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: EBP

Gene summary for EBP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EBP

Gene ID

10682

Gene nameEBP cholestenol delta-isomerase
Gene AliasCDPX2
CytomapXp11.23
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

A0A024QYX0


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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
10682EBPHTA11_2487_2000001011HumanColorectumSER4.97e-135.22e-01-0.1808
10682EBPHTA11_1938_2000001011HumanColorectumAD9.67e-114.66e-01-0.0811
10682EBPHTA11_78_2000001011HumanColorectumAD3.18e-031.92e-01-0.1088
10682EBPHTA11_347_2000001011HumanColorectumAD1.21e-255.81e-01-0.1954
10682EBPHTA11_411_2000001011HumanColorectumSER1.70e-059.17e-01-0.2602
10682EBPHTA11_2112_2000001011HumanColorectumSER1.07e-101.43e+00-0.2196
10682EBPHTA11_3361_2000001011HumanColorectumAD7.44e-073.69e-01-0.1207
10682EBPHTA11_83_2000001011HumanColorectumSER5.94e-105.41e-01-0.1526
10682EBPHTA11_696_2000001011HumanColorectumAD6.62e-246.23e-01-0.1464
10682EBPHTA11_866_2000001011HumanColorectumAD2.90e-062.42e-01-0.1001
10682EBPHTA11_1391_2000001011HumanColorectumAD5.23e-124.72e-01-0.059
10682EBPHTA11_2992_2000001011HumanColorectumSER3.60e-054.20e-01-0.1706
10682EBPHTA11_5216_2000001011HumanColorectumSER4.57e-024.09e-01-0.1462
10682EBPHTA11_7862_2000001011HumanColorectumAD5.36e-042.83e-01-0.0179
10682EBPHTA11_866_3004761011HumanColorectumAD2.32e-062.85e-010.096
10682EBPHTA11_4255_2000001011HumanColorectumSER4.42e-024.09e-010.0446
10682EBPHTA11_7663_2000001011HumanColorectumSER1.01e-044.79e-010.0131
10682EBPHTA11_6801_2000001011HumanColorectumSER6.14e-076.09e-010.0171
10682EBPHTA11_10711_2000001011HumanColorectumAD1.65e-032.40e-010.0338
10682EBPHTA11_7696_3000711011HumanColorectumAD7.54e-072.99e-010.0674
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:007005918ProstateTumorintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress25/324663/187232.28e-052.88e-0425
GO:003359813ProstateTumormammary gland epithelial cell proliferation14/324626/187232.56e-053.16e-0414
GO:005134617ProstateTumornegative regulation of hydrolase activity97/3246379/187232.87e-053.46e-0497
GO:003600316ProstateTumorpositive regulation of transcription from RNA polymerase II promoter in response to stress13/324624/187234.62e-055.16e-0413
GO:190210513ProstateTumorregulation of leukocyte differentiation74/3246279/187237.23e-057.63e-0474
GO:004566711ProstateTumorregulation of osteoblast differentiation41/3246132/187237.83e-058.14e-0441
GO:001095116ProstateTumornegative regulation of endopeptidase activity68/3246252/187237.91e-058.19e-0468
GO:001046617ProstateTumornegative regulation of peptidase activity70/3246262/187238.76e-058.66e-0470
GO:004211015ProstateTumorT cell activation117/3246487/187239.22e-059.05e-04117
GO:000840612ProstateTumorgonad development60/3246221/187231.68e-041.50e-0360
GO:000754811ProstateTumorsex differentiation71/3246276/187232.70e-042.24e-0371
GO:190313113ProstateTumormononuclear cell differentiation102/3246426/187232.87e-042.32e-03102
GO:003109915ProstateTumorregeneration54/3246198/187233.07e-042.47e-0354
GO:004513712ProstateTumordevelopment of primary sexual characteristics60/3246227/187233.65e-042.86e-0360
GO:005188115ProstateTumorregulation of mitochondrial membrane potential25/324674/187234.62e-043.47e-0325
GO:000700616ProstateTumormitochondrial membrane organization35/3246116/187234.65e-043.48e-0335
