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: EIF2B4

Gene summary for EIF2B4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EIF2B4

Gene ID

8890

Gene nameeukaryotic translation initiation factor 2B subunit delta
Gene AliasEIF-2B
Cytomap2p23.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9UI10


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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
8890EIF2B4LZE2THumanEsophagusESCC8.09e-033.05e-010.082
8890EIF2B4LZE4THumanEsophagusESCC6.57e-042.44e-010.0811
8890EIF2B4LZE7THumanEsophagusESCC2.50e-021.57e-010.0667
8890EIF2B4LZE8THumanEsophagusESCC1.67e-035.71e-020.067
8890EIF2B4LZE22THumanEsophagusESCC4.06e-021.98e-010.068
8890EIF2B4LZE24THumanEsophagusESCC4.98e-082.32e-010.0596
8890EIF2B4P1T-EHumanEsophagusESCC2.22e-042.38e-010.0875
8890EIF2B4P2T-EHumanEsophagusESCC1.71e-325.21e-010.1177
8890EIF2B4P4T-EHumanEsophagusESCC9.26e-214.24e-010.1323
8890EIF2B4P5T-EHumanEsophagusESCC2.06e-151.90e-010.1327
8890EIF2B4P8T-EHumanEsophagusESCC2.80e-151.67e-010.0889
8890EIF2B4P9T-EHumanEsophagusESCC4.99e-081.43e-010.1131
8890EIF2B4P10T-EHumanEsophagusESCC1.90e-252.63e-010.116
8890EIF2B4P11T-EHumanEsophagusESCC1.45e-114.63e-010.1426
8890EIF2B4P12T-EHumanEsophagusESCC3.78e-285.14e-010.1122
8890EIF2B4P15T-EHumanEsophagusESCC8.49e-163.29e-010.1149
8890EIF2B4P16T-EHumanEsophagusESCC2.45e-182.96e-010.1153
8890EIF2B4P17T-EHumanEsophagusESCC2.59e-021.90e-010.1278
8890EIF2B4P19T-EHumanEsophagusESCC1.84e-046.35e-010.1662
8890EIF2B4P20T-EHumanEsophagusESCC2.13e-163.02e-010.1124
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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
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:0006417113ThyroidPTCregulation of translation236/5968468/187232.70e-172.52e-15236
GO:0043434113ThyroidPTCresponse to peptide hormone188/5968414/187234.13e-091.09e-07188
GO:0009408112ThyroidPTCresponse to heat58/5968110/187234.48e-065.52e-0558
GO:0009743113ThyroidPTCresponse to carbohydrate111/5968253/187233.77e-053.48e-04111
GO:0034284112ThyroidPTCresponse to monosaccharide99/5968225/187238.42e-057.03e-0499
GO:0061458112ThyroidPTCreproductive system development173/5968427/187238.70e-057.23e-04173
GO:0009266111ThyroidPTCresponse to temperature stimulus81/5968178/187239.20e-057.63e-0481
GO:0048608111ThyroidPTCreproductive structure development170/5968424/187231.86e-041.41e-03170
GO:0009746112ThyroidPTCresponse to hexose94/5968219/187233.62e-042.45e-0394
GO:0009749111ThyroidPTCresponse to glucose91/5968212/187234.44e-042.95e-0391
GO:004206315ThyroidPTCgliogenesis121/5968301/187231.30e-037.41e-03121
GO:005085210ThyroidPTCT cell receptor signaling pathway52/5968123/187239.58e-033.93e-0252
GO:000641334ThyroidATCtranslational initiation83/6293118/187233.44e-162.88e-1483
GO:000641735ThyroidATCregulation of translation236/6293468/187232.39e-141.34e-12236
GO:004343428ThyroidATCresponse to peptide hormone192/6293414/187233.63e-086.70e-07192
GO:006145827ThyroidATCreproductive system development193/6293427/187233.32e-074.92e-06193
GO:004860825ThyroidATCreproductive structure development190/6293424/187238.40e-071.11e-05190
GO:000940832ThyroidATCresponse to heat60/6293110/187234.89e-065.32e-0560
GO:000974333ThyroidATCresponse to carbohydrate114/6293253/187239.26e-056.81e-04114
GO:000926632ThyroidATCresponse to temperature stimulus83/6293178/187232.03e-041.35e-0383
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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
EIF2B4SNVMissense_Mutationnovelc.996G>Cp.Lys332Asnp.K332Nprotein_codingdeleterious(0.03)benign(0.261)TCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EIF2B4SNVMissense_Mutationc.226N>Cp.Gly76Argp.G76Rprotein_codingdeleterious(0.03)possibly_damaging(0.652)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
EIF2B4SNVMissense_Mutationc.452N>Cp.Ser151Thrp.S151Tprotein_codingtolerated(0.62)benign(0.018)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EIF2B4SNVMissense_Mutationnovelc.607C>Tp.His203Tyrp.H203Yprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
EIF2B4SNVMissense_Mutationc.192N>Cp.Lys64Asnp.K64Nprotein_codingdeleterious(0)benign(0.343)TCGA-BI-A0VS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
EIF2B4SNVMissense_Mutationc.925G>Tp.Gly309Cysp.G309Cprotein_codingdeleterious(0)possibly_damaging(0.489)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
EIF2B4SNVMissense_Mutationc.572N>Ap.Arg191Glnp.R191Qprotein_codingtolerated(0.44)benign(0.406)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
EIF2B4SNVMissense_Mutationc.1478N>Tp.Ala493Valp.A493Vprotein_codingtolerated(0.64)benign(0.001)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
EIF2B4SNVMissense_Mutationc.694N>Tp.Gly232Cysp.G232Cprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
EIF2B4SNVMissense_Mutationc.1263N>Tp.Lys421Asnp.K421Nprotein_codingdeleterious(0)probably_damaging(0.995)TCGA-A5-A0G1-01Endometriumuterine 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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