• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

通过使用微滴数字PCR结合DNA甲基化和微小RNA标记物从血液样本中进行法医年龄估计

Forensic Age Estimation From Blood Samples by Combining DNA Methylation and MicroRNA Markers Using Droplet Digital PCR.

作者信息

Gao Niu, Li Junli, Yang Fenglong, Yu Daijing, Huo Yumei, Liu Xiaonan, Ji Zhimin, Xing Yangfeng, Zhang Xiaomeng, Yuan Piao, Liu Jinding, Yan Jiangwei

机构信息

School of Forensic Medicine, Shanxi Medical University, Jinzhong, Shanxi, China.

Shanxi Key Laboratory of Forensic Medicine, Jinzhong, Shanxi, China.

出版信息

Electrophoresis. 2025 Apr;46(7-8):424-432. doi: 10.1002/elps.8133. Epub 2025 Mar 18.

DOI:10.1002/elps.8133
PMID:40099741
Abstract

Age estimation is important in criminal investigations and forensic practice, and extensive studies have focused on age determination based on DNA methylation (DNAm) and miRNA markers. Interestingly, it has been reported that combining different types of molecular omics data helps build more accurate predictive models. However, few studies have compared the application of combined DNAm and miRNA data to predict age in the same cohort. In this study, a novel multiplex droplet digital PCR (ddPCR) system that allows for the simultaneous detection of age-associated DNAm and miRNA markers, including KLF14, miR-106b-5p, and two reference genes (C-LESS-C1 and RNU6B), was developed. Next, we examined and calculated the methylation levels of KLF14 and relative expression levels of miR-106b-5p in 132 blood samples. The collected data were used to establish age prediction models. Finally, the optimal models were evaluated using bloodstain samples. The results revealed that the random forest (RF) model had a minimum mean absolute deviation (MAD) value of 3.51 years and a maximum R of 0.84 for the validation sets in the combined age prediction models. However, the MAD was 5.66 years and the absolute error ranged from 3.16 to 10.54 years for bloodstain samples. Larger sample sizes and validation datasets are required to confirm these results in future studies. Overall, a stable method for the detection of KLF14, miR-106b-5p, C-LESS-C1, and RNU6B by 4-plex ddPCR was successfully established, and our study suggests that combining DNAm and miRNA data can improve the accuracy of age prediction, which has potential applications in forensic science.

摘要

年龄估计在刑事调查和法医实践中很重要,并且广泛的研究集中在基于DNA甲基化(DNAm)和miRNA标记物进行年龄测定。有趣的是,据报道,结合不同类型的分子组学数据有助于构建更准确的预测模型。然而,很少有研究在同一队列中比较联合DNAm和miRNA数据预测年龄的应用。在本研究中,开发了一种新型的多重液滴数字PCR(ddPCR)系统,该系统能够同时检测与年龄相关的DNAm和miRNA标记物,包括KLF14、miR-106b-5p以及两个参考基因(C-LESS-C1和RNU6B)。接下来,我们检测并计算了132份血液样本中KLF14的甲基化水平和miR-106b-5p的相对表达水平。收集的数据用于建立年龄预测模型。最后,使用血迹样本对最佳模型进行评估。结果显示,在联合年龄预测模型中,随机森林(RF)模型对于验证集的最小平均绝对偏差(MAD)值为3.51岁,最大相关系数R为0.84。然而,对于血迹样本,MAD为5.66岁,绝对误差范围为3.16至10.54岁。未来的研究需要更大的样本量和验证数据集来证实这些结果。总体而言,成功建立了一种通过四重ddPCR检测KLF14、miR-106b-5p、C-LESS-C1和RNU6B的稳定方法,并且我们的研究表明,结合DNAm和miRNA数据可以提高年龄预测的准确性,这在法医学中有潜在的应用。

相似文献

1
Forensic Age Estimation From Blood Samples by Combining DNA Methylation and MicroRNA Markers Using Droplet Digital PCR.通过使用微滴数字PCR结合DNA甲基化和微小RNA标记物从血液样本中进行法医年龄估计
Electrophoresis. 2025 Apr;46(7-8):424-432. doi: 10.1002/elps.8133. Epub 2025 Mar 18.
2
Predicting age from blood by droplet digital PCR using a set of three DNA methylation markers.通过使用一组三个 DNA 甲基化标记的液滴数字 PCR 从血液中预测年龄。
Forensic Sci Int. 2024 Mar;356:111950. doi: 10.1016/j.forsciint.2024.111950. Epub 2024 Jan 28.
3
DNA methylation age estimation in blood samples of living and deceased individuals using a multiplex SNaPshot assay.利用多重 SNaPshot 分析技术对活体和死亡个体的血液样本进行 DNA 甲基化年龄估算。
Forensic Sci Int. 2020 Jun;311:110267. doi: 10.1016/j.forsciint.2020.110267. Epub 2020 Apr 16.
4
DNA methylation analysis of ELOVL2 gene using droplet digital PCR for age estimation purposes.使用液滴数字 PCR 分析 ELOVL2 基因的 DNA 甲基化用于年龄估计。
Forensic Sci Int. 2022 Apr;333:111206. doi: 10.1016/j.forsciint.2022.111206. Epub 2022 Jan 31.
5
Chronological age prediction based on DNA methylation: Massive parallel sequencing and random forest regression.基于DNA甲基化的年龄预测:大规模平行测序与随机森林回归
Forensic Sci Int Genet. 2017 Nov;31:19-28. doi: 10.1016/j.fsigen.2017.07.015. Epub 2017 Aug 1.
6
Reproducibility and validation of a targeted and flexible epigenetic clock for forensic applications.用于法医应用的靶向灵活表观遗传时钟的可重复性和验证
Forensic Sci Int. 2025 Apr;369:112409. doi: 10.1016/j.forsciint.2025.112409. Epub 2025 Feb 14.
7
Development and comparison of forensic interval age prediction models by statistical and machine learning methods based on the methylation rates of ELOVL2 in blood DNA.基于血液 DNA 中 ELOVL2 的甲基化率,运用统计学和机器学习方法建立法医时间区间预测模型并进行比较。
Forensic Sci Int Genet. 2024 Mar;69:103004. doi: 10.1016/j.fsigen.2023.103004. Epub 2023 Dec 25.
8
Identifying blood-specific age-related DNA methylation markers on the Illumina MethylationEPIC® BeadChip.鉴定 Illumina MethylationEPIC® BeadChip 上与血液相关的年龄相关 DNA 甲基化标记物。
Forensic Sci Int. 2019 Oct;303:109944. doi: 10.1016/j.forsciint.2019.109944. Epub 2019 Sep 12.
9
Age prediction in living: Forensic epigenetic age estimation based on blood samples.活体年龄预测:基于血液样本的法医表观遗传年龄估计
Leg Med (Tokyo). 2020 Nov;47:101763. doi: 10.1016/j.legalmed.2020.101763. Epub 2020 Jul 21.
10
DNA methylation of the ELOVL2, FHL2, KLF14, C1orf132/MIR29B2C, and TRIM59 genes for age prediction from blood, saliva, and buccal swab samples.从血液、唾液和口腔拭子样本中预测年龄的 ELOVL2、FHL2、KLF14、C1orf132/MIR29B2C 和 TRIM59 基因的 DNA 甲基化。
Forensic Sci Int Genet. 2019 Jan;38:1-8. doi: 10.1016/j.fsigen.2018.09.010. Epub 2018 Sep 29.