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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: PCSK7

Gene summary for PCSK7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PCSK7

Gene ID

9159

Gene nameproprotein convertase subtilisin/kexin type 7
Gene AliasLPC
Cytomap11q23.3
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q16549


Top

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
9159PCSK7HTA11_347_2000001011HumanColorectumAD3.22e-126.48e-01-0.1954
9159PCSK7HTA11_83_2000001011HumanColorectumSER3.63e-045.39e-01-0.1526
9159PCSK7HTA11_696_2000001011HumanColorectumAD1.84e-106.39e-01-0.1464
9159PCSK7HTA11_866_2000001011HumanColorectumAD1.17e-034.68e-01-0.1001
9159PCSK7HTA11_1391_2000001011HumanColorectumAD5.83e-045.51e-01-0.059
9159PCSK7HTA11_99999970781_79442HumanColorectumMSS8.22e-04-2.86e-010.294
9159PCSK7A015-C-203HumanColorectumFAP3.19e-27-3.28e-01-0.1294
9159PCSK7A015-C-204HumanColorectumFAP6.98e-03-1.78e-01-0.0228
9159PCSK7A014-C-040HumanColorectumFAP5.45e-04-4.73e-01-0.1184
9159PCSK7A002-C-201HumanColorectumFAP2.75e-09-2.99e-010.0324
9159PCSK7A002-C-203HumanColorectumFAP1.29e-04-8.00e-020.2786
9159PCSK7A001-C-119HumanColorectumFAP1.42e-08-4.54e-01-0.1557
9159PCSK7A001-C-108HumanColorectumFAP4.54e-15-3.00e-01-0.0272
9159PCSK7A002-C-205HumanColorectumFAP2.00e-18-4.36e-01-0.1236
9159PCSK7A001-C-104HumanColorectumFAP3.85e-03-1.97e-010.0184
9159PCSK7A015-C-006HumanColorectumFAP6.88e-13-4.91e-01-0.0994
9159PCSK7A015-C-106HumanColorectumFAP1.19e-09-1.91e-01-0.0511
9159PCSK7A002-C-114HumanColorectumFAP2.88e-14-4.37e-01-0.1561
9159PCSK7A015-C-104HumanColorectumFAP2.37e-31-3.90e-01-0.1899
9159PCSK7A001-C-014HumanColorectumFAP1.03e-17-3.60e-010.0135
Page: 1 2 3 4 5 6 7 8 9 

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
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0016486Oral cavityNEOLPpeptide hormone processing8/200524/187232.59e-031.63e-028
GO:0140448Oral cavityNEOLPsignaling receptor ligand precursor processing8/200525/187233.46e-032.05e-028
GO:005160419SkincSCCprotein maturation117/4864294/187231.27e-072.93e-06117
GO:00164858SkincSCCprotein processing79/4864225/187231.43e-039.02e-0379
GO:0042445StomachGChormone metabolic process29/1159218/187238.22e-051.75e-0329
GO:00516045StomachGCprotein maturation34/1159294/187233.35e-045.33e-0334
GO:005160411StomachCAG with IMprotein maturation31/1050294/187235.57e-048.22e-0331
GO:00424451StomachCAG with IMhormone metabolic process22/1050218/187235.61e-034.40e-0222
GO:005160421StomachCSGprotein maturation30/1034294/187239.05e-041.20e-0230
GO:005160420ThyroidPTCprotein maturation132/5968294/187231.71e-062.39e-05132
GO:00164859ThyroidPTCprotein processing95/5968225/187236.60e-044.15e-0395
GO:0051604110ThyroidATCprotein maturation136/6293294/187234.00e-064.42e-05136
GO:001648515ThyroidATCprotein processing100/6293225/187234.39e-042.62e-03100
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
PCSK7SNVMissense_Mutationrs775499699c.1679N>Ap.Arg560Hisp.R560HQ16549protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PCSK7SNVMissense_Mutationc.1337N>Tp.Arg446Leup.R446LQ16549protein_codingtolerated(0.31)benign(0.059)TCGA-C8-A131-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
PCSK7SNVMissense_Mutationc.133N>Cp.Asp45Hisp.D45HQ16549protein_codingtolerated_low_confidence(0.11)benign(0.037)TCGA-DG-A2KH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PCSK7SNVMissense_Mutationc.2114N>Gp.His705Argp.H705RQ16549protein_codingtolerated_low_confidence(1)benign(0)TCGA-EA-A4BA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinCR
PCSK7SNVMissense_Mutationc.1342N>Cp.Glu448Glnp.E448QQ16549protein_codingdeleterious(0.02)benign(0.045)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
PCSK7SNVMissense_Mutationc.1058N>Tp.Ala353Valp.A353VQ16549protein_codingdeleterious(0)probably_damaging(0.997)TCGA-FU-A3TX-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
PCSK7SNVMissense_Mutationnovelc.283N>Gp.His95Aspp.H95DQ16549protein_codingtolerated(0.09)possibly_damaging(0.649)TCGA-A6-5659-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PCSK7SNVMissense_Mutationrs199777458c.692N>Ap.Arg231Glnp.R231QQ16549protein_codingdeleterious(0)probably_damaging(0.938)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PCSK7SNVMissense_Mutationc.356N>Tp.Ala119Valp.A119VQ16549protein_codingtolerated(0.23)benign(0.013)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PCSK7SNVMissense_Mutationc.1535N>Cp.Val512Alap.V512AQ16549protein_codingtolerated(0.06)possibly_damaging(0.604)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
Page: 1 2 3 4 5 6 7 8 9 

Top

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
9159PCSK7ENZYME, PROTEASE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEinhibitor252166868
9159PCSK7ENZYME, PROTEASE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEinhibitor252166858
Page: 1