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Sundby RT, Szymanski JJ, Pan AC, Jones PA, Mahmood SZ, Reid OH, Srihari D, Armstrong AE, Chamberlain S, Burgic S, Weekley K, Murray B, Patel S, Qaium F, Lucas AN, Fagan M, Dufek A, Meyer CF, Collins NB, Pratilas CA, Dombi E, Gross AM, Kim A, Chrisinger JSA, Dehner CA, Widemann BC, Hirbe AC, Chaudhuri AA, Shern JF. Early Detection of Malignant and Premalignant Peripheral Nerve Tumors Using Cell-Free DNA Fragmentomics. Clin Cancer Res 2024; 30:4363-4376. [PMID: 39093127 PMCID: PMC11443212 DOI: 10.1158/1078-0432.ccr-24-0797] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2024] [Revised: 04/16/2024] [Accepted: 07/31/2024] [Indexed: 08/04/2024]
Abstract
PURPOSE Early detection of neurofibromatosis type 1 (NF1)-associated peripheral nerve sheath tumors (PNST) informs clinical decision-making, enabling early definitive treatment and potentially averting deadly outcomes. In this study, we describe a cell-free DNA (cfDNA) fragmentomic approach that distinguishes nonmalignant, premalignant, and malignant forms of PNST in the cancer predisposition syndrome, NF1. EXPERIMENTAL DESIGN cfDNA was isolated from plasma samples of a novel cohort of 101 patients with NF1 and 21 healthy controls and underwent whole-genome sequencing. We investigated diagnosis-specific signatures of copy-number alterations with in silico size selection as well as fragment profiles. Fragmentomics were analyzed using complementary feature types: bin-wise fragment size ratios, end motifs, and fragment non-negative matrix factorization signatures. RESULTS The novel cohort of patients with NF1 validated that our previous cfDNA copy-number alteration-based approach identifies malignant PNST (MPNST) but cannot distinguish between benign and premalignant states. Fragmentomic methods were able to differentiate premalignant states including atypical neurofibromas (AN). Fragmentomics also adjudicated AN cases suspicious for MPNST, correctly diagnosing samples noninvasively, which could have informed clinical management. CONCLUSIONS Novel cfDNA fragmentomic signatures distinguish AN from benign plexiform neurofibromas and MPNST, enabling more precise clinical diagnosis and management. This study pioneers the early detection of malignant and premalignant PNST in NF1 and provides a blueprint for decentralizing noninvasive cancer surveillance in hereditary cancer predisposition syndromes.
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Affiliation(s)
- R Taylor Sundby
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland
| | - Jeffrey J Szymanski
- Department of Radiation Oncology, Mayo Clinic, Rochester, Minnesota
- Mayo Clinic Comprehensive Cancer Center, Rochester, Minnesota
| | - Alexander C Pan
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland
| | - Paul A Jones
- Division of Biology and Biomedical Sciences, Washington University School of Medicine, St. Louis, Missouri
- Division of Oncology, Department of Medicine, Washington University School of Medicine, St. Louis, Missouri
| | - Sana Z Mahmood
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland
| | - Olivia H Reid
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland
| | - Divya Srihari
- Division of Biology and Biomedical Sciences, Washington University School of Medicine, St. Louis, Missouri
| | - Amy E Armstrong
- Siteman Cancer Center, Barnes Jewish Hospital and Washington University School of Medicine, St. Louis, Missouri
- Department of Pediatrics, Washington University School of Medicine, St. Louis, Missouri
| | - Stacey Chamberlain
- Division of Oncology, Department of Medicine, Washington University School of Medicine, St. Louis, Missouri
| | - Sanita Burgic
- Division of Oncology, Department of Medicine, Washington University School of Medicine, St. Louis, Missouri
| | - Kara Weekley
- Division of Oncology, Department of Medicine, Washington University School of Medicine, St. Louis, Missouri
| | - Béga Murray
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland
| | - Sneh Patel
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland
| | - Faridi Qaium
