RESUMEN
Mutations in the NF1 gene cause the familial genetic disease neurofibromatosis type I, as well as predisposition to cancer. The NF1 gene product, neurofibromin, is a GTPase-activating protein and acts as a tumor suppressor by negatively regulating the small GTPase, Ras. However, structural insights into neurofibromin activation remain incompletely defined. Here, we provide cryoelectron microscopy (cryo-EM) structures that reveal an extended neurofibromin homodimer in two functional states: an auto-inhibited state with occluded Ras-binding site and an asymmetric open state with an exposed Ras-binding site. Mechanistically, the transition to the active conformation is stimulated by nucleotide binding, which releases a lock that tethers the catalytic domain to an extended helical repeat scaffold in the occluded state. Structure-guided mutational analysis supports functional relevance of allosteric control. Disease-causing mutations are mapped and primarily impact neurofibromin stability. Our findings suggest a role for nucleotides in neurofibromin regulation and may lead to therapeutic modulation of Ras signaling.
Asunto(s)
Neurofibromatosis 1 , Neurofibromina 1 , Microscopía por Crioelectrón , Proteínas Activadoras de GTPasa/metabolismo , Genes de Neurofibromatosis 1 , Humanos , Neurofibromatosis 1/genética , Neurofibromatosis 1/metabolismo , Neurofibromatosis 1/patología , Neurofibromina 1/química , Neurofibromina 1/genética , Neurofibromina 1/metabolismoRESUMEN
The majority of pathogenic mutations in the neurofibromatosis type I (NF1) gene reduce total neurofibromin protein expression through premature truncation or microdeletion, but it is less well understood how loss-of-function missense variants drive NF1 disease. We have found that patient variants in codons 844 to 848, which correlate with a severe phenotype, cause protein instability and exert an additional dominant-negative action whereby wild-type neurofibromin also becomes destabilized through protein dimerization. We have used our neurofibromin cryogenic electron microscopy structure to predict and validate other patient variants that act through a similar mechanism. This provides a foundation for understanding genotype-phenotype correlations and has important implications for patient counseling, disease management, and therapeutics.
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Neurofibromatosis 1 , Neurofibromina 1 , Humanos , Neurofibromina 1/metabolismo , Neurofibromatosis 1/genética , Dimerización , Mutación , Mutación MissenseRESUMEN
WHAT IS THIS SUMMARY ABOUT?: This summary describes a publication about a study called SPRINT. The SPRINT study included 50 children with neurofibromatosis type 1 (NF1) and plexiform neurofibroma (PN) that could not be removed with surgery. PNs are tumors that grow along nerves and can cause various problems for children, such as pain, changes to appearance, and muscle weakness. In SPRINT, the study team wanted to learn whether a medication called selumetinib was able to shrink the PN caused by NF1 (also known as NF1-related PN), and if shrinking PNs helped relieve children of the problems caused by it. To assess how selumetinib might help, children had scans to measure the size of their PN, completed questionnaires, and had a variety of other tests done by their doctor. Their caregivers also completed questionnaires about their child. The children took selumetinib capsules twice a day on an empty stomach. WHAT WERE THE RESULTS?: The results showed that selumetinib was able to shrink the PN for most children (68%). The results also showed that the problems caused by the children's PNs mostly improved while on selumetinib treatment. SPRINT also showed that the side effects of selumetinib were mainly mild and could be managed by doctors. WHAT DO THE RESULTS MEAN?: Before SPRINT, there were not many treatment options for children with NF1 and PN as there were no medications that had been shown to shrink PN, and surgery was not always possible. SPRINT showed that this medication shrinks most PNs and could help children with NF1 and PN. In April 2020, selumetinib was approved by the US Food and Drug Administration (FDA) because of the results of SPRINT. Selumetinib was the first and, as of February 2024, is the only medicine that can be prescribed by doctors to help children with NF1-related PN. Clinical Trial Registration: NCT01362803 (SPRINT) (ClinicalTrials.gov).
