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

IF 3 2区 医学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY
Molecular Carcinogenesis Pub Date : 2025-01-01 Epub Date: 2024-11-26 DOI:10.1002/mc.23825
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 G Lyu, Heather 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
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引用次数: 0

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.

基于血浆 DNA 甲基化的生物标记用于检测 1 型神经纤维瘤病患者的 MPNST。
恶性周围神经鞘瘤(MPNST)的发展以 DNA 甲基化景观的改变为特征,这为开发用于筛查 NF1 患者的 MPNST 特异性生物标记物提供了一个前景广阔的领域。研究人员对一组 13 名 MPNST 患者(29 份肿瘤和邻近神经纤维瘤组织样本)和 NF1-MPNST 细胞系进行了全基因组 DNA 甲基化分析,以鉴定和验证 MPNST 特异性候选 CpG 位点(CpGs)。构建了一个逻辑回归预测模型,以筛选出有别于邻近神经纤维瘤和正常组织的 MPNST 特异性 CpGs。为了测试所选 CpGs 的高甲基化是否也能在 MPNST 患者的血浆中检测到,研究人员应用 cfMBD-seq 分析了 MPNST 和 NF1 患者血液中的 cfDNA 甲基组。根据严格的特征选择标准和预测模型,我们确定了 73 个候选的 MPNST 特异性 CpGs(67 个具有独特的 CpG 岛位置),它们能可靠地区分 MPNST 和神经纤维瘤。对五个候选生物标记物的验证证实了在组织中 MPNST 的成功检测(灵敏度:> 88%,特异性:> 91%)。在血浆样本中,所选的 67 个基因组区域中有 63 个区域在 MPNST 患者中的甲基化程度比 NF1 患者高 1.2 倍以上。此外,我们还发现 15 个 CpG 岛可将确诊为 MPNST 患者的血浆与未确诊为恶性转化的 NF1 患者的血浆区分开来(FDR
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来源期刊
Molecular Carcinogenesis
Molecular Carcinogenesis 医学-生化与分子生物学
CiteScore
7.30
自引率
2.20%
发文量
112
审稿时长
2 months
期刊介绍: Molecular Carcinogenesis publishes articles describing discoveries in basic and clinical science of the mechanisms involved in chemical-, environmental-, physical (e.g., radiation, trauma)-, infection and inflammation-associated cancer development, basic mechanisms of cancer prevention and therapy, the function of oncogenes and tumors suppressors, and the role of biomarkers for cancer risk prediction, molecular diagnosis and prognosis.
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