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: EFL1

Gene summary for EFL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EFL1

Gene ID

79631

Gene nameelongation factor like GTPase 1
Gene AliasEFTUD1
Cytomap15q25.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q7Z2Z2


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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
79631EFL1HTA11_3410_2000001011HumanColorectumAD2.56e-07-4.28e-010.0155
79631EFL1HTA11_696_2000001011HumanColorectumAD2.15e-04-2.67e-01-0.1464
79631EFL1HTA11_866_2000001011HumanColorectumAD7.07e-08-3.47e-01-0.1001
79631EFL1HTA11_866_3004761011HumanColorectumAD2.87e-07-4.22e-010.096
79631EFL1HTA11_7696_3000711011HumanColorectumAD6.98e-06-3.26e-010.0674
79631EFL1HTA11_99999970781_79442HumanColorectumMSS1.87e-07-3.51e-010.294
79631EFL1HTA11_99999971662_82457HumanColorectumMSS1.62e-03-3.13e-010.3859
79631EFL1HTA11_99999973899_84307HumanColorectumMSS3.24e-02-4.66e-010.2585
79631EFL1HTA11_99999974143_84620HumanColorectumMSS2.93e-19-5.30e-010.3005
79631EFL1A002-C-010HumanColorectumFAP2.88e-03-1.72e-010.242
79631EFL1A001-C-207HumanColorectumFAP3.34e-02-1.29e-010.1278
79631EFL1A015-C-203HumanColorectumFAP2.04e-23-4.43e-01-0.1294
79631EFL1A015-C-204HumanColorectumFAP2.32e-07-3.47e-01-0.0228
79631EFL1A014-C-040HumanColorectumFAP1.20e-03-3.80e-01-0.1184
79631EFL1A002-C-201HumanColorectumFAP3.50e-15-3.98e-010.0324
79631EFL1A001-C-119HumanColorectumFAP5.32e-11-4.80e-01-0.1557
79631EFL1A001-C-108HumanColorectumFAP6.52e-15-3.85e-01-0.0272
79631EFL1A002-C-205HumanColorectumFAP3.18e-18-4.37e-01-0.1236
79631EFL1A001-C-104HumanColorectumFAP4.79e-03-2.06e-010.0184
79631EFL1A015-C-005HumanColorectumFAP4.74e-05-3.01e-01-0.0336
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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
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
∗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:0009150ColorectumADpurine ribonucleotide metabolic process142/3918368/187234.29e-151.17e-12142
GO:0006163ColorectumADpurine nucleotide metabolic process149/3918396/187231.08e-142.80e-12149
GO:0072521ColorectumADpurine-containing compound metabolic process153/3918416/187234.34e-141.01e-11153
GO:0009259ColorectumADribonucleotide metabolic process144/3918385/187235.25e-141.13e-11144
GO:0019693ColorectumADribose phosphate metabolic process145/3918396/187233.01e-135.71e-11145
GO:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:0022613ColorectumADribonucleoprotein complex biogenesis151/3918463/187231.96e-091.39e-07151
GO:0009144ColorectumADpurine nucleoside triphosphate metabolic process43/391888/187235.05e-093.19e-0743
GO:0009205ColorectumADpurine ribonucleoside triphosphate metabolic process39/391882/187236.58e-083.40e-0639
GO:0009141ColorectumADnucleoside triphosphate metabolic process48/3918112/187231.27e-076.02e-0648
GO:0009199ColorectumADribonucleoside triphosphate metabolic process40/391889/187233.04e-071.21e-0540
GO:0042255ColorectumADribosome assembly28/391861/187231.08e-052.47e-0428
GO:0042254ColorectumADribosome biogenesis84/3918299/187231.82e-031.50e-0284
GO:0006414ColorectumADtranslational elongation21/391855/187232.53e-031.93e-0221
GO:00061632ColorectumMSSpurine nucleotide metabolic process128/3467396/187232.04e-113.02e-09128
GO:00091502ColorectumMSSpurine ribonucleotide metabolic process121/3467368/187232.08e-113.02e-09121
GO:00226132ColorectumMSSribonucleoprotein complex biogenesis144/3467463/187232.76e-113.67e-09144
GO:00725212ColorectumMSSpurine-containing compound metabolic process132/3467416/187234.13e-114.86e-09132
GO:00092592ColorectumMSSribonucleotide metabolic process123/3467385/187231.17e-101.20e-08123
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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
EFL1SNVMissense_Mutationrs753483096c.2986N>Gp.Leu996Valp.L996VQ7Z2Z2protein_codingdeleterious(0.02)probably_damaging(0.936)TCGA-AC-A3W7-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
EFL1SNVMissense_Mutationc.365N>Ap.Gly122Glup.G122EQ7Z2Z2protein_codingdeleterious(0)probably_damaging(0.955)TCGA-BH-A0BP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EFL1SNVMissense_Mutationc.1961N>Tp.Thr654Metp.T654MQ7Z2Z2protein_codingdeleterious(0)probably_damaging(0.991)TCGA-E2-A14V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
EFL1SNVMissense_Mutationc.1997A>Gp.His666Argp.H666RQ7Z2Z2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EW-A1OY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
EFL1insertionNonsense_Mutationnovelc.1785_1786insAAGACATACCCCTAGCCATTAAGGATCCCTGGATCCCCp.Ala596LysfsTer5p.A596Kfs*5Q7Z2Z2protein_codingTCGA-A2-A0EX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
EFL1insertionFrame_Shift_Insnovelc.2065_2066insAAATCTTGTTTTTGAGACAGGGTCTCATTCTGTCGCCCCAGCTGGAGp.Ile689LysfsTer37p.I689Kfs*37Q7Z2Z2protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
EFL1SNVMissense_Mutationc.2845N>Tp.Pro949Serp.P949SQ7Z2Z2protein_codingtolerated(1)benign(0)TCGA-FU-A3HY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EFL1SNVMissense_Mutationc.115N>Tp.Leu39Phep.L39FQ7Z2Z2protein_codingdeleterious(0)probably_damaging(1)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
EFL1SNVMissense_Mutationnovelc.2308N>Cp.Ser770Argp.S770RQ7Z2Z2protein_codingtolerated(0.18)benign(0.11)TCGA-MA-AA3W-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EFL1SNVMissense_Mutationnovelc.2705T>Ap.Phe902Tyrp.F902YQ7Z2Z2protein_codingtolerated(1)benign(0.034)TCGA-VS-A94Y-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
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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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