Asunto(s)
Bencimidazoles , Neurofibroma Plexiforme , Neurofibromatosis 1 , Adolescente , Niño , Preescolar , Femenino , Humanos , Masculino , Bencimidazoles/uso terapéutico , Bencimidazoles/efectos adversos , Neurofibroma Plexiforme/tratamiento farmacológico , Neurofibroma Plexiforme/patología , Neurofibromatosis 1/tratamiento farmacológico , Neurofibromatosis 1/complicaciones , Inhibidores de Proteínas Quinasas/uso terapéutico , Inhibidores de Proteínas Quinasas/efectos adversos , Resultado del TratamientoRESUMEN
Neurofibromatosis type 1 (NF1) is an autosomal dominant disorder caused by mutations of the NF1 tumor suppressor gene, characterized by café-au-lait spots, neurofibromas, and Lisch nodules. Malignant peripheral nerve sheath tumor (MPNST) is an extremely rare malignancy with neural differentiation potential. The lifetime risk of developing MPNST in NF-1 patients is 8%-13%.
RESUMEN
Neurofibroma of the scrotum is a very uncommon benign neoplasm, specifically when it affects teenagers and is not associated with neurofibromatosis type I. To the best of our knowledge, only a couple of cases of neurofibroma in children have been documented. Here, we report a case study of a 17-year-old boy who had a giant scrotal lump for ten years masquerading clinically as filariasis. A provisional diagnosis of benign nerve sheath neoplasm was made based on cytology findings. The lump was surgically removed from the patient, and a histopathological and immunohistochemistry examination established the diagnosis of neurofibroma. The combined clinical, preoperative cytological, histological, and immunohistochemistry findings were not presented in the literature in any of the formerly documented cases of scrotal neurofibroma. The current case expands the spectrum of differential diagnoses for scrotal tumours that clinicians have previously observed.
Asunto(s)
Filariasis , Neoplasias de los Genitales Masculinos , Infecciones por Nematodos , Neurofibroma , Neurofibromatosis 1 , Masculino , Adolescente , Niño , Humanos , Escroto/patología , Neurofibroma/diagnóstico , Neurofibroma/patología , Neurofibroma/cirugía , Neurofibromatosis 1/complicaciones , Neurofibromatosis 1/patología , Neoplasias de los Genitales Masculinos/diagnóstico , Neoplasias de los Genitales Masculinos/cirugía , Neoplasias de los Genitales Masculinos/complicaciones , Filariasis/diagnóstico , Filariasis/complicaciones , Filariasis/patología , Infecciones por Nematodos/complicaciones , Infecciones por Nematodos/patologíaRESUMEN
Neurofibromatosis type I (NF1) microdeletion syndrome, accounting for 5-11% of NF1 patients, is caused by the heterozygous deletion of NF1 and a variable number of flanking genes in the 17q11.2 region. This syndrome is characterized by more severe symptoms than those shown by patients with intragenic NF1 mutation and by variable expressivity, which is not fully explained by the haploinsufficiency of the genes included in the deletions. We here reevaluate an 8-year-old NF1 patient, who carries an atypical deletion generating the RNF135-SUZ12 chimeric gene, previously described when he was 3 years old. As the patient has developed multiple cutaneous/subcutaneous neurofibromas over the past 5 years, we hypothesized a role of RNF135-SUZ12 chimeric gene in the onset of the patient's tumor phenotype. Interestingly, SUZ12 is generally lost or disrupted in NF1 microdeletion syndrome and frequently associated to cancer as RNF135. Expression analysis confirmed the presence of the chimeric gene transcript and revealed hypo-expression of five out of the seven analyzed target genes of the polycomb repressive complex 2 (PRC2), to which SUZ12 belongs, in the patient's peripheral blood, indicating a higher transcriptional repression activity mediated by PRC2. Furthermore, decreased expression of tumor suppressor gene TP53, which is targeted by RNF135, was detected. These results suggest that RNF135-SUZ12 chimera may acquire a gain of function, compared with SUZ12 wild type in the PRC2 complex, and a loss of function relative to RNF135 wild type. Both events may have a role in the early onset of the patient's neurofibromas.
