Taylor Sundby R, Szymanski Jeffrey J, Pan Alexander, Jones Paul A, Mahmood Sana Z, Reid Olivia H, Srihari Divya, Armstrong Amy E, Chamberlain Stacey, Burgic Sanita, Weekley Kara, Murray Béga, Patel Sneh, Qaium Faridi, Lucas Andrea N, Fagan Margaret, Dufek Anne, Meyer Christian F, Collins Natalie B, Pratilas Christine A, Dombi Eva, Gross Andrea M, Kim AeRang, Chrisinger John S A, Dehner Carina A, Widemann Brigitte C, Hirbe Angela C, Chaudhuri Aadel A, Shern Jack F
Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA.
Department of Radiation Oncology, Mayo Clinic, Rochester, Minnesota, USA.
medRxiv. 2024 Mar 11:2024.01.18.24301053. doi: 10.1101/2024.01.18.24301053.
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.
早期检测1型神经纤维瘤病(NF1)相关的周围神经鞘瘤(PNST)有助于临床决策,有可能避免致命后果。在此,我们描述了一种游离DNA(cfDNA)片段组学方法,该方法可区分NF1 PNST的非恶性、癌前和恶性形式。利用来自101名NF1患者的新队列和21名健康对照的血浆样本,我们验证了我们之前基于cfDNA拷贝数改变(CNA)的方法可识别恶性周围神经鞘瘤(MPNST),但无法区分良性和癌前状态。因此,我们研究了基于片段的cfDNA特征区分NF1相关肿瘤的能力,包括全基因组片段长度比的分箱、末端基序分析以及片段长度的非负矩阵分解去卷积。片段组学方法能够区分癌前状态,包括非典型神经纤维瘤(AN)。片段组学还对疑似MPNST的AN病例进行了判定,无创地正确诊断了样本,这可为临床管理提供依据。总体而言,本研究开创了利用血浆cfDNA片段组学早期检测NF1患者恶性和癌前周围神经鞘瘤的先河。除了筛查应用外,这种新方法还可区分非典型神经纤维瘤与良性丛状神经纤维瘤以及恶性周围神经鞘瘤,实现更精确的临床诊断和管理。