NIMG-08. A MULTI-CENTER RADIOMICS-BASED MODEL TO DIFFERENTIATE BETWEEN NEUROFIBROMATOSIS TYPE 1-ASSOCIATED PLEXIFORM NEUROFIBROMAS AND MALIGNANT PERIPHERAL NERVE SHEATH TUMORS

2021 ◽  
Vol 23 (Supplement_6) ◽  
pp. vi128-vi129
Author(s):  
Ina Ly ◽  
Tianyu Liu ◽  
Wenli Cai ◽  
Daniel Kwon ◽  
Olivia Michaels ◽  
...  
Keyword(s):  
Peripheral Nerve ◽  
Neurofibromatosis Type 1 ◽  
Model Performance ◽  
Neurofibromatosis Type ◽  
Plexiform Neurofibromas ◽  
Nerve Sheath Tumors ◽  
Peripheral Nerve Sheath Tumors ◽  
Nerve Sheath ◽  
Mri Features

Abstract BACKGROUND Several MRI features are proposed to distinguish between plexiform neurofibromas (PNF) and malignant peripheral nerve sheath tumors (MPNST) in neurofibromatosis type 1 (NF1), including tumor size, margins, and degree of heterogeneity. However, most of these features are descriptive in nature, subject to intra-/interrater variability, and based on small single-institution studies. The goal of this study was to identify radiomic features that can differentiate between NF1-associated PNF and MPNST. METHODS 31 MPNSTs and 24 PNFs from five centers were segmented on short TI inversion recovery sequences using a semi-automated segmentation software (3DQI). Standard pre-processing was performed, including N4 bias field correction, intensity normalization (using a mean of 120 SI and standard deviation of 80 SI), and resampling to 1 mm3 voxel resolution. 1688 radiomic features were extracted from the tumor region of interest using PyRadiomics, an open-source Python radiomics package. To classify tumors as PNF or MPNST, we implemented the Boruta algorithm and correlation removal for selection of important features. A Random Forest model was built using the top ten selected features. Five-fold cross-validation was performed and repeated 100 times. Model performance was evaluated using the area under the ROC curve (AUC), sensitivity, specificity, accuracy, and confidence intervals. RESULTS The top ten features included in the model were five intensity features, two shape features, and three texture features. The model demonstrated an AUC of 0.891 (95% CI 0.882-0.899), sensitivity of 0.744, specificity of 0.847, and accuracy of 0.802 (95% CI 0.792-0.813). CONCLUSIONS Our machine learning model demonstrated high performance in classifying tumors as either PNF or MPNST in NF1 individuals. Inclusion of additional tumors for model training and testing on an independent dataset are underway. Ultimately, our model may enable improved differentiation between PNF and MPNST compared to descriptive MRI features, permit early patient risk stratification, and improve patient outcomes.

Neurofibromatosis Type 1: Cognitive and Behavioral Phenotype: Diagnosis and Treatment

2010 ◽  
Author(s):  
Maria T. Acosta
Keyword(s):  
Peripheral Nerve ◽  
Neurofibromatosis Type 1 ◽  
Clinical Manifestations ◽  
Neurofibromatosis Type ◽  
Academic Difficulties ◽  
Plexiform Neurofibromas ◽  
Nerve Sheath Tumors ◽  
Peripheral Nerve Sheath Tumors ◽  
Nerve Sheath

Neurofibromatosis type 1 (Nf1) is a neurocutaneous disorder with a prevalence of approximately 1 in 2,500–3,500 individuals (Ferner et al. 2007). The physical manifestations of Nf1, such as café au lait spots, axillary freckling, iris hamartomas (Lisch nodules), osseous lesions (sphenoid wing dysplasia, pseudoarthrosis), and benign as well as malignant neural tumors (neurofibromas, optic gliomas), are well recognized (Castle et al. 2003; Ferner et al. 2007). National Institutes of Health (NIH) criteria are currently used for clinical diagnosis (1988) (Table 31.1). The clinical severity of this disorder is quite variable, and approximately 20% of children with Nf1 will later have considerable physical complications (Castle et al. 2003; Ferner et al. 2007; Williams et al. 2009). Other clinical manifestations are abnormalities of the cardiovascular, gastrointestinal, renal, and endocrine systems, facial and body disfigurement, cognitive deficit, and malignancies of the peripheral nerve sheath and central nervous system. The tumors that occur in Nf1 are dermal and plexiform neurofibromas, optic gliomas, malignant peripheral nerve sheath tumors (MPNSTs), pheochromocytomas, and rhabdomyosarcomas (Castle et al. 2003). Children with Nf1 have an increased risk of developing myeloid disease, particularly juvenile chronic myeloid leukemia. Some 30%–40% of Nf1 patients develop plexiform neurofibromas (Szudek, Evans, and Friedman 2003). Malignant peripheral nerve sheath tumors are present in 5%–10% of cases (Evans et al. 2002), often in preexisting plexiform neurofibromas (Castle et al. 2003). Although many see the predisposition to cancer as the major concern regarding Nf1, some of the more prevalent features are not directly related to tumors (Acosta, Gioia, and Silva 2006). Cognitive dysfunction, academic difficulties, and school failure, occur in 40%–80% (Hyman, Arthur, and North 2006; Krab et al. 2008; North et al. 1997). These complications affect the day-to-day life of these children, and are the largest cause of lifetime morbidity in the pediatric Nf1 population (Acosta et al. 2006). These deficits impact on long-term adaptation to society (Acosta et al. 2006; Barton and North 2007; Krab et al. 2008; Krab et al. 2009).

