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: IKBKG

Gene summary for IKBKG

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IKBKG

Gene ID

8517

Gene nameinhibitor of nuclear factor kappa B kinase regulatory subunit gamma
Gene AliasAMCBX1
CytomapXq28
Gene Typeprotein-coding
GO ID

GO:0002253

UniProtAcc

Q9Y6K9


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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
8517IKBKGLZE4THumanEsophagusESCC9.56e-123.45e-010.0811
8517IKBKGLZE7THumanEsophagusESCC9.56e-237.24e-010.0667
8517IKBKGLZE8THumanEsophagusESCC2.72e-031.33e-010.067
8517IKBKGLZE20THumanEsophagusESCC3.16e-031.42e-010.0662
8517IKBKGLZE22D1HumanEsophagusHGIN5.14e-031.82e-010.0595
8517IKBKGLZE22THumanEsophagusESCC1.00e-095.15e-010.068
8517IKBKGLZE24THumanEsophagusESCC1.02e-316.14e-010.0596
8517IKBKGLZE21THumanEsophagusESCC9.73e-053.44e-010.0655
8517IKBKGP1T-EHumanEsophagusESCC1.42e-198.50e-010.0875
8517IKBKGP2T-EHumanEsophagusESCC3.19e-233.71e-010.1177
8517IKBKGP4T-EHumanEsophagusESCC2.45e-122.61e-010.1323
8517IKBKGP5T-EHumanEsophagusESCC3.52e-193.20e-010.1327
8517IKBKGP8T-EHumanEsophagusESCC7.31e-142.95e-010.0889
8517IKBKGP9T-EHumanEsophagusESCC1.36e-376.93e-010.1131
8517IKBKGP10T-EHumanEsophagusESCC9.74e-224.32e-010.116
8517IKBKGP11T-EHumanEsophagusESCC6.27e-124.02e-010.1426
8517IKBKGP12T-EHumanEsophagusESCC5.17e-275.01e-010.1122
8517IKBKGP15T-EHumanEsophagusESCC1.87e-224.81e-010.1149
8517IKBKGP16T-EHumanEsophagusESCC9.56e-081.36e-010.1153
8517IKBKGP17T-EHumanEsophagusESCC9.15e-123.87e-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
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:0016236110ThyroidPTCmacroautophagy167/5968291/187231.51e-191.91e-17167
GO:0010506110ThyroidPTCregulation of autophagy172/5968317/187238.76e-177.57e-15172
GO:005165620ThyroidPTCestablishment of organelle localization193/5968390/187232.21e-131.15e-11193
GO:001624110ThyroidPTCregulation of macroautophagy84/5968141/187231.04e-114.27e-1084
GO:0070997113ThyroidPTCneuron death171/5968361/187234.32e-101.38e-08171
GO:005165019ThyroidPTCestablishment of vesicle localization89/5968161/187236.38e-101.97e-0889
GO:005164817ThyroidPTCvesicle localization94/5968177/187233.54e-099.45e-0894
GO:1901214113ThyroidPTCregulation of neuron death151/5968319/187234.74e-091.24e-07151
GO:001050810ThyroidPTCpositive regulation of autophagy70/5968124/187231.30e-083.08e-0770
GO:004312226ThyroidPTCregulation of I-kappaB kinase/NF-kappaB signaling118/5968249/187232.04e-073.63e-06118
GO:000724926ThyroidPTCI-kappaB kinase/NF-kappaB signaling130/5968281/187232.78e-074.80e-06130
GO:000961520ThyroidPTCresponse to virus162/5968367/187234.52e-077.41e-06162
GO:004312320ThyroidPTCpositive regulation of I-kappaB kinase/NF-kappaB signaling91/5968186/187238.76e-071.33e-0591
GO:190121518ThyroidPTCnegative regulation of neuron death95/5968208/187232.01e-052.04e-0495
GO:00162395ThyroidPTCpositive regulation of macroautophagy36/596863/187232.98e-052.86e-0436
GO:005109016ThyroidPTCregulation of DNA-binding transcription factor activity178/5968440/187237.63e-056.54e-04178
GO:005109115ThyroidPTCpositive regulation of DNA-binding transcription factor activity107/5968260/187239.44e-045.70e-03107
GO:00432762ThyroidPTCanoikis18/596834/187238.65e-033.62e-0218
GO:005085210ThyroidPTCT cell receptor signaling pathway52/5968123/187239.58e-033.93e-0252
GO:0009896210ThyroidATCpositive regulation of catabolic process290/6293492/187232.15e-311.94e-28290
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0517139EsophagusHGINCoronavirus disease - COVID-19105/1383232/84657.84e-265.11e-244.06e-24105
hsa0520839EsophagusHGINChemical carcinogenesis - reactive oxygen species92/1383223/84652.41e-199.83e-187.80e-1892