Asunto(s)
Neurofibroma , Neurofibromatosis 1 , Masculino , Humanos , Neurofibromatosis 1/genética , Complejo Represivo Polycomb 2/genética , Neurofibroma/genética , Fenotipo , Mutación , Ubiquitina-Proteína Ligasas/genéticaRESUMEN
Neurofibromatosis type I, a genetic condition due to pathogenic variants in the NF1 gene, is burdened by a high rate of complications, including neoplasms, which increase morbidity and mortality for the disease. We retrospectively re-evaluated the NF1 gene variants found in the period 2000-2019 and we studied for genotype/phenotype correlations of disease complications and neoplasms 34 variants, which were shared by at least two unrelated families (range 2-11) for a total 141 of probands and 21 relatives affected by Neurofibromatosis type I. Recurrent variants could be ascribed to the most common mutational mechanisms (C to T transition, microsatellite slippage, non-homologous recombination). In genotype/phenotype correlations, the variants p.Arg440*, p.Tyr489Cys, and p.Arg1947*, together with the gross gene deletions, displayed the highest rates of complications. When considering neoplasms, carriers of variants falling in the extradomain region at the 5' end of NF1 had a lower age-related cancer frequency than the rest of the gene sequence, showing a borderline significance (p = 0.045), which was not conserved after correction with covariates. We conclude that (1) hotspots in NF1 occur via different mutational mechanisms, (2) several variants are associated with high rates of complications and cancers, and (3) there is an initial evidence toward a lower cancer risk for carriers of variants in the 5' end of the NF1 gene although not significant at the multivariate analysis.
Asunto(s)
Genes de Neurofibromatosis 1 , Neurofibromatosis 1/genética , Neurofibromina 1/genética , Femenino , Estudios de Asociación Genética , Genotipo , Humanos , Masculino , Mutación , Neoplasias/genética , Fenotipo , Estudios RetrospectivosRESUMEN
The aim - to consider the etiopathogenesis, the main clinical manifestations, diagnostic criteria of NF1, and present a clinical case from their practice. The paper analyzes the research findings in recent publications, focused on the studied issue using the methods of continuous sampling, synthesis and generalization, bibliosemantic evaluation and content analysis. In order to attract the attention of family physicians, neurologists, dermatologists, ophthalmologists, surgeons and other specialists, we present our own clinical observation of NF1. The patient was examined using the methods of neurological examination, as well as other laboratory and instrumental methods of research. Early diagnosis and medical examination of patients with NF1 is crucial for predicting and improving the quality of life of patients. NF1 is a complex disease where the cooperation of doctors of different specialties is important. A favorable prognosis for patients is associated with the possibility of early diagnosis of malignant transformation and timely treatment.
Asunto(s)
Neurofibromatosis 1 , Oftalmólogos , Humanos , Neurofibromatosis 1/diagnóstico , Neurofibromatosis 1/patología , Calidad de VidaRESUMEN
BACKGROUND: Plexiform neurofibromas (PNs) are congenital tumors that affect around 50 % of the subjects with neurofibromatosis type 1. Despite being histologically benign, PNs can grow rapidly, especially in the pediatric age, and cause severe morbidities. In the past, various therapeutic approaches have been proposed to treat these masses, none of which obtained valuable results. Selumetinib, an inhibitor of mitogen-activated protein kinase (MEK) 1 and 2, has been the first molecule to demonstrate the ability of tackling the growth of PNs. The drug's most common side effects, which usually are mild or moderate, include gastrointestinal symptoms (diarrhea, abdominal pain), dermatologic manifestations (maculo-papular and acneiform rash, paronychia, mucositis), and various laboratory test abnormalities (elevation of creatine kinase and aminotransferase). CASES PRESENTATION: We report two previously undescribed adverse events in pediatric patients: peripheral edema and hair color change. The first case of peripheral edema occurred in a 7-year-old boy affected by a severe form of NF1, after two years of treatment with selumetinib at the standard dose (25 mg/m2twice a day). The edema involved the right leg, and the patient did not complain of pain. The second case of peripheral edema occurred in a 12-year-old girl after six months of therapy with selumetinib at the standard dose, involving her lower left leg. The patient initially complained of pain in that area, but it gradually and spontaneously resolved. In both patients, all the radiological exams, including lymphoscintigraphy, pelvic and abdominal ultrasound, and doppler ultrasound of the affected limb, as well as blood tests, revealed no abnormalities. Hair color change appeared in a 4-year-old boy after six months of therapy at the standard dose. The boy's hair, whose natural color was dark blonde, became lighter in some areas. Despite the appearance of these side effects, all the patients and their families decided to continue the treatment with selumetinib, in considerations of its clinical benefits. CONCLUSIONS: Since the use of selumetinib to treat plexiform neurofibromas is increasing in the pediatric population, clinicians should be aware of its side effects, so to decide whether continuing the treatment, reducing the dose or even interrupting it, when appropriate.
