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: PEBP4

Gene summary for PEBP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PEBP4

Gene ID

157310

Gene namephosphatidylethanolamine binding protein 4
Gene AliasCORK-1
Cytomap8p21.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q96S96


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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
157310PEBP4TD9HumanLungIAC3.90e-02-6.60e-020.088
157310PEBP4RNA-P25T1-P25T1-1HumanLungAIS1.31e-168.26e-01-0.2116
157310PEBP4RNA-P25T1-P25T1-2HumanLungAIS9.54e-067.06e-01-0.1941
157310PEBP4RNA-P25T1-P25T1-3HumanLungAIS1.21e-076.71e-01-0.2107
157310PEBP4RNA-P25T1-P25T1-4HumanLungAIS2.76e-117.99e-01-0.2119
157310PEBP4RNA-P6T2-P6T2-1HumanLungIAC1.17e-02-4.07e-02-0.0166
157310PEBP4RNA-P6T2-P6T2-2HumanLungIAC2.97e-112.06e-02-0.0132
157310PEBP4RNA-P6T2-P6T2-3HumanLungIAC2.86e-121.30e-01-0.013
157310PEBP4RNA-P6T2-P6T2-4HumanLungIAC1.15e-054.91e-02-0.0121
157310PEBP4Adj_PTCwithHT_6HumanThyroidHT1.77e-04-3.27e-010.02
157310PEBP4PTCwithHT_6HumanThyroidHT1.93e-02-2.79e-010.02
157310PEBP4PTCwithHT_8HumanThyroidHT8.20e-04-2.95e-010.0351
157310PEBP4PTCwithoutHT_2HumanThyroidPTC4.56e-05-3.23e-010.0419
157310PEBP4male-WTAHumanThyroidPTC5.82e-08-3.00e-010.1037
157310PEBP4PTC01HumanThyroidPTC9.78e-13-1.54e-010.1899
157310PEBP4PTC06HumanThyroidPTC4.14e-15-6.11e-020.2057
157310PEBP4PTC07HumanThyroidPTC2.92e-16-9.88e-020.2044
157310PEBP4ATC12HumanThyroidATC2.86e-09-3.12e-010.34
157310PEBP4ATC13HumanThyroidATC7.34e-08-3.33e-010.34
157310PEBP4ATC4HumanThyroidATC1.19e-08-3.01e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
PEBP4SNVMissense_Mutationnovelc.471N>Cp.Gln157Hisp.Q157HQ96S96protein_codingdeleterious(0)probably_damaging(0.995)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
PEBP4SNVMissense_Mutationrs766153957c.262N>Ap.Ala88Thrp.A88TQ96S96protein_codingtolerated(0.2)benign(0.23)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PEBP4SNVMissense_Mutationc.430N>Tp.His144Tyrp.H144YQ96S96protein_codingtolerated(0.26)benign(0.15)TCGA-EA-A4BA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinCR
PEBP4SNVMissense_Mutationc.440T>Gp.Phe147Cysp.F147CQ96S96protein_codingdeleterious(0)possibly_damaging(0.87)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PEBP4SNVMissense_Mutationnovelc.651G>Tp.Lys217Asnp.K217NQ96S96protein_codingdeleterious_low_confidence(0.04)benign(0.298)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PEBP4SNVMissense_Mutationrs766153957c.262G>Ap.Ala88Thrp.A88TQ96S96protein_codingtolerated(0.2)benign(0.23)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PEBP4SNVMissense_Mutationc.260N>Ap.Gly87Aspp.G87DQ96S96protein_codingtolerated(0.69)benign(0.005)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PEBP4SNVMissense_Mutationc.406N>Cp.Tyr136Hisp.Y136HQ96S96protein_codingdeleterious(0)probably_damaging(0.998)TCGA-B5-A11G-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PEBP4SNVMissense_Mutationnovelc.147N>Ap.Phe49Leup.F49LQ96S96protein_codingtolerated(0.39)benign(0.003)TCGA-BK-A6W3-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PEBP4SNVMissense_Mutationnovelc.163N>Gp.Asn55Aspp.N55DQ96S96protein_codingtolerated(0.53)benign(0.003)TCGA-E6-A1LX-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
157310PEBP4DRUGGABLE GENOMEmethylphenidateMETHYLPHENIDATE29382897
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