Development of a Novel Multidimensional Measure of Aging to Predict Mortality and Morbidity in the Prospective MJ Cohort. Issue 4 (3rd August 2022)
- Record Type:
- Journal Article
- Title:
- Development of a Novel Multidimensional Measure of Aging to Predict Mortality and Morbidity in the Prospective MJ Cohort. Issue 4 (3rd August 2022)
- Main Title:
- Development of a Novel Multidimensional Measure of Aging to Predict Mortality and Morbidity in the Prospective MJ Cohort
- Authors:
- Wang, Sicong
Wen, Chi Pang
Li, Wenyuan
Li, Shu
Sun, Mingxi
Xu, Andi
Tsai, Min Kuang
Chu, David Ta-Wei
Tsai, Shan Pou
Tu, Huakang
Wu, Xifeng - Editors:
- Lipsitz, Lewis A
- Abstract:
- Abstract: Background: Although biological aging has been proposed as a more accurate measure of aging, few biological aging measures have been developed for Asians, especially for young adults. Methods: A total of 521 656 participants were enrolled in the MJ cohort (1996–2011) and were followed until death, loss-to-follow-up, or December 31, 2011, whichever came first. We selected 14 clinical biomarkers, including chronological age, using a random forest algorithm, and developed a multidimensional aging measure (MDAge). Model performance was assessed by area under the curve (AUC) and internal calibration. We evaluated the associations of MDAge and residuals from regressing MDAge on chronological age (MDAgeAccel) with mortality and morbidity, and assessed the robustness of our findings. Results: MDAge achieved an excellent AUC of 0.892 in predicting all-cause mortality (95% confidence interval [CI]: 0.889–0.894). Participants with higher MDAge at baseline were at a higher risk of death (per 5 years, hazard ration [HR] = 1.671, 95% CI: 1.662–1.680), and the association remained after controlling for other variables and in different subgroups. Furthermore, participants with higher MDAgeAccel were associated with shortened life expectancy. For instance, compared to men who were biologically younger (MDAgeAccel ≤ 0) at baseline, men in the highest tertiles of MDAgeAccel had shortened life expectancy by 17.23 years. In addition, higher MDAgeAccel was associated with having chronicAbstract: Background: Although biological aging has been proposed as a more accurate measure of aging, few biological aging measures have been developed for Asians, especially for young adults. Methods: A total of 521 656 participants were enrolled in the MJ cohort (1996–2011) and were followed until death, loss-to-follow-up, or December 31, 2011, whichever came first. We selected 14 clinical biomarkers, including chronological age, using a random forest algorithm, and developed a multidimensional aging measure (MDAge). Model performance was assessed by area under the curve (AUC) and internal calibration. We evaluated the associations of MDAge and residuals from regressing MDAge on chronological age (MDAgeAccel) with mortality and morbidity, and assessed the robustness of our findings. Results: MDAge achieved an excellent AUC of 0.892 in predicting all-cause mortality (95% confidence interval [CI]: 0.889–0.894). Participants with higher MDAge at baseline were at a higher risk of death (per 5 years, hazard ration [HR] = 1.671, 95% CI: 1.662–1.680), and the association remained after controlling for other variables and in different subgroups. Furthermore, participants with higher MDAgeAccel were associated with shortened life expectancy. For instance, compared to men who were biologically younger (MDAgeAccel ≤ 0) at baseline, men in the highest tertiles of MDAgeAccel had shortened life expectancy by 17.23 years. In addition, higher MDAgeAccel was associated with having chronic disease either cross-sectionally (per 1-standard deviation [ SD ], odds ratio [OR] = 1.564, 95% CI: 1.552–1.575) or longitudinally (per 1- SD, OR = 1.218, 95% CI: 1.199–1.238). Conclusion: MDAge accurately predicted mortality and morbidity, which has great potential in the early identification of individuals at higher risk and therefore promoting early intervention. … (more)
- Is Part Of:
- Journals of gerontology. Volume 78:Issue 4(2023)
- Journal:
- Journals of gerontology
- Issue:
- Volume 78:Issue 4(2023)
- Issue Display:
- Volume 78, Issue 4 (2023)
- Year:
- 2023
- Volume:
- 78
- Issue:
- 4
- Issue Sort Value:
- 2023-0078-0004-0000
- Page Start:
- 690
- Page End:
- 697
- Publication Date:
- 2022-08-03
- Subjects:
- Aging measure -- Biomarkers -- Levine method -- Mortality
Geriatrics -- Periodicals
Gerontology -- Periodicals
618.97 - Journal URLs:
- https://academic.oup.com/biomedgerontology/ ↗
http://biomed.gerontologyjournals.org/ ↗
http://biomedgerontology.oxfordjournals.org/ ↗
http://ukcatalogue.oup.com/ ↗
http://www.proquest.com/ ↗ - DOI:
- 10.1093/gerona/glac161 ↗
- Languages:
- English
- ISSNs:
- 1079-5006
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4995.099000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 26829.xml