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Forensic Age Estimation From Blood Samples by Combining DNA Methylation and MicroRNA Markers Using Droplet Digital
Niu Gao1,2, Junli Li1,2, Fenglong Yang1,2
1School of Forensic Medicine, Shanxi Medical University, Jinzhong, Shanxi, China.
Combining DNA methylation (DNAm) and miRNA markers improves age prediction accuracy. A novel multiplex ddPCR system was developed for simultaneous detection, showing potential for forensic science applications.
Area of Science:
- Forensic Science
- Molecular Biology
- Genetics
Background:
- Age estimation is crucial in forensic investigations.
- DNA methylation (DNAm) and miRNA markers are used for age determination.
- Combining omics data can enhance predictive model accuracy.
Purpose of the Study:
- To develop a multiplex ddPCR system for simultaneous detection of age-associated DNAm and miRNA markers.
- To establish and evaluate age prediction models using combined DNAm and miRNA data.
- To assess the accuracy of these models for forensic applications.
Main Methods:
- Development of a novel multiplex droplet digital PCR (ddPCR) system.
- Simultaneous detection of KLF14 (DNAm) and miR-106b-5p (miRNA) markers.
- Age prediction model establishment using random forest (RF) on 132 blood samples.
Main Results:
- The RF model achieved a mean absolute deviation (MAD) of 3.51 years and R² of 0.84 for validation sets.
- For bloodstain samples, the MAD was 5.66 years, with errors ranging from 3.16 to 10.54 years.
- A stable 4-plex ddPCR method for detecting KLF14, miR-106b-5p, C-LESS-C1, and RNU6B was established.
Conclusions:
- Combining DNAm and miRNA data improves age prediction accuracy.
- The developed ddPCR method is stable and suitable for detecting multiple age-associated markers.
- Further validation with larger datasets is needed to confirm findings for forensic applications.
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