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: NFE2L1

Gene summary for NFE2L1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NFE2L1

Gene ID

4779

Gene namenuclear factor, erythroid 2 like 1
Gene AliasLCR-F1
Cytomap17q21.32
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

J9JIE5


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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
4779NFE2L1HTA11_2487_2000001011HumanColorectumSER5.54e-075.87e-01-0.1808
4779NFE2L1HTA11_347_2000001011HumanColorectumAD9.15e-196.19e-01-0.1954
4779NFE2L1HTA11_411_2000001011HumanColorectumSER2.22e-101.42e+00-0.2602
4779NFE2L1HTA11_2112_2000001011HumanColorectumSER7.26e-036.55e-01-0.2196
4779NFE2L1HTA11_696_2000001011HumanColorectumAD4.97e-124.49e-01-0.1464
4779NFE2L1HTA11_5212_2000001011HumanColorectumAD8.06e-057.23e-01-0.2061
4779NFE2L1HTA11_99999970781_79442HumanColorectumMSS1.19e-052.33e-010.294
4779NFE2L1HTA11_99999965062_69753HumanColorectumMSI-H8.03e-039.20e-010.3487
4779NFE2L1HTA11_99999971662_82457HumanColorectumMSS6.13e-135.72e-010.3859
4779NFE2L1HTA11_99999974143_84620HumanColorectumMSS2.75e-032.95e-010.3005
4779NFE2L1LZE2THumanEsophagusESCC1.85e-032.00e-010.082
4779NFE2L1LZE4THumanEsophagusESCC3.03e-142.75e-010.0811
4779NFE2L1LZE7THumanEsophagusESCC6.03e-044.17e-010.0667
4779NFE2L1LZE8THumanEsophagusESCC2.76e-021.51e-010.067
4779NFE2L1LZE20THumanEsophagusESCC4.08e-034.55e-020.0662
4779NFE2L1LZE22D1HumanEsophagusHGIN7.89e-043.82e-030.0595
4779NFE2L1LZE24THumanEsophagusESCC7.60e-103.08e-010.0596
4779NFE2L1LZE21THumanEsophagusESCC4.90e-046.08e-010.0655
4779NFE2L1LZE6THumanEsophagusESCC2.15e-028.06e-020.0845
4779NFE2L1P1T-EHumanEsophagusESCC2.96e-113.55e-010.0875
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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
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
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
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:0006979ColorectumADresponse to oxidative stress145/3918446/187235.16e-093.23e-07145
GO:0062197ColorectumADcellular response to chemical stress109/3918337/187235.33e-071.95e-05109
GO:0034599ColorectumADcellular response to oxidative stress94/3918288/187232.03e-066.02e-0594
GO:0006066ColorectumADalcohol metabolic process106/3918353/187233.02e-055.57e-04106
GO:0008202ColorectumADsteroid metabolic process85/3918319/187238.07e-034.75e-0285
GO:00069791ColorectumSERresponse to oxidative stress114/2897446/187231.75e-081.28e-06114
GO:00621971ColorectumSERcellular response to chemical stress87/2897337/187235.33e-072.59e-0587
GO:00345991ColorectumSERcellular response to oxidative stress73/2897288/187238.52e-062.86e-0473
GO:00060661ColorectumSERalcohol metabolic process79/2897353/187233.50e-045.50e-0379
GO:00069792ColorectumMSSresponse to oxidative stress128/3467446/187237.65e-083.81e-06128
GO:00621972ColorectumMSScellular response to chemical stress102/3467337/187239.73e-084.71e-06102
GO:00345992ColorectumMSScellular response to oxidative stress88/3467288/187234.58e-071.77e-0588
GO:00060662ColorectumMSSalcohol metabolic process92/3467353/187232.57e-043.46e-0392
GO:00069793ColorectumMSI-Hresponse to oxidative stress68/1319446/187231.17e-091.59e-0768
GO:00621973ColorectumMSI-Hcellular response to chemical stress51/1319337/187231.78e-071.52e-0551
GO:00345993ColorectumMSI-Hcellular response to oxidative stress43/1319288/187232.31e-061.40e-0443
GO:000697927EsophagusHGINresponse to oxidative stress107/2587446/187233.91e-092.76e-07107
GO:006219727EsophagusHGINcellular response to chemical stress76/2587337/187238.00e-062.41e-0476
GO:003459926EsophagusHGINcellular response to oxidative stress65/2587288/187233.42e-058.66e-0465
GO:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
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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
NFE2L1ABSColorectumADRABGAP1,ITM2C,FXYD3, etc.2.75e-01The 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.
NFE2L1ABSColorectumCRCANKRD40,CD63,DHFR, etc.5.92e-02The 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.
NFE2L1ICAFEndometriumADJPLEKHH2,PCDHB4,MTRNR2L12, etc.8.58e-03The 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.
NFE2L1MYOFIBEndometriumADJPLEKHH2,PCDHB4,MTRNR2L12, etc.0.00e+00The 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.
NFE2L1KEREsophagusHGINITGB4,ITGA3,FAT2, etc.2.23e-01The 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.
NFE2L1STMEsophagusHGINITGB4,ITGA3,FAT2, etc.2.31e-01The 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.
NFE2L1MSC.MVALiverCirrhoticXPOT,SEMA3G,LAMB2, etc.1.61e-01The 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.
NFE2L1MSC.MVALiverHCCXPOT,SEMA3G,LAMB2, etc.1.51e-01The 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.
NFE2L1MSCLiverHealthyXPOT,SEMA3G,LAMB2, etc.2.47e-02The 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.
NFE2L1MVALiverHealthyXPOT,SEMA3G,LAMB2, etc.5.98e-02The 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.
∗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
NFE2L1SNVMissense_Mutationc.1681N>Gp.Gln561Glup.Q561EQ14494protein_codingtolerated(1)benign(0.11)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NFE2L1SNVMissense_Mutationc.1928N>Tp.Ser643Phep.S643FQ14494protein_codingdeleterious(0)possibly_damaging(0.723)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
NFE2L1SNVMissense_Mutationc.1856N>Ap.Arg619Glnp.R619QQ14494protein_codingtolerated(0.08)benign(0.228)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NFE2L1SNVMissense_Mutationnovelc.37N>Tp.Leu13Phep.L13FQ14494protein_codingdeleterious(0)possibly_damaging(0.478)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
NFE2L1SNVMissense_Mutationc.1502N>Tp.Ser501Phep.S501FQ14494protein_codingtolerated(0.24)probably_damaging(0.982)TCGA-BH-A18Q-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NFE2L1SNVMissense_Mutationc.524T>Ap.Ile175Asnp.I175NQ14494protein_codingdeleterious(0)possibly_damaging(0.499)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
NFE2L1insertionIn_Frame_Insnovelc.2237_2238insCCCTTTp.Gly746_Ser747insProPhep.G746_S747insPFQ14494protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NFE2L1insertionFrame_Shift_Insnovelc.2239_2240insCCAATGACAAAATCATCAACCTGCCTp.Ser747ThrfsTer129p.S747Tfs*129Q14494protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NFE2L1insertionFrame_Shift_Insnovelc.2146dupAp.Ser716LysfsTer13p.S716Kfs*13Q14494protein_codingTCGA-A8-A0AB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
NFE2L1insertionNonsense_Mutationnovelc.2147_2148insGTGCGGTTGGCTACAGCTCTGACTCTGAGACp.Ser716ArgfsTer8p.S716Rfs*8Q14494protein_codingTCGA-A8-A0AB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
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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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