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: EAF1

Gene summary for EAF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EAF1

Gene ID

85403

Gene nameELL associated factor 1
Gene AliasEAF1
Cytomap3p25.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q96JC9


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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
85403EAF1HCC1_MengHumanLiverHCC5.66e-551.19e-010.0246
85403EAF1HCC2_MengHumanLiverHCC5.00e-08-1.71e-020.0107
85403EAF1HCC1HumanLiverHCC3.40e-042.33e+000.5336
85403EAF1HCC2HumanLiverHCC3.58e-152.52e+000.5341
85403EAF1HCC5HumanLiverHCC1.95e-031.58e+000.4932
85403EAF1Pt13.bHumanLiverHCC5.80e-031.73e-020.0251
85403EAF1S014HumanLiverHCC3.62e-022.43e-010.2254
85403EAF1S016HumanLiverHCC1.18e-042.52e-010.2243
85403EAF1S027HumanLiverHCC1.85e-076.31e-010.2446
85403EAF1S028HumanLiverHCC7.67e-198.00e-010.2503
85403EAF1S029HumanLiverHCC1.59e-177.97e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:004873222LiverHCCgland development242/7958436/187232.26e-085.28e-07242
GO:000635411LiverHCCDNA-templated transcription, elongation64/795891/187237.00e-081.44e-0664
GO:000636811LiverHCCtranscription elongation from RNA polymerase II promoter50/795869/187234.32e-077.22e-0650
GO:0032784LiverHCCregulation of DNA-templated transcription, elongation39/795853/187234.34e-065.53e-0539
GO:0034243LiverHCCregulation of transcription elongation from RNA polymerase II promoter25/795832/187234.38e-054.26e-0425
GO:00018415LiverHCCneural tube formation62/7958102/187231.47e-041.18e-0362
GO:00018433LiverHCCneural tube closure53/795888/187235.95e-043.75e-0353
GO:00140204LiverHCCprimary neural tube formation56/795894/187236.19e-043.86e-0356
GO:00606063LiverHCCtube closure53/795889/187238.67e-045.14e-0353
GO:00308795LiverHCCmammary gland development75/7958137/187232.52e-031.22e-0275
GO:00219154LiverHCCneural tube development82/7958152/187232.83e-031.33e-0282
GO:00018384LiverHCCembryonic epithelial tube formation66/7958121/187234.94e-032.07e-0266
GO:00721754LiverHCCepithelial tube formation70/7958132/187239.29e-033.57e-0270
GO:00351484LiverHCCtube formation77/7958148/187231.20e-024.39e-0277
GO:004873220Oral cavityOSCCgland development226/7305436/187232.78e-085.39e-07226
GO:005067310Oral cavityOSCCepithelial cell proliferation212/7305437/187232.82e-052.61e-04212
GO:000184110Oral cavityOSCCneural tube formation60/7305102/187233.90e-053.43e-0460
GO:00140208Oral cavityOSCCprimary neural tube formation55/730594/187239.87e-057.43e-0455
GO:00018437Oral cavityOSCCneural tube closure52/730588/187231.06e-047.84e-0452
GO:00606066Oral cavityOSCCtube closure52/730589/187231.59e-041.10e-0352
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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
EAF1SNVMissense_Mutationnovelc.718N>Cp.Thr240Prop.T240PQ96JC9protein_codingtolerated(0.2)benign(0.159)TCGA-AR-A1AO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
EAF1SNVMissense_Mutationnovelc.173N>Cp.Val58Alap.V58AQ96JC9protein_codingdeleterious(0)probably_damaging(0.983)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
EAF1SNVMissense_Mutationnovelc.595N>Ap.Glu199Lysp.E199KQ96JC9protein_codingdeleterious(0.03)benign(0)TCGA-EA-A43B-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EAF1SNVMissense_Mutationrs145558221c.238N>Tp.Arg80Trpp.R80WQ96JC9protein_codingdeleterious(0.01)probably_damaging(0.91)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EAF1SNVMissense_Mutationc.344N>Ap.Gly115Aspp.G115DQ96JC9protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
EAF1SNVMissense_Mutationnovelc.544G>Tp.Asp182Tyrp.D182YQ96JC9protein_codingdeleterious(0.02)possibly_damaging(0.446)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
EAF1SNVMissense_Mutationnovelc.379N>Tp.Pro127Serp.P127SQ96JC9protein_codingtolerated(0.84)benign(0)TCGA-DF-A2KN-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
EAF1SNVMissense_Mutationnovelc.145N>Ap.Glu49Lysp.E49KQ96JC9protein_codingtolerated(0.1)benign(0.01)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
EAF1insertionFrame_Shift_Insnovelc.227_228insGp.Asn78GlufsTer14p.N78Efs*14Q96JC9protein_codingTCGA-DF-A2KY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
EAF1SNVMissense_Mutationc.290N>Gp.Tyr97Cysp.Y97CQ96JC9protein_codingtolerated(0.19)benign(0.018)TCGA-69-7760-01Lunglung adenocarcinomaMale>=65I/IIChemotherapycarboplatinSD
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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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