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: NFKBIA

Gene summary for NFKBIA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NFKBIA

Gene ID

4792

Gene nameNFKB inhibitor alpha
Gene AliasEDAID2
Cytomap14q13.2
Gene Typeprotein-coding
GO ID

GO:0002221

UniProtAcc

P25963


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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
4792NFKBIAGSM4909280HumanBreastPrecancer1.32e-034.23e-010.0305
4792NFKBIAGSM4909281HumanBreastIDC3.69e-26-7.89e-010.21
4792NFKBIAGSM4909282HumanBreastIDC1.34e-063.33e-01-0.0288
4792NFKBIAGSM4909285HumanBreastIDC2.82e-25-6.38e-010.21
4792NFKBIAGSM4909286HumanBreastIDC1.79e-37-7.97e-010.1081
4792NFKBIAGSM4909290HumanBreastIDC4.11e-17-7.16e-010.2096
4792NFKBIAGSM4909291HumanBreastIDC1.33e-08-5.54e-010.1753
4792NFKBIAGSM4909292HumanBreastIDC1.08e-06-1.11e+000.1236
4792NFKBIAGSM4909293HumanBreastIDC1.38e-25-6.61e-010.1581
4792NFKBIAGSM4909294HumanBreastIDC6.86e-30-9.83e-010.2022
4792NFKBIAGSM4909296HumanBreastIDC2.01e-29-9.50e-010.1524
4792NFKBIAGSM4909297HumanBreastIDC5.99e-17-6.47e-010.1517
4792NFKBIAGSM4909298HumanBreastIDC4.02e-26-7.67e-010.1551
4792NFKBIAGSM4909301HumanBreastIDC5.37e-29-9.46e-010.1577
4792NFKBIAGSM4909302HumanBreastIDC3.19e-30-9.15e-010.1545
4792NFKBIAGSM4909304HumanBreastIDC1.15e-37-1.05e+000.1636
4792NFKBIAGSM4909305HumanBreastIDC4.53e-022.16e-020.0436
4792NFKBIAGSM4909306HumanBreastIDC2.49e-14-4.97e-010.1564
4792NFKBIAGSM4909307HumanBreastIDC9.94e-20-7.71e-010.1569
4792NFKBIAGSM4909308HumanBreastIDC1.33e-07-8.01e-020.158
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:00511019BreastPrecancerregulation of DNA binding22/1080118/187239.28e-073.71e-0522
GO:00451859BreastPrecancermaintenance of protein location19/108094/187231.43e-065.35e-0519
GO:00510989BreastPrecancerregulation of binding44/1080363/187232.59e-068.65e-0544
GO:00092667BreastPrecancerresponse to temperature stimulus27/1080178/187233.85e-061.21e-0427
GO:00300999BreastPrecancermyeloid cell differentiation45/1080381/187234.00e-061.25e-0445
GO:00512358BreastPrecancermaintenance of location40/1080327/187235.85e-061.71e-0440
GO:00022378BreastPrecancerresponse to molecule of bacterial origin43/1080363/187236.05e-061.72e-0443
GO:00507293BreastPrecancerpositive regulation of inflammatory response23/1080142/187236.51e-061.81e-0423
GO:00324968BreastPrecancerresponse to lipopolysaccharide41/1080343/187237.94e-062.17e-0441
GO:0050727BreastPrecancerregulation of inflammatory response44/1080386/187231.26e-053.22e-0444
GO:00456379BreastPrecancerregulation of myeloid cell differentiation28/1080210/187233.05e-056.72e-0428
GO:00321034BreastPrecancerpositive regulation of response to external stimulus46/1080427/187233.41e-057.40e-0446
GO:19037069BreastPrecancerregulation of hemopoiesis41/1080367/187233.95e-058.52e-0441
GO:00313493BreastPrecancerpositive regulation of defense response33/1080278/187236.79e-051.36e-0333
GO:00713568BreastPrecancercellular response to tumor necrosis factor28/1080229/187231.42e-042.45e-0328
GO:00346128BreastPrecancerresponse to tumor necrosis factor29/1080253/187233.32e-044.70e-0329
GO:00712227BreastPrecancercellular response to lipopolysaccharide25/1080209/187234.41e-045.85e-0325
GO:00712167BreastPrecancercellular response to biotic stimulus28/1080246/187234.67e-046.14e-0328
GO:00725948BreastPrecancerestablishment of protein localization to organelle41/1080422/187237.75e-049.20e-0341
GO:00712197BreastPrecancercellular response to molecule of bacterial origin25/1080221/187231.00e-031.12e-0225
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0517118BreastPrecancerCoronavirus disease - COVID-1981/684232/84653.74e-322.36e-301.81e-3081
hsa0520818BreastPrecancerChemical carcinogenesis - reactive oxygen species68/684223/84653.61e-231.14e-218.73e-2268
hsa0513218BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0513414BreastPrecancerLegionellosis19/68457/84654.62e-089.12e-076.98e-0719
hsa0513018BreastPrecancerPathogenic Escherichia coli infection38/684197/84653.12e-075.81e-064.45e-0638
hsa0513118BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0516718BreastPrecancerKaposi sarcoma-associated herpesvirus infection36/684194/84651.68e-062.53e-051.94e-0536