Asunto(s)
Neurofibroma Plexiforme , Bencimidazoles , Niño , Preescolar , Edema/inducido químicamente , Femenino , Color del Cabello , Humanos , Masculino , Neurofibroma Plexiforme/inducido químicamente , Neurofibroma Plexiforme/diagnóstico por imagen , Neurofibroma Plexiforme/tratamiento farmacológicoRESUMEN
Malignant peripheral nerve sheath tumors (MPNSTs) originate from the neural crest lineage and are associated with the neurofibromatosis type I syndrome. MPNST is an unmet clinical need. In this review article, we summarize the knowledge and discuss research perspectives related to (1) the natural history of MPNST development; (2) the mouse models recapitulating the progression from precursor lesions to MPNST; (3) the role of the tumor microenvironment in MPNST development, and (4) the signaling pathways linked to MPNST development.
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Neoplasias de la Vaina del Nervio/metabolismo , Microambiente Tumoral , Animales , Humanos , Neoplasias de la Vaina del Nervio/genética , Neoplasias de la Vaina del Nervio/patología , Transducción de SeñalRESUMEN
Bone fracture is one of the most common injuries. Despite the high regenerative capacity of bones, failure of healing still occurs to near 10% of the patients. Herein, we aim to investigate the modulatory role of neurofibromatosis type I gene (NF1) to osteogenic differentiation of bone marrow-derived mesenchymal stem cells (BMSCs) and new bone formation after fracture in a rat model. We studied the NF1 gene expression in normal and non-union bone fracture models. Then, we evaluated how NF1 overexpression modulated osteogenic differentiation of BMSCs, autophagy activity, mTORC1 signalling and osteoclastic bone resorption by qRT-PCR, Western blot and immunostaining assays. Finally, we injected lentivirus-NF1 (Lv-NF1) to rat non-union bone fracture model and analysed the bone formation process. The NF1 gene expression was significantly down-regulated in non-union bone fracture group, indicating NF1 is critical in bone healing process. In the NF1 overexpressing BMSCs, autophagy activity and osteogenic differentiation were significantly enhanced. Meanwhile, the NF1 overexpression inhibited mTORC1 signalling and osteoclastic bone resorption. In rat non-union bone fracture model, the NF1 overexpression significantly promoted bone formation during fracture healing. In summary, we proved the NF1 gene is critical in non-union bone healing, and NF1 overexpression promoted new bone formation after fracture by enhancing autophagy and inhibiting mTORC1 signalling. Our results may provide a novel therapeutic clue of promoting bone fracture healing.
Asunto(s)
Autofagia/genética , Fracturas Óseas/genética , Fracturas Óseas/patología , Genes de Neurofibromatosis 1 , Diana Mecanicista del Complejo 1 de la Rapamicina/metabolismo , Osteogénesis/genética , Transducción de Señal , Animales , Resorción Ósea/genética , Resorción Ósea/patología , Diferenciación Celular/genética , Modelos Animales de Enfermedad , Curación de Fractura/genética , Fracturas no Consolidadas/genética , Fracturas no Consolidadas/patología , Regulación de la Expresión Génica , Células Madre Mesenquimatosas/metabolismo , Osteoclastos/metabolismo , Osteoclastos/patología , Ratas Sprague-DawleyRESUMEN
Neurofibromatosis type I (NF1), which is caused by mutations in the NF1 gene, is a common autosomal dominant genetic disease leading to skeletal abnormalities. Both NF1 gene and mammalian target of rapamycin complex 1 (mTORC1) signaling are associated with the osteogenic differentiation of bone marrow stem cells (BMSCs). In this study, we hypothesized that mTORC1 signaling is involved in NF1-modulated osteoblast differentiation of BMSCs. Human BMSCs were cultured in an osteogenic induction medium. The expression of NF1 was either inhibited or overexpressed by transfecting NF1 with a specific small interfering RNA (siRNA) or pcDNA3.0 plasmid, respectively. In addition, an mTORC1 signaling inhibitor and agonist were used to investigate the effects of mTORC1 on NF1-modulated osteogenic differentiation of BMSCs. The results indicated that inhibiting the expression of NF1 with siRNA significantly decreased the mRNA levels of NF1, whereas overexpressing the expression of NF1 with pcDNA3.0 plasmid significantly increased the mRNA levels of NF1 at days 3, 7, 14 and 21 after culture. We observed reduced osteogenic differentiation and cell proliferation in the NF1-siRNA group and enhanced osteogenic differentiation and cell proliferation of BMSCs in the NF1-pcDNA3.0 group. The activity of mTORC1 signaling (p-mTORC1, p-S6K1, and p-4EBP1) was significantly upregulated in the NF1-siRNA group and significantly inhibited in the NF1-pcDNA3.0 group, 7 and 14 days after culture. The effects of NF1-siRNA and NF1-pcDNA3.0 on osteogenic differentiation of BMSCs and cell proliferation were reversed by mTORC1 inhibitor and agonist, respectively. In conclusion, NF1 modulates osteogenic differentiation and cell proliferation of human BMSCs and mTORC1 signaling is essential for this process.
