A hexaplex droplet digital PCR assay for DNA methylation-based age prediction from blood samples targeting ELOVL2, FHL2, and TRIM59

IF 3.6 2区 医学 Q2 GENETICS & HEREDITY
Rita Fakhr , Un Na Koh , So Eun Lee , Si-Keun Lim
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引用次数: 0

Abstract

DNA methylation analysis has emerged as a promising approach, offering valuable information in forensic investigations. This study presents the development of a hexaplex droplet digital PCR (ddPCR) assay for forensic age prediction based on three well-established age-associated markers: ELOVL2, FHL2, and TRIM59. The assay reliably distinguished methylation levels as low as 1 %, with no cross-reactivity or signal interference in the multiplex format. To evaluate the assay’s predictive performance, two statistical methods were used: hold-out cross-validation and 5-fold cross-validation. In both methods, all three markers showed strong correlations with chronological age. In the hold-out method, the model achieved a mean absolute error (MAE) of 2.80 years for the test set. Comparable performance was observed in 5-fold cross-validation, with an average MAE of 3.13 years. Prediction accuracy was higher in younger individuals and decreased with older age. The hexaplex assay allows all markers to be analyzed under identical experimental conditions, enhancing consistency, minimizing technical variability, and reducing reagent costs. Future work will include validation studies in accordance with the Scientific Working Group on DNA Analysis Methods (SWGDAM) guidelines and application to real forensic casework to further confirm the assay’s practical utility.
一项针对ELOVL2、FHL2和TRIM59的血液样本DNA甲基化年龄预测的六重液滴数字PCR试验
DNA甲基化分析已经成为一种很有前途的方法,为法医调查提供了有价值的信息。本研究提出了一种基于ELOVL2、FHL2和TRIM59三种成熟的年龄相关标记物的法医年龄预测的六重液滴数字PCR (ddPCR)检测方法。该分析可靠地区分甲基化水平低至1 %,在多重格式中没有交叉反应性或信号干扰。为了评估该方法的预测性能,采用了两种统计方法:保留交叉验证和5倍交叉验证。在这两种方法中,所有三个标记都显示出与实足年龄的强烈相关性。在hold-out方法中,模型对测试集的平均绝对误差(MAE)为2.80年。在5倍交叉验证中观察到可比的性能,平均MAE为3.13年。预测准确性在年轻人中较高,随着年龄的增长而下降。六联分析允许在相同的实验条件下分析所有标记物,增强一致性,最大限度地减少技术变化,并降低试剂成本。未来的工作将包括根据DNA分析方法科学工作组(SWGDAM)指南进行验证研究,并将其应用于实际的法医案例,以进一步确认该分析的实际效用。
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来源期刊
CiteScore
7.50
自引率
32.30%
发文量
132
审稿时长
11.3 weeks
期刊介绍: Forensic Science International: Genetics is the premier journal in the field of Forensic Genetics. This branch of Forensic Science can be defined as the application of genetics to human and non-human material (in the sense of a science with the purpose of studying inherited characteristics for the analysis of inter- and intra-specific variations in populations) for the resolution of legal conflicts. The scope of the journal includes: Forensic applications of human polymorphism. Testing of paternity and other family relationships, immigration cases, typing of biological stains and tissues from criminal casework, identification of human remains by DNA testing methodologies. Description of human polymorphisms of forensic interest, with special interest in DNA polymorphisms. Autosomal DNA polymorphisms, mini- and microsatellites (or short tandem repeats, STRs), single nucleotide polymorphisms (SNPs), X and Y chromosome polymorphisms, mtDNA polymorphisms, and any other type of DNA variation with potential forensic applications. Non-human DNA polymorphisms for crime scene investigation. Population genetics of human polymorphisms of forensic interest. Population data, especially from DNA polymorphisms of interest for the solution of forensic problems. DNA typing methodologies and strategies. Biostatistical methods in forensic genetics. Evaluation of DNA evidence in forensic problems (such as paternity or immigration cases, criminal casework, identification), classical and new statistical approaches. Standards in forensic genetics. Recommendations of regulatory bodies concerning methods, markers, interpretation or strategies or proposals for procedural or technical standards. Quality control. Quality control and quality assurance strategies, proficiency testing for DNA typing methodologies. Criminal DNA databases. Technical, legal and statistical issues. General ethical and legal issues related to forensic genetics.
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