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: CEBPA

Gene summary for CEBPA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CEBPA

Gene ID

1050

Gene nameCCAAT enhancer binding protein alpha
Gene AliasC/EBP-alpha
Cytomap19q13.11
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P49715


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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
1050CEBPALZE4THumanEsophagusESCC1.37e-025.32e-020.0811
1050CEBPALZE24THumanEsophagusESCC2.83e-079.25e-020.0596
1050CEBPALZE21THumanEsophagusESCC1.94e-031.47e-010.0655
1050CEBPAP1T-EHumanEsophagusESCC3.11e-065.20e-010.0875
1050CEBPAP2T-EHumanEsophagusESCC2.41e-142.09e-010.1177
1050CEBPAP4T-EHumanEsophagusESCC9.29e-071.48e-010.1323
1050CEBPAP5T-EHumanEsophagusESCC4.62e-023.08e-020.1327
1050CEBPAP8T-EHumanEsophagusESCC4.63e-161.82e-010.0889
1050CEBPAP9T-EHumanEsophagusESCC1.92e-133.61e-010.1131
1050CEBPAP10T-EHumanEsophagusESCC2.90e-193.66e-010.116
1050CEBPAP11T-EHumanEsophagusESCC1.82e-092.16e-010.1426
1050CEBPAP12T-EHumanEsophagusESCC1.58e-173.30e-010.1122
1050CEBPAP15T-EHumanEsophagusESCC4.95e-215.47e-010.1149
1050CEBPAP16T-EHumanEsophagusESCC4.76e-045.12e-020.1153
1050CEBPAP20T-EHumanEsophagusESCC6.65e-081.23e-010.1124
1050CEBPAP22T-EHumanEsophagusESCC1.12e-182.37e-010.1236
1050CEBPAP23T-EHumanEsophagusESCC9.10e-142.34e-010.108
1050CEBPAP26T-EHumanEsophagusESCC2.70e-141.38e-010.1276
1050CEBPAP27T-EHumanEsophagusESCC2.04e-027.49e-020.1055
1050CEBPAP28T-EHumanEsophagusESCC2.84e-122.53e-010.1149
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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
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
∗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:007190011LiverCirrhoticregulation of protein serine/threonine kinase activity110/4634359/187236.19e-033.08e-02110
GO:00454442LiverCirrhoticfat cell differentiation73/4634229/187238.57e-033.97e-0273
GO:00064697LiverCirrhoticnegative regulation of protein kinase activity68/4634212/187239.35e-034.29e-0268
GO:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:004316122LiverHCCproteasome-mediated ubiquitin-dependent protein catabolic process299/7958412/187237.82e-368.27e-33299
GO:000609122LiverHCCgeneration of precursor metabolites and energy340/7958490/187234.04e-342.85e-31340
GO:000989622LiverHCCpositive regulation of catabolic process335/7958492/187233.83e-311.87e-28335
GO:003133122LiverHCCpositive regulation of cellular catabolic process295/7958427/187233.20e-291.45e-26295
GO:004217622LiverHCCregulation of protein catabolic process267/7958391/187232.45e-257.38e-23267
GO:190336222LiverHCCregulation of cellular protein catabolic process182/7958255/187235.91e-218.52e-19182
GO:004573222LiverHCCpositive regulation of protein catabolic process163/7958231/187234.00e-184.69e-16163
GO:190305022LiverHCCregulation of proteolysis involved in cellular protein catabolic process157/7958221/187235.93e-186.83e-16157
GO:006113622LiverHCCregulation of proteasomal protein catabolic process134/7958187/187235.03e-164.09e-14134
GO:190336422LiverHCCpositive regulation of cellular protein catabolic process115/7958155/187239.30e-167.19e-14115
GO:200005822LiverHCCregulation of ubiquitin-dependent protein catabolic process120/7958164/187231.31e-159.74e-14120
GO:004586222LiverHCCpositive regulation of proteolysis232/7958372/187235.66e-153.98e-13232
GO:000188922LiverHCCliver development108/7958147/187232.16e-141.41e-12108
GO:003243422LiverHCCregulation of proteasomal ubiquitin-dependent protein catabolic process100/7958134/187233.67e-142.32e-12100
GO:006100822LiverHCChepaticobiliary system development109/7958150/187235.72e-143.42e-12109
GO:190305221LiverHCCpositive regulation of proteolysis involved in cellular protein catabolic process96/7958133/187233.47e-121.57e-1096
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04932210EsophagusESCCNon-alcoholic fatty liver disease122/4205155/84655.69e-141.59e-128.14e-13122
hsa052215EsophagusESCCAcute myeloid leukemia49/420567/84657.43e-053.07e-041.57e-0449
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0493238EsophagusESCCNon-alcoholic fatty liver disease122/4205155/84655.69e-141.59e-128.14e-13122
