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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: EI24

Gene summary for EI24

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EI24

Gene ID

9538

Gene nameEI24 autophagy associated transmembrane protein
Gene AliasEPG4
Cytomap11q24.2
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

O14681


Top

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
9538EI24HTA11_3410_2000001011HumanColorectumAD1.29e-082.79e-010.0155
9538EI24HTA11_2487_2000001011HumanColorectumSER2.89e-104.93e-01-0.1808
9538EI24HTA11_1938_2000001011HumanColorectumAD3.00e-147.90e-01-0.0811
9538EI24HTA11_78_2000001011HumanColorectumAD1.68e-178.11e-01-0.1088
9538EI24HTA11_347_2000001011HumanColorectumAD1.25e-378.38e-01-0.1954
9538EI24HTA11_411_2000001011HumanColorectumSER1.94e-078.00e-01-0.2602
9538EI24HTA11_83_2000001011HumanColorectumSER2.07e-054.98e-01-0.1526
9538EI24HTA11_696_2000001011HumanColorectumAD6.12e-093.52e-01-0.1464
9538EI24HTA11_866_2000001011HumanColorectumAD7.12e-042.49e-01-0.1001
9538EI24HTA11_1391_2000001011HumanColorectumAD7.78e-207.37e-01-0.059
9538EI24HTA11_2992_2000001011HumanColorectumSER1.96e-035.50e-01-0.1706
9538EI24HTA11_5212_2000001011HumanColorectumAD6.60e-065.24e-01-0.2061
9538EI24HTA11_5216_2000001011HumanColorectumSER2.94e-024.10e-01-0.1462
9538EI24HTA11_546_2000001011HumanColorectumAD7.96e-044.51e-01-0.0842
9538EI24HTA11_7862_2000001011HumanColorectumAD4.76e-126.79e-01-0.0179
9538EI24HTA11_866_3004761011HumanColorectumAD9.70e-144.61e-010.096
9538EI24HTA11_4255_2000001011HumanColorectumSER1.36e-045.67e-010.0446
9538EI24HTA11_8622_2000001021HumanColorectumSER4.81e-023.99e-010.0528
9538EI24HTA11_7663_2000001011HumanColorectumSER2.28e-087.58e-010.0131
9538EI24HTA11_10623_2000001011HumanColorectumAD4.10e-065.77e-01-0.0177
Page: 1 2 3 4 5 6 7 8 9 

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
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
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
GO:0001558ColorectumADregulation of cell growth124/3918414/187237.67e-061.86e-04124
GO:0045926ColorectumADnegative regulation of growth70/3918249/187234.07e-032.83e-0270
GO:00162361ColorectumSERmacroautophagy79/2897291/187231.97e-071.10e-0579
GO:00015581ColorectumSERregulation of cell growth90/2897414/187234.00e-046.02e-0390
GO:00160491ColorectumSERcell growth100/2897482/187231.07e-031.24e-02100
GO:00459261ColorectumSERnegative regulation of growth55/2897249/187233.44e-032.92e-0255
GO:00162362ColorectumMSSmacroautophagy93/3467291/187232.08e-081.17e-0693
GO:00160492ColorectumMSScell growth123/3467482/187237.15e-051.21e-03123
GO:00015582ColorectumMSSregulation of cell growth105/3467414/187232.97e-043.90e-03105
GO:00160499EndometriumAEHcell growth93/2100482/187231.00e-074.99e-0693
GO:00015589EndometriumAEHregulation of cell growth75/2100414/187231.79e-053.65e-0475
GO:00459264EndometriumAEHnegative regulation of growth47/2100249/187232.36e-042.84e-0347
GO:00162368EndometriumAEHmacroautophagy52/2100291/187234.56e-044.80e-0352
GO:00303082EndometriumAEHnegative regulation of cell growth36/2100188/187239.15e-048.37e-0336
GO:001604915EndometriumEECcell growth95/2168482/187231.16e-075.54e-0695
GO:000155814EndometriumEECregulation of cell growth77/2168414/187231.64e-053.16e-0477
GO:004592611EndometriumEECnegative regulation of growth48/2168249/187232.58e-042.98e-0348
GO:001623613EndometriumEECmacroautophagy53/2168291/187235.40e-045.42e-0353
Page: 1 2 3 4 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411524EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa0411534EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa041156LiverHCCp53 signaling pathway46/402074/84657.64e-032.08e-021.16e-0246
hsa0411511LiverHCCp53 signaling pathway46/402074/84657.64e-032.08e-021.16e-0246
hsa041159Oral cavityOSCCp53 signaling pathway57/370474/84654.99e-095.07e-082.58e-0857
hsa0411514Oral cavityOSCCp53 signaling pathway57/370474/84654.99e-095.07e-082.58e-0857
hsa0411523Oral cavityLPp53 signaling pathway38/241874/84652.82e-051.92e-041.24e-0438
hsa0411533Oral cavityLPp53 signaling pathway38/241874/84652.82e-051.92e-041.24e-0438
hsa041158ProstateBPHp53 signaling pathway30/171874/84655.15e-053.40e-042.10e-0430
hsa0411513ProstateBPHp53 signaling pathway30/171874/84655.15e-053.40e-042.10e-0430
hsa0411522ProstateTumorp53 signaling pathway29/179174/84652.99e-041.65e-031.02e-0329
hsa0411532ProstateTumorp53 signaling pathway29/179174/84652.99e-041.65e-031.02e-0329
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
EI24SNVMissense_Mutationc.299N>Cp.Val100Alap.V100AO14681protein_codingtolerated(0.09)benign(0)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
EI24insertionFrame_Shift_Insnovelc.1015_1016insTCp.Gly339ValfsTer51p.G339Vfs*51O14681protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
EI24insertionNonsense_Mutationnovelc.1016_1017insGCCCTGAGCAGCTCTACTTCTGCAGAGAAGTTCCCTp.Gly339_His340insProTerAlaAlaLeuLeuLeuGlnArgSerSerLeup.G339_H340insP*AALLLQRSSLO14681protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
EI24SNVMissense_Mutationc.296N>Tp.Ser99Leup.S99LO14681protein_codingtolerated(0.65)benign(0.01)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EI24SNVMissense_Mutationc.360N>Ap.Phe120Leup.F120LO14681protein_codingtolerated(0.97)probably_damaging(0.966)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
EI24SNVMissense_Mutationrs534625909c.347C>Tp.Ser116Leup.S116LO14681protein_codingtolerated(0.1)benign(0.012)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
EI24SNVMissense_Mutationc.272G>Ap.Arg91Glnp.R91QO14681protein_codingtolerated(0.31)benign(0.005)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EI24SNVMissense_Mutationc.394N>Ap.Leu132Ilep.L132IO14681protein_codingtolerated(0.06)probably_damaging(0.982)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
EI24SNVMissense_Mutationnovelc.241G>Tp.Val81Leup.V81LO14681protein_codingtolerated(0.07)probably_damaging(0.987)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
EI24SNVMissense_Mutationnovelc.851G>Ap.Gly284Aspp.G284DO14681protein_codingtolerated(0.29)benign(0.035)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
Page: 1 2 3 

Top

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
Page: 1