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: NF2

Gene summary for NF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NF2

Gene ID

4771

Gene nameneurofibromin 2
Gene AliasACN
Cytomap22q12.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024R1J8


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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
4771NF2LZE24THumanEsophagusESCC4.83e-031.09e-010.0596
4771NF2P2T-EHumanEsophagusESCC4.56e-162.22e-010.1177
4771NF2P4T-EHumanEsophagusESCC1.59e-122.87e-010.1323
4771NF2P8T-EHumanEsophagusESCC5.81e-111.83e-010.0889
4771NF2P9T-EHumanEsophagusESCC1.10e-041.08e-010.1131
4771NF2P10T-EHumanEsophagusESCC1.71e-122.54e-010.116
4771NF2P11T-EHumanEsophagusESCC4.09e-041.37e-010.1426
4771NF2P12T-EHumanEsophagusESCC1.76e-051.60e-010.1122
4771NF2P15T-EHumanEsophagusESCC1.01e-081.90e-010.1149
4771NF2P16T-EHumanEsophagusESCC6.54e-161.95e-010.1153
4771NF2P17T-EHumanEsophagusESCC5.11e-104.29e-010.1278
4771NF2P19T-EHumanEsophagusESCC1.18e-083.65e-010.1662
4771NF2P20T-EHumanEsophagusESCC2.72e-051.25e-010.1124
4771NF2P21T-EHumanEsophagusESCC1.30e-091.97e-010.1617
4771NF2P22T-EHumanEsophagusESCC1.34e-122.28e-010.1236
4771NF2P23T-EHumanEsophagusESCC6.91e-041.38e-010.108
4771NF2P24T-EHumanEsophagusESCC3.17e-071.64e-010.1287
4771NF2P26T-EHumanEsophagusESCC7.27e-123.00e-010.1276
4771NF2P27T-EHumanEsophagusESCC2.03e-142.01e-010.1055
4771NF2P28T-EHumanEsophagusESCC2.19e-061.53e-010.1149
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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
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
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:2000058111EsophagusESCCregulation of ubiquitin-dependent protein catabolic process125/8552164/187231.17e-157.76e-14125
GO:000705214EsophagusESCCmitotic spindle organization97/8552120/187232.17e-151.33e-1397
GO:0034599111EsophagusESCCcellular response to oxidative stress197/8552288/187233.76e-152.15e-13197
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:000700619EsophagusESCCmitochondrial membrane organization93/8552116/187232.16e-141.11e-1293
GO:1903364111EsophagusESCCpositive regulation of cellular protein catabolic process117/8552155/187233.25e-141.66e-12117
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:1901800110EsophagusESCCpositive regulation of proteasomal protein catabolic process91/8552114/187236.74e-143.34e-1291
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:1903052110EsophagusESCCpositive regulation of proteolysis involved in cellular protein catabolic process101/8552133/187239.58e-134.19e-11101
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:0010821110EsophagusESCCregulation of mitochondrion organization107/8552144/187232.31e-129.41e-11107
GO:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:000072319EsophagusESCCtelomere maintenance99/8552131/187232.68e-121.08e-1099
GO:190018018EsophagusESCCregulation of protein localization to nucleus102/8552136/187232.84e-121.13e-10102
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:007189716EsophagusESCCDNA biosynthetic process127/8552180/187231.04e-113.85e-10127
GO:0051348111EsophagusESCCnegative regulation of transferase activity177/8552268/187231.08e-114.00e-10177
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04530211EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa04530310EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa0439019EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0453030Oral cavityOSCCTight junction102/3704169/84658.68e-063.93e-052.00e-05102
hsa0439016Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
hsa04530114Oral cavityOSCCTight junction102/3704169/84658.68e-063.93e-052.00e-05102
hsa0439017Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
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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
NF2SNVMissense_Mutationc.645N>Cp.Glu215Aspp.E215DP35240protein_codingtolerated(0.61)benign(0.003)TCGA-BH-A0C7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
NF2SNVMissense_Mutationc.17N>Tp.Ala6Valp.A6VP35240protein_codingdeleterious_low_confidence(0.01)benign(0.023)TCGA-C5-A7CO-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
NF2SNVMissense_Mutationrs74315503c.1387N>Ap.Glu463Lysp.E463KP35240protein_codingtolerated(0.49)benign(0.311)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
NF2SNVMissense_Mutationrs765386271c.1672N>Gp.Leu558Valp.L558VP35240protein_codingtolerated(0.08)possibly_damaging(0.528)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
NF2SNVMissense_Mutationnovelc.746N>Ap.Arg249Lysp.R249KP35240protein_codingtolerated(1)benign(0.003)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NF2SNVMissense_Mutationrs776109136c.1391N>Tp.Ala464Valp.A464VP35240protein_codingdeleterious(0.01)possibly_damaging(0.798)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NF2SNVMissense_Mutationc.813N>Gp.Phe271Leup.F271LP35240protein_codingtolerated(0.15)benign(0.411)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NF2SNVMissense_Mutationc.1075A>Tp.Arg359Trpp.R359WP35240protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NF2SNVMissense_Mutationnovelc.275N>Cp.Val92Alap.V92AP35240protein_codingtolerated(0.28)benign(0.396)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
NF2SNVMissense_Mutationnovelc.369N>Tp.Lys123Asnp.K123NP35240protein_codingdeleterious(0.02)probably_damaging(0.918)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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
4771NF2CLINICALLY ACTIONABLE, TUMOR SUPPRESSOR, DRUG RESISTANCE, KINASESELUMETINIBSELUMETINIB26359368
4771NF2CLINICALLY ACTIONABLE, TUMOR SUPPRESSOR, DRUG RESISTANCE, KINASEEVEROLIMUSEVEROLIMUS25567352
4771NF2CLINICALLY ACTIONABLE, TUMOR SUPPRESSOR, DRUG RESISTANCE, KINASETEMSIROLIMUSTEMSIROLIMUS25878190
4771NF2CLINICALLY ACTIONABLE, TUMOR SUPPRESSOR, DRUG RESISTANCE, KINASECISPLATINCISPLATIN25798586
4771NF2CLINICALLY ACTIONABLE, TUMOR SUPPRESSOR, DRUG RESISTANCE, KINASECARBOPLATINCARBOPLATIN25798586
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