hsa0522113EsophagusESCCAcute myeloid leukemia49/420567/84657.43e-053.07e-041.57e-0449
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0493222LiverCirrhoticNon-alcoholic fatty liver disease106/2530155/84652.16e-232.40e-211.48e-21106
hsa0493232LiverCirrhoticNon-alcoholic fatty liver disease106/2530155/84652.16e-232.40e-211.48e-21106
hsa0493242LiverHCCNon-alcoholic fatty liver disease124/4020155/84654.54e-172.54e-151.41e-15124
hsa05221LiverHCCAcute myeloid leukemia41/402067/84651.64e-023.90e-022.17e-0241
hsa0493252LiverHCCNon-alcoholic fatty liver disease124/4020155/84654.54e-172.54e-151.41e-15124
hsa052211LiverHCCAcute myeloid leukemia41/402067/84651.64e-023.90e-022.17e-0241
hsa0493228Oral cavityOSCCNon-alcoholic fatty liver disease124/3704155/84651.22e-201.37e-186.96e-19124
hsa052214Oral cavityOSCCAcute myeloid leukemia42/370467/84651.34e-033.75e-031.91e-0342
hsa04932112Oral cavityOSCCNon-alcoholic fatty liver disease124/3704155/84651.22e-201.37e-186.96e-19124
hsa0522112Oral cavityOSCCAcute myeloid leukemia42/370467/84651.34e-033.75e-031.91e-0342
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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
CEBPAM2MACEndometriumADJPSAP,GYG1,TREM2, etc.2.66e-01The 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.
CEBPAINMONEndometriumADJPSAP,GYG1,TREM2, etc.7.69e-02The 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.
CEBPAM2MACEndometriumAEHPSAP,GYG1,TREM2, etc.2.79e-01The 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.
CEBPAINMONEndometriumAEHPSAP,GYG1,TREM2, etc.6.26e-02The 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.
CEBPAM2MACEndometriumEECPSAP,GYG1,TREM2, etc.3.49e-01The 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.
CEBPAINMONEndometriumEECPSAP,GYG1,TREM2, etc.5.59e-02The 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.
CEBPAM2MACEndometriumHealthyPSAP,GYG1,TREM2, etc.4.51e-01The 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.
CEBPAINMONEndometriumHealthyPSAP,GYG1,TREM2, etc.6.97e-02The 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.
CEBPAHEPLiverHCCSNORA76,FSTL5,FAM115A, etc.8.20e-01The 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.
CEBPAM2MACLungMIACAC124016.1,PSAP,CTSD, etc.3.25e-01The 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.
∗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
CEBPASNVMissense_Mutationrs780335632c.803N>Tp.Gly268Valp.G268VP49715protein_codingtolerated(0.09)benign(0.001)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CEBPASNVMissense_Mutationc.840N>Cp.Lys280Asnp.K280NP49715protein_codingdeleterious(0)probably_damaging(0.92)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
CEBPASNVMissense_Mutationc.1015C>Tp.Arg339Trpp.R339WP49715protein_codingdeleterious(0)probably_damaging(0.997)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CEBPASNVMissense_Mutationc.947A>Cp.Glu316Alap.E316AP49715protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CEBPASNVMissense_Mutationnovelc.955A>Gp.Ser319Glyp.S319GP49715protein_codingtolerated(0.05)benign(0.171)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
CEBPASNVMissense_Mutationc.1073N>Tp.Ala358Valp.A358VP49715protein_codingdeleterious(0.01)possibly_damaging(0.788)TCGA-EC-A1QX-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycyclophosphamidePD
CEBPASNVMissense_Mutationc.866N>Ap.Arg289Hisp.R289HP49715protein_codingdeleterious(0)probably_damaging(0.999)TCGA-VQ-A8PP-01Stomachstomach adenocarcinomaMale>=65III/IVChemotherapyfluorouracilPD
CEBPASNVMissense_Mutationnovelc.869N>Tp.Glu290Valp.E290VP49715protein_codingdeleterious(0)probably_damaging(0.993)TCGA-VQ-A91K-01Stomachstomach adenocarcinomaMale>=65III/IVChemotherapyfluorouracilCR
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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
1050CEBPATRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTOR, CLINICALLY ACTIONABLEOICR-942926167872
1050CEBPATRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTOR, CLINICALLY ACTIONABLEN/A20038735,26601784,19171880,22814295,25241285,23521373
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