745
hsa05231ColorectumMSSCholine metabolism in cancer34/187598/84652.90e-031.39e-028.50e-0334
hsa005612ColorectumMSSGlycerolipid metabolism23/187563/84656.55e-032.64e-021.62e-0223
hsa046665ColorectumMSSFc gamma R-mediated phagocytosis45/187597/84659.30e-081.56e-069.55e-0745
hsa052311ColorectumMSSCholine metabolism in cancer34/187598/84652.90e-031.39e-028.50e-0334
hsa005613ColorectumMSSGlycerolipid metabolism23/187563/84656.55e-032.64e-021.62e-0223
hsa052312ColorectumFAPCholine metabolism in cancer29/140498/84659.03e-045.20e-033.16e-0329
hsa052313ColorectumFAPCholine metabolism in cancer29/140498/84659.03e-045.20e-033.16e-0329
hsa0466620EsophagusESCCFc gamma R-mediated phagocytosis63/420597/84651.63e-034.89e-032.50e-0363
hsa006003EsophagusESCCSphingolipid metabolism36/420553/84655.41e-031.36e-026.99e-0336
hsa052319EsophagusESCCCholine metabolism in cancer61/420598/84657.97e-031.92e-029.84e-0361
hsa04666110EsophagusESCCFc gamma R-mediated phagocytosis63/420597/84651.63e-034.89e-032.50e-0363
hsa0060012EsophagusESCCSphingolipid metabolism36/420553/84655.41e-031.36e-026.99e-0336
hsa0523114EsophagusESCCCholine metabolism in cancer61/420598/84657.97e-031.92e-029.84e-0361
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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
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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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