hsa0541718BreastPrecancerLipid and atherosclerosis37/684215/84657.64e-069.29e-057.12e-0537
hsa0516918BreastPrecancerEpstein-Barr virus infection35/684202/84651.15e-051.26e-049.64e-0535
hsa0465716BreastPrecancerIL-17 signaling pathway20/68494/84654.74e-054.54e-043.48e-0420
hsa042108BreastPrecancerApoptosis25/684136/84657.61e-056.87e-045.26e-0425
hsa0516618BreastPrecancerHuman T-cell leukemia virus 1 infection33/684222/84654.29e-043.31e-032.53e-0333
hsa0516316BreastPrecancerHuman cytomegalovirus infection32/684225/84651.13e-037.57e-035.80e-0332
hsa051206BreastPrecancerEpithelial cell signaling in Helicobacter pylori infection14/68470/84651.21e-037.99e-036.12e-0314
hsa052036BreastPrecancerViral carcinogenesis27/684204/84657.19e-034.06e-023.11e-0227
hsa0517119BreastPrecancerCoronavirus disease - COVID-1981/684232/84653.74e-322.36e-301.81e-3081
hsa0520819BreastPrecancerChemical carcinogenesis - reactive oxygen species68/684223/84653.61e-231.14e-218.73e-2268
hsa0513219BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0513415BreastPrecancerLegionellosis19/68457/84654.62e-089.12e-076.98e-0719
hsa0513019BreastPrecancerPathogenic Escherichia coli infection38/684197/84653.12e-075.81e-064.45e-0638
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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
NFKBIASNVMissense_Mutationnovelc.338N>Gp.Thr113Serp.T113SP25963protein_codingtolerated(0.12)probably_damaging(0.996)TCGA-BH-A0BA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
NFKBIASNVMissense_Mutationc.91N>Ap.Asp31Asnp.D31NP25963protein_codingdeleterious(0)probably_damaging(0.996)TCGA-E2-A159-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
NFKBIAinsertionFrame_Shift_Insnovelc.337-1_337insTGCCTATTGGATGCCTTTATAAp.Thr113CysfsTer23p.T113Cfs*23P25963protein_codingTCGA-BH-A0BA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
NFKBIASNVMissense_Mutationnovelc.457N>Ap.Glu153Lysp.E153KP25963protein_codingtolerated(0.76)benign(0.025)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
NFKBIASNVMissense_Mutationc.412N>Cp.Glu138Glnp.E138QP25963protein_codingtolerated(0.11)benign(0.353)TCGA-EX-A69L-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NFKBIASNVMissense_Mutationc.904G>Cp.Glu302Glnp.E302QP25963protein_codingtolerated(0.1)probably_damaging(0.97)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NFKBIAinsertionFrame_Shift_Insnovelc.297_298insAp.Asp100ArgfsTer29p.D100Rfs*29P25963protein_codingTCGA-ZJ-A8QO-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
NFKBIASNVMissense_Mutationc.652C>Tp.Arg218Trpp.R218WP25963protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NFKBIASNVMissense_Mutationnovelc.520N>Cp.Ser174Prop.S174PP25963protein_codingtolerated(0.25)benign(0.207)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NFKBIASNVMissense_Mutationnovelc.125N>Gp.Tyr42Cysp.Y42CP25963protein_codingdeleterious(0)probably_damaging(0.997)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
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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
4792NFKBIACLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR BINDING, DRUGGABLE GENOME6-METHOXYCOMAPARVINCHEMBL40156518088098
4792NFKBIACLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR BINDING, DRUGGABLE GENOME6-METHOXYCOMAPARVIN 5-METHYL ETHERCHEMBL25696718088098
4792NFKBIACLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR BINDING, DRUGGABLE GENOMEDEMETHYLWEDELOLACTONEDEMETHYLWEDELOLACTONE22926226
4792NFKBIACLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR BINDING, DRUGGABLE GENOMEGAMBOGIC ACIDGAMBOGIC ACID22472167
4792NFKBIACLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR BINDING, DRUGGABLE GENOMEgefitinibGEFITINIB31664190
4792NFKBIACLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR BINDING, DRUGGABLE GENOME(+)-TUBERIFERINCHEMBL194008422153345
4792NFKBIACLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR BINDING, DRUGGABLE GENOMEWEDELOLACTONEWEDELOLACTONE22926226
4792NFKBIACLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR BINDING, DRUGGABLE GENOMEDIOSCINDIOSCIN23621869
4792NFKBIACLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR BINDING, DRUGGABLE GENOMEPEPEROMIN EPEPEROMIN E19559609
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