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: EIF1

Gene summary for EIF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EIF1

Gene ID

10209

Gene nameeukaryotic translation initiation factor 1
Gene AliasA121
Cytomap17q21.2
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

P41567


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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
10209EIF1GSM4909281HumanBreastIDC2.75e-11-2.52e-010.21
10209EIF1GSM4909286HumanBreastIDC3.21e-061.27e-010.1081
10209EIF1GSM4909287HumanBreastIDC2.53e-12-2.86e-010.2057
10209EIF1GSM4909290HumanBreastIDC3.74e-16-2.64e-010.2096
10209EIF1GSM4909293HumanBreastIDC1.43e-24-3.00e-010.1581
10209EIF1GSM4909294HumanBreastIDC6.83e-03-1.79e-010.2022
10209EIF1GSM4909296HumanBreastIDC1.17e-20-4.89e-010.1524
10209EIF1GSM4909297HumanBreastIDC3.43e-14-7.92e-020.1517
10209EIF1GSM4909298HumanBreastIDC5.52e-17-2.58e-010.1551
10209EIF1GSM4909301HumanBreastIDC1.93e-31-4.81e-010.1577
10209EIF1GSM4909302HumanBreastIDC2.55e-24-4.12e-010.1545
10209EIF1GSM4909304HumanBreastIDC3.78e-35-3.80e-010.1636
10209EIF1GSM4909306HumanBreastIDC1.80e-03-1.56e-010.1564
10209EIF1GSM4909307HumanBreastIDC8.72e-14-2.62e-010.1569
10209EIF1GSM4909309HumanBreastIDC3.38e-04-1.87e-010.0483
10209EIF1GSM4909311HumanBreastIDC1.63e-36-5.62e-010.1534
10209EIF1GSM4909316HumanBreastIDC8.51e-03-2.16e-010.21
10209EIF1GSM4909319HumanBreastIDC3.05e-44-3.29e-010.1563
10209EIF1GSM4909320HumanBreastIDC2.47e-07-3.41e-010.1575
10209EIF1GSM4909321HumanBreastIDC2.45e-034.72e-020.1559
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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
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:00064179BreastPrecancerregulation of translation67/1080468/187234.71e-127.64e-1067
GO:00064466BreastPrecancerregulation of translational initiation19/108079/187237.99e-084.60e-0619
GO:000641313BreastIDCtranslational initiation31/1434118/187237.29e-107.52e-0831
GO:000641714BreastIDCregulation of translation74/1434468/187231.67e-091.53e-0774
GO:000644613BreastIDCregulation of translational initiation20/143479/187231.40e-066.00e-0520
GO:000641323BreastDCIStranslational initiation30/1390118/187231.53e-091.43e-0730
GO:000641724BreastDCISregulation of translation72/1390468/187232.46e-092.17e-0772
GO:000644623BreastDCISregulation of translational initiation19/139079/187233.69e-061.16e-0419
GO:000641710CervixCCregulation of translation89/2311468/187231.86e-053.46e-0489
GO:00064139CervixCCtranslational initiation25/2311118/187234.54e-032.75e-0225
GO:000641314CervixHSIL_HPVtranslational initiation16/737118/187231.56e-054.80e-0416
GO:000641715CervixHSIL_HPVregulation of translation34/737468/187234.66e-046.83e-0334
GO:0006417ColorectumADregulation of translation141/3918468/187231.32e-064.22e-05141
GO:0006413ColorectumADtranslational initiation45/3918118/187231.35e-052.92e-0445
GO:0006446ColorectumADregulation of translational initiation28/391879/187232.02e-031.63e-0228
GO:00064131ColorectumSERtranslational initiation36/2897118/187232.84e-057.63e-0436
GO:00064171ColorectumSERregulation of translation100/2897468/187233.76e-045.74e-03100
GO:00064172ColorectumMSSregulation of translation134/3467468/187234.43e-082.38e-06134
GO:00064132ColorectumMSStranslational initiation43/3467118/187233.19e-069.38e-0543
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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
EIF1insertionFrame_Shift_Insnovelc.178_179insCTATCCAGAACCTCCACTCTTTCGGTAAGCTAp.Val60AlafsTer12p.V60Afs*12P41567protein_codingTCGA-A8-A090-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EIF1SNVMissense_Mutationc.101N>Tp.Arg34Ilep.R34IP41567protein_codingdeleterious(0)possibly_damaging(0.889)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
EIF1SNVMissense_Mutationc.224A>Gp.Glu75Glyp.E75GP41567protein_codingdeleterious(0.02)possibly_damaging(0.849)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
EIF1SNVMissense_Mutationnovelc.171N>Tp.Lys57Asnp.K57NP41567protein_codingtolerated(0.1)benign(0.288)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
EIF1SNVMissense_Mutationc.101N>Tp.Arg34Ilep.R34IP41567protein_codingdeleterious(0)possibly_damaging(0.889)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
EIF1SNVMissense_Mutationnovelc.62A>Gp.Asp21Glyp.D21GP41567protein_codingtolerated(0.12)benign(0.003)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
EIF1SNVMissense_Mutationc.101N>Tp.Arg34Ilep.R34IP41567protein_codingdeleterious(0)possibly_damaging(0.889)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
EIF1SNVMissense_Mutationc.262N>Ap.Asp88Asnp.D88NP41567protein_codingdeleterious(0.01)benign(0.229)TCGA-50-6594-01Lunglung adenocarcinomaFemale>=65III/IVUnknownUnknownPD
EIF1SNVMissense_Mutationc.61N>Tp.Asp21Tyrp.D21YP41567protein_codingdeleterious(0.02)possibly_damaging(0.838)TCGA-97-A4M7-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
EIF1SNVMissense_Mutationc.250N>Gp.Gln84Glup.Q84EP41567protein_codingdeleterious(0)possibly_damaging(0.774)TCGA-85-A4CL-01Lunglung squamous cell carcinomaMale>=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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