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: EEF1A1

Gene summary for EEF1A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EEF1A1

Gene ID

1915

Gene nameeukaryotic translation elongation factor 1 alpha 1
Gene AliasCCS-3
Cytomap6q13
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

P68104


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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
1915EEF1A1GSM4909277HumanBreastPrecancer1.35e-02-2.09e-010.0177
1915EEF1A1GSM4909280HumanBreastPrecancer6.37e-11-2.95e-010.0305
1915EEF1A1GSM4909281HumanBreastIDC1.54e-22-1.57e-010.21
1915EEF1A1GSM4909282HumanBreastIDC5.70e-11-9.56e-02-0.0288
1915EEF1A1GSM4909285HumanBreastIDC7.41e-231.54e-010.21
1915EEF1A1GSM4909287HumanBreastIDC1.63e-21-1.84e-010.2057
1915EEF1A1GSM4909289HumanBreastIDC1.15e-04-1.43e-010.1064
1915EEF1A1GSM4909290HumanBreastIDC1.90e-22-1.67e-010.2096
1915EEF1A1GSM4909291HumanBreastIDC6.53e-80-4.75e-010.1753
1915EEF1A1GSM4909292HumanBreastIDC1.53e-17-3.87e-010.1236
1915EEF1A1GSM4909294HumanBreastIDC1.28e-04-6.44e-020.2022
1915EEF1A1GSM4909295HumanBreastIDC6.06e-14-1.96e-010.0898
1915EEF1A1GSM4909296HumanBreastIDC2.59e-112-5.20e-010.1524
1915EEF1A1GSM4909297HumanBreastIDC9.40e-24-1.71e-010.1517
1915EEF1A1GSM4909301HumanBreastIDC1.19e-78-3.01e-010.1577
1915EEF1A1GSM4909302HumanBreastIDC1.23e-28-2.12e-010.1545
1915EEF1A1GSM4909304HumanBreastIDC2.00e-72-2.47e-010.1636
1915EEF1A1GSM4909306HumanBreastIDC1.45e-09-8.82e-020.1564
1915EEF1A1GSM4909308HumanBreastIDC9.11e-088.92e-020.158
1915EEF1A1GSM4909309HumanBreastIDC3.25e-35-2.90e-010.0483
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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:00421769BreastPrecancerregulation of protein catabolic process47/1080391/187231.50e-065.58e-0547
GO:00064147BreastPrecancertranslational elongation10/108055/187231.06e-031.18e-0210
GO:00616846BreastPrecancerchaperone-mediated autophagy5/108016/187231.62e-031.64e-025
GO:00713647BreastPrecancercellular response to epidermal growth factor stimulus8/108045/187233.82e-033.06e-028
GO:00708497BreastPrecancerresponse to epidermal growth factor8/108049/187236.53e-034.51e-028
GO:004217614BreastIDCregulation of protein catabolic process63/1434391/187231.32e-089.61e-0763
GO:007136413BreastIDCcellular response to epidermal growth factor stimulus11/143445/187234.57e-046.13e-0311
GO:006168411BreastIDCchaperone-mediated autophagy6/143416/187238.18e-049.64e-036
GO:007084913BreastIDCresponse to epidermal growth factor11/143449/187239.88e-041.11e-0211
GO:004217624BreastDCISregulation of protein catabolic process62/1390391/187239.98e-097.53e-0762
GO:006168421BreastDCISchaperone-mediated autophagy6/139016/187236.93e-048.45e-036
GO:007136422BreastDCIScellular response to epidermal growth factor stimulus10/139045/187231.43e-031.46e-0210
GO:007084922BreastDCISresponse to epidermal growth factor10/139049/187232.80e-032.43e-0210
GO:000641413BreastDCIStranslational elongation10/139055/187236.66e-034.62e-0210
GO:004217610CervixCCregulation of protein catabolic process104/2311391/187239.39e-159.36e-12104
GO:00713648CervixCCcellular response to epidermal growth factor stimulus16/231145/187235.24e-057.83e-0416
GO:00708498CervixCCresponse to epidermal growth factor16/231149/187231.67e-041.99e-0316
GO:00105067CervixCCregulation of autophagy61/2311317/187232.61e-042.87e-0361
GO:00616847CervixCCchaperone-mediated autophagy8/231116/187232.73e-042.99e-038
GO:004217615CervixHSIL_HPVregulation of protein catabolic process34/737391/187231.41e-054.41e-0434