hsa0501030EsophagusHGINAlzheimer disease130/1383384/84655.26e-181.71e-161.36e-16130
hsa0513139EsophagusHGINShigellosis71/1383247/84654.89e-077.98e-066.34e-0671
hsa0513239EsophagusHGINSalmonella infection69/1383249/84653.02e-064.47e-053.55e-0569
hsa0541839EsophagusHGINFluid shear stress and atherosclerosis42/1383139/84652.92e-053.81e-043.02e-0442
hsa0513039EsophagusHGINPathogenic Escherichia coli infection54/1383197/84654.91e-056.15e-044.89e-0454
hsa0516930EsophagusHGINEpstein-Barr virus infection55/1383202/84655.13e-056.19e-044.92e-0455
hsa0516730EsophagusHGINKaposi sarcoma-associated herpesvirus infection51/1383194/84652.46e-042.69e-032.14e-0351
hsa052039EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa0421020EsophagusHGINApoptosis36/1383136/84651.67e-031.52e-021.20e-0236
hsa0517029EsophagusHGINHuman immunodeficiency virus 1 infection51/1383212/84652.16e-031.90e-021.51e-0251
hsa0541739EsophagusHGINLipid and atherosclerosis51/1383215/84652.95e-032.41e-021.91e-0251
hsa046219EsophagusHGINNOD-like receptor signaling pathway45/1383186/84653.40e-032.54e-022.02e-0245
hsa0516420EsophagusHGINInfluenza A42/1383171/84653.41e-032.54e-022.02e-0242
hsa0516639EsophagusHGINHuman T-cell leukemia virus 1 infection51/1383222/84655.84e-034.05e-023.22e-0251
hsa0465726EsophagusHGINIL-17 signaling pathway25/138394/84657.52e-034.63e-023.68e-0225
hsa0516330EsophagusHGINHuman cytomegalovirus infection51/1383225/84657.67e-034.63e-023.68e-0251
hsa05171115EsophagusHGINCoronavirus disease - COVID-19105/1383232/84657.84e-265.11e-244.06e-24105
hsa05208115EsophagusHGINChemical carcinogenesis - reactive oxygen species92/1383223/84652.41e-199.83e-187.80e-1892
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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
IKBKGSNVMissense_Mutationnovelc.671N>Tp.Ser224Ilep.S224IQ9Y6K9protein_codingdeleterious(0.01)possibly_damaging(0.868)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
IKBKGSNVMissense_Mutationnovelc.1042N>Ap.Val348Metp.V348MQ9Y6K9protein_codingtolerated(0.17)benign(0.242)TCGA-AG-3731-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapyfolinicPR
IKBKGSNVMissense_Mutationnovelc.710N>Ap.Ala237Aspp.A237DQ9Y6K9protein_codingtolerated(0.32)benign(0.112)TCGA-DY-A1DG-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
IKBKGSNVMissense_Mutationnovelc.272A>Cp.Asp91Alap.D91AQ9Y6K9protein_codingdeleterious(0.01)possibly_damaging(0.465)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IKBKGSNVMissense_Mutationc.658G>Ap.Glu220Lysp.E220KQ9Y6K9protein_codingdeleterious(0)possibly_damaging(0.695)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IKBKGSNVMissense_Mutationnovelc.491N>Cp.Lys164Thrp.K164TQ9Y6K9protein_codingdeleterious(0)possibly_damaging(0.901)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
IKBKGSNVMissense_Mutationnovelc.1048N>Ap.Asp350Asnp.D350NQ9Y6K9protein_codingdeleterious(0)probably_damaging(0.987)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
IKBKGSNVMissense_Mutationnovelc.639N>Tp.Gln213Hisp.Q213HQ9Y6K9protein_codingdeleterious(0.01)probably_damaging(0.934)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IKBKGSNVMissense_Mutationrs782201526c.149N>Ap.Arg50Hisp.R50HQ9Y6K9protein_codingdeleterious_low_confidence(0.03)benign(0.003)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IKBKGSNVMissense_Mutationnovelc.1089G>Ap.Met363Ilep.M363IQ9Y6K9protein_codingdeleterious(0.03)benign(0.006)TCGA-AP-A1DK-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
8517IKBKGKINASE, DRUGGABLE GENOMEartesunateARTESUNATE
8517IKBKGKINASE, DRUGGABLE GENOMEprimaquinePRIMAQUINE
8517IKBKGKINASE, DRUGGABLE GENOMEsulfadoxineSULFADOXINE
8517IKBKGKINASE, DRUGGABLE GENOMEpyrimethaminePYRIMETHAMINE
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