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: PCSK1N

Gene summary for PCSK1N

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PCSK1N

Gene ID

27344

Gene nameproprotein convertase subtilisin/kexin type 1 inhibitor
Gene AliasBigLEN
CytomapXp11.23
Gene Typeprotein-coding
GO ID

GO:0002021

UniProtAcc

Q9UHG2


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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
27344PCSK1NGSM4909281HumanBreastIDC1.43e-659.98e-010.21
27344PCSK1NGSM4909286HumanBreastIDC4.74e-718.93e-010.1081
27344PCSK1NGSM4909291HumanBreastIDC4.34e-144.95e-010.1753
27344PCSK1NGSM4909295HumanBreastIDC4.30e-124.80e-010.0898
27344PCSK1NGSM4909297HumanBreastIDC4.90e-186.22e-010.1517
27344PCSK1NGSM4909304HumanBreastIDC2.01e-295.57e-010.1636
27344PCSK1NGSM4909315HumanBreastIDC1.60e-072.46e-010.21
27344PCSK1NGSM4909317HumanBreastIDC7.17e-062.18e-010.1355
27344PCSK1NGSM4909320HumanBreastIDC1.37e-075.33e-010.1575
27344PCSK1NCA_HPV_2HumanCervixCC1.68e-051.46e-010.0391
27344PCSK1Nsample1HumanCervixCC5.58e-146.37e-010.0959
27344PCSK1NT1HumanCervixCC4.83e-225.65e-010.0918
27344PCSK1NLZE4THumanEsophagusESCC1.43e-022.00e-010.0811
27344PCSK1NP2T-EHumanEsophagusESCC2.03e-092.56e-010.1177
27344PCSK1NP5T-EHumanEsophagusESCC2.02e-061.47e-010.1327
27344PCSK1NP8T-EHumanEsophagusESCC9.74e-226.20e-010.0889
27344PCSK1NP10T-EHumanEsophagusESCC5.68e-243.73e-010.116
27344PCSK1NP11T-EHumanEsophagusESCC7.72e-261.51e+000.1426
27344PCSK1NP12T-EHumanEsophagusESCC1.62e-133.76e-010.1122
27344PCSK1NP15T-EHumanEsophagusESCC2.78e-421.24e+000.1149
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:005254720Oral cavityOSCCregulation of peptidase activity255/7305461/187235.78e-132.75e-11255
GO:005160410Oral cavityOSCCprotein maturation170/7305294/187233.97e-111.28e-09170
GO:005254820Oral cavityOSCCregulation of endopeptidase activity235/7305432/187234.35e-111.40e-09235
GO:003166720Oral cavityOSCCresponse to nutrient levels245/7305474/187231.02e-082.10e-07245
GO:004586120Oral cavityOSCCnegative regulation of proteolysis181/7305351/187231.01e-061.37e-05181
GO:00164856Oral cavityOSCCprotein processing121/7305225/187234.56e-065.23e-05121
GO:000926616Oral cavityOSCCresponse to temperature stimulus98/7305178/187239.78e-061.03e-0498
GO:005134618Oral cavityOSCCnegative regulation of hydrolase activity182/7305379/187231.98e-041.32e-03182
GO:001095117Oral cavityOSCCnegative regulation of endopeptidase activity126/7305252/187232.37e-041.54e-03126
GO:001046618Oral cavityOSCCnegative regulation of peptidase activity130/7305262/187232.89e-041.82e-03130
GO:005254718ProstateBPHregulation of peptidase activity133/3107461/187232.08e-111.43e-09133
GO:005254818ProstateBPHregulation of endopeptidase activity122/3107432/187236.10e-102.91e-08122
GO:004586118ProstateBPHnegative regulation of proteolysis98/3107351/187235.43e-081.49e-0698
GO:003166718ProstateBPHresponse to nutrient levels121/3107474/187233.68e-077.70e-06121
GO:000926610ProstateBPHresponse to temperature stimulus56/3107178/187236.74e-071.30e-0556
GO:00516049ProstateBPHprotein maturation80/3107294/187232.64e-064.23e-0580
GO:00164855ProstateBPHprotein processing62/3107225/187232.22e-052.67e-0462
GO:005134616ProstateBPHnegative regulation of hydrolase activity94/3107379/187232.46e-052.94e-0494
GO:001095115ProstateBPHnegative regulation of endopeptidase activity66/3107252/187236.87e-056.78e-0466
GO:001046616ProstateBPHnegative regulation of peptidase activity68/3107262/187237.28e-057.13e-0468
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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
PCSK1NSNVMissense_Mutationc.643C>Tp.Pro215Serp.P215SQ9UHG2protein_codingdeleterious_low_confidence(0.02)benign(0.099)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
PCSK1NSNVMissense_Mutationnovelc.767N>Ap.Arg256Hisp.R256HQ9UHG2protein_codingdeleterious_low_confidence(0)probably_damaging(0.958)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
PCSK1NSNVMissense_Mutationnovelc.767N>Ap.Arg256Hisp.R256HQ9UHG2protein_codingdeleterious_low_confidence(0)probably_damaging(0.958)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
PCSK1NSNVMissense_Mutationnovelc.152N>Tp.Ala51Valp.A51VQ9UHG2protein_codingtolerated_low_confidence(0.12)benign(0.003)TCGA-55-1595-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PCSK1NSNVMissense_Mutationnovelc.767G>Ap.Arg256Hisp.R256HQ9UHG2protein_codingdeleterious_low_confidence(0)probably_damaging(0.958)TCGA-HU-A4G8-01Stomachstomach adenocarcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
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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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