GO:000181914ProstateTumorpositive regulation of cytokine production109/3246467/187234.98e-043.67e-03109
GO:000715915ProstateTumorleukocyte cell-cell adhesion89/3246371/187236.33e-044.52e-0389
GO:005140216ProstateTumorneuron apoptotic process63/3246246/187236.56e-044.66e-0363
GO:007257612ProstateTumorliver morphogenesis11/324623/187237.28e-045.08e-0311
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa001005EsophagusESCCSteroid biosynthesis18/420520/84651.78e-046.79e-043.48e-0418
hsa0010012EsophagusESCCSteroid biosynthesis18/420520/84651.78e-046.79e-043.48e-0418
hsa00100LiverCirrhoticSteroid biosynthesis12/253020/84654.92e-031.76e-021.09e-0212
hsa001001LiverCirrhoticSteroid biosynthesis12/253020/84654.92e-031.76e-021.09e-0212
hsa001002LiverHCCSteroid biosynthesis15/402020/84651.17e-022.97e-021.65e-0215
hsa001003LiverHCCSteroid biosynthesis15/402020/84651.17e-022.97e-021.65e-0215
hsa001004Oral cavityOSCCSteroid biosynthesis15/370420/84654.62e-031.13e-025.75e-0315
hsa0010011Oral cavityOSCCSteroid biosynthesis15/370420/84654.62e-031.13e-025.75e-0315
hsa0010021Oral cavityLPSteroid biosynthesis11/241820/84651.16e-023.91e-022.52e-0211
hsa0010031Oral cavityLPSteroid biosynthesis11/241820/84651.16e-023.91e-022.52e-0211
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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
EBPSNVMissense_Mutationrs782081345c.593N>Gp.Val198Glyp.V198GQ15125protein_codingdeleterious(0)probably_damaging(0.972)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
EBPSNVMissense_Mutationrs782423797c.208N>Tp.Ala70Serp.A70SQ15125protein_codingtolerated(0.07)possibly_damaging(0.489)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EBPSNVMissense_Mutationrs782081345c.593N>Gp.Val198Glyp.V198GQ15125protein_codingdeleterious(0)probably_damaging(0.972)TCGA-B6-A1KF-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EBPSNVMissense_Mutationrs782081345c.593N>Gp.Val198Glyp.V198GQ15125protein_codingdeleterious(0)probably_damaging(0.972)TCGA-C8-A273-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
EBPSNVMissense_Mutationrs782081345c.593N>Gp.Val198Glyp.V198GQ15125protein_codingdeleterious(0)probably_damaging(0.972)TCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EBPSNVMissense_Mutationrs782081345c.593N>Gp.Val198Glyp.V198GQ15125protein_codingdeleterious(0)probably_damaging(0.972)TCGA-D8-A1X7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyHormone Therapydoxorubicine+cyclophosphamide+tamoxifenSD
EBPSNVMissense_Mutationrs782081345c.593N>Gp.Val198Glyp.V198GQ15125protein_codingdeleterious(0)probably_damaging(0.972)TCGA-E9-A1NG-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozoleSD
EBPSNVMissense_Mutationrs782081345c.593N>Gp.Val198Glyp.V198GQ15125protein_codingdeleterious(0)probably_damaging(0.972)TCGA-EW-A1J3-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
EBPdeletionFrame_Shift_Delnovelc.170delCp.Pro57HisfsTer22p.P57Hfs*22Q15125protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
EBPSNVMissense_Mutationrs28935174c.440N>Ap.Arg147Hisp.R147HQ15125protein_codingdeleterious(0)probably_damaging(0.98)TCGA-A6-A56B-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfluorouracilPD
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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
10682EBPDRUGGABLE GENOME, ENZYMESR-31747
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