- Department of Radiation Oncology, Mayo Clinic, Rochester, Minnesota
| | - Andrea N Lucas
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland
| | - Margaret Fagan
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland
| | - Anne Dufek
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland
| | - Christian F Meyer
- Division of Medical Oncology, Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Natalie B Collins
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Harvard Medical School, Boston, Massachusetts
| | - Christine A Pratilas
- Division of Pediatric Oncology, Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Eva Dombi
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland
| | - Andrea M Gross
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland
| | - AeRang Kim
- Center for Cancer and Blood Disorders, Children's National Hospital, Washington, District of Columbia
| | - John S A Chrisinger
- Department of Pathology and Immunology, Washington University School of Medicine, St Louis, Missouri
| | - Carina A Dehner
- Department of Anatomic Pathology and Laboratory Medicine, Indiana University, Indianapolis, Indiana
| | - Brigitte C Widemann
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland
| | - Angela C Hirbe
- Division of Biology and Biomedical Sciences, Washington University School of Medicine, St. Louis, Missouri
- Siteman Cancer Center, Barnes Jewish Hospital and Washington University School of Medicine, St. Louis, Missouri
- Department of Pediatrics, Washington University School of Medicine, St. Louis, Missouri
- Division of Oncology, Department of Medicine, Washington University School of Medicine, St. Louis, Missouri
| | - Aadel A Chaudhuri
- Department of Radiation Oncology, Mayo Clinic, Rochester, Minnesota
- Mayo Clinic Comprehensive Cancer Center, Rochester, Minnesota
| | - Jack F Shern
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland
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Taylor Sundby R, Szymanski JJ, Pan A, Jones PA, Mahmood SZ, Reid OH, Srihari D, Armstrong AE, Chamberlain S, Burgic S, Weekley K, Murray B, Patel S, Qaium F, Lucas AN, Fagan M, Dufek A, Meyer CF, Collins NB, Pratilas CA, Dombi E, Gross AM, Kim A, Chrisinger JSA, Dehner CA, Widemann BC, Hirbe AC, Chaudhuri AA, Shern JF. Early detection of malignant and pre-malignant peripheral nerve tumors using cell-free DNA fragmentomics. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.01.18.24301053. [PMID: 38293154 PMCID: PMC10827240 DOI: 10.1101/2024.01.18.24301053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/01/2024]
Abstract
Early detection of neurofibromatosis type 1 (NF1) associated peripheral nerve sheath tumors (PNST) informs clinical decision-making, potentially averting deadly outcomes. Here, we describe a cell-free DNA (cfDNA) fragmentomic approach which distinguishes non-malignant, pre-malignant and malignant forms of NF1 PNST. Using plasma samples from a novel cohort of 101 NF1 patients and 21 healthy controls, we validated that our previous cfDNA copy number alteration (CNA)-based approach identifies malignant peripheral nerve sheath tumor (MPNST) but cannot distinguish among benign and premalignant states. We therefore investigated the ability of fragment-based cfDNA features to differentiate NF1-associated tumors including binned genome-wide fragment length ratios, end motif analysis, and non-negative matrix factorization deconvolution of fragment lengths. Fragmentomic methods were able to differentiate pre-malignant states including atypical neurofibromas (AN). Fragmentomics also adjudicated AN cases suspicious for MPNST, correctly diagnosing samples noninvasively, which could have informed clinical management. Overall, this study pioneers the early detection of malignant and premalignant peripheral nerve sheath tumors in NF1 patients using plasma cfDNA fragmentomics. In addition to screening applications, this novel approach distinguishes atypical neurofibromas from benign plexiform neurofibromas and malignant peripheral nerve sheath tumors, enabling more precise clinical diagnosis and management.
