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: EAF2

Gene summary for EAF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EAF2

Gene ID

55840

Gene nameELL associated factor 2
Gene AliasBM040
Cytomap3q13.33
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q96CJ1


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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
55840EAF2LZE4THumanEsophagusESCC1.02e-022.00e-010.0811
55840EAF2LZE20THumanEsophagusESCC1.48e-052.18e-010.0662
55840EAF2LZE24THumanEsophagusESCC1.56e-185.12e-010.0596
55840EAF2P1T-EHumanEsophagusESCC1.24e-074.25e-010.0875
55840EAF2P2T-EHumanEsophagusESCC9.50e-054.91e-020.1177
55840EAF2P4T-EHumanEsophagusESCC3.69e-071.34e-010.1323
55840EAF2P8T-EHumanEsophagusESCC5.24e-204.62e-010.0889
55840EAF2P9T-EHumanEsophagusESCC3.32e-041.20e-010.1131
55840EAF2P10T-EHumanEsophagusESCC4.97e-131.93e-010.116
55840EAF2P11T-EHumanEsophagusESCC7.47e-042.00e-010.1426
55840EAF2P15T-EHumanEsophagusESCC3.50e-091.92e-010.1149
55840EAF2P16T-EHumanEsophagusESCC1.51e-027.17e-020.1153
55840EAF2P20T-EHumanEsophagusESCC4.77e-101.98e-010.1124
55840EAF2P21T-EHumanEsophagusESCC8.00e-031.07e-010.1617
55840EAF2P23T-EHumanEsophagusESCC8.22e-133.34e-010.108
55840EAF2P26T-EHumanEsophagusESCC2.12e-051.16e-010.1276
55840EAF2P27T-EHumanEsophagusESCC1.31e-051.51e-010.1055
55840EAF2P28T-EHumanEsophagusESCC1.35e-047.40e-020.1149
55840EAF2P32T-EHumanEsophagusESCC8.79e-047.32e-020.1666
55840EAF2P36T-EHumanEsophagusESCC6.90e-031.16e-010.1187
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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
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
∗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:000635414EsophagusESCCDNA-templated transcription, elongation76/855291/187238.35e-144.11e-1276
GO:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:000636814EsophagusESCCtranscription elongation from RNA polymerase II promoter56/855269/187231.40e-093.30e-0856
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:003278412EsophagusESCCregulation of DNA-templated transcription, elongation45/855253/187233.64e-097.61e-0845
GO:0061458110EsophagusESCCreproductive system development247/8552427/187232.24e-073.42e-06247
GO:004860818EsophagusESCCreproductive structure development245/8552424/187232.82e-074.14e-06245
GO:003424312EsophagusESCCregulation of transcription elongation from RNA polymerase II promoter28/855232/187231.02e-061.29e-0528
GO:00459267EsophagusESCCnegative regulation of growth148/8552249/187237.88e-067.73e-05148
GO:005067318EsophagusESCCepithelial cell proliferation238/8552437/187231.19e-048.20e-04238
GO:00308506EsophagusESCCprostate gland development32/855245/187234.87e-042.70e-0332
GO:005067817EsophagusESCCregulation of epithelial cell proliferation206/8552381/187235.51e-043.02e-03206
GO:00303085EsophagusESCCnegative regulation of cell growth108/8552188/187237.46e-043.87e-03108
GO:00016559EsophagusESCCurogenital system development177/8552338/187237.51e-032.69e-02177
GO:001604917Oral cavityOSCCcell growth268/7305482/187236.55e-143.51e-12268
GO:000155816Oral cavityOSCCregulation of cell growth228/7305414/187231.74e-116.09e-10228
GO:00063547Oral cavityOSCCDNA-templated transcription, elongation63/730591/187234.86e-091.07e-0763
GO:004873220Oral cavityOSCCgland development226/7305436/187232.78e-085.39e-07226
GO:00063686Oral cavityOSCCtranscription elongation from RNA polymerase II promoter48/730569/187232.60e-074.05e-0648
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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
EAF2SNVMissense_Mutationc.214N>Gp.Pro72Alap.P72AQ96CJ1protein_codingtolerated(0.08)possibly_damaging(0.506)TCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
EAF2SNVMissense_Mutationnovelc.247N>Gp.Tyr83Aspp.Y83DQ96CJ1protein_codingdeleterious(0)probably_damaging(0.979)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
EAF2SNVMissense_Mutationrs774441301c.296G>Ap.Arg99Glnp.R99QQ96CJ1protein_codingtolerated(0.39)probably_damaging(0.989)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
EAF2SNVMissense_Mutationrs377108596c.295N>Tp.Arg99Trpp.R99WQ96CJ1protein_codingtolerated(0.06)probably_damaging(0.998)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
EAF2insertionFrame_Shift_Insnovelc.236_237insAp.Pro82ThrfsTer11p.P82Tfs*11Q96CJ1protein_codingTCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
EAF2SNVMissense_Mutationnovelc.326N>Ap.Val109Glup.V109EQ96CJ1protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-A5-A0GW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
EAF2SNVMissense_Mutationrs377108596c.295N>Tp.Arg99Trpp.R99WQ96CJ1protein_codingtolerated(0.06)probably_damaging(0.998)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EAF2SNVMissense_Mutationnovelc.579N>Gp.Ser193Argp.S193RQ96CJ1protein_codingdeleterious(0.01)possibly_damaging(0.844)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
EAF2SNVMissense_Mutationrs373626345c.777N>Gp.Asp259Glup.D259EQ96CJ1protein_codingdeleterious(0.03)benign(0.013)TCGA-AX-A06D-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycarboplatinPD
EAF2SNVMissense_Mutationnovelc.631N>Gp.Asn211Aspp.N211DQ96CJ1protein_codingtolerated(0.62)benign(0.015)TCGA-AX-A2HG-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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