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: NFIL3

Gene summary for NFIL3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NFIL3

Gene ID

4783

Gene namenuclear factor, interleukin 3 regulated
Gene AliasE4BP4
Cytomap9q22.31
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A024R241


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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
4783NFIL3S43HumanLiverCirrhotic9.65e-05-1.20e-01-0.0187
4783NFIL3HCC1_MengHumanLiverHCC4.40e-34-4.30e-020.0246
4783NFIL3HCC2_MengHumanLiverHCC5.25e-03-1.30e-010.0107
4783NFIL3HCC2HumanLiverHCC2.16e-093.31e+000.5341
4783NFIL3S028HumanLiverHCC2.16e-023.31e-010.2503
4783NFIL3S029HumanLiverHCC8.93e-085.75e-010.2581
4783NFIL3GSM5252132_BPH389PrGFHumanProstateBPH1.75e-106.30e-01-0.2247
4783NFIL3GSM5252133_BPH389PrSFHumanProstateBPH1.89e-036.80e-01-0.2027
4783NFIL3GSM5252134_BPH511PrG_Fcol_3GEXHumanProstateBPH2.73e-115.38e-01-0.1433
4783NFIL3GSM5252135_BPH511PrPUr_Fcol_3GEXHumanProstateBPH1.60e-216.31e-01-0.1833
4783NFIL3GSM5252136_BPH556PrGA1_FcolHumanProstateBPH6.09e-276.42e-01-0.23
4783NFIL3GSM5252137_BPH556PrGA2_FcolHumanProstateBPH8.34e-329.06e-01-0.23
4783NFIL3047563_1562-all-cellsHumanProstateBPH9.11e-094.77e-010.0791
4783NFIL3048752_1579-all-cellsHumanProstateBPH1.47e-153.79e-010.1008
4783NFIL3052095_1628-all-cellsHumanProstateBPH1.05e-113.38e-010.1032
4783NFIL3052097_1595-all-cellsHumanProstateBPH4.24e-092.98e-010.0972
4783NFIL3052099_1652-all-cellsHumanProstateBPH4.97e-061.85e-010.1038
4783NFIL3Dong_P1HumanProstateTumor3.73e-171.71e-010.035
4783NFIL3Dong_P3HumanProstateTumor4.50e-101.09e-010.0278
4783NFIL3Dong_P4HumanProstateTumor4.35e-039.35e-020.0292
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:000762312LiverCirrhoticcircadian rhythm84/4634210/187237.04e-071.50e-0584
GO:004851111LiverCirrhoticrhythmic process103/4634298/187238.47e-059.19e-04103
GO:00713532LiverCirrhoticcellular response to interleukin-417/463433/187238.32e-046.06e-0317
GO:00706702LiverCirrhoticresponse to interleukin-417/463436/187232.82e-031.63e-0217
GO:000762321LiverHCCcircadian rhythm117/7958210/187237.29e-056.54e-04117
GO:004851121LiverHCCrhythmic process156/7958298/187233.54e-042.46e-03156
GO:007135311LiverHCCcellular response to interleukin-421/795833/187231.16e-024.28e-0221
GO:004851110ProstateBPHrhythmic process96/3107298/187231.88e-111.31e-0996
GO:000762310ProstateBPHcircadian rhythm73/3107210/187231.02e-106.02e-0973
GO:19031315ProstateBPHmononuclear cell differentiation98/3107426/187233.43e-042.55e-0398
GO:00300982ProstateBPHlymphocyte differentiation83/3107374/187232.76e-031.46e-0283
GO:00713534ProstateBPHcellular response to interleukin-412/310733/187234.90e-032.32e-0212
GO:00706704ProstateBPHresponse to interleukin-412/310736/187231.07e-024.45e-0212
GO:004851115ProstateTumorrhythmic process99/3246298/187231.65e-111.21e-0999
GO:000762315ProstateTumorcircadian rhythm75/3246210/187231.09e-106.79e-0975
GO:190313113ProstateTumormononuclear cell differentiation102/3246426/187232.87e-042.32e-03102
GO:003009811ProstateTumorlymphocyte differentiation87/3246374/187231.93e-031.12e-0287
GO:007135312ProstateTumorcellular response to interleukin-413/324633/187232.26e-031.28e-0213
GO:007067011ProstateTumorresponse to interleukin-413/324636/187235.47e-032.60e-0213
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa047104ProstateBPHCircadian rhythm15/171834/84651.40e-035.85e-033.62e-0315
hsa0471011ProstateBPHCircadian rhythm15/171834/84651.40e-035.85e-033.62e-0315
hsa0471021ProstateTumorCircadian rhythm14/179134/84656.44e-032.16e-021.34e-0214
hsa0471031ProstateTumorCircadian rhythm14/179134/84656.44e-032.16e-021.34e-0214
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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
NFIL3MONColorectumMSSEXT1,ZNF322,DHX34, etc.5.09e-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.
NFIL3INMONLungAAHCYCS,CFP,FCN1, etc.8.95e-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.
NFIL3INMONLungADJVCAN,S100A8,S100A12, etc.2.37e-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.
NFIL3LCLungADJVCAN,S100A8,S100A12, etc.2.09e-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.
NFIL3LCLungIACS100A9,S100A8,AQP9, etc.2.90e-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.
NFIL3INMONLungIACS100A9,S100A8,AQP9, etc.5.40e-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.
NFIL3NEUTLungIACS100A9,S100A8,AQP9, etc.4.74e-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.
NFIL3M1MACLungIACS100A9,S100A8,AQP9, etc.1.63e-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.
NFIL3MVALungHealthyEAF1,ETV5,EREG, etc.7.49e-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.
NFIL3ACINARPancreasPDACVCAN,RRP12,NAMPT, etc.2.25e-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.
∗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
NFIL3SNVMissense_Mutationnovelc.571N>Cp.Ser191Prop.S191PQ16649protein_codingtolerated(0.08)benign(0.067)TCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NFIL3SNVMissense_Mutationnovelc.1287N>Tp.Glu429Aspp.E429DQ16649protein_codingdeleterious_low_confidence(0.01)benign(0.006)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NFIL3SNVMissense_Mutationrs374204202c.1352T>Cp.Ile451Thrp.I451TQ16649protein_codingdeleterious_low_confidence(0.03)benign(0.006)TCGA-E2-A14R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
NFIL3SNVMissense_Mutationc.276N>Cp.Glu92Aspp.E92DQ16649protein_codingdeleterious(0)probably_damaging(0.978)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NFIL3insertionNonsense_Mutationnovelc.442_443insGATGGAGAAGACGAGCAACAGGTCCCCAAGGGCCCCATCCp.Tyr148Terp.Y148*Q16649protein_codingTCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
NFIL3insertionIn_Frame_Insnovelc.568_569insCAACTGTGGTTAAAGp.Asp189_Val190insAlaThrValValLysp.D189_V190insATVVKQ16649protein_codingTCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NFIL3insertionIn_Frame_Insnovelc.355_356insAGAGGTp.Glu118_Leu119insGlnArgp.E118_L119insQRQ16649protein_codingTCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NFIL3insertionFrame_Shift_Insnovelc.353_354insAGCAGGGGATAGCAAACTTATCTp.Leu119AlafsTer12p.L119Afs*12Q16649protein_codingTCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NFIL3insertionNonsense_Mutationnovelc.314_315insTTGATAATGAATTTTp.Leu105_Ile106insTerp.L105_I106ins*Q16649protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NFIL3insertionFrame_Shift_Insnovelc.312_313insGTAGAAGCp.Leu105ValfsTer4p.L105Vfs*4Q16649protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
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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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