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:00000705ThyroidPTCmitotic sister chromatid segregation79/5968168/187232.78e-052.71e-0479
GO:003223323ThyroidPTCpositive regulation of actin filament bundle assembly36/596863/187232.98e-052.86e-0436
GO:00070595ThyroidPTCchromosome segregation146/5968346/187232.99e-052.87e-04146
GO:00008196ThyroidPTCsister chromatid segregation92/5968202/187233.07e-052.94e-0492
GO:19019917ThyroidPTCnegative regulation of mitotic cell cycle phase transition83/5968179/187233.34e-053.17e-0483
GO:00518659ThyroidPTCprotein autoubiquitination40/596873/187234.17e-053.80e-0440
GO:001657110ThyroidPTChistone methylation67/5968141/187237.31e-056.31e-0467
GO:00322009ThyroidPTCtelomere organization74/5968159/187237.46e-056.43e-0474
GO:000736910ThyroidPTCgastrulation84/5968185/187237.58e-056.52e-0484
GO:0071897110ThyroidPTCDNA biosynthetic process82/5968180/187237.98e-056.81e-0482
GO:000647910ThyroidPTCprotein methylation82/5968181/187231.01e-048.21e-0482
GO:000821310ThyroidPTCprotein alkylation82/5968181/187231.01e-048.21e-0482
GO:005149615ThyroidPTCpositive regulation of stress fiber assembly30/596852/187231.06e-048.56e-0430
GO:000283114ThyroidPTCregulation of response to biotic stimulus136/5968327/187231.22e-049.69e-04136
GO:00467858ThyroidPTCmicrotubule polymerization43/596883/187231.26e-049.98e-0443
GO:00310606ThyroidPTCregulation of histone methylation37/596869/187231.46e-041.13e-0337
GO:00169256ThyroidPTCprotein sumoylation30/596853/187231.71e-041.31e-0330
GO:00519608ThyroidPTCregulation of nervous system development177/5968443/187231.72e-041.32e-03177
GO:005122514ThyroidPTCspindle assembly56/5968117/187232.17e-041.60e-0356
GO:003532912ThyroidPTChippo signaling24/596840/187232.27e-041.65e-0324
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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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