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: PCOLCE

Gene summary for PCOLCE

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PCOLCE

Gene ID

5118

Gene nameprocollagen C-endopeptidase enhancer
Gene AliasPCPE
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q15113


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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
5118PCOLCEAEH-subject1HumanEndometriumAEH3.55e-42-9.55e-01-0.3059
5118PCOLCEAEH-subject2HumanEndometriumAEH4.25e-43-9.34e-01-0.2525
5118PCOLCEAEH-subject3HumanEndometriumAEH1.46e-39-9.17e-01-0.2576
5118PCOLCEAEH-subject4HumanEndometriumAEH3.28e-24-8.09e-01-0.2657
5118PCOLCEAEH-subject5HumanEndometriumAEH1.40e-45-9.72e-01-0.2953
5118PCOLCEEEC-subject1HumanEndometriumEEC4.28e-49-9.79e-01-0.2682
5118PCOLCEEEC-subject2HumanEndometriumEEC2.52e-56-1.01e+00-0.2607
5118PCOLCEEEC-subject3HumanEndometriumEEC8.54e-55-9.84e-01-0.2525
5118PCOLCEEEC-subject4HumanEndometriumEEC1.87e-40-9.27e-01-0.2571
5118PCOLCEEEC-subject5HumanEndometriumEEC3.06e-50-9.79e-01-0.249
5118PCOLCEGSM5276935HumanEndometriumEEC2.72e-46-9.72e-01-0.123
5118PCOLCEGSM5276937HumanEndometriumEEC6.56e-10-4.34e-01-0.0897
5118PCOLCEGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC4.05e-36-9.06e-01-0.1869
5118PCOLCEGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.74e-36-9.56e-01-0.1875
5118PCOLCEGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC8.15e-41-9.24e-01-0.1883
5118PCOLCEGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC2.50e-51-9.81e-01-0.1934
5118PCOLCEGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.29e-57-1.01e+00-0.1917
5118PCOLCEGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC3.38e-64-1.02e+00-0.1916
5118PCOLCEGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC7.11e-17-6.94e-01-0.1269
5118PCOLCELZE24THumanEsophagusESCC8.59e-047.29e-020.0596
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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.

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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:004586216EndometriumAEHpositive regulation of proteolysis81/2100372/187232.72e-092.06e-0781
GO:005254716EndometriumAEHregulation of peptidase activity85/2100461/187232.47e-067.11e-0585
GO:001095216EndometriumAEHpositive regulation of peptidase activity44/2100197/187235.53e-061.38e-0444
GO:004586217EndometriumEECpositive regulation of proteolysis83/2168372/187232.32e-091.86e-0783
GO:005254717EndometriumEECregulation of peptidase activity91/2168461/187232.00e-078.93e-0691
GO:001095217EndometriumEECpositive regulation of peptidase activity44/2168197/187231.25e-052.54e-0444
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:0010952111EsophagusESCCpositive regulation of peptidase activity133/8552197/187234.31e-101.14e-08133
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:004586212LiverCirrhoticpositive regulation of proteolysis163/4634372/187234.18e-165.14e-14163
GO:005254712LiverCirrhoticregulation of peptidase activity185/4634461/187231.32e-131.09e-11185
GO:00109527LiverCirrhoticpositive regulation of peptidase activity81/4634197/187232.89e-077.03e-0681
GO:004586222LiverHCCpositive regulation of proteolysis232/7958372/187235.66e-153.98e-13232
GO:005254722LiverHCCregulation of peptidase activity247/7958461/187238.28e-071.27e-05247
GO:001095212LiverHCCpositive regulation of peptidase activity110/7958197/187231.04e-048.98e-04110
GO:005254727SkinAKregulation of peptidase activity88/1910461/187234.65e-093.44e-0788
GO:004586228SkinAKpositive regulation of proteolysis74/1910372/187231.32e-088.20e-0774
GO:001095226SkinAKpositive regulation of peptidase activity39/1910197/187233.82e-056.31e-0439
GO:0045862112SkinSCCISpositive regulation of proteolysis43/919372/187231.69e-071.91e-0543
GO:0052547112SkinSCCISregulation of peptidase activity46/919461/187234.09e-061.82e-0446
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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
PCOLCESNVMissense_Mutationnovelc.126N>Tp.Lys42Asnp.K42NQ15113protein_codingdeleterious(0.05)benign(0.001)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
PCOLCESNVMissense_Mutationc.211N>Ap.Glu71Lysp.E71KQ15113protein_codingtolerated(0.08)benign(0.036)TCGA-Q1-A73P-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PCOLCESNVMissense_Mutationnovelc.113N>Cp.Gly38Alap.G38AQ15113protein_codingdeleterious(0)probably_damaging(1)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
PCOLCESNVMissense_Mutationc.112N>Ap.Gly38Argp.G38RQ15113protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-6607-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
PCOLCESNVMissense_Mutationrs780465700c.346N>Tp.Arg116Trpp.R116WQ15113protein_codingdeleterious(0)probably_damaging(0.995)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PCOLCESNVMissense_Mutationrs200657795c.1231N>Ap.Val411Ilep.V411IQ15113protein_codingtolerated(0.85)benign(0.003)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PCOLCESNVMissense_Mutationc.115G>Tp.Gly39Trpp.G39WQ15113protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PCOLCEdeletionFrame_Shift_Delc.475delTp.Cys159AlafsTer12p.C159Afs*12Q15113protein_codingTCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PCOLCESNVMissense_Mutationnovelc.609G>Tp.Glu203Aspp.E203DQ15113protein_codingtolerated(0.36)benign(0.021)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PCOLCESNVMissense_Mutationnovelc.934G>Tp.Ala312Serp.A312SQ15113protein_codingtolerated(0.75)benign(0)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid 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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