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: PEBP1

Gene summary for PEBP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PEBP1

Gene ID

5037

Gene namephosphatidylethanolamine binding protein 1
Gene AliasHCNP
Cytomap12q24.23
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

D9IAI1


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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
5037PEBP1GSM4909280HumanBreastPrecancer1.18e-03-6.69e-010.0305
5037PEBP1GSM4909281HumanBreastIDC2.33e-184.55e-010.21
5037PEBP1GSM4909285HumanBreastIDC1.25e-022.41e-010.21
5037PEBP1GSM4909286HumanBreastIDC2.75e-235.05e-010.1081
5037PEBP1GSM4909288HumanBreastIDC4.24e-031.39e-010.0988
5037PEBP1GSM4909289HumanBreastIDC1.93e-074.84e-010.1064
5037PEBP1GSM4909293HumanBreastIDC3.37e-063.13e-010.1581
5037PEBP1GSM4909294HumanBreastIDC7.05e-444.47e-010.2022
5037PEBP1GSM4909296HumanBreastIDC5.13e-16-5.09e-020.1524
5037PEBP1GSM4909297HumanBreastIDC3.71e-281.67e-020.1517
5037PEBP1GSM4909298HumanBreastIDC4.12e-053.17e-010.1551
5037PEBP1GSM4909301HumanBreastIDC2.75e-072.46e-010.1577
5037PEBP1GSM4909302HumanBreastIDC7.19e-038.88e-030.1545
5037PEBP1GSM4909303HumanBreastIDC2.83e-023.37e-010.0438
5037PEBP1GSM4909304HumanBreastIDC1.28e-053.20e-010.1636
5037PEBP1GSM4909305HumanBreastIDC5.04e-073.61e-010.0436
5037PEBP1GSM4909306HumanBreastIDC9.58e-255.06e-010.1564
5037PEBP1GSM4909307HumanBreastIDC9.01e-133.46e-010.1569
5037PEBP1GSM4909308HumanBreastIDC1.94e-235.08e-010.158
5037PEBP1GSM4909309HumanBreastIDC5.25e-092.25e-010.0483
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:005254726EsophagusHGINregulation of peptidase activity102/2587461/187236.29e-072.72e-05102
GO:005254826EsophagusHGINregulation of endopeptidase activity96/2587432/187231.09e-064.30e-0596
GO:004586126EsophagusHGINnegative regulation of proteolysis68/2587351/187232.21e-032.28e-0268
GO:005134620EsophagusHGINnegative regulation of hydrolase activity72/2587379/187232.81e-032.75e-0272
GO:004340919EsophagusHGINnegative regulation of MAPK cascade38/2587180/187234.58e-033.96e-0238
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:0052548111EsophagusESCCregulation of endopeptidase activity253/8552432/187233.68e-086.78e-07253
GO:0045861111EsophagusESCCnegative regulation of proteolysis195/8552351/187231.13e-047.85e-04195
GO:0051346110EsophagusESCCnegative regulation of hydrolase activity208/8552379/187231.76e-041.14e-03208
GO:0043409110EsophagusESCCnegative regulation of MAPK cascade105/8552180/187234.13e-042.35e-03105
GO:001046620EsophagusESCCnegative regulation of peptidase activity140/8552262/187236.73e-032.46e-02140
GO:001095119EsophagusESCCnegative regulation of endopeptidase activity135/8552252/187236.86e-032.51e-02135
GO:00458617LiverNAFLDnegative regulation of proteolysis66/1882351/187234.02e-072.58e-0566
GO:00513467LiverNAFLDnegative regulation of hydrolase activity62/1882379/187238.11e-051.66e-0362
GO:00525477LiverNAFLDregulation of peptidase activity72/1882461/187231.03e-042.03e-0372
GO:00525487LiverNAFLDregulation of endopeptidase activity67/1882432/187232.17e-043.70e-0367
GO:00109517LiverNAFLDnegative regulation of endopeptidase activity42/1882252/187237.29e-049.29e-0342
GO:00104667LiverNAFLDnegative regulation of peptidase activity43/1882262/187238.76e-041.07e-0243
GO:005254712LiverCirrhoticregulation of peptidase activity185/4634461/187231.32e-131.09e-11185
GO:005254812LiverCirrhoticregulation of endopeptidase activity172/4634432/187232.12e-121.58e-10172
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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
PEBP1SNVMissense_Mutationc.440N>Tp.Gly147Valp.G147VP30086protein_codingtolerated(0.18)benign(0.141)TCGA-D8-A147-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
PEBP1SNVMissense_Mutationrs530714085c.422N>Ap.Arg141Glnp.R141QP30086protein_codingtolerated(0.13)benign(0.029)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PEBP1SNVMissense_Mutationnovelc.275N>Cp.Met92Thrp.M92TP30086protein_codingdeleterious(0)benign(0.171)TCGA-AP-A1DO-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PEBP1SNVMissense_Mutationrs530714085c.422G>Ap.Arg141Glnp.R141QP30086protein_codingtolerated(0.13)benign(0.029)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
PEBP1SNVMissense_Mutationc.161C>Tp.Ser54Leup.S54LP30086protein_codingtolerated(0.2)benign(0.013)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
PEBP1SNVMissense_Mutationrs777648257c.347G>Ap.Gly116Aspp.G116DP30086protein_codingdeleterious(0)probably_damaging(0.978)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
PEBP1SNVMissense_Mutationnovelc.541N>Cp.Tyr181Hisp.Y181HP30086protein_codingtolerated(0.19)benign(0.001)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
PEBP1SNVMissense_Mutationnovelc.325T>Ap.Ser109Thrp.S109TP30086protein_codingdeleterious(0)benign(0.282)TCGA-DD-AAD6-01Liverliver hepatocellular carcinomaMale>=65III/IVUnknownUnknownPD
PEBP1SNVMissense_Mutationc.328N>Tp.Gly110Trpp.G110WP30086protein_codingdeleterious(0)probably_damaging(0.998)TCGA-05-4244-01Lunglung adenocarcinomaMale>=65III/IVUnknownUnknownSD
PEBP1SNVMissense_Mutationc.172N>Gp.Leu58Valp.L58VP30086protein_codingtolerated(0.36)benign(0.006)TCGA-97-7938-01Lunglung adenocarcinomaFemale>=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
5037PEBP1KINASE, PROTEASE INHIBITORFLUTAMIDEFLUTAMIDE12377983
5037PEBP1KINASE, PROTEASE INHIBITORDHTANDROSTANOLONE12417618
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