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: NFKBIL1

Gene summary for NFKBIL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NFKBIL1

Gene ID

4795

Gene nameNFKB inhibitor like 1
Gene AliasIKBL
Cytomap6p21.33
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

A0A0A0MRT5


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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
4795NFKBIL1LZE4THumanEsophagusESCC1.52e-111.68e-010.0811
4795NFKBIL1LZE7THumanEsophagusESCC1.16e-083.48e-010.0667
4795NFKBIL1LZE8THumanEsophagusESCC3.36e-021.17e-010.067
4795NFKBIL1LZE20THumanEsophagusESCC4.50e-082.39e-010.0662
4795NFKBIL1LZE22THumanEsophagusESCC1.73e-033.06e-010.068
4795NFKBIL1LZE24THumanEsophagusESCC1.20e-246.35e-010.0596
4795NFKBIL1LZE22D3HumanEsophagusHGIN4.70e-035.02e-010.0653
4795NFKBIL1LZE6THumanEsophagusESCC4.74e-032.28e-010.0845
4795NFKBIL1P1T-EHumanEsophagusESCC5.38e-104.87e-010.0875
4795NFKBIL1P2T-EHumanEsophagusESCC7.18e-325.29e-010.1177
4795NFKBIL1P4T-EHumanEsophagusESCC1.43e-296.31e-010.1323
4795NFKBIL1P5T-EHumanEsophagusESCC6.38e-274.32e-010.1327
4795NFKBIL1P8T-EHumanEsophagusESCC2.74e-152.16e-010.0889
4795NFKBIL1P9T-EHumanEsophagusESCC1.36e-142.31e-010.1131
4795NFKBIL1P10T-EHumanEsophagusESCC1.14e-235.09e-010.116
4795NFKBIL1P11T-EHumanEsophagusESCC1.65e-165.58e-010.1426
4795NFKBIL1P12T-EHumanEsophagusESCC3.95e-244.28e-010.1122
4795NFKBIL1P15T-EHumanEsophagusESCC3.73e-163.08e-010.1149
4795NFKBIL1P16T-EHumanEsophagusESCC2.83e-275.83e-010.1153
4795NFKBIL1P17T-EHumanEsophagusESCC3.71e-215.14e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:000724918EsophagusHGINI-kappaB kinase/NF-kappaB signaling67/2587281/187233.84e-061.29e-0467
GO:00028325EsophagusHGINnegative regulation of response to biotic stimulus25/2587108/187235.87e-034.77e-0225
GO:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:000283212EsophagusESCCnegative regulation of response to biotic stimulus72/8552108/187238.36e-068.11e-0572
GO:003249619EsophagusESCCresponse to lipopolysaccharide191/8552343/187231.11e-047.73e-04191
GO:000223719EsophagusESCCresponse to molecule of bacterial origin194/8552363/187231.64e-037.61e-03194
GO:00434332EsophagusESCCnegative regulation of DNA-binding transcription factor activity103/8552185/187233.86e-031.57e-02103
GO:007122215EsophagusESCCcellular response to lipopolysaccharide113/8552209/187238.79e-033.10e-02113
GO:00316633EsophagusESCClipopolysaccharide-mediated signaling pathway37/855260/187239.17e-033.19e-0237
GO:007121617EsophagusESCCcellular response to biotic stimulus131/8552246/187239.85e-033.39e-02131
GO:00320882EsophagusESCCnegative regulation of NF-kappaB transcription factor activity54/855293/187231.08e-023.67e-0254
GO:00072494LiverCirrhoticI-kappaB kinase/NF-kappaB signaling108/4634281/187232.21e-075.64e-06108
GO:00324966LiverCirrhoticresponse to lipopolysaccharide111/4634343/187238.15e-045.95e-03111
GO:0002832LiverCirrhoticnegative regulation of response to biotic stimulus41/4634108/187231.56e-031.01e-0241
GO:00022376LiverCirrhoticresponse to molecule of bacterial origin113/4634363/187233.23e-031.81e-02113
GO:00028311LiverCirrhoticregulation of response to biotic stimulus101/4634327/187236.58e-033.25e-02101
GO:00022211LiverHCCpattern recognition receptor signaling pathway107/7958172/187231.37e-072.58e-06107
GO:000724912LiverHCCI-kappaB kinase/NF-kappaB signaling156/7958281/187236.66e-068.00e-05156
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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
NFKBIL1SNVMissense_Mutationnovelc.766N>Cp.Glu256Glnp.E256QQ9UBC1protein_codingtolerated(0.05)probably_damaging(0.92)TCGA-VS-A8QM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
NFKBIL1SNVMissense_Mutationc.434N>Ap.Gly145Glup.G145EQ9UBC1protein_codingtolerated(1)benign(0.075)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
NFKBIL1SNVMissense_Mutationc.648G>Tp.Gln216Hisp.Q216HQ9UBC1protein_codingtolerated(0.1)benign(0.435)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
NFKBIL1SNVMissense_Mutationc.857N>Gp.Pro286Argp.P286RQ9UBC1protein_codingtolerated(0.5)benign(0.197)TCGA-F5-6863-01Colorectumrectum adenocarcinomaFemale>=65III/IVChemotherapyetoposideSD
NFKBIL1SNVMissense_Mutationnovelc.368N>Ap.Arg123Hisp.R123HQ9UBC1protein_codingtolerated(0.45)benign(0.203)TCGA-AP-A0LS-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NFKBIL1SNVMissense_Mutationnovelc.172N>Tp.Gly58Cysp.G58CQ9UBC1protein_codingdeleterious(0.03)possibly_damaging(0.68)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NFKBIL1SNVMissense_Mutationrs776864117c.653N>Ap.Arg218Glnp.R218QQ9UBC1protein_codingtolerated(0.38)benign(0.005)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
NFKBIL1SNVMissense_Mutationrs771750904c.610C>Tp.Arg204Cysp.R204CQ9UBC1protein_codingtolerated(0.06)benign(0.245)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NFKBIL1SNVMissense_Mutationrs544896018c.367N>Tp.Arg123Cysp.R123CQ9UBC1protein_codingdeleterious(0)probably_damaging(0.921)TCGA-D1-A176-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NFKBIL1SNVMissense_Mutationrs199596929c.772N>Tp.Arg258Cysp.R258CQ9UBC1protein_codingtolerated(0.06)benign(0.044)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
4795NFKBIL1NAIFN16362817
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