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: PCSK2

Gene summary for PCSK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PCSK2

Gene ID

5126

Gene nameproprotein convertase subtilisin/kexin type 2
Gene AliasNEC 2
Cytomap20p12.1
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

P16519


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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
5126PCSK2HTA12-15-2HumanPancreasPDAC2.17e-055.79e-010.2315
5126PCSK2HTA12-23-1HumanPancreasPDAC1.51e-151.19e+000.3405
5126PCSK2HTA12-25-1HumanPancreasPDAC5.67e-171.21e+000.313
5126PCSK2HTA12-26-1HumanPancreasPDAC2.74e-441.51e+000.3728
5126PCSK2HTA12-29-1HumanPancreasPDAC1.85e-871.61e+000.3722
5126PCSK2HTA12-30-1HumanPancreasPDAC3.25e-028.60e-010.3671
5126PCSK2HTA12-32-1HumanPancreasPDAC4.48e-041.23e+000.3624
5126PCSK2HTA12-9-3HumanPancreasPDAC1.52e-081.09e+000.2045
5126PCSK2PTCwithHT_8HumanThyroidHT1.97e-208.71e-010.0351
5126PCSK2PTCwithoutHT_2HumanThyroidPTC2.39e-044.34e-010.0419
5126PCSK2PTCwithoutHT_4_2HumanThyroidPTC9.14e-068.42e-010.0455
5126PCSK2male-WTAHumanThyroidPTC1.46e-265.24e-010.1037
5126PCSK2female-WTAHumanThyroidPTC5.13e-221.03e+000.0726
5126PCSK2PTC01HumanThyroidPTC6.01e-291.52e+000.1899
5126PCSK2PTC04HumanThyroidPTC3.30e-762.34e+000.1927
5126PCSK2PTC05HumanThyroidPTC1.36e-131.04e+000.2065
5126PCSK2PTC06HumanThyroidPTC7.16e-242.00e+000.2057
5126PCSK2PTC07HumanThyroidPTC2.11e-461.56e+000.2044
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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:005160420ThyroidPTCprotein maturation132/5968294/187231.71e-062.39e-05132
GO:00164859ThyroidPTCprotein processing95/5968225/187236.60e-044.15e-0395
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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
PCSK2SNVMissense_Mutationrs769711731c.1273N>Ap.Glu425Lysp.E425KP16519protein_codingtolerated(0.49)benign(0.202)TCGA-AC-A3W5-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
PCSK2SNVMissense_Mutationrs767336020c.32N>Gp.Ala11Glyp.A11GP16519protein_codingtolerated_low_confidence(0.27)benign(0)TCGA-BH-A0HU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
PCSK2SNVMissense_Mutationc.586N>Tp.Pro196Serp.P196SP16519protein_codingdeleterious(0)probably_damaging(0.983)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
PCSK2SNVMissense_Mutationc.1392N>Cp.Glu464Aspp.E464DP16519protein_codingtolerated(0.06)benign(0.091)TCGA-BH-A208-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PCSK2SNVMissense_Mutationc.1484N>Cp.Glu495Alap.E495AP16519protein_codingtolerated(0.86)benign(0.003)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
PCSK2insertionFrame_Shift_Insnovelc.1423_1424insGTTTTGAATGGTGCATGGACp.Asp475GlyfsTer20p.D475Gfs*20P16519protein_codingTCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
PCSK2SNVMissense_Mutationnovelc.1276N>Ap.Val426Ilep.V426IP16519protein_codingtolerated(0.1)benign(0.294)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PCSK2SNVMissense_Mutationc.1035N>Cp.Glu345Aspp.E345DP16519protein_codingdeleterious(0)probably_damaging(0.999)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PCSK2SNVMissense_Mutationnovelc.338N>Gp.Asp113Glyp.D113GP16519protein_codingtolerated(0.21)benign(0)TCGA-VS-A9UZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PCSK2SNVMissense_Mutationc.4N>Gp.Lys2Glup.K2EP16519protein_codingtolerated_low_confidence(0.23)benign(0.027)TCGA-A6-2677-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
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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
5126PCSK2PROTEASE, ENZYME, DRUGGABLE GENOMEinhibitor252166858
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