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: NFKB1

Gene summary for NFKB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NFKB1

Gene ID

4790

Gene namenuclear factor kappa B subunit 1
Gene AliasCVID12
Cytomap4q24
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A024RDJ4


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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
4790NFKB1HTA11_347_2000001011HumanColorectumAD1.56e-053.93e-01-0.1954
4790NFKB1HTA11_99999974143_84620HumanColorectumMSS1.05e-03-2.30e-010.3005
4790NFKB1A002-C-010HumanColorectumFAP1.80e-03-1.58e-010.242
4790NFKB1A015-C-203HumanColorectumFAP3.63e-28-4.81e-01-0.1294
4790NFKB1A015-C-204HumanColorectumFAP4.98e-04-3.20e-01-0.0228
4790NFKB1A002-C-201HumanColorectumFAP2.60e-10-4.05e-010.0324
4790NFKB1A002-C-203HumanColorectumFAP1.46e-05-2.57e-010.2786
4790NFKB1A001-C-119HumanColorectumFAP6.04e-10-5.20e-01-0.1557
4790NFKB1A001-C-108HumanColorectumFAP3.76e-19-3.60e-01-0.0272
4790NFKB1A002-C-205HumanColorectumFAP4.11e-18-5.38e-01-0.1236
4790NFKB1A001-C-104HumanColorectumFAP2.68e-06-3.20e-010.0184
4790NFKB1A015-C-005HumanColorectumFAP6.18e-03-3.03e-01-0.0336
4790NFKB1A015-C-006HumanColorectumFAP4.79e-14-5.61e-01-0.0994
4790NFKB1A015-C-106HumanColorectumFAP5.44e-10-3.39e-01-0.0511
4790NFKB1A002-C-114HumanColorectumFAP2.35e-15-5.09e-01-0.1561
4790NFKB1A015-C-104HumanColorectumFAP9.64e-31-5.06e-01-0.1899
4790NFKB1A001-C-014HumanColorectumFAP6.13e-18-3.68e-010.0135
4790NFKB1A002-C-016HumanColorectumFAP1.34e-24-4.35e-010.0521
4790NFKB1A015-C-002HumanColorectumFAP9.49e-11-5.36e-01-0.0763
4790NFKB1A001-C-007HumanColorectumCRC2.34e-06-5.98e-010.1899
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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
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
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:1901653ColorectumADcellular response to peptide114/3918359/187238.32e-072.88e-05114
GO:0071375ColorectumADcellular response to peptide hormone stimulus95/3918290/187231.50e-064.66e-0595
GO:0043434ColorectumADresponse to peptide hormone126/3918414/187232.70e-067.86e-05126
GO:0030111ColorectumADregulation of Wnt signaling pathway102/3918328/187238.51e-062.03e-04102
GO:0016055ColorectumADWnt signaling pathway130/3918444/187231.60e-053.37e-04130
GO:0198738ColorectumADcell-cell signaling by wnt130/3918446/187232.02e-054.10e-04130
GO:0006066ColorectumADalcohol metabolic process106/3918353/187233.02e-055.57e-04106
GO:0060070ColorectumADcanonical Wnt signaling pathway90/3918303/187231.76e-042.38e-0390
GO:0071496ColorectumADcellular response to external stimulus94/3918320/187231.98e-042.64e-0394
GO:0060828ColorectumADregulation of canonical Wnt signaling pathway77/3918253/187232.19e-042.87e-0377
GO:0051403ColorectumADstress-activated MAPK cascade72/3918239/187234.77e-045.25e-0372
GO:0031098ColorectumADstress-activated protein kinase signaling cascade74/3918247/187234.80e-045.27e-0374
GO:0006109ColorectumADregulation of carbohydrate metabolic process55/3918178/187231.10e-031.01e-0255
GO:0030177ColorectumADpositive regulation of Wnt signaling pathway45/3918140/187231.23e-031.09e-0245
GO:0062012ColorectumADregulation of small molecule metabolic process93/3918334/187231.46e-031.24e-0293
GO:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
GO:0006869ColorectumADlipid transport108/3918398/187231.67e-031.39e-02108
GO:0008202ColorectumADsteroid metabolic process85/3918319/187238.07e-034.75e-0285
GO:00301112ColorectumMSSregulation of Wnt signaling pathway98/3467328/187233.37e-071.36e-0598
GO:00160552ColorectumMSSWnt signaling pathway124/3467444/187236.06e-072.26e-05124
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05171310EsophagusESCCCoronavirus disease - COVID-19156/4205232/84653.18e-082.68e-071.37e-07156
hsa05220110EsophagusESCCChronic myeloid leukemia61/420576/84653.20e-082.68e-071.37e-0761
hsa0520335EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa05417310EsophagusESCCLipid and atherosclerosis143/4205215/84653.30e-072.45e-061.26e-06143
hsa0522216EsophagusESCCSmall cell lung cancer69/420592/84655.40e-073.85e-061.97e-0669
hsa0516338EsophagusESCCHuman cytomegalovirus infection148/4205225/84655.73e-074.00e-062.05e-06148
hsa0521517EsophagusESCCProstate cancer72/420597/84656.12e-074.10e-062.10e-0672
hsa0516016EsophagusESCCHepatitis C107/4205157/84651.75e-061.08e-055.55e-06107
hsa0407117EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
