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: EIF4A1

Gene summary for EIF4A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EIF4A1

Gene ID

1973

Gene nameeukaryotic translation initiation factor 4A1
Gene AliasDDX2A
Cytomap17p13.1
Gene Typeprotein-coding
GO ID

GO:0002181

UniProtAcc

P60842


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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
1973EIF4A1GSM4909277HumanBreastPrecancer3.76e-021.15e-010.0177
1973EIF4A1GSM4909280HumanBreastPrecancer1.23e-02-9.35e-030.0305
1973EIF4A1GSM4909281HumanBreastIDC3.03e-04-1.97e-010.21
1973EIF4A1GSM4909285HumanBreastIDC2.76e-06-1.75e-010.21
1973EIF4A1GSM4909286HumanBreastIDC2.43e-19-3.82e-010.1081
1973EIF4A1GSM4909287HumanBreastIDC1.62e-06-4.55e-010.2057
1973EIF4A1GSM4909290HumanBreastIDC7.81e-06-4.96e-010.2096
1973EIF4A1GSM4909293HumanBreastIDC1.14e-05-1.65e-010.1581
1973EIF4A1GSM4909294HumanBreastIDC1.08e-04-2.71e-010.2022
1973EIF4A1GSM4909296HumanBreastIDC9.57e-23-5.86e-010.1524
1973EIF4A1GSM4909297HumanBreastIDC6.06e-17-1.11e-010.1517
1973EIF4A1GSM4909298HumanBreastIDC3.77e-03-2.18e-010.1551
1973EIF4A1GSM4909301HumanBreastIDC7.74e-07-3.48e-010.1577
1973EIF4A1GSM4909307HumanBreastIDC2.93e-09-4.37e-010.1569
1973EIF4A1GSM4909311HumanBreastIDC3.41e-40-5.54e-010.1534
1973EIF4A1GSM4909312HumanBreastIDC2.89e-15-4.16e-010.1552
1973EIF4A1GSM4909315HumanBreastIDC4.70e-16-4.82e-010.21
1973EIF4A1GSM4909316HumanBreastIDC2.34e-05-5.60e-010.21
1973EIF4A1GSM4909317HumanBreastIDC3.38e-022.17e-010.1355
1973EIF4A1GSM4909319HumanBreastIDC9.23e-51-6.30e-010.1563
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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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00021819BreastPrecancercytoplasmic translation80/1080148/187231.59e-598.54e-5680
GO:00064138BreastPrecancertranslational initiation30/1080118/187233.23e-125.58e-1030
GO:00021838BreastPrecancercytoplasmic translational initiation11/108034/187231.87e-066.63e-0511
GO:000218114BreastIDCcytoplasmic translation82/1434148/187232.60e-521.48e-4882
GO:000641313BreastIDCtranslational initiation31/1434118/187237.29e-107.52e-0831
GO:000218313BreastIDCcytoplasmic translational initiation12/143434/187234.35e-061.53e-0412
GO:000218124BreastDCIScytoplasmic translation82/1390148/187232.21e-531.25e-4982
GO:000641323BreastDCIStranslational initiation30/1390118/187231.53e-091.43e-0730
GO:000218323BreastDCIScytoplasmic translational initiation12/139034/187233.15e-061.02e-0412
GO:000218110CervixCCcytoplasmic translation96/2311148/187234.87e-512.91e-4796
GO:00064139CervixCCtranslational initiation25/2311118/187234.54e-032.75e-0225
GO:00021839CervixCCcytoplasmic translational initiation10/231134/187236.40e-033.58e-0210
GO:000218115CervixHSIL_HPVcytoplasmic translation86/737148/187233.97e-821.91e-7886
GO:000641314CervixHSIL_HPVtranslational initiation16/737118/187231.56e-054.80e-0416
GO:000218314CervixHSIL_HPVcytoplasmic translational initiation8/73734/187234.06e-051.08e-038
GO:000218116EndometriumAEHcytoplasmic translation104/2100148/187231.01e-646.07e-61104
GO:000641310EndometriumAEHtranslational initiation42/2100118/187232.68e-124.67e-1042
GO:000218310EndometriumAEHcytoplasmic translational initiation18/210034/187232.75e-092.06e-0718
GO:000218117EndometriumEECcytoplasmic translation104/2168148/187232.53e-631.52e-59104
GO:000641315EndometriumEECtranslational initiation42/2168118/187237.65e-121.24e-0942
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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
EIF4A1SNVMissense_Mutationnovelc.997N>Tp.Ala333Serp.A333SP60842protein_codingdeleterious(0.04)benign(0.266)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
EIF4A1SNVMissense_Mutationnovelc.706G>Tp.Val236Phep.V236FP60842protein_codingdeleterious(0.02)possibly_damaging(0.57)TCGA-A2-A25E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
EIF4A1deletionFrame_Shift_Delnovelc.803delNp.Thr269ProfsTer2p.T269Pfs*2P60842protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
EIF4A1deletionFrame_Shift_Delnovelc.1141_1142delNNp.Lys381GlufsTer7p.K381Efs*7P60842protein_codingTCGA-JL-A3YW-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EIF4A1SNVMissense_Mutationnovelc.385N>Ap.Ala129Thrp.A129TP60842protein_codingdeleterious(0.02)benign(0.364)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EIF4A1SNVMissense_Mutationc.638C>Tp.Ser213Leup.S213LP60842protein_codingdeleterious(0)probably_damaging(0.995)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EIF4A1SNVMissense_Mutationnovelc.478G>Ap.Gly160Serp.G160SP60842protein_codingdeleterious(0)probably_damaging(0.978)TCGA-JW-A5VI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapytopotecanPD
EIF4A1SNVMissense_Mutationc.233C>Ap.Ser78Tyrp.S78YP60842protein_codingdeleterious(0)probably_damaging(0.999)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
EIF4A1SNVMissense_Mutationnovelc.932G>Ap.Arg311Glnp.R311QP60842protein_codingdeleterious(0.02)probably_damaging(0.965)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EIF4A1SNVMissense_Mutationrs865904208c.697N>Tp.Arg233Trpp.R233WP60842protein_codingdeleterious(0.03)benign(0.075)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=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
1973EIF4A1DRUGGABLE GENOMESILVESTROLSILVESTROL22128783
1973EIF4A1DRUGGABLE GENOMEHIPPURISTANOLHIPPURISTANOL16532013
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