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513414BreastPrecancerLegionellosis19/68457/84654.62e-089.12e-076.98e-0719
hsa0513415BreastPrecancerLegionellosis19/68457/84654.62e-089.12e-076.98e-0719
hsa0513422BreastIDCLegionellosis19/86757/84651.89e-063.07e-052.29e-0519
hsa0514012BreastIDCLeishmaniasis16/86777/84654.35e-032.57e-021.92e-0216
hsa0513432BreastIDCLegionellosis19/86757/84651.89e-063.07e-052.29e-0519
hsa0514013BreastIDCLeishmaniasis16/86777/84654.35e-032.57e-021.92e-0216
hsa0513441BreastDCISLegionellosis19/84657/84651.30e-062.10e-051.55e-0519
hsa0514021BreastDCISLeishmaniasis17/84677/84651.29e-039.06e-036.67e-0317
hsa0513451BreastDCISLegionellosis19/84657/84651.30e-062.10e-051.55e-0519
hsa0514031BreastDCISLeishmaniasis17/84677/84651.29e-039.06e-036.67e-0317
hsa0513416CervixCCLegionellosis20/126757/84651.29e-048.19e-044.85e-0420
hsa0514014CervixCCLeishmaniasis21/126777/84653.65e-031.34e-027.91e-0321
hsa0513417CervixCCLegionellosis20/126757/84651.29e-048.19e-044.85e-0420
hsa0514015CervixCCLeishmaniasis21/126777/84653.65e-031.34e-027.91e-0321
hsa0514022CervixHSIL_HPVLeishmaniasis18/45977/84659.82e-083.14e-062.54e-0618
hsa0513423CervixHSIL_HPVLegionellosis12/45957/84654.24e-056.21e-045.02e-0412
hsa0514032CervixHSIL_HPVLeishmaniasis18/45977/84659.82e-083.14e-062.54e-0618
hsa0513433CervixHSIL_HPVLegionellosis12/45957/84654.24e-056.21e-045.02e-0412
hsa0514041CervixN_HPVLeishmaniasis12/34977/84656.52e-057.39e-045.78e-0412
hsa0513442CervixN_HPVLegionellosis8/34957/84652.17e-031.29e-021.00e-028
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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
EEF1A1SNVMissense_Mutationc.20N>Gp.His7Argp.H7RP68104protein_codingdeleterious_low_confidence(0)possibly_damaging(0.642)TCGA-A2-A25C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
EEF1A1SNVMissense_Mutationc.563N>Cp.Val188Alap.V188AP68104protein_codingdeleterious_low_confidence(0)probably_damaging(0.955)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
EEF1A1SNVMissense_Mutationc.271N>Ap.Asp91Asnp.D91NP68104protein_codingdeleterious_low_confidence(0.02)probably_damaging(1)TCGA-D8-A4Z1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
EEF1A1SNVMissense_Mutationnovelc.595G>Cp.Asp199Hisp.D199HP68104protein_codingdeleterious_low_confidence(0)probably_damaging(0.994)TCGA-E2-A574-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
EEF1A1SNVMissense_Mutationnovelc.34N>Ap.Val12Ilep.V12IP68104protein_codingtolerated_low_confidence(0.27)benign(0.015)TCGA-OL-A66K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EEF1A1insertionNonsense_Mutationnovelc.500_501insAp.Tyr167Terp.Y167*P68104protein_codingTCGA-A2-A0ES-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
EEF1A1insertionFrame_Shift_Insnovelc.1231_1232insTp.Cys411LeufsTer3p.C411Lfs*3P68104protein_codingTCGA-C8-A26X-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
EEF1A1insertionFrame_Shift_Insnovelc.148_149insATACAGATGGp.Gly50AspfsTer16p.G50Dfs*16P68104protein_codingTCGA-D8-A1X5-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
EEF1A1SNVMissense_Mutationc.370N>Cp.Glu124Glnp.E124QP68104protein_codingdeleterious_low_confidence(0)possibly_damaging(0.609)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
EEF1A1SNVMissense_Mutationc.213N>Gp.Ile71Metp.I71MP68104protein_codingdeleterious_low_confidence(0)possibly_damaging(0.908)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<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
1915EEF1A1TRANSCRIPTION FACTORSPARSOMYCINSPARSOMYCIN20118940
1915EEF1A1TRANSCRIPTION FACTORPMA9492285
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