Asunto(s)
Diana Mecanicista del Complejo 1 de la Rapamicina/metabolismo , Células Madre Mesenquimatosas/citología , Neurofibromina 1/genética , Osteogénesis , Diferenciación Celular/efectos de los fármacos , Proliferación Celular/efectos de los fármacos , Células Cultivadas , Regulación de la Expresión Génica/efectos de los fármacos , Humanos , Células Madre Mesenquimatosas/metabolismo , Morfolinas/farmacología , Neurofibromina 1/antagonistas & inhibidores , Neurofibromina 1/metabolismo , Pirimidinas/farmacología , ARN Interferente Pequeño/farmacología , Transducción de Señal/efectos de los fármacosRESUMEN
Neurofibromatosis type I (NF1) is a familial tumor syndrome with an autosomal-dominant inheritance. NF1-associated tumors often include neurofibromas, malignant peripheral nerve sheath tumors and pilocytic astrocytomas of the optic nerve. The presentation of NF1 patients with glioblastoma is a rare occurrence, with only a handful of cases reported in the literature. We report two cases of glioblastomas occurring in adults with NF1 and briefly review the relevant literature.
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Neoplasias Encefálicas/genética , Neoplasias Encefálicas/patología , Glioblastoma/genética , Glioblastoma/patología , Neurofibromatosis 1/complicaciones , Neurofibromatosis 1/patología , Adolescente , Femenino , Humanos , Masculino , Adulto JovenRESUMEN
Neurofibromatosis type 1 (NF1) is caused by pathogenic variants or mutations in the NF1 gene that encodes neurofibromin. We describe here a new approach to determining the functional consequences of NF1 genetic variants. We established a heterologous cell culture expression system using a full-length mouse Nf1 cDNA (mNf1) and human cell lines. We demonstrate that the full-length murine cDNA produces a > 250 kDa neurofibromin protein that is capable of modulating Ras signaling. We created mutant cDNAs representing NF1 patient variants with different clinically relevant phenotypes, and assessed their ability to produce mature neurofibromin and restore Nf1 activity in NF1-/- cells. These cDNAs represent variants in multiple protein domains and various types of clinically relevant predicted variants. This approach will help advance research on neurofibromin structure and function, determine pathogenicity for missense variants, and allow for the development of activity assays and variant-directed therapeutics.
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Variación Genética/genética , Neurofibromatosis 1/genética , Neurofibromina 1/genética , Relación Estructura-Actividad , Animales , Línea Celular , ADN Complementario/genética , Regulación de la Expresión Génica/genética , Técnicas de Silenciamiento del Gen , Pruebas Genéticas , Humanos , Ratones , Mutación/genética , Neurofibromatosis 1/diagnóstico , Neurofibromatosis 1/patología , Transducción de Señal/genéticaRESUMEN
Adult cerebellar glioblastomas (cGBM) are rare and their characteristics remain to be fully described. We analyzed the characteristics of 17 adult patients with cGBM and compared them to a series of 103 patients presenting a supra-tentorial glioblastoma (stGBM). The mean age at GBMc diagnosis was 53.4 years (range 28-77). A history of neurofibromatosis type I was noted in 3 patients. cGBM were hemispheric in 10 patients (58.8%), only vermian in 4 patients (23.5%), and both vermian and hemispheric in 3 patients (17.7%). A H3 K27M mutation was identified in 3/14 patients, a TERT promoter mutation in 3/14 patients and a methylated MGMT promoter in 3/14 patients. None of the patients (0/14) harbored an EGFR amplification, an IDH or a BRAF mutation. Association with neurofibromatosis type I and H3K27M mutations were mutually exclusive. Compared with stGBM, cGBM occurred in younger patients (53.4 vs. 63.2, p = 0.02), were more frequently associated with neurofibromatosis type I (18 vs. 1%, p = 0.009) and with a H3 K27M mutation (21 vs. 3%, p = 0.02). They also tended to have a more frequent multifocal presentation at diagnosis (21 vs. 4.3%, p = 0.06), more frequently resulted in leptomeningeal or intra-axial metastasis (44.5 vs. 5%, p = 0.002) and were associated with a shorter median overall survival (5.9 vs. 14.2 months, p = 0.004). The present study suggests that adult cGBM differ from their supra-tentorial counterpart and constitute a heterogeneous group of IDH wild-type gliomas with at least two subgroups, one associated with H3K27M mutations and the other with neurofibromatosis type I.
