Evidence map›Paper›PMID 41285310›Full record

ArticleJournal of advanced research2026

Exploring the role of β2-microglobulin in the relationship between physical activity and DNAm-predicted PhenoAge: Evidence from a population-based and mice single-cell RNA-sequencing study.

Yanwei You, Jinwei Li, Yang Zhang, Qiyu Liu, Alimjan Ablitip, Yongjie Lao, Jingtong Wang, Kailin Xu, Zhengbang Yao, Yuquan Chen and 1 more

Abstract read
In one paragraph

Article in Journal of advanced research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing 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

8 citing papers in PubMed.

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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

11 authors.

Yanwei YouDivision of Sports Science & Physical Education, Tsinghua University, Beijing 100084, China; IDG/McGovern Institute for Brain Research, Tsinghua University, Beijing 100084, China; Saw Swee Hock School of Public Health, National University of Singapore, Singapore 117549, Singapore.
Jinwei LiDepartment of Neurosurgery, West China Hospital, Sichuan University, Chengdu 610041, China.
Yang ZhangDepartment of Vascular Surgery, Affiliated Cardiovascular Hospital of Kunming Medical University, Kunming 650500, China.
Qiyu LiuSchool of Life Sciences, Tsinghua University, Beijing 100084, China.
Alimjan AblitipDivision of Sports Science & Physical Education, Tsinghua University, Beijing 100084, China; IDG/McGovern Institute for Brain Research, Tsinghua University, Beijing 100084, China.
Yongjie LaoDivision of Sports Science & Physical Education, Tsinghua University, Beijing 100084, China; IDG/McGovern Institute for Brain Research, Tsinghua University, Beijing 100084, China.
Jingtong WangDivision of Sports Science & Physical Education, Tsinghua University, Beijing 100084, China; IDG/McGovern Institute for Brain Research, Tsinghua University, Beijing 100084, China.
Kailin XuHinda and Arthur Marcus Institute for Aging Research, Hebrew SeniorLife, Harvard Medical School, Boston, MA 02115, USA.
Zhengbang YaoDepartment of Education Research, Centre for Addiction and Mental Health, Toronto, Ontario M6J 1H1, Canada.
Yuquan ChenSchool of Public Health and Preventive Medicine, Faculty of Medicine, Nursing & Health Sciences, Monash University, Victoria 3004, Australia. Electronic address: Yuquan.Chen@monash.edu.
Xindong MaDivision of Sports Science & Physical Education, Tsinghua University, Beijing 100084, China; IDG/McGovern Institute for Brain Research, Tsinghua University, Beijing 100084, China. Electronic address: maxd@mail.tsinghua.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionPhysical activity (PA) is recognized as a cornerstone of healthy aging, yet the molecular mechanisms linking PA to biological aging remain poorly understood. β2-microglobulin (β2M), an inflammatory and aging biomarker, has emerged as a potential mediator of these effects. DNA methylation (DNAm)-based biological aging indicators, such as PhenoAge, provide a means to assess the relationship between PA, β2M, and aging at the molecular level.

objectivesThis study aimed to investigate whether β2M mediates the association between PA and DNAm-predicted PhenoAge. Additionally, this study sought to explore the underlying molecular mechanisms using single-cell RNA sequencing (scRNA-seq) in mice.

methodsThis study analyzed data from 936 participants in the U.S. population, assessing associations between PA, β2M levels, and PhenoAge using weighted multivariable regression and mediation models. β2M levels and PhenoAge were measured in blood samples and calculated using validated DNA methylation algorithms. To investigate molecular mechanisms, scRNA-seq was performed on peripheral blood samples from exercise and control mice.

resultsIn fully adjusted models, higher PA levels were significantly associated with lower PhenoAge (β = -0.014, p = 0.034) and β2M levels (β = -0.006, p = 0.032). Mediation analysis revealed that β2M mediated 37.67 % of the association between PA and PhenoAge (p = 0.042). Stratified analyses showed stronger effects in males and individuals with higher body mass index (BMI). In mice, scRNA-seq analysis demonstrated that exercise modulated β2M expression and enhanced immune, inflammatory, mitochondrial, and circadian pathways, particularly in B cells and myeloid cells.

conclusionThis study provides evidence that β2M mediates the beneficial effects of PA on biological aging. PA promotes healthy aging through molecular and cellular mechanisms, particularly benefiting individuals with higher baseline inflammation or metabolic dysfunction. These insights advance our understanding of the interplay between PA, β2M, and aging, offering directions for interventions to promote longevity and healthspan.

Indexed as

Agingbeta 2-MicroglobulinDNA MethylationExerciseAdultAgedAnimalsBiomarkersFemaleHumansMaleMiceMiddle AgedSequence Analysis, RNASingle-Cell Analysisbeta 2-MicroglobulinBiomarkersDNA methylationMice studyPhenoAgePhysical activityPopulation studySingle-cell RNA sequencingβ2-microglobulin

Identifiers

PMID41285310
PMCPMC13453862

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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.