scholarly journals New Model Systems and the Development of Targeted Therapies for the Treatment of Neurofibromatosis Type 1-Associated Malignant Peripheral Nerve Sheath Tumors

Genes ◽  
2020 ◽  
Vol 11 (5) ◽  
pp. 477 ◽  
Author(s):  
Kyle B. Williams ◽  
David A. Largaespada
Keyword(s):  
Schwann Cell ◽  
Peripheral Nerve ◽  
Neurofibromatosis Type 1 ◽  
Single Agent ◽  
Neurofibromatosis Type ◽  
Mek Inhibitors ◽  
Nerve Sheath Tumors ◽  
Peripheral Nerve Sheath Tumors ◽  
Nerve Sheath

Neurofibromatosis Type 1 (NF1) is a common genetic disorder and cancer predisposition syndrome (1:3000 births) caused by mutations in the tumor suppressor gene NF1. NF1 encodes neurofibromin, a negative regulator of the Ras signaling pathway. Individuals with NF1 often develop benign tumors of the peripheral nervous system (neurofibromas), originating from the Schwann cell linage, some of which progress further to malignant peripheral nerve sheath tumors (MPNSTs). Treatment options for neurofibromas and MPNSTs are extremely limited, relying largely on surgical resection and cytotoxic chemotherapy. Identification of novel therapeutic targets in both benign neurofibromas and MPNSTs is critical for improved patient outcomes and quality of life. Recent clinical trials conducted in patients with NF1 for the treatment of symptomatic plexiform neurofibromas using inhibitors of the mitogen-activated protein kinase (MEK) have shown very promising results. However, MEK inhibitors do not work in all patients and have significant side effects. In addition, preliminary evidence suggests single agent use of MEK inhibitors for MPNST treatment will fail. Here, we describe the preclinical efforts that led to the identification of MEK inhibitors as promising therapeutics for the treatment of NF1-related neoplasia and possible reasons they lack single agent efficacy in the treatment of MPNSTs. In addition, we describe work to find targets other than MEK for treatment of MPNST. These have come from studies of RAS biochemistry, in vitro drug screening, forward genetic screens for Schwann cell tumors, and synthetic lethal screens in cells with oncogenic RAS gene mutations. Lastly, we discuss new approaches to exploit drug screening and synthetic lethality with NF1 loss of function mutations in human Schwann cells using CRISPR/Cas9 technology.

scholarly journals Malignant Peripheral Nerve Sheath Tumors in Children with Neurofibromatosis Type 1

2014 ◽  
Vol 2014 ◽  
pp. 1-6 ◽  
Author(s):  
Apostolos Pourtsidis ◽  
Dimitrios Doganis ◽  
Margarita Baka ◽  
Despina Bouhoutsou ◽  
Maria Varvoutsi ◽  
...  
Keyword(s):  
Radiation Therapy ◽  
Peripheral Nerve ◽  
Neurofibromatosis Type 1 ◽  
Soft Tissue Sarcomas ◽  
Neurofibromatosis Type ◽  
Nerve Sheath Tumors ◽  
Peripheral Nerve Sheath Tumors ◽  
Nerve Sheath ◽  
Increased Risk

Purpose. Malignant peripheral nerve sheath tumors (MPNSTs) are rare in children and account for approximately 5–10% of all soft tissue sarcomas in adults. MPNSTs may occur independently but individuals with neurofibromatosis type 1 (NF1) have a significantly increased risk. Our aim is to present patients with MPNST treated in our department.Cases and Results. In this report we present 4 cases of MPNSTs (3 females: 13, 12, and 13 years old and 1 male: 10 years old) arising in patients with NF1. All of them presented with an enlarging mass and pain at diagnosis. Tumor was located in the buttock, the spinal cord, the trunk, and the left leg proximal to the heel. Wide excision of the tumor and radiotherapy were applied to all and adjuvant chemotherapy was given to three of them after the disease was progressed. All four died 32, 18, 10, and 22 months after diagnosis with progressive disease locally and pulmonary metastases in two of them.Conclusions. In conclusion, MPNSTs arising in patients with NF1 are high grade sarcomas with short survival. Individuals with NF1 should be followed closely in order to identify early the development of MPNSTs. Aggressive surgery and complete excision significantly improves disease-free survival. The usefulness of radiation therapy in MPNSTs is not determined although all patients will receive radiation therapy at some stage of the disease. The role of chemotherapy is unclear.

Sign in / Sign up

Export Citation Format

Share Document