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Neoplasias Cerebelosas/epidemiología , Glioblastoma/epidemiología , Adulto , Factores de Edad , Anciano , Neoplasias Cerebelosas/genética , Femenino , Estudios de Seguimiento , Glioblastoma/genética , Humanos , Masculino , Persona de Mediana Edad , Mutación , Neurofibromatosis 1/epidemiología , Estudios Retrospectivos , Neoplasias Supratentoriales/epidemiología , Neoplasias Supratentoriales/genéticaRESUMEN
Plexiform neurofibroma is pathognomonic of neurofibromatosis 1 (NF1). An NF1-associated peripheral neuropathy has been described in a small minority of NF1 patients but its histopathological features are poorly characterized. We report the case of a 46-year-old woman presenting with bilateral supraclavicular painful masses without other stigmata of NF1. MRI showed bilateral plexiform lesions extending from cervical roots to the elbows. Nerve conduction studies documented a sensory motor polyneuropathy. Morphometric analysis of sural nerve biopsy showed a preferential loss of large-caliber myelinated fibers with a g ratio of 0.515, and the presence of regeneration clusters. By electron microscopy, marked and diffuse endoneurial fibrosis with an altered relationship between Schwann cells (SC) and collagen fibrils was observed. Moreover both myelinating and non-myelinating SC were characterized by the presence of various cell degradation products. These changes suggest that, in neurofibromatous neuropathy, a widespread axonal atrophy and degeneration take place independently on the presence of tumoral infiltration, possibly due to an impairment in SC-axon cross talk. In this case, the coexistence of plexiform neurofibromas with a peripheral neuropathy strongly suggests a diagnosis of NF1 even without fulfillment of clinical criteria. We propose that in the presence of plexiform neurofibromas, electrophysiological studies should be performed also in asymptomatic patients, in order to detect the existence of a subclinical neuropathy.
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Neurofibroma Plexiforme/etiología , Neurofibroma Plexiforme/ultraestructura , Neurofibromatosis 1/diagnóstico , Polineuropatías/etiología , Femenino , Humanos , Microscopía Electrónica de Transmisión , Persona de Mediana Edad , Neurofibromatosis 1/complicaciones , Polineuropatías/patologíaRESUMEN
BACKGROUND: We have identified molecules that exhibit synthetic lethality in cells with loss of the neurofibromin 1 (NF1) tumor suppressor gene. However, recognizing tumors that have inactivation of the NF1 tumor suppressor function is challenging because the loss may occur via mechanisms that do not involve mutation of the genomic locus. Degradation of the NF1 protein, independent of NF1 mutation status, phenocopies inactivating mutations to drive tumors in human glioma cell lines. NF1 inactivation may alter the transcriptional landscape of a tumor and allow a machine learning classifier to detect which tumors will benefit from synthetic lethal molecules. RESULTS: We developed a strategy to predict tumors with low NF1 activity and hence tumors that may respond to treatments that target cells lacking NF1. Using RNAseq data from The Cancer Genome Atlas (TCGA), we trained an ensemble of 500 logistic regression classifiers that integrates mutation status with whole transcriptomes to predict NF1 inactivation in glioblastoma (GBM). On TCGA data, the classifier detected NF1 mutated tumors (test set area under the receiver operating characteristic curve (AUROC) mean = 0.77, 95% quantile = 0.53 - 0.95) over 50 random initializations. On RNA-Seq data transformed into the space of gene expression microarrays, this method produced a classifier with similar performance (test set AUROC mean = 0.77, 95% quantile = 0.53 - 0.96). We applied our ensemble classifier trained on the transformed TCGA data to a microarray validation set of 12 samples with matched RNA and NF1 protein-level measurements. The classifier's NF1 score was associated with NF1 protein concentration in these samples. CONCLUSIONS: We demonstrate that TCGA can be used to train accurate predictors of NF1 inactivation in GBM. The ensemble classifier performed well for samples with very high or very low NF1 protein concentrations but had mixed performance in samples with intermediate NF1 concentrations. Nevertheless, high-performing and validated predictors have the potential to be paired with targeted therapies and personalized medicine.
