Geographic heterogeneity in the association between educational attainment and QUS-defined bone status among adults in Southwest China: a cross-sectional study.
6 affiliations
- 1West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China.
- 2West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China. [email protected].
- 3West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China. [email protected].
- 4Health Promotion and Food Nutrition & Safety Key Laboratory of Sichuan Province, Sichuan University, Chengdu, Sichuan, 610041, China. [email protected].
- 5Innovation Center of Nursing Research, Nursing Key Laboratory of Sichuan Province, Sichuan University, Chengdu, Sichuan, 610041, China. [email protected].
- 6West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China. [email protected].
Abstract
Background
Although education is commonly regarded as a favorable factor for bone health, its association with bone status may vary across different socioeconomic and ecological contexts. We examined the association between educational attainment and QUS (quantitative ultrasound)-defined bone status across five provinces in Southwest China and explored province-specific indirect statistical associations.Methods
This cross-sectional study included 73,600 adults aged ≥ 30 years from Sichuan, Chongqing, Guizhou, Yunnan, and Tibet, recruited through a multistage, stratified cluster sampling design within the China Multi-Ethnic Cohort. QUS-defined bone status was classified as normal, reduced, and markedly reduced using calcaneal quantitative ultrasound-derived T-scores. Geographic effect modification was evaluated using cumulative logit ordinal regression. Province-specific path analysis was further conducted to explore potential indirect associations involving health behaviors, nutritional factors, and socioeconomic status. Partial proportional-odds models were applied in sensitivity analyses.Results
Participants had a mean age of 51.54 years (SD, 11.43), and 62.1% were women. Overall, 60.6%, 35.0%, and 4.4% of participants were classified into the normal, reduced, and markedly reduced QUS-defined bone-status categories. Education showed marked regional heterogeneity in its association with bone status (P < 0.001): higher educational attainment was associated with poorer bone status in Sichuan (β=-0.088, P < 0.05), Guizhou (β=-0.047, P < 0.05), and Tibet (β=-0.067, P < 0.05), better bone status in Chongqing (β = 0.045, P < 0.05), and no association in Yunnan (β = 0.015, P = 0.155). Path analyses showed distinct provincial patterns: higher alcohol consumption and higher dairy intake in Sichuan; higher income, higher dairy intake, and reduced smoking in Chongqing; lower physical activity in Guizhou and Yunnan; and no statistically significant indirect association was identified in Tibet. In PPOM sensitivity analyses, high (vs. low) educational attainment was associated with lower odds of worse bone status in Chongqing at both cumulative thresholds (OR = 0.738, 95% CI, 0.652-0.837; OR = 0.688, 95% CI, 0.541-0.875), higher odds of worse bone status in Guizhou (OR = 1.174, 95% CI, 1.018-1.352), and no clear association in Yunnan (OR = 0.873, 95% CI, 0.696-1.094).Conclusions
Educational attainment showed province-specific associations with QUS-defined bone status in Southwest China. Indirect statistical associations involving socioeconomic, behavioral, and dietary factors require confirmation in longitudinal studies.
Related
- Educational attainment and disease severity are associated with willingness to pay for rosacea treatment in Southwest China: a cross-sectional study
- Research attitudes mediate the association between educational attainment and willingness to participate in Alzheimer's disease research beyond Alzheimer's disease knowledge
- Alcohol consumption patterns and association with educational attainment in Europe: an analysis of the 2023-24 European Social Survey.
- Geographic Heterogeneity in the