hsa0493317EsophagusESCCAGE-RAGE signaling pathway in diabetic complications72/4205100/84654.15e-062.28e-051.17e-0572
hsa0516114EsophagusESCCHepatitis B108/4205162/84657.68e-064.15e-052.12e-05108
hsa0462513EsophagusESCCC-type lectin receptor signaling pathway73/4205104/84651.57e-057.98e-054.09e-0573
hsa0512019EsophagusESCCEpithelial cell signaling in Helicobacter pylori infection52/420570/84652.17e-051.07e-045.47e-0552
hsa04066113EsophagusESCCHIF-1 signaling pathway75/4205109/84653.66e-051.68e-048.60e-0575
hsa0465734EsophagusESCCIL-17 signaling pathway66/420594/84653.93e-051.75e-048.99e-0566
hsa05145111EsophagusESCCToxoplasmosis76/4205112/84656.83e-052.90e-041.48e-0476
hsa04722111EsophagusESCCNeurotrophin signaling pathway80/4205119/84657.33e-053.07e-041.57e-0480
hsa0522113EsophagusESCCAcute myeloid leukemia49/420567/84657.43e-053.07e-041.57e-0449
hsa0513436EsophagusESCCLegionellosis42/420557/84651.83e-046.90e-043.53e-0442
hsa0516213EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
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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
NFKB1SMCCervixHealthySOD2,CXCL2,NFKB2, etc.8.36e-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.
NFKB1IMENTColorectumMSSTNFRSF6B,IRF1,C8orf4, etc.4.29e-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.
NFKB1AT2LungIACDENND4A,BACH1,KYNU, etc.1.83e-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.
NFKB1LCLungIACSIPA1L1,AL078604.4,KYNU, etc.2.62e-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.
NFKB1M2MACSkinHealthyREL,ATP5F1E,SIPA1L1, etc.4.68e-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.
NFKB1M2MACSkinSCCISREL,ATP5F1E,SIPA1L1, etc.2.92e-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
NFKB1SNVMissense_Mutationc.1715C>Tp.Ser572Phep.S572FP19838protein_codingtolerated(0.64)benign(0.201)TCGA-A2-A0YH-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
NFKB1SNVMissense_Mutationnovelc.2191N>Ap.Gly731Argp.G731RP19838protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
NFKB1SNVMissense_Mutationnovelc.119C>Gp.Ala40Glyp.A40GP19838protein_codingtolerated(0.07)possibly_damaging(0.854)TCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NFKB1SNVMissense_Mutationnovelc.733N>Ap.Ala245Thrp.A245TP19838protein_codingdeleterious(0)probably_damaging(0.942)TCGA-AR-A24L-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenPD
NFKB1SNVMissense_Mutationrs865962183c.574N>Tp.Arg192Trpp.R192WP19838protein_codingdeleterious(0.01)probably_damaging(0.972)TCGA-AR-A256-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
NFKB1SNVMissense_Mutationc.221C>Gp.Ser74Cysp.S74CP19838protein_codingdeleterious(0)probably_damaging(0.935)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NFKB1SNVMissense_Mutationrs769204159c.1562N>Tp.Ala521Valp.A521VP19838protein_codingtolerated(0.06)probably_damaging(0.988)TCGA-E2-A573-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
NFKB1SNVMissense_Mutationnovelc.1308N>Tp.Met436Ilep.M436IP19838protein_codingtolerated(0.25)benign(0)TCGA-HN-A2OB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilPD
NFKB1insertionNonsense_Mutationnovelc.2107_2108insTTCTAAATATCTACTAGGTATTTGATAAACGTGTGTTATTTp.Gly703ValfsTer6p.G703Vfs*6P19838protein_codingTCGA-A2-A04Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NFKB1insertionFrame_Shift_Insnovelc.1403_1404insGTTTTTTCCTp.Asp469PhefsTer16p.D469Ffs*16P19838protein_codingTCGA-AO-A03O-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
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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
4790NFKB1KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMESJ000113257CHEMBL528694
4790NFKB1KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMESANGUINARIUMSANGUINARIUM
4790NFKB1KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMEDYRENEDYRENE
4790NFKB1KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMEISORHAMNETINISORHAMNETIN25190466
4790NFKB1KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMEMITOXANTRONEMITOXANTRONE
4790NFKB1KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMEPARTHENOLIDEPARTHENOLIDE25190466
4790NFKB1KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMETHALIDOMIDETHALIDOMIDE
4790NFKB1KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME(S)-NOMIFENSINECHEMBL51697
4790NFKB1KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME6-CHLOROMELATONINCHEMBL34730
4790NFKB1KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMETOSYL-L-LYSINE CHLOROMETHYL KETONECHEMBL466465
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