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: NFRKB

Gene summary for NFRKB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NFRKB

Gene ID

4798

Gene namenuclear factor related to kappaB binding protein
Gene AliasINO80G
Cytomap11q24.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024R3K9


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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
4798NFRKBLZE4THumanEsophagusESCC1.45e-035.03e-020.0811
4798NFRKBLZE7THumanEsophagusESCC2.10e-062.16e-010.0667
4798NFRKBLZE20THumanEsophagusESCC4.69e-028.47e-020.0662
4798NFRKBLZE24THumanEsophagusESCC4.37e-163.19e-010.0596
4798NFRKBP1T-EHumanEsophagusESCC4.56e-041.76e-010.0875
4798NFRKBP2T-EHumanEsophagusESCC3.26e-065.38e-020.1177
4798NFRKBP4T-EHumanEsophagusESCC9.41e-163.69e-010.1323
4798NFRKBP5T-EHumanEsophagusESCC1.34e-081.19e-020.1327
4798NFRKBP8T-EHumanEsophagusESCC2.21e-144.73e-010.0889
4798NFRKBP9T-EHumanEsophagusESCC9.57e-121.13e-010.1131
4798NFRKBP10T-EHumanEsophagusESCC1.18e-131.60e-010.116
4798NFRKBP12T-EHumanEsophagusESCC1.04e-162.22e-010.1122
4798NFRKBP15T-EHumanEsophagusESCC8.88e-116.18e-020.1149
4798NFRKBP16T-EHumanEsophagusESCC4.14e-101.70e-010.1153
4798NFRKBP17T-EHumanEsophagusESCC9.82e-038.86e-020.1278
4798NFRKBP20T-EHumanEsophagusESCC3.86e-131.37e-010.1124
4798NFRKBP21T-EHumanEsophagusESCC9.42e-122.69e-010.1617
4798NFRKBP22T-EHumanEsophagusESCC1.07e-079.18e-030.1236
4798NFRKBP23T-EHumanEsophagusESCC2.22e-121.89e-010.108
4798NFRKBP24T-EHumanEsophagusESCC1.44e-103.78e-020.1287
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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
∗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:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:0006310Oral cavityOSCCDNA recombination147/7305305/187236.33e-043.56e-03147
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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
NFRKBSNVMissense_Mutationc.1153G>Ap.Glu385Lysp.E385KQ6P4R8protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NFRKBSNVMissense_Mutationnovelc.3265N>Ap.Leu1089Ilep.L1089IQ6P4R8protein_codingdeleterious_low_confidence(0)probably_damaging(0.994)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NFRKBSNVMissense_Mutationrs777665064c.878N>Ap.Arg293Glnp.R293QQ6P4R8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NFRKBSNVMissense_Mutationnovelc.1634N>Gp.Val545Glyp.V545GQ6P4R8protein_codingtolerated(0.07)probably_damaging(0.973)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NFRKBSNVMissense_Mutationc.748N>Tp.Arg250Cysp.R250CQ6P4R8protein_codingtolerated(0.06)benign(0.003)TCGA-AN-A0FY-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NFRKBSNVMissense_Mutationc.3487N>Ap.Val1163Metp.V1163MQ6P4R8protein_codingdeleterious_low_confidence(0.04)benign(0.022)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
NFRKBSNVMissense_Mutationrs752173923c.814N>Ap.Ala272Thrp.A272TQ6P4R8protein_codingtolerated(0.29)benign(0.003)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
NFRKBinsertionNonsense_Mutationnovelc.3130_3131insAGTGAAGTTGAGTATCCATTp.Ala1044GlufsTer2p.A1044Efs*2Q6P4R8protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
NFRKBdeletionFrame_Shift_Delnovelc.3481delNp.Ala1161LeufsTer7p.A1161Lfs*7Q6P4R8protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NFRKBSNVMissense_Mutationnovelc.2180N>Ap.Pro727Hisp.P727HQ6P4R8protein_codingdeleterious(0.02)benign(0.346)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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