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: PAPPA2

Gene summary for PAPPA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PAPPA2

Gene ID

60676

Gene namepappalysin 2
Gene AliasPAPP-A2
Cytomap1q25.2
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q9BXP8


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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
60676PAPPA2HTA12-26-1HumanPancreasPDAC6.68e-095.22e-010.3728
60676PAPPA2HTA12-29-1HumanPancreasPDAC2.29e-155.84e-010.3722
60676PAPPA2ATC11HumanThyroidATC4.44e-151.09e+000.3386
60676PAPPA2ATC3HumanThyroidATC6.82e-191.02e+000.338
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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:001604927ThyroidATCcell growth241/6293482/187234.27e-142.35e-12241
GO:000155826ThyroidATCregulation of cell growth201/6293414/187231.57e-104.76e-09201
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
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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
PAPPA2SNVMissense_Mutationc.2717N>Tp.Ser906Leup.S906LQ9BXP8protein_codingdeleterious(0)probably_damaging(0.909)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PAPPA2SNVMissense_Mutationrs758198387c.4045N>Tp.Arg1349Trpp.R1349WQ9BXP8protein_codingdeleterious(0.02)possibly_damaging(0.513)TCGA-A7-A13E-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapybevacizumabPD
PAPPA2SNVMissense_Mutationrs199857969c.3505N>Ap.Pro1169Thrp.P1169TQ9BXP8protein_codingdeleterious(0.03)benign(0.104)TCGA-A7-A6VW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
PAPPA2SNVMissense_Mutationc.4757N>Gp.Glu1586Glyp.E1586GQ9BXP8protein_codingdeleterious(0.02)possibly_damaging(0.826)TCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
PAPPA2SNVMissense_Mutationrs771235887c.3235N>Ap.Val1079Metp.V1079MQ9BXP8protein_codingtolerated(0.32)benign(0.003)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
PAPPA2SNVMissense_Mutationc.1873N>Ap.Asp625Asnp.D625NQ9BXP8protein_codingtolerated(0.52)benign(0.124)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PAPPA2SNVMissense_Mutationc.2975N>Cp.Glu992Alap.E992AQ9BXP8protein_codingtolerated(0.06)benign(0.028)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PAPPA2SNVMissense_Mutationc.3316N>Gp.Leu1106Valp.L1106VQ9BXP8protein_codingdeleterious(0.02)possibly_damaging(0.677)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PAPPA2SNVMissense_Mutationnovelc.3173N>Gp.Asp1058Glyp.D1058GQ9BXP8protein_codingdeleterious(0.02)benign(0.254)TCGA-AC-A2BK-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
PAPPA2SNVMissense_Mutationc.2965N>Cp.Glu989Glnp.E989QQ9BXP8protein_codingtolerated(0.21)benign(0.184)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=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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