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: NRBF2

Gene summary for NRBF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NRBF2

Gene ID

29982

Gene namenuclear receptor binding factor 2
Gene AliasCOPR
Cytomap10q21.3
Gene Typeprotein-coding
GO ID

GO:0006793

UniProtAcc

Q96F24


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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
29982NRBF2LZE4THumanEsophagusESCC1.92e-165.26e-010.0811
29982NRBF2LZE7THumanEsophagusESCC9.78e-072.95e-010.0667
29982NRBF2LZE8THumanEsophagusESCC4.98e-142.92e-010.067
29982NRBF2LZE20THumanEsophagusESCC8.63e-072.08e-010.0662
29982NRBF2LZE22THumanEsophagusESCC1.06e-064.10e-010.068
29982NRBF2LZE24THumanEsophagusESCC5.29e-297.24e-010.0596
29982NRBF2LZE21THumanEsophagusESCC2.72e-021.73e-010.0655
29982NRBF2LZE6THumanEsophagusESCC6.71e-053.47e-010.0845
29982NRBF2P1T-EHumanEsophagusESCC7.37e-106.46e-010.0875
29982NRBF2P2T-EHumanEsophagusESCC8.84e-316.09e-010.1177
29982NRBF2P4T-EHumanEsophagusESCC1.76e-276.24e-010.1323
29982NRBF2P5T-EHumanEsophagusESCC3.42e-245.96e-010.1327
29982NRBF2P8T-EHumanEsophagusESCC5.42e-214.94e-010.0889
29982NRBF2P9T-EHumanEsophagusESCC2.48e-113.26e-010.1131
29982NRBF2P10T-EHumanEsophagusESCC4.90e-233.66e-010.116
29982NRBF2P11T-EHumanEsophagusESCC6.29e-197.89e-010.1426
29982NRBF2P12T-EHumanEsophagusESCC1.48e-407.10e-010.1122
29982NRBF2P15T-EHumanEsophagusESCC7.52e-295.98e-010.1149
29982NRBF2P16T-EHumanEsophagusESCC6.37e-266.04e-010.1153
29982NRBF2P17T-EHumanEsophagusESCC1.80e-053.65e-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:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:00349767LiverCirrhoticresponse to endoplasmic reticulum stress130/4634256/187231.72e-193.86e-17130
GO:003497612LiverHCCresponse to endoplasmic reticulum stress189/7958256/187231.43e-244.06e-22189
GO:003497620Oral cavityOSCCresponse to endoplasmic reticulum stress178/7305256/187232.59e-236.06e-21178
GO:0034976110Oral cavityLPresponse to endoplasmic reticulum stress133/4623256/187233.84e-219.24e-19133
GO:003497626SkinAKresponse to endoplasmic reticulum stress46/1910256/187239.99e-051.33e-0346
GO:0034976112SkincSCCresponse to endoplasmic reticulum stress128/4864256/187231.16e-161.17e-14128
GO:0034976113ThyroidPTCresponse to endoplasmic reticulum stress161/5968256/187231.14e-243.27e-22161
GO:003497633ThyroidATCresponse to endoplasmic reticulum stress167/6293256/187232.62e-251.03e-22167
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa05016210EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa05010210EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0501728EsophagusESCCSpinocerebellar ataxia94/4205143/84656.77e-052.90e-041.48e-0494
hsa0501438EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0501638EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0501038EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa0414015EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0501736EsophagusESCCSpinocerebellar ataxia94/4205143/84656.77e-052.90e-041.48e-0494
hsa0501614LiverCirrhoticHuntington disease172/2530306/84651.65e-221.10e-206.77e-21172
hsa0501414LiverCirrhoticAmyotrophic lateral sclerosis187/2530364/84651.56e-186.50e-174.01e-17187
hsa0502214LiverCirrhoticPathways of neurodegeneration - multiple diseases217/2530476/84657.30e-142.03e-121.25e-12217
hsa0501014LiverCirrhoticAlzheimer disease180/2530384/84655.52e-131.36e-118.36e-12180
hsa0501710LiverCirrhoticSpinocerebellar ataxia66/2530143/84652.58e-052.15e-041.32e-0466
hsa041406LiverCirrhoticAutophagy - animal65/2530141/84653.10e-052.47e-041.52e-0465
hsa0501615LiverCirrhoticHuntington disease172/2530306/84651.65e-221.10e-206.77e-21172
hsa0501415LiverCirrhoticAmyotrophic lateral sclerosis187/2530364/84651.56e-186.50e-174.01e-17187
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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
NRBF2SNVMissense_Mutationnovelc.295N>Gp.Gln99Glup.Q99EQ96F24protein_codingtolerated(0.07)benign(0.397)TCGA-AC-A3QP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
NRBF2SNVMissense_Mutationnovelc.495N>Cp.Lys165Asnp.K165NQ96F24protein_codingdeleterious(0)probably_damaging(0.998)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NRBF2SNVMissense_Mutationnovelc.386A>Cp.Glu129Alap.E129AQ96F24protein_codingtolerated(0.12)benign(0.017)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NRBF2SNVMissense_Mutationrs745822881c.82G>Ap.Glu28Lysp.E28KQ96F24protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NRBF2SNVMissense_Mutationc.392N>Gp.Gln131Argp.Q131RQ96F24protein_codingtolerated(0.56)benign(0.003)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
NRBF2SNVMissense_Mutationc.182N>Tp.Arg61Metp.R61MQ96F24protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NRBF2SNVMissense_Mutationc.656N>Tp.Ala219Valp.A219VQ96F24protein_codingdeleterious(0.04)benign(0.422)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NRBF2SNVMissense_Mutationc.4N>Ap.Glu2Lysp.E2KQ96F24protein_codingdeleterious(0)benign(0.172)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NRBF2SNVMissense_Mutationnovelc.487N>Ap.Asp163Asnp.D163NQ96F24protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NRBF2SNVMissense_Mutationc.686N>Ap.Ser229Asnp.S229NQ96F24protein_codingtolerated(0.26)benign(0.009)TCGA-AX-A0J1-01Endometriumuterine 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
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