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: PGC

Gene summary for PGC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PGC

Gene ID

5225

Gene nameprogastricsin
Gene AliasPEPC
Cytomap6p21.1
Gene Typeprotein-coding
GO ID

GO:0002225

UniProtAcc

P20142


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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
5225PGCTD9HumanLungIAC2.93e-041.04e+000.088
5225PGCRNA-P23T2-P23T2-2HumanLungMIAC9.85e-051.26e+00-0.028
5225PGCPat02-BHumanStomachGC9.78e-741.23e+000.0368
5225PGCPat03-BHumanStomachGC1.15e-054.04e-010.3693
5225PGCPat04-BHumanStomachGC3.08e-281.13e+00-0.1483
5225PGCPat05-BHumanStomachGC7.04e-321.21e+00-0.0353
5225PGCPat06-BHumanStomachGC1.53e-771.31e+00-0.1961
5225PGCPat10-BHumanStomachGC2.97e-085.73e-010.084
5225PGCPat11-BHumanStomachGC2.51e-441.21e+00-0.182
5225PGCPat15-BHumanStomachGC2.09e-661.41e+00-0.0778
5225PGCPat16-BHumanStomachGC7.27e-12-7.38e-010.1918
5225PGCPat17-BHumanStomachGC1.59e-07-2.85e-010.3109
5225PGCPat18-BHumanStomachGC1.50e-901.55e+00-0.0432
5225PGCPat19-BHumanStomachGC1.21e-328.89e-010.0826
5225PGCPat22-BHumanStomachGC8.15e-611.10e+00-0.1042
5225PGCPat24-BHumanStomachGC1.55e-511.35e+00-0.1184
5225PGCPat25-AHumanStomachCAG with IM2.37e-801.57e+00-0.1648
5225PGCPat26-AHumanStomachCSG7.64e-991.57e+00-0.2402
5225PGCPat28-AHumanStomachCSG1.46e-641.58e+00-0.2594
5225PGCPat29-AHumanStomachCAG with IM1.43e-291.45e+00-0.2769
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:00321033LungIACpositive regulation of response to external stimulus65/2061427/187234.28e-033.41e-0265
GO:0007586StomachGCdigestion38/1159137/187231.80e-151.22e-1238
GO:0019730StomachGCantimicrobial humoral response25/1159122/187239.62e-086.08e-0625
GO:0006959StomachGChumoral immune response42/1159317/187232.59e-061.10e-0442
GO:0019731StomachGCantibacterial humoral response13/115960/187236.18e-051.40e-0313
GO:0042742StomachGCdefense response to bacterium37/1159350/187231.05e-031.23e-0237
GO:0061844StomachGCantimicrobial humoral immune response mediated by antimicrobial peptide12/115979/187233.26e-032.87e-0212
GO:1900426StomachGCpositive regulation of defense response to bacterium4/115911/187233.39e-032.94e-024
GO:1900424StomachGCregulation of defense response to bacterium5/115918/187233.92e-033.30e-025
GO:00075861StomachCAG with IMdigestion29/1050137/187234.42e-106.93e-0829
GO:00197301StomachCAG with IMantimicrobial humoral response23/1050122/187232.62e-071.61e-0523
GO:00069591StomachCAG with IMhumoral immune response39/1050317/187233.43e-061.36e-0439
GO:00197311StomachCAG with IMantibacterial humoral response12/105060/187231.04e-042.28e-0312
GO:00427421StomachCAG with IMdefense response to bacterium34/1050350/187231.32e-031.56e-0234
GO:00618441StomachCAG with IMantimicrobial humoral immune response mediated by antimicrobial peptide12/105079/187231.43e-031.64e-0212
GO:19004261StomachCAG with IMpositive regulation of defense response to bacterium4/105011/187232.36e-032.35e-024
GO:19004241StomachCAG with IMregulation of defense response to bacterium5/105018/187232.55e-032.49e-025
GO:00075862StomachCSGdigestion25/1034137/187231.15e-078.25e-0625
GO:00197302StomachCSGantimicrobial humoral response23/1034122/187231.99e-071.30e-0523
GO:00069592StomachCSGhumoral immune response40/1034317/187239.26e-074.76e-0540
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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
PGCSNVMissense_Mutationrs151306066c.163N>Tp.Arg55Cysp.R55CP20142protein_codingtolerated(0.15)benign(0.28)TCGA-A1-A0SD-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PGCinsertionIn_Frame_Insnovelc.925_926insTGGGGAGAGGAGACCCTGCTGAGGACCACGGCAGCCTGAATGTACCTGp.Asn309delinsMetGlyArgGlyAspProAlaGluAspHisGlySerLeuAsnValProAspp.N309delinsMGRGDPAEDHGSLNVPDP20142protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
PGCSNVMissense_Mutationc.1090G>Ap.Gly364Argp.G364RP20142protein_codingdeleterious(0.02)probably_damaging(1)TCGA-C5-A7X5-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
PGCSNVMissense_Mutationrs745956348c.1070G>Ap.Gly357Aspp.G357DP20142protein_codingdeleterious(0.03)benign(0.202)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PGCSNVMissense_Mutationc.1162N>Ap.Ala388Thrp.A388TP20142protein_codingdeleterious(0.01)possibly_damaging(0.741)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PGCSNVMissense_Mutationc.505N>Gp.Thr169Alap.T169AP20142protein_codingtolerated(0.29)benign(0)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PGCSNVMissense_Mutationc.275N>Tp.Thr92Ilep.T92IP20142protein_codingdeleterious(0)probably_damaging(0.996)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PGCSNVMissense_Mutationrs770437031c.322N>Ap.Ala108Thrp.A108TP20142protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
PGCinsertionFrame_Shift_Insnovelc.295_296insGp.Val99GlyfsTer48p.V99Gfs*48P20142protein_codingTCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PGCdeletionFrame_Shift_Delc.1093delNp.Asp365MetfsTer18p.D365Mfs*18P20142protein_codingTCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
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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
5225PGCDRUGGABLE GENOME, ENZYME, PROTEASEECABETECABET
5225PGCDRUGGABLE GENOME, ENZYME, PROTEASEinhibitor252166834
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