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: CEBPG

Gene summary for CEBPG

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CEBPG

Gene ID

1054

Gene nameCCAAT enhancer binding protein gamma
Gene AliasGPE1BP
Cytomap19q13.11
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

P53567


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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
1054CEBPGHTA11_347_2000001011HumanColorectumAD3.91e-073.57e-01-0.1954
1054CEBPGHTA11_99999971662_82457HumanColorectumMSS3.60e-052.88e-010.3859
1054CEBPGA015-C-203HumanColorectumFAP3.85e-03-1.41e-01-0.1294
1054CEBPGLZE2THumanEsophagusESCC3.76e-068.66e-010.082
1054CEBPGLZE4THumanEsophagusESCC1.24e-186.58e-010.0811
1054CEBPGLZE5THumanEsophagusESCC6.55e-072.97e-010.0514
1054CEBPGLZE7THumanEsophagusESCC5.83e-054.84e-010.0667
1054CEBPGLZE8THumanEsophagusESCC5.52e-083.11e-020.067
1054CEBPGLZE20THumanEsophagusESCC9.15e-031.15e-010.0662
1054CEBPGLZE22THumanEsophagusESCC1.23e-064.51e-010.068
1054CEBPGLZE24THumanEsophagusESCC2.04e-289.02e-010.0596
1054CEBPGLZE6THumanEsophagusESCC5.20e-032.25e-010.0845
1054CEBPGP1T-EHumanEsophagusESCC2.78e-097.88e-010.0875
1054CEBPGP2T-EHumanEsophagusESCC1.01e-327.09e-010.1177
1054CEBPGP4T-EHumanEsophagusESCC4.33e-321.10e+000.1323
1054CEBPGP5T-EHumanEsophagusESCC3.95e-327.99e-010.1327
1054CEBPGP8T-EHumanEsophagusESCC2.71e-144.10e-010.0889
1054CEBPGP9T-EHumanEsophagusESCC8.74e-461.21e+000.1131
1054CEBPGP10T-EHumanEsophagusESCC2.99e-491.05e+000.116
1054CEBPGP11T-EHumanEsophagusESCC1.51e-147.52e-010.1426
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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:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:0051098ColorectumADregulation of binding126/3918363/187236.01e-104.88e-08126
GO:0051099ColorectumADpositive regulation of binding66/3918173/187231.47e-076.64e-0666
GO:0051052ColorectumADregulation of DNA metabolic process116/3918359/187232.47e-071.00e-05116
GO:0051054ColorectumADpositive regulation of DNA metabolic process73/3918201/187233.27e-071.29e-0573
GO:0034101ColorectumADerythrocyte homeostasis51/3918129/187231.07e-063.59e-0551
GO:0030099ColorectumADmyeloid cell differentiation119/3918381/187231.24e-064.01e-05119
GO:0002262ColorectumADmyeloid cell homeostasis57/3918157/187236.17e-061.56e-0457
GO:0061008ColorectumADhepaticobiliary system development55/3918150/187236.34e-061.59e-0455
GO:0001889ColorectumADliver development54/3918147/187237.20e-061.77e-0454
GO:0048872ColorectumADhomeostasis of number of cells87/3918272/187231.16e-052.61e-0487
GO:0030218ColorectumADerythrocyte differentiation45/3918120/187232.22e-054.39e-0445
GO:2001020ColorectumADregulation of response to DNA damage stimulus71/3918219/187234.38e-057.65e-0471
GO:0051101ColorectumADregulation of DNA binding42/3918118/187231.62e-042.23e-0342
GO:0043388ColorectumADpositive regulation of DNA binding23/391856/187234.91e-045.32e-0323
GO:2001022ColorectumADpositive regulation of response to DNA damage stimulus36/3918105/187231.02e-039.47e-0336
GO:0006282ColorectumADregulation of DNA repair42/3918130/187231.57e-031.32e-0242
GO:0051091ColorectumADpositive regulation of DNA-binding transcription factor activity73/3918260/187233.52e-032.54e-0273
GO:00487322ColorectumMSSgland development143/3467436/187233.85e-138.01e-11143
GO:00510982ColorectumMSSregulation of binding113/3467363/187233.55e-092.41e-07113
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa051527EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa0515212EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa051526Oral cavityOSCCTuberculosis105/3704180/84655.00e-052.04e-041.04e-04105
hsa0515211Oral cavityOSCCTuberculosis105/3704180/84655.00e-052.04e-041.04e-04105
hsa0515221Oral cavityLPTuberculosis65/2418180/84651.60e-024.92e-023.17e-0265
hsa0515231Oral cavityLPTuberculosis65/2418180/84651.60e-024.92e-023.17e-0265
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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
CEBPGPLALungHealthyACSL4,LPGAT1,SLC18A2, etc.7.97e-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.
CEBPGMASTLungIACAL353135.2,TNF,ACTA2, etc.4.50e-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.
CEBPGMMCLungIACAL353135.2,TNF,ACTA2, etc.4.60e-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.
CEBPGCOROral cavityHealthyNDUFA4L2,KRT6A,SPRR1A, etc.1.63e-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.
CEBPGMVAPancreasADJPOU2F2,HLA-E,FABP5, etc.6.94e-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.
CEBPGMEGAPancreasHealthyPOU2F2,HLA-E,FABP5, etc.6.90e-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.
CEBPGPVAPancreasHealthyPOU2F2,HLA-E,FABP5, etc.4.86e-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.
CEBPGMEGAPancreasPanINPOU2F2,HLA-E,FABP5, etc.6.96e-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.
CEBPGPVAPancreasPDACPOU2F2,HLA-E,FABP5, etc.3.77e-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.
CEBPGMVAPancreasPDACPOU2F2,HLA-E,FABP5, etc.1.96e-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
CEBPGSNVMissense_Mutationnovelc.258N>Cp.Lys86Asnp.K86NP53567protein_codingdeleterious(0)benign(0.066)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CEBPGSNVMissense_Mutationc.337N>Gp.Lys113Glup.K113EP53567protein_codingdeleterious(0)probably_damaging(0.996)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CEBPGSNVMissense_Mutationnovelc.64C>Ap.Gln22Lysp.Q22KP53567protein_codingdeleterious(0)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CEBPGSNVMissense_Mutationc.374N>Gp.His125Argp.H125RP53567protein_codingdeleterious(0)possibly_damaging(0.723)TCGA-A5-A0GW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CEBPGSNVMissense_Mutationnovelc.339N>Tp.Lys113Asnp.K113NP53567protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CEBPGSNVMissense_Mutationc.358G>Tp.Asp120Tyrp.D120YP53567protein_codingdeleterious(0)probably_damaging(0.972)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CEBPGSNVMissense_Mutationnovelc.115N>Ap.Pro39Thrp.P39TP53567protein_codingdeleterious(0)benign(0.001)TCGA-EY-A1GF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CEBPGSNVMissense_Mutationnovelc.206G>Ap.Arg69Glnp.R69QP53567protein_codingdeleterious(0)probably_damaging(0.943)TCGA-EY-A549-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CEBPGSNVMissense_Mutationnovelc.278N>Ap.Arg93Lysp.R93KP53567protein_codingtolerated(0.37)benign(0.01)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
CEBPGinsertionFrame_Shift_Insnovelc.402_403insGTAGAAAp.Ser135ValfsTer5p.S135Vfs*5P53567protein_codingTCGA-AP-A053-01Endometriumuterine 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
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