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Affiliation(s)
- R Taylor Sundby
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Jeffrey J Szymanski
- Department of Radiation Oncology, Mayo Clinic, Rochester, Minnesota, USA
- Mayo Clinic Comprehensive Cancer Center, Rochester, Minnesota, USA
| | - Alexander Pan
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Paul A Jones
- Division of Cancer Biology, Department of Radiation Oncology, Washington University School of Medicine, St. Louis, Missouri, USA
- Division of Biology and Biomedical Sciences, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Sana Z Mahmood
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Olivia H Reid
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Divya Srihari
- Division of Biology and Biomedical Sciences, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Amy E Armstrong
- Siteman Cancer Center, Barnes Jewish Hospital and Washington University School of Medicine, St. Louis, Missouri, USA
- Department of Pediatrics, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Stacey Chamberlain
- Division of Oncology, Department of Medicine, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Sanita Burgic
- Division of Oncology, Department of Medicine, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Kara Weekley
- Division of Oncology, Department of Medicine, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Béga Murray
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Sneh Patel
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Faridi Qaium
- Division of Cancer Biology, Department of Radiation Oncology, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Andrea N Lucas
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Margaret Fagan
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Anne Dufek
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Christian F Meyer
- Division of Medical Oncology, Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Natalie B Collins
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Harvard Medical School, Boston, Massachusetts, USA
| | - Christine A Pratilas
- Division of Pediatric Oncology, Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD USA
- Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Eva Dombi
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Andrea M Gross
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - AeRang Kim
- Center for Cancer and Blood Disorders, Children's National Hospital, Washington, DC, USA
| | - John S A Chrisinger
- Department of Pathology and Immunology, Washington University School of Medicine, St Louis, Missouri, USA
| | - Carina A Dehner
- Department of Anatomic Pathology and Laboratory Medicine, Indiana University, Indianapolis, IN, USA
| | - Brigitte C Widemann
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Angela C Hirbe
- Division of Biology and Biomedical Sciences, Washington University School of Medicine, St. Louis, Missouri, USA
- Siteman Cancer Center, Barnes Jewish Hospital and Washington University School of Medicine, St. Louis, Missouri, USA
- Department of Pediatrics, Washington University School of Medicine, St. Louis, Missouri, USA
- Division of Oncology, Department of Medicine, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Aadel A Chaudhuri
- Department of Radiation Oncology, Mayo Clinic, Rochester, Minnesota, USA
- Mayo Clinic Comprehensive Cancer Center, Rochester, Minnesota, USA
| | - Jack F Shern
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
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Armstrong AE, Belzberg AJ, Crawford JR, Hirbe AC, Wang ZJ. Treatment decisions and the use of MEK inhibitors for children with neurofibromatosis type 1-related plexiform neurofibromas. BMC Cancer 2023; 23:553. [PMID: 37328781 PMCID: PMC10273716 DOI: 10.1186/s12885-023-10996-y] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Accepted: 05/22/2023] [Indexed: 06/18/2023] Open
Abstract
Neurofibromatosis type 1 (NF1), the most common tumor predisposition syndrome, occurs when NF1 gene variants result in loss of neurofibromin, a negative regulator of RAS activity. Plexiform neurofibromas (PN) are peripheral nerve sheath tumors that develop in patients with NF1 and are associated with substantial morbidity and for which, until recently, the only treatment was surgical resection. However, surgery carries several risks and a proportion of PN are considered inoperable. Understanding the genetic underpinnings of PN led to the investigation of targeted therapies as medical treatment options, and the MEK1/2 inhibitor selumetinib has shown promising efficacy in pediatric patients with NF1 and symptomatic, inoperable PN. In a phase I/II trial, most children (approximately 70%) achieved reduction in tumor volume accompanied by improvements in patient-reported outcomes (decreased tumor-related pain and improvements in quality of life, strength, and range of motion). Selumetinib is currently the only licensed medical therapy indicated for use in pediatric patients with symptomatic, inoperable NF1-PN, with approval based on the results of this pivotal clinical study. Several other MEK inhibitors (binimetinib, mirdametinib, trametinib) and the tyrosine kinase inhibitor cabozantinib are also being investigated as medical therapies for NF1-PN. Careful consideration of multiple aspects of both disease and treatments is vital to reduce morbidity and improve outcomes in patients with this complex and heterogeneous disease, and clinicians should be fully aware of the risks and benefits of available treatments. There is no single treatment pathway for patients with NF1-PN; surgery, watchful waiting, and/or medical treatment are options. Treatment should be individualized based on recommendations from a multidisciplinary team, considering the size and location of PN, effects on adjacent tissues, and patient and family preferences. This review outlines the treatment strategies currently available for patients with NF1-PN and the evidence supporting the use of MEK inhibitors, and discusses key considerations in clinical decision-making.
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Affiliation(s)
- Amy E Armstrong
- Division of Pediatric Hematology/Oncology, Washington University School of Medicine, St. Louis, MO, USA.
| | - Allan J Belzberg
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - John R Crawford
- CHOC Neuroscience Institute, Children's Hospital of Orange County, Orange, CA, USA
- Department of Pediatrics, Division of Child Neurology University of California Irvine, Orange, CA, USA
| | - Angela C Hirbe
- Department of Internal Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Zhihong J Wang
- Division of Hematology and Oncology, Children's Hospital of Richmond, Virginia Commonwealth University, Richmond, VA, USA
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