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: QPCT

Gene summary for QPCT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

QPCT

Gene ID

25797

Gene nameglutaminyl-peptide cyclotransferase
Gene AliasGCT
Cytomap2p22.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q16769


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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
25797QPCTLZE7THumanEsophagusESCC4.66e-034.21e-010.0667
25797QPCTP2T-EHumanEsophagusESCC7.66e-134.26e-010.1177
25797QPCTP8T-EHumanEsophagusESCC6.11e-042.91e-020.0889
25797QPCTP11T-EHumanEsophagusESCC3.02e-073.32e-010.1426
25797QPCTP16T-EHumanEsophagusESCC3.43e-186.01e-010.1153
25797QPCTP24T-EHumanEsophagusESCC7.71e-072.09e-010.1287
25797QPCTP26T-EHumanEsophagusESCC2.01e-082.29e-010.1276
25797QPCTP37T-EHumanEsophagusESCC1.33e-029.91e-020.1371
25797QPCTP44T-EHumanEsophagusESCC7.89e-032.11e-010.1096
25797QPCTP56T-EHumanEsophagusESCC5.12e-061.42e+000.1613
25797QPCTP61T-EHumanEsophagusESCC1.27e-041.41e-010.099
25797QPCTP74T-EHumanEsophagusESCC1.62e-104.30e-010.1479
25797QPCTP76T-EHumanEsophagusESCC2.52e-164.46e-010.1207
25797QPCTP79T-EHumanEsophagusESCC3.53e-043.63e-020.1154
25797QPCTP82T-EHumanEsophagusESCC5.38e-046.35e-010.1072
25797QPCTP89T-EHumanEsophagusESCC2.33e-048.04e-010.1752
25797QPCTP126T-EHumanEsophagusESCC1.87e-023.26e-010.1125
25797QPCTP130T-EHumanEsophagusESCC1.49e-401.15e+000.1676
25797QPCTmale-WTAHumanThyroidPTC1.63e-354.36e-010.1037
25797QPCTPTC01HumanThyroidPTC7.38e-471.11e+000.1899
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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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
QPCTSNVMissense_Mutationnovelc.938G>Tp.Arg313Ilep.R313IQ16769protein_codingdeleterious(0.01)possibly_damaging(0.807)TCGA-E2-A1LE-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyherceptinPD
QPCTinsertionFrame_Shift_Insnovelc.510_511insGp.Ala171GlyfsTer29p.A171Gfs*29Q16769protein_codingTCGA-A2-A0T2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyxelodaPD
QPCTSNVMissense_Mutationrs762938073c.826N>Tp.His276Tyrp.H276YQ16769protein_codingdeleterious(0.04)benign(0.191)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
QPCTSNVMissense_Mutationnovelc.700N>Ap.Gly234Serp.G234SQ16769protein_codingtolerated(0.27)benign(0.125)TCGA-C5-A905-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
QPCTSNVMissense_Mutationc.805G>Ap.Glu269Lysp.E269KQ16769protein_codingtolerated(0.64)benign(0.001)TCGA-DS-A0VK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
QPCTSNVMissense_Mutationnovelc.524N>Gp.Asp175Glyp.D175GQ16769protein_codingdeleterious(0)probably_damaging(1)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
QPCTSNVMissense_Mutationrs779100301c.964N>Tp.Pro322Serp.P322SQ16769protein_codingtolerated(0.42)benign(0.22)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
QPCTSNVMissense_Mutationnovelc.432N>Tp.Lys144Asnp.K144NQ16769protein_codingdeleterious(0)probably_damaging(0.97)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
QPCTSNVMissense_Mutationnovelc.809N>Tp.Arg270Ilep.R270IQ16769protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
QPCTinsertionFrame_Shift_Insnovelc.783dupTp.Pro262SerfsTer14p.P262Sfs*14Q16769protein_codingTCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
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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
25797QPCTENZYME, PROTEASE, DRUGGABLE GENOMEPQ-91224403873
25797QPCTENZYME, PROTEASE, DRUGGABLE GENOMEinhibitor252166568
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