Evidence map›Paper›PMID 42626608›Full record

ArticleFrontiers in nutrition2026

Association between dietary patterns and biological aging among Chinese middle-aged and older adults: evidence from a cross-sectional study.

Xu Zhu, Luoyi Hu, Lina Guo, Shu Chen, Qiong Wu

Abstract read
In one paragraph

Article in Frontiers in nutrition, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Xu ZhuSchool of Integrated Chinese and Western Medicine, Hunan University of Chinese Medicine, Changsha, Hunan, China.
Luoyi HuMedical School, Hunan University of Chinese Medicine, Changsha, Hunan, China.
Lina GuoSchool of Integrated Chinese and Western Medicine, Hunan University of Chinese Medicine, Changsha, Hunan, China.
Shu ChenSchool of Integrated Chinese and Western Medicine, Hunan University of Chinese Medicine, Changsha, Hunan, China.
Qiong WuSchool of Humanities and Management, Hunan University of Chinese Medicine, Changsha, Hunan, China.

Funding

MONITORING SOCIAL CHANGE: HEALTH, REPRODUCTION, AGINGR01HD030880 · NICHD · UNIV OF NORTH CAROLINA CHAPEL HILL · PI ADAIR, LINDA S, POPKIN, BARRY M · 1994 to 2024
$27.0M
Monitoring Social Change: Dynamics Of Aging And Cognitive FunctionR01AG065357 · NIA · UNIV OF NORTH CAROLINA CHAPEL HILL · PI ADAIR, LINDA S, POPKIN, BARRY M · 2020 to 2024
$3.6M
Emergence of Cardiometabolic Risk Across the Lifecycle in ChinaR01HL108427 · NHLBI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI GORDON-LARSEN, PENNY · 2012 to 2015
$2.7M
Transition to a Western diet and cardiometabolic risk: biomarkers derived from the microbiomeR01DK104371 · NIDDK · UNIV OF NORTH CAROLINA CHAPEL HILL · PI GORDON-LARSEN, PENNY · 2015 to 2018
$2.5M
Nutrition-Related NCD Prevention Training in ChinaD43TW009077 · FIC · UNIV OF NORTH CAROLINA CHAPEL HILL · PI POPKIN, BARRY M · 2011 to 2015
$1.1M
FIC NIH HHS D43 TW009077NHLBI NIH HHS R01 HL108427NIA NIH HHS R01 AG065357NICHD NIH HHS R01 HD030880NIDDK NIH HHS R01 DK104371
6 · The paper itself

Abstract

Background: Previous studies have shown that dietary patterns are associated with health outcomes in Chinese middle-aged and older adults. However, whether dietary patterns are associated with Klemera-Doubal biological age (KDM-BA) and physiological dysregulation (PD) remains unclear. Methods: This cross-sectional study included 4,846 adults aged 45 years and older from the 2009 wave of the China Health and Nutrition Survey (CHNS). Three dietary patterns were derived using principal component analysis based on energy-adjusted food group intakes (g/1,000 kcal): Southern pattern, Western-like pattern, and Plant-rich pattern. KDM-BA acceleration and PD were calculated from routine clinical biomarkers. Linear regression models were used to examine the associations between dietary pattern scores and the two aging measures. Restricted cubic spline regression was applied to evaluate potential non-linear dose-response relationships. Results: The Southern and Western-like patterns were inversely associated with KDM-BA acceleration (β = -0.47, 95% CI: -0.70, -0.24; Conclusions: Dietary patterns were differentially associated with KDM-BA acceleration and PD. These findings suggest that specific dietary patterns are associated with healthy aging in Chinese middle-aged and older adults.

Indexed as

biological agingcross-sectional studydietary patternsKDM-BA accelerationphysiological dysregulation

Identifiers

PMID42626608
PMCPMC13492234

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.