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: EIF2D

Gene summary for EIF2D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EIF2D

Gene ID

1939

Gene nameeukaryotic translation initiation factor 2D
Gene AliasHCA56
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0001731

UniProtAcc

P41214


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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
1939EIF2DHTA11_347_2000001011HumanColorectumAD2.18e-032.88e-01-0.1954
1939EIF2DHTA11_1391_2000001011HumanColorectumAD7.81e-063.75e-01-0.059
1939EIF2DHTA11_7862_2000001011HumanColorectumAD1.21e-033.90e-01-0.0179
1939EIF2DHTA11_866_3004761011HumanColorectumAD5.30e-063.75e-010.096
1939EIF2DHTA11_4255_2000001011HumanColorectumSER4.03e-036.45e-010.0446
1939EIF2DHTA11_7696_3000711011HumanColorectumAD4.87e-032.56e-010.0674
1939EIF2DHTA11_99999970781_79442HumanColorectumMSS5.05e-042.45e-010.294
1939EIF2DHTA11_99999971662_82457HumanColorectumMSS1.69e-176.03e-010.3859
1939EIF2DHTA11_99999974143_84620HumanColorectumMSS1.75e-052.72e-010.3005
1939EIF2DLZE4THumanEsophagusESCC6.36e-086.23e-020.0811
1939EIF2DLZE7THumanEsophagusESCC4.80e-062.85e-010.0667
1939EIF2DLZE8THumanEsophagusESCC2.13e-081.14e-010.067
1939EIF2DLZE20THumanEsophagusESCC5.58e-044.51e-020.0662
1939EIF2DLZE22THumanEsophagusESCC1.74e-031.78e-010.068
1939EIF2DLZE24THumanEsophagusESCC4.14e-133.20e-010.0596
1939EIF2DLZE21THumanEsophagusESCC1.18e-041.23e-010.0655
1939EIF2DP1T-EHumanEsophagusESCC4.79e-094.55e-010.0875
1939EIF2DP2T-EHumanEsophagusESCC1.58e-223.20e-010.1177
1939EIF2DP4T-EHumanEsophagusESCC8.04e-233.98e-010.1323
1939EIF2DP5T-EHumanEsophagusESCC1.88e-203.57e-010.1327
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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
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
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
∗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:0002181ColorectumADcytoplasmic translation109/3918148/187233.40e-432.13e-39109
GO:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0022618ColorectumADribonucleoprotein complex assembly92/3918220/187231.49e-122.60e-1092
GO:0071826ColorectumADribonucleoprotein complex subunit organization94/3918227/187231.70e-122.87e-1094
GO:0022411ColorectumADcellular component disassembly147/3918443/187238.53e-106.76e-08147
GO:0022613ColorectumADribonucleoprotein complex biogenesis151/3918463/187231.96e-091.39e-07151
GO:0019080ColorectumADviral gene expression42/391894/187231.90e-078.02e-0642
GO:0002183ColorectumADcytoplasmic translational initiation21/391834/187232.73e-071.09e-0521
GO:1903008ColorectumADorganelle disassembly46/3918114/187231.81e-065.48e-0546
GO:0006413ColorectumADtranslational initiation45/3918118/187231.35e-052.92e-0445
GO:0075522ColorectumADIRES-dependent viral translational initiation8/391811/187233.26e-043.85e-038
GO:0019081ColorectumADviral translation10/391816/187233.64e-044.22e-0310
GO:0001731ColorectumADformation of translation preinitiation complex7/391811/187232.59e-031.96e-027
GO:00021811ColorectumSERcytoplasmic translation102/2897148/187231.38e-488.49e-45102
GO:00160321ColorectumSERviral process118/2897415/187238.36e-121.65e-09118
GO:00226181ColorectumSERribonucleoprotein complex assembly69/2897220/187232.25e-092.15e-0769
GO:00718261ColorectumSERribonucleoprotein complex subunit organization70/2897227/187233.83e-093.51e-0770
GO:00224111ColorectumSERcellular component disassembly114/2897443/187231.17e-089.59e-07114
GO:00021831ColorectumSERcytoplasmic translational initiation18/289734/187234.42e-072.24e-0518
GO:00226131ColorectumSERribonucleoprotein complex biogenesis112/2897463/187235.01e-072.48e-05112
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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
EIF2DSNVMissense_Mutationrs781806458c.68G>Ap.Arg23Glnp.R23QP41214protein_codingdeleterious(0.04)benign(0.284)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EIF2DSNVMissense_Mutationnovelc.1429C>Tp.Pro477Serp.P477SP41214protein_codingtolerated(0.25)benign(0.125)TCGA-GI-A2C9-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificSD
EIF2DinsertionFrame_Shift_Insnovelc.595dupAp.Ser199LysfsTer2p.S199Kfs*2P41214protein_codingTCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EIF2DSNVMissense_Mutationnovelc.930G>Tp.Lys310Asnp.K310NP41214protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EIF2DSNVMissense_Mutationrs781957066c.1243G>Ap.Val415Ilep.V415IP41214protein_codingtolerated(1)benign(0)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
EIF2DSNVMissense_Mutationnovelc.854T>Cp.Leu285Prop.L285PP41214protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
EIF2DSNVMissense_Mutationnovelc.1486N>Ap.Ala496Thrp.A496TP41214protein_codingdeleterious(0.01)benign(0.41)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
EIF2DSNVMissense_Mutationc.760T>Ap.Ser254Thrp.S254TP41214protein_codingtolerated(0.52)benign(0.003)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
EIF2DSNVMissense_Mutationnovelc.580G>Ap.Asp194Asnp.D194NP41214protein_codingtolerated(0.19)benign(0)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
EIF2DSNVMissense_Mutationnovelc.1354N>Ap.Val452Ilep.V452IP41214protein_codingtolerated(0.42)benign(0.005)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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