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: PCSK6

Gene summary for PCSK6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PCSK6

Gene ID

5046

Gene nameproprotein convertase subtilisin/kexin type 6
Gene AliasPACE4
Cytomap15q26.3
Gene Typeprotein-coding
GO ID

GO:0000578

UniProtAcc

A2RQD9


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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
5046PCSK6HTA11_347_2000001011HumanColorectumAD7.29e-218.15e-01-0.1954
5046PCSK6HTA11_83_2000001011HumanColorectumSER7.39e-055.64e-01-0.1526
5046PCSK6HTA11_1391_2000001011HumanColorectumAD1.73e-034.92e-01-0.059
5046PCSK6HTA11_99999970781_79442HumanColorectumMSS5.26e-05-2.80e-010.294
5046PCSK6HTA11_99999971662_82457HumanColorectumMSS3.49e-09-3.62e-010.3859
5046PCSK6HTA11_99999974143_84620HumanColorectumMSS9.77e-10-3.92e-010.3005
5046PCSK6A001-C-207HumanColorectumFAP2.35e-02-3.00e-010.1278
5046PCSK6A015-C-203HumanColorectumFAP1.01e-15-2.99e-01-0.1294
5046PCSK6A015-C-204HumanColorectumFAP4.50e-02-2.77e-01-0.0228
5046PCSK6A002-C-201HumanColorectumFAP2.98e-07-2.85e-010.0324
5046PCSK6A001-C-119HumanColorectumFAP1.34e-04-3.96e-01-0.1557
5046PCSK6A001-C-108HumanColorectumFAP4.37e-09-2.83e-01-0.0272
5046PCSK6A002-C-205HumanColorectumFAP2.28e-11-3.89e-01-0.1236
5046PCSK6A001-C-104HumanColorectumFAP9.23e-06-2.76e-010.0184
5046PCSK6A015-C-005HumanColorectumFAP1.02e-11-4.80e-01-0.0336
5046PCSK6A015-C-006HumanColorectumFAP2.48e-06-3.05e-01-0.0994
5046PCSK6A015-C-106HumanColorectumFAP1.31e-09-3.23e-01-0.0511
5046PCSK6A002-C-114HumanColorectumFAP2.59e-07-2.37e-01-0.1561
5046PCSK6A015-C-104HumanColorectumFAP1.72e-21-4.24e-01-0.1899
5046PCSK6A001-C-014HumanColorectumFAP5.01e-10-3.22e-010.0135
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:0051604ColorectumADprotein maturation85/3918294/187236.73e-046.91e-0385
GO:0007178ColorectumADtransmembrane receptor protein serine/threonine kinase signaling pathway99/3918355/187239.92e-049.28e-0399
GO:0016485ColorectumADprotein processing63/3918225/187236.77e-034.19e-0263
GO:00516041ColorectumSERprotein maturation73/2897294/187231.82e-055.38e-0473
GO:00164851ColorectumSERprotein processing55/2897225/187232.84e-044.67e-0355
GO:00516042ColorectumMSSprotein maturation75/3467294/187231.70e-031.53e-0275
GO:00071781ColorectumMSStransmembrane receptor protein serine/threonine kinase signaling pathway86/3467355/187234.04e-032.95e-0286
GO:00164852ColorectumMSSprotein processing57/3467225/187236.60e-034.38e-0257
GO:00071782ColorectumFAPtransmembrane receptor protein serine/threonine kinase signaling pathway81/2622355/187234.28e-061.46e-0481
GO:0071772ColorectumFAPresponse to BMP37/2622165/187232.20e-031.80e-0237
GO:0071773ColorectumFAPcellular response to BMP stimulus37/2622165/187232.20e-031.80e-0237
GO:0090092ColorectumFAPregulation of transmembrane receptor protein serine/threonine kinase signaling pathway52/2622256/187233.33e-032.44e-0252
GO:0030509ColorectumFAPBMP signaling pathway34/2622152/187233.38e-032.47e-0234
GO:0009952ColorectumFAPanterior/posterior pattern specification41/2622201/187237.82e-034.63e-0241
GO:00071783ColorectumCRCtransmembrane receptor protein serine/threonine kinase signaling pathway66/2078355/187231.74e-055.28e-0466
GO:00305091ColorectumCRCBMP signaling pathway31/2078152/187235.73e-047.89e-0331
GO:00900921ColorectumCRCregulation of transmembrane receptor protein serine/threonine kinase signaling pathway46/2078256/187236.66e-048.77e-0346
GO:00717721ColorectumCRCresponse to BMP32/2078165/187231.16e-031.33e-0232
GO:00717731ColorectumCRCcellular response to BMP stimulus32/2078165/187231.16e-031.33e-0232
GO:00099521ColorectumCRCanterior/posterior pattern specification36/2078201/187232.56e-032.40e-0236
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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
PCSK6SNVMissense_Mutationc.521N>Ap.Gly174Aspp.G174DP29122protein_codingtolerated(0.12)benign(0.154)TCGA-AC-A2B8-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapychemoPD
PCSK6SNVMissense_Mutationrs370069260c.536G>Ap.Arg179Hisp.R179HP29122protein_codingtolerated(0.6)probably_damaging(0.991)TCGA-AR-A0TT-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
PCSK6SNVMissense_Mutationrs372628533c.1565N>Tp.Thr522Metp.T522MP29122protein_codingtolerated(0.14)possibly_damaging(0.579)TCGA-E2-A15G-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PCSK6SNVMissense_Mutationrs374241841c.1493N>Tp.Ser498Leup.S498LP29122protein_codingtolerated(0.06)benign(0.084)TCGA-LL-A5YO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
PCSK6SNVMissense_Mutationnovelc.1127N>Ap.Gly376Aspp.G376DP29122protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PCSK6SNVMissense_Mutationrs749421067c.928G>Ap.Asp310Asnp.D310NP29122protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A2LX-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PCSK6SNVMissense_Mutationc.528G>Cp.Lys176Asnp.K176NP29122protein_codingtolerated(0.62)benign(0.136)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
PCSK6SNVMissense_Mutationrs766469441c.1937G>Ap.Arg646Hisp.R646HP29122protein_codingtolerated(0.06)possibly_damaging(0.873)TCGA-EA-A3HR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PCSK6SNVMissense_Mutationnovelc.2548N>Tp.His850Tyrp.H850YP29122protein_codingdeleterious(0.03)benign(0.091)TCGA-EA-A3QE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PCSK6SNVMissense_Mutationrs777347665c.1585N>Ap.Ala529Thrp.A529TP29122protein_codingtolerated(0.21)benign(0.238)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
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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
5046PCSK6PROTEASE, DRUGGABLE GENOME, ENZYME, CELL SURFACEinhibitor252166858
5046PCSK6PROTEASE, DRUGGABLE GENOME, ENZYME, CELL SURFACEinhibitor178103178
5046PCSK6PROTEASE, DRUGGABLE GENOME, ENZYME, CELL SURFACEinhibitor252166848
5046PCSK6PROTEASE, DRUGGABLE GENOME, ENZYME, CELL SURFACEinhibitor252166868
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