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: EID1

Gene summary for EID1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EID1

Gene ID

23741

Gene nameEP300 interacting inhibitor of differentiation 1
Gene AliasC15orf3
Cytomap15q21.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9Y6B2


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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
23741EID1GSM4909281HumanBreastIDC6.10e-23-5.32e-010.21
23741EID1GSM4909282HumanBreastIDC4.23e-073.13e-01-0.0288
23741EID1GSM4909285HumanBreastIDC4.21e-112.76e-010.21
23741EID1GSM4909286HumanBreastIDC1.63e-27-5.43e-010.1081
23741EID1GSM4909290HumanBreastIDC2.61e-033.34e-010.2096
23741EID1GSM4909296HumanBreastIDC7.84e-06-2.60e-010.1524
23741EID1GSM4909297HumanBreastIDC2.02e-242.93e-010.1517
23741EID1GSM4909299HumanBreastIDC1.31e-063.26e-010.035
23741EID1GSM4909301HumanBreastIDC4.82e-022.26e-010.1577
23741EID1GSM4909305HumanBreastIDC4.23e-033.05e-010.0436
23741EID1GSM4909307HumanBreastIDC6.13e-154.70e-010.1569
23741EID1GSM4909308HumanBreastIDC3.63e-356.99e-010.158
23741EID1GSM4909311HumanBreastIDC1.91e-24-3.31e-010.1534
23741EID1GSM4909312HumanBreastIDC5.89e-11-1.69e-010.1552
23741EID1GSM4909319HumanBreastIDC2.08e-36-2.62e-010.1563
23741EID1GSM4909320HumanBreastIDC5.48e-06-4.22e-010.1575
23741EID1GSM4909321HumanBreastIDC1.06e-132.40e-020.1559
23741EID1brca2HumanBreastPrecancer4.09e-041.80e-01-0.024
23741EID1M2HumanBreastIDC5.42e-031.80e-010.21
23741EID1NCCBC14HumanBreastDCIS1.73e-132.84e-010.2021
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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
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.

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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:00165705CervixCChistone modification84/2311463/187231.70e-042.01e-0384
GO:00310565CervixCCregulation of histone modification33/2311152/187237.97e-047.00e-0333
GO:00182054CervixCCpeptidyl-lysine modification62/2311376/187231.04e-024.97e-0262
GO:0031056ColorectumADregulation of histone modification45/3918152/187237.05e-034.31e-0245
GO:00310561ColorectumSERregulation of histone modification37/2897152/187232.80e-032.50e-0237
GO:0016570ColorectumMSShistone modification113/3467463/187238.37e-048.68e-03113
GO:00310562ColorectumMSSregulation of histone modification41/3467152/187236.41e-034.27e-0241
GO:00165701ColorectumFAPhistone modification94/2622463/187231.06e-041.76e-0394
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:001839313EsophagusESCCinternal peptidyl-lysine acetylation114/8552158/187231.16e-114.24e-10114
GO:000647513EsophagusESCCinternal protein amino acid acetylation115/8552160/187231.43e-115.08e-10115
GO:00165735EsophagusESCChistone acetylation110/8552152/187231.95e-116.81e-10110
GO:003105614EsophagusESCCregulation of histone modification106/8552152/187231.52e-093.55e-08106
GO:20007564EsophagusESCCregulation of peptidyl-lysine acetylation43/855263/187232.43e-041.50e-0343
GO:19019835EsophagusESCCregulation of protein acetylation49/855277/187231.12e-035.60e-0349
GO:00350653EsophagusESCCregulation of histone acetylation36/855254/187231.49e-037.06e-0336
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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
EID1SNVMissense_Mutationnovelc.313T>Ap.Trp105Argp.W105RQ9Y6B2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EID1insertionFrame_Shift_Insnovelc.382_383insATATGTAp.Leu128HisfsTer4p.L128Hfs*4Q9Y6B2protein_codingTCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
EID1SNVMissense_Mutationnovelc.41N>Ap.Ser14Asnp.S14NQ9Y6B2protein_codingtolerated(0.06)benign(0.181)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
EID1SNVMissense_Mutationc.143G>Ap.Gly48Glup.G48EQ9Y6B2protein_codingtolerated(0.41)benign(0.056)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EID1SNVMissense_Mutationc.300G>Tp.Glu100Aspp.E100DQ9Y6B2protein_codingtolerated(0.16)benign(0.019)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EID1SNVMissense_Mutationnovelc.101N>Ap.Gly34Aspp.G34DQ9Y6B2protein_codingdeleterious(0.01)possibly_damaging(0.708)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
EID1SNVMissense_Mutationnovelc.459N>Tp.Lys153Asnp.K153NQ9Y6B2protein_codingtolerated(0.15)probably_damaging(0.998)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
EID1SNVMissense_Mutationc.157G>Ap.Glu53Lysp.E53KQ9Y6B2protein_codingtolerated(0.76)possibly_damaging(0.776)TCGA-D1-A16F-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
EID1SNVMissense_Mutationrs374971624c.217C>Tp.Arg73Trpp.R73WQ9Y6B2protein_codingtolerated(0.09)benign(0.335)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
EID1SNVMissense_Mutationc.464N>Tp.Pro155Leup.P155LQ9Y6B2protein_codingtolerated(0.46)probably_damaging(0.998)TCGA-EO-A22U-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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