Early detection of malignant and pre-malignant peripheral nerve tumors using cell-free DNA fragmentomics.

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. Here, we describe a cell-free DNA (cfDNA) fragmentomic approach which distinguishes non-malignant, pre-malignant and malignant forms of PNST in cancer predisposition syndrome NF1. EXPERIMENTAL DESIGN: cfDNA was isolated from plasma samples of a novel cohort of 101 NF1 patients and 21 healthy controls and underwent whole genome sequencing. We investigated diagnosis-specific signatures of copy number alterations (CNA) with in silico size selection as well 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 (NMF) signatures. RESULTS: The novel cohort of NF1 patients validated that our previous cfDNA CNA-based approach identifies malignant peripheral nerve sheath tumor (MPNST) but cannot distinguish among benign and premalignant states. 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. CONCLUSIONS: Novel cfDNA fragmentomic signatures distinguish atypical neurofibromas from benign plexiform neurofibromas and malignant peripheral nerve sheath tumors, enabling more precise clinical diagnosis and management. This study pioneers the early detection of malignant and premalignant peripheral nerve sheath tumors in NF1 and provides a blueprint for de-centralizing non-invasive cancer surveillance in hereditary cancer syndromes.

Early detection of malignant and pre-malignant peripheral nerve tumors using cell-free DNA fragmentomics.

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.