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: PCTP

Gene summary for PCTP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PCTP

Gene ID

58488

Gene namephosphatidylcholine transfer protein
Gene AliasPC-TP
Cytomap17q22
Gene Typeprotein-coding
GO ID

GO:0001659

UniProtAcc

Q9UKL6


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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
58488PCTPLZE4THumanEsophagusESCC8.23e-031.86e-010.0811
58488PCTPP2T-EHumanEsophagusESCC1.73e-091.68e-010.1177
58488PCTPP4T-EHumanEsophagusESCC7.83e-058.19e-020.1323
58488PCTPP8T-EHumanEsophagusESCC1.47e-142.45e-010.0889
58488PCTPP9T-EHumanEsophagusESCC3.34e-111.16e-010.1131
58488PCTPP11T-EHumanEsophagusESCC4.51e-114.01e-010.1426
58488PCTPP12T-EHumanEsophagusESCC4.26e-163.14e-010.1122
58488PCTPP15T-EHumanEsophagusESCC1.21e-036.05e-020.1149
58488PCTPP16T-EHumanEsophagusESCC7.61e-071.14e-010.1153
58488PCTPP19T-EHumanEsophagusESCC3.12e-032.56e-010.1662
58488PCTPP20T-EHumanEsophagusESCC5.17e-061.07e-010.1124
58488PCTPP21T-EHumanEsophagusESCC1.78e-034.83e-020.1617
58488PCTPP22T-EHumanEsophagusESCC3.60e-132.30e-010.1236
58488PCTPP23T-EHumanEsophagusESCC1.57e-143.17e-010.108
58488PCTPP24T-EHumanEsophagusESCC9.56e-081.65e-010.1287
58488PCTPP26T-EHumanEsophagusESCC4.44e-081.62e-010.1276
58488PCTPP28T-EHumanEsophagusESCC1.96e-051.05e-010.1149
58488PCTPP30T-EHumanEsophagusESCC3.40e-092.42e-010.137
58488PCTPP32T-EHumanEsophagusESCC1.52e-122.28e-010.1666
58488PCTPP36T-EHumanEsophagusESCC2.56e-026.02e-020.1187
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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
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
∗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:01061066EsophagusESCCcold-induced thermogenesis80/8552144/187231.07e-023.65e-0280
GO:01201616EsophagusESCCregulation of cold-induced thermogenesis80/8552144/187231.07e-023.65e-0280
GO:001087621LiverHCClipid localization228/7958448/187231.80e-041.41e-03228
GO:000686921LiverHCClipid transport198/7958398/187231.92e-039.78e-03198
GO:010610611LiverHCCcold-induced thermogenesis76/7958144/187238.07e-033.18e-0276
GO:012016111LiverHCCregulation of cold-induced thermogenesis76/7958144/187238.07e-033.18e-0276
GO:199084511LiverHCCadaptive thermogenesis81/7958157/187231.32e-024.72e-0281
GO:01061065Oral cavityOSCCcold-induced thermogenesis71/7305144/187237.51e-032.75e-0271
GO:01201615Oral cavityOSCCregulation of cold-induced thermogenesis71/7305144/187237.51e-032.75e-0271
GO:00016594Oral cavityOSCCtemperature homeostasis84/7305174/187237.84e-032.87e-0284
GO:19908454Oral cavityOSCCadaptive thermogenesis76/7305157/187231.02e-023.52e-0276
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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
PCTPSNVMissense_Mutationc.435N>Cp.Glu145Aspp.E145Dprotein_codingdeleterious(0)possibly_damaging(0.854)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PCTPSNVMissense_Mutationc.486N>Tp.Glu162Aspp.E162Dprotein_codingtolerated(0.09)benign(0.324)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PCTPSNVMissense_Mutationnovelc.220N>Cp.Asp74Hisp.D74Hprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PCTPinsertionFrame_Shift_Insnovelc.323_324insAAATAp.Met109AsnfsTer26p.M109Nfs*26protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PCTPinsertionIn_Frame_Insnovelc.324_325insTCTTCCTATTTAGGGGGCAGTGGGp.Pro108_Met109insSerSerTyrLeuGlyGlySerGlyp.P108_M109insSSYLGGSGprotein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PCTPSNVMissense_Mutationnovelc.375N>Cp.Met125Ilep.M125Iprotein_codingtolerated(0.21)benign(0)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PCTPSNVMissense_Mutationrs752370465c.574G>Ap.Ala192Thrp.A192Tprotein_codingdeleterious(0.05)benign(0.274)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PCTPSNVMissense_Mutationc.529N>Tp.Asp177Tyrp.D177Yprotein_codingdeleterious(0)probably_damaging(0.993)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PCTPSNVMissense_Mutationrs147596112c.451N>Tp.Arg151Trpp.R151Wprotein_codingdeleterious(0)probably_damaging(1)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PCTPSNVMissense_Mutationc.144N>Tp.Lys48Asnp.K48Nprotein_codingtolerated(0.21)benign(0.034)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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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