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Measuring biological age using omics data.
Nat Rev Genet. 2022 Dec;23(12):715-727. doi: 10.1038/s41576-022-00511-7. Epub 2022 Jun 17.
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Single-cell omics in ageing: a young and growing field.
Nat Metab. 2020 Apr;2(4):293-302. doi: 10.1038/s42255-020-0196-7. Epub 2020 Apr 20.
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Proteomics and metabolomics in ageing research: from biomarkers to systems biology.
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Toward Systems Understanding of Leaf Senescence: An Integrated Multi-Omics Perspective on Leaf Senescence Research.
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Defining Cell Identity with Single-Cell Omics.
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Integration of 'omics' data in aging research: from biomarkers to systems biology.
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Integrating -Omics Approaches into Human Population-Based Studies of Prenatal and Early-Life Exposures.
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The X-Age Project to construct a Chinese aging clock.
Nat Aging. 2025 Sep 9. doi: 10.1038/s43587-025-00935-w.
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Epigenetic Regulation of Aging and its Rejuvenation.
MedComm (2020). 2025 Sep 1;6(9):e70369. doi: 10.1002/mco2.70369. eCollection 2025 Sep.
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A Biophysics of Epigenetic Rejuvenation.
Cells. 2025 Aug 13;14(16):1249. doi: 10.3390/cells14161249.
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From ageing clocks to human digital twins in personalising healthcare through biological age analysis.
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Traumatic Brain Injury and Accelerated Epigenetic Aging Among Post-9/11 Veterans.
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Proteomics-based aging clocks in midlife or late-life and their associated risk of dementia.
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Unexpected ability of large language models: predicting aging status.
Nat Med. 2025 Aug 12. doi: 10.1038/s41591-025-03865-7.

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The degree of frailty as a translational measure of health in aging.
Nat Aging. 2021 Aug;1(8):651-665. doi: 10.1038/s43587-021-00099-3. Epub 2021 Aug 12.
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Epigenetic Age Acceleration and Hearing: Observations From the Baltimore Longitudinal Study of Aging.
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Misexpression of genes lacking CpG islands drives degenerative changes during aging.
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Exercise plasma boosts memory and dampens brain inflammation via clusterin.
Nature. 2021 Dec;600(7889):494-499. doi: 10.1038/s41586-021-04183-x. Epub 2021 Dec 8.
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Large-scale integration of the plasma proteome with genetics and disease.
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Epigenetic Age Acceleration Reflects Long-Term Cardiovascular Health.
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DeepMAge: A Methylation Aging Clock Developed with Deep Learning.
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