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: PAPPA

Gene summary for PAPPA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PAPPA

Gene ID

5069

Gene namepappalysin 1
Gene AliasASBABP2
Cytomap9q33.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

B4DTA8


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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
5069PAPPAPTC06HumanThyroidPTC7.62e-072.61e-010.2057
5069PAPPAPTC07HumanThyroidPTC5.43e-041.33e-010.2044
5069PAPPAATC11HumanThyroidATC3.34e-111.45e+000.3386
5069PAPPAATC12HumanThyroidATC1.87e-591.72e+000.34
5069PAPPAATC13HumanThyroidATC6.99e-297.84e-010.34
5069PAPPAATC2HumanThyroidATC5.90e-108.76e-010.34
5069PAPPAATC3HumanThyroidATC1.37e-271.95e+000.338
5069PAPPAATC4HumanThyroidATC5.27e-701.95e+000.34
5069PAPPAATC5HumanThyroidATC1.14e-299.01e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0048545113ThyroidPTCresponse to steroid hormone158/5968339/187238.10e-092.00e-07158
GO:0031960111ThyroidPTCresponse to corticosteroid69/5968167/187236.18e-032.74e-0269
GO:0051384111ThyroidPTCresponse to glucocorticoid62/5968148/187236.39e-032.81e-0262
GO:001604927ThyroidATCcell growth241/6293482/187234.27e-142.35e-12241
GO:000155826ThyroidATCregulation of cell growth201/6293414/187231.57e-104.76e-09201
GO:0048545210ThyroidATCresponse to steroid hormone168/6293339/187237.21e-101.88e-08168
GO:006034813ThyroidATCbone development102/6293205/187231.18e-061.52e-05102
GO:0060349ThyroidATCbone morphogenesis50/629393/187234.87e-053.88e-0450
GO:00487053ThyroidATCskeletal system morphogenesis101/6293220/187239.48e-056.93e-04101
GO:000697016ThyroidATCresponse to osmotic stress45/629384/187231.27e-049.03e-0445
GO:005138427ThyroidATCresponse to glucocorticoid65/6293148/187235.62e-032.28e-0265
GO:000756517ThyroidATCfemale pregnancy82/6293193/187236.04e-032.42e-0282
GO:003196027ThyroidATCresponse to corticosteroid72/6293167/187236.39e-032.55e-0272
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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
PAPPASNVMissense_Mutationrs534133186c.1783N>Cp.Glu595Glnp.E595QQ13219protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A3XZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
PAPPASNVMissense_Mutationnovelc.612N>Ap.Asp204Glup.D204EQ13219protein_codingdeleterious(0.05)possibly_damaging(0.876)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PAPPASNVMissense_Mutationc.4718N>Ap.Arg1573Glnp.R1573QQ13219protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0AJ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PAPPASNVMissense_Mutationc.3530N>Tp.Ala1177Valp.A1177VQ13219protein_codingdeleterious(0)possibly_damaging(0.842)TCGA-BH-A0B5-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinCR
PAPPASNVMissense_Mutationrs138142503c.1042C>Tp.Arg348Cysp.R348CQ13219protein_codingdeleterious(0.05)probably_damaging(0.997)TCGA-BH-A0EB-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PAPPASNVMissense_Mutationc.1564N>Ap.Glu522Lysp.E522KQ13219protein_codingtolerated(0.13)probably_damaging(0.913)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PAPPASNVMissense_Mutationrs201320991c.4564G>Ap.Val1522Metp.V1522MQ13219protein_codingtolerated(0.1)benign(0.175)TCGA-BH-A1FC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PAPPASNVMissense_Mutationc.1687N>Ap.Glu563Lysp.E563KQ13219protein_codingdeleterious(0)possibly_damaging(0.801)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
PAPPASNVMissense_Mutationrs570712795c.1393C>Tp.Arg465Trpp.R465WQ13219protein_codingtolerated(0.18)benign(0.001)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
PAPPASNVMissense_Mutationrs769226917c.1862N>Tp.Thr621Ilep.T621IQ13219protein_codingdeleterious(0.02)probably_damaging(0.974)TCGA-E2-A1L7-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
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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
5069PAPPADRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, PROTEASETRANSFORMING GROWTH FACTOR12817760
5069PAPPADRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, PROTEASEANTISERUM2475160
5069PAPPADRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, PROTEASETGF12817760
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