Asunto(s)
Biología Computacional/métodos , Silenciador del Gen , Glioblastoma/patología , Aprendizaje Automático , Neurofibromina 1/genética , Transcriptoma , Línea Celular Tumoral , HumanosRESUMEN
Here we review the current understanding of the genetic architecture of intracranial berry aneurysms (IBA) to aid in the genetic counseling of patients at risk for this condition. The familial subtype of IBA, familial intracranial aneurysms (FIA), is associated with increased frequency of IBA, increased risk of rupture, and increased morbidity and mortality after rupture. Family history is the strongest predictor for the development of IBA. However, a genetic test is not yet available to assess risk within a family. Studies using linkage analysis, genome-wide association, and next-generation sequencing have found several candidate loci and genes associated with disease onset, but have not conclusively implicated a single gene. In addition to family history, a separate or concurrent diagnosis of autosomal dominant polycystic kidney disease is a strong genetic risk factor for IBA formation. We also discuss the relative risk for developing IBA in several Mendelian syndromes including vascular Ehlers-Danlos syndrome, Marfan syndrome, Neurofibromatosis Type I, and Loeys-Dietz syndrome.
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Aneurisma Intracraneal/genética , Síndrome de Ehlers-Danlos/complicaciones , Síndrome de Ehlers-Danlos/genética , Asesoramiento Genético , Predisposición Genética a la Enfermedad , Pruebas Genéticas , Estudio de Asociación del Genoma Completo , Humanos , Aneurisma Intracraneal/diagnóstico , Aneurisma Intracraneal/etiología , Síndrome de Loeys-Dietz/complicaciones , Síndrome de Loeys-Dietz/genética , Síndrome de Marfan/complicaciones , Síndrome de Marfan/genética , Neurofibromatosis 1/complicaciones , Neurofibromatosis 1/genética , Análisis de Secuencia de ADNRESUMEN
Neurofibromatosis type I, a genetic disorder due to mutations in the NF1 gene, is characterized by a high mutation rate (about 50% of the cases are de novo) but, with the exception of whole gene deletions associated with a more severe phenotype, no specific hotspots and few solid genotype/phenotype correlations. After retrospectively re-evaluating all NF1 gene variants found in the diagnostic activity, we studied 108 patients affected by neurofibromatosis type I who harbored mutations that had not been previously reported in the international databases, with the aim of analyzing their type and distribution along the gene and of correlating them with the phenotypic features of the affected patients. Out of the 108 previously unreported variants, 14 were inherited by one of the affected parents and 94 were de novo. Twenty-nine (26.9%) mutations were of uncertain significance, whereas 79 (73.2%) were predicted as pathogenic or probably pathogenic. No differential distribution in the exons or in the protein domains was observed and no statistically significant genotype/phenotype correlation was found, confirming previous evidences.
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Estudios de Asociación Genética , Mutación , Neurofibromatosis 1/genética , Neurofibromina 1/genética , Adulto , Alelos , Genes de Neurofibromatosis 1 , Genotipo , Humanos , FenotipoRESUMEN
Neurofibromatosis Type I (NF1) is a multi systemic autosomal dominant neurocutaneous disorder predisposing patients to have benign and/or malignant lesions predominantly of the skin, nervous system and bone. Loss of function mutations or deletions of the NF1 gene is responsible for NF1 disease. Involvement of various pathogenic variants, the size of the gene and presence of pseudogenes makes it difficult to analyze. We aimed to report the results of 2 years of multiplex ligation-dependent probe amplification (MLPA) and next generation sequencing (NGS) for genetic diagnosis of NF1 applied at our genetic diagnosis center. The MLPA, semiconductor sequencing and Sanger sequencing were performed in genomic DNA samples from 24 unrelated patients and their affected family members referred to our center suspected of having NF1. In total, three novel and 12 known pathogenic variants and a whole gene deletion were determined. We suggest that next generation sequencing is a practical tool for genetic analysis of NF1. Deletion/duplication analysis with MLPA may also be helpful for patients clinically diagnosed to carry NF1 but do not have a detectable mutation in NGS.