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: NBN

Gene summary for NBN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NBN

Gene ID

4683

Gene namenibrin
Gene AliasAT-V1
Cytomap8q21.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A0C4DG07


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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
4683NBNLZE4THumanEsophagusESCC6.49e-134.01e-010.0811
4683NBNLZE5THumanEsophagusESCC2.30e-023.07e-010.0514
4683NBNLZE7THumanEsophagusESCC2.56e-073.33e-010.0667
4683NBNLZE8THumanEsophagusESCC6.01e-051.73e-010.067
4683NBNLZE20THumanEsophagusESCC1.29e-031.48e-010.0662
4683NBNLZE22D1HumanEsophagusHGIN1.59e-021.56e-010.0595
4683NBNLZE24THumanEsophagusESCC1.05e-174.19e-010.0596
4683NBNP1T-EHumanEsophagusESCC6.58e-043.82e-010.0875
4683NBNP2T-EHumanEsophagusESCC1.70e-428.83e-010.1177
4683NBNP4T-EHumanEsophagusESCC9.00e-338.25e-010.1323
4683NBNP5T-EHumanEsophagusESCC3.02e-112.58e-010.1327
4683NBNP8T-EHumanEsophagusESCC2.35e-234.13e-010.0889
4683NBNP9T-EHumanEsophagusESCC1.78e-154.08e-010.1131
4683NBNP10T-EHumanEsophagusESCC2.93e-264.82e-010.116
4683NBNP11T-EHumanEsophagusESCC5.01e-187.83e-010.1426
4683NBNP12T-EHumanEsophagusESCC3.85e-296.43e-010.1122
4683NBNP15T-EHumanEsophagusESCC5.73e-092.18e-010.1149
4683NBNP16T-EHumanEsophagusESCC1.05e-571.05e+000.1153
4683NBNP17T-EHumanEsophagusESCC7.40e-124.91e-010.1278
4683NBNP19T-EHumanEsophagusESCC1.80e-105.92e-010.1662
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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:004277010ThyroidPTCsignal transduction in response to DNA damage81/5968172/187232.07e-052.08e-0481
GO:00459307ThyroidPTCnegative regulation of mitotic cell cycle105/5968235/187232.41e-052.39e-04105
GO:00062606ThyroidPTCDNA replication114/5968260/187233.09e-052.95e-04114
GO:19019917ThyroidPTCnegative regulation of mitotic cell cycle phase transition83/5968179/187233.34e-053.17e-0483
GO:00322009ThyroidPTCtelomere organization74/5968159/187237.46e-056.43e-0474
GO:00319522ThyroidPTCregulation of protein autophosphorylation26/596843/187231.04e-048.42e-0426
GO:0030330112ThyroidPTCDNA damage response, signal transduction by p53 class mediator38/596872/187231.85e-041.40e-0338
GO:00109486ThyroidPTCnegative regulation of cell cycle process122/5968294/187232.94e-042.08e-03122
GO:20012515ThyroidPTCnegative regulation of chromosome organization43/596886/187233.49e-042.40e-0343
GO:19043534ThyroidPTCregulation of telomere capping17/596826/187234.57e-043.01e-0317
GO:19019885ThyroidPTCnegative regulation of cell cycle phase transition104/5968249/187236.01e-043.82e-03104
GO:00000866ThyroidPTCG2/M transition of mitotic cell cycle62/5968137/187236.89e-044.32e-0362
GO:00070936ThyroidPTCmitotic cell cycle checkpoint58/5968129/187231.22e-036.97e-0358
GO:00063026ThyroidPTCdouble-strand break repair103/5968251/187231.30e-037.40e-03103
GO:00448396ThyroidPTCcell cycle G2/M phase transition65/5968148/187231.36e-037.66e-0365
GO:00018246ThyroidPTCblastocyst development49/5968106/187231.37e-037.72e-0349
GO:00103893ThyroidPTCregulation of G2/M transition of mitotic cell cycle44/596894/187231.72e-039.44e-0344
GO:00322053ThyroidPTCnegative regulation of telomere maintenance20/596835/187231.75e-039.51e-0320
GO:00000756ThyroidPTCcell cycle checkpoint72/5968169/187232.09e-031.11e-0272
GO:00319542ThyroidPTCpositive regulation of protein autophosphorylation16/596827/187233.03e-031.49e-0216
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421828EsophagusHGINCellular senescence42/1383156/84654.94e-045.03e-034.00e-0342
hsa04218111EsophagusHGINCellular senescence42/1383156/84654.94e-045.03e-034.00e-0342
hsa0421829EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0421838EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0421822LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
hsa0421832LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
hsa0421820Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
hsa04218110Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
hsa0421827Oral cavityLPCellular senescence71/2418156/84654.17e-063.75e-052.42e-0571
hsa0421837Oral cavityLPCellular senescence71/2418156/84654.17e-063.75e-052.42e-0571
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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
NBNSNVMissense_Mutationnovelc.638N>Tp.Ser213Leup.S213LO60934protein_codingdeleterious(0)probably_damaging(0.948)TCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
NBNSNVMissense_Mutationnovelc.593N>Ap.Pro198Glnp.P198QO60934protein_codingdeleterious(0)probably_damaging(1)TCGA-A7-A6VY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
NBNSNVMissense_Mutationc.1618N>Ap.His540Asnp.H540NO60934protein_codingtolerated(0.55)benign(0.003)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NBNSNVMissense_Mutationc.1828N>Ap.Glu610Lysp.E610KO60934protein_codingtolerated(0.1)benign(0.017)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
NBNSNVMissense_Mutationc.1618C>Tp.His540Tyrp.H540YO60934protein_codingtolerated(0.9)benign(0.001)TCGA-GM-A5PV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
NBNinsertionNonsense_Mutationnovelc.2136_2137insTAGGCAAATAATATAAAAGGGGAAp.His712_Ala713insTerp.H712_A713ins*O60934protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NBNSNVMissense_Mutationnovelc.960N>Cp.Lys320Asnp.K320NO60934protein_codingdeleterious(0.05)benign(0.048)TCGA-C5-A8YQ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
NBNSNVMissense_Mutationnovelc.403N>Ap.Leu135Ilep.L135IO60934protein_codingdeleterious(0)probably_damaging(0.997)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
NBNSNVMissense_Mutationc.631N>Cp.Asp211Hisp.D211HO60934protein_codingdeleterious(0)probably_damaging(1)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
NBNSNVMissense_Mutationnovelc.593N>Ap.Pro198Glnp.P198QO60934protein_codingdeleterious(0)probably_damaging(1)TCGA-Q1-A73R-01Cervixcervical & endocervical cancerFemale<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
4683NBNCLINICALLY ACTIONABLE, KINASE, TUMOR SUPPRESSORGPI-1542725324139
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