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: EIF1AX

Gene summary for EIF1AX

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EIF1AX

Gene ID

1964

Gene nameeukaryotic translation initiation factor 1A X-linked
Gene AliasEIF1A
CytomapXp22.12
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

P47813


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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
1964EIF1AXGSM4909281HumanBreastIDC1.96e-386.41e-010.21
1964EIF1AXGSM4909282HumanBreastIDC1.14e-224.66e-01-0.0288
1964EIF1AXGSM4909285HumanBreastIDC2.63e-124.22e-010.21
1964EIF1AXGSM4909286HumanBreastIDC3.66e-071.63e-010.1081
1964EIF1AXGSM4909287HumanBreastIDC4.49e-051.97e-010.2057
1964EIF1AXGSM4909288HumanBreastIDC2.71e-042.57e-010.0988
1964EIF1AXGSM4909290HumanBreastIDC5.51e-053.57e-010.2096
1964EIF1AXGSM4909293HumanBreastIDC1.19e-092.95e-010.1581
1964EIF1AXGSM4909294HumanBreastIDC1.03e-078.86e-020.2022
1964EIF1AXGSM4909296HumanBreastIDC4.82e-09-2.37e-010.1524
1964EIF1AXGSM4909297HumanBreastIDC2.31e-17-2.23e-010.1517
1964EIF1AXGSM4909298HumanBreastIDC6.51e-123.81e-010.1551
1964EIF1AXGSM4909304HumanBreastIDC1.74e-082.95e-010.1636
1964EIF1AXGSM4909306HumanBreastIDC3.61e-022.27e-010.1564
1964EIF1AXGSM4909308HumanBreastIDC1.04e-042.51e-010.158
1964EIF1AXGSM4909309HumanBreastIDC1.19e-02-3.31e-020.0483
1964EIF1AXGSM4909311HumanBreastIDC2.77e-35-5.26e-010.1534
1964EIF1AXGSM4909312HumanBreastIDC3.28e-07-1.46e-010.1552
1964EIF1AXGSM4909313HumanBreastIDC5.08e-03-1.89e-010.0391
1964EIF1AXGSM4909315HumanBreastIDC5.70e-052.27e-010.21
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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
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
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:00064138BreastPrecancertranslational initiation30/1080118/187233.23e-125.58e-1030
GO:000641313BreastIDCtranslational initiation31/1434118/187237.29e-107.52e-0831
GO:000641323BreastDCIStranslational initiation30/1390118/187231.53e-091.43e-0730
GO:0006413ColorectumADtranslational initiation45/3918118/187231.35e-052.92e-0445
GO:00064131ColorectumSERtranslational initiation36/2897118/187232.84e-057.63e-0436
GO:00064132ColorectumMSStranslational initiation43/3467118/187233.19e-069.38e-0543
GO:00064133ColorectumMSI-Htranslational initiation37/1319118/187233.18e-158.83e-1337
GO:00064134ColorectumFAPtranslational initiation34/2622118/187232.13e-055.12e-0434
GO:000641310EndometriumAEHtranslational initiation42/2100118/187232.68e-124.67e-1042
GO:000641315EndometriumEECtranslational initiation42/2168118/187237.65e-121.24e-0942
GO:000641320EsophagusHGINtranslational initiation55/2587118/187237.33e-182.31e-1555
GO:0006413110EsophagusESCCtranslational initiation100/8552118/187231.16e-181.25e-16100
GO:000641312LiverCirrhotictranslational initiation76/4634118/187238.36e-202.18e-1776
GO:000641322LiverHCCtranslational initiation94/7958118/187231.39e-161.24e-1494
GO:000641332LiverCysttranslational initiation14/496118/187232.93e-062.51e-0414
GO:000641318Oral cavityOSCCtranslational initiation96/7305118/187234.02e-217.06e-1996
GO:000641319Oral cavityLPtranslational initiation75/4623118/187233.96e-197.52e-1775
GO:000641333Oral cavityNEOLPtranslational initiation39/2005118/187235.20e-116.30e-0939
GO:000641316ProstateBPHtranslational initiation59/3107118/187234.78e-171.14e-1459
GO:000641317ProstateTumortranslational initiation66/3246118/187232.57e-212.66e-1866
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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
EIF1AXSNVMissense_Mutationc.25N>Cp.Gly9Argp.G9RP47813protein_codingtolerated(0.09)probably_damaging(0.991)TCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
EIF1AXSNVMissense_Mutationc.295G>Ap.Glu99Lysp.E99KP47813protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
EIF1AXSNVMissense_Mutationc.23N>Ap.Gly8Glup.G8EP47813protein_codingtolerated(0.06)probably_damaging(0.986)TCGA-JW-A5VI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapytopotecanPD
EIF1AXSNVMissense_Mutationnovelc.9N>Cp.Lys3Asnp.K3NP47813protein_codingdeleterious(0)benign(0.378)TCGA-MY-A913-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EIF1AXSNVMissense_Mutationc.210G>Tp.Trp70Cysp.W70CP47813protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6298-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyirinotecanPD
EIF1AXSNVMissense_Mutationc.210G>Tp.Trp70Cysp.W70CP47813protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EIF1AXSNVMissense_Mutationnovelc.37N>Tp.Arg13Cysp.R13CP47813protein_codingdeleterious(0.04)probably_damaging(0.911)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
EIF1AXSNVMissense_Mutationc.221N>Tp.Ser74Leup.S74LP47813protein_codingdeleterious(0)possibly_damaging(0.62)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
EIF1AXSNVMissense_Mutationc.209N>Cp.Trp70Serp.W70SP47813protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AX-A06J-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
EIF1AXSNVMissense_Mutationc.38N>Ap.Arg13Hisp.R13HP47813protein_codingtolerated(0.08)possibly_damaging(0.693)TCGA-AX-A0J1-01Endometriumuterine 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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