Plasma DNA Methylation‐Based Biomarkers for MPNST Detection in Patients With Neurofibromatosis Type 1

神经纤维瘤病 DNA甲基化 生物 CpG站点 癌症研究 神经纤维瘤 甲基化 生物标志物 周围神经鞘恶性肿瘤 肿瘤科 病理 遗传学 医学 基因 基因表达
作者
Katarzyna Tomczak,Manishkumar S. Patel,Angela D. Bhalla,Christine B. Peterson,Sharon M. Landers,S. Carson Callahan,Di Zhang,Justin Wong,Jace P. Landry,Alexander J. Lazar,J. Andrew Livingston,B. Ashleigh Guadagnolo,Heather Lyu,Heather A. Lillemoe,Christina L. Roland,Emily Z. Keung,Christopher P. Scally,Kelly K. Hunt,Ian E. McCutcheon,John M. Slopis,Jian Gu,Paul Scheet,Liang Wang,Kunal Rai,Keila E. Torres
出处
期刊:Molecular Carcinogenesis [Wiley]
标识
DOI:10.1002/mc.23825
摘要

ABSTRACT Malignant peripheral nerve sheath tumor (MPNST) development is characterized by an altered DNA methylation landscape, which presents a promising area for developing MPNST‐specific biomarkers for screening patients with NF1. Genome‐wide DNA methylation profiling of a cohort of 13 patients with MPNST (29 samples of tumor and adjacent neurofibroma tissues) and of NF1‐MPNST cell lines was performed to identify and validate candidate MPNST‐specific CpG sites (CpGs). A logistic regression prediction model was constructed to select MPNST‐specific CpGs distinct from adjacent neurofibromas and normal tissues. To test if hypermethylation at selected CpGs can also be detected in plasma from patients with MPNST, cfMBD‐seq was applied to profile the cfDNA methylome of blood from patients with MPNST and NF1. Based on stringent feature‐selection criteria and predictive modeling, we identified 73 candidate MPNST‐specific CpGs (67 with unique CpG island locations) that reliably discriminated MPNSTs from neurofibromas. Validation of five candidate biomarkers confirmed successful MPNST detection (sensitivity: > 88%, specificity: > 91%) in tissues. In plasma samples, 63 of 67 selected genomic regions had greater than 1.2‐fold higher methylation in patients with MPNST than those with NF1. Further, we identified 15 CpG islands that consistently separated plasma from patients with confirmed MPNST diagnosis from plasma of individuals with NF1 without a diagnosis of malignant transformation (FDR < 0.1). Our findings confirmed a unique hypermethylation pattern present during malignant transformation. This study highlights the potential to be investigated further as biomarkers in clinical settings for early MPNST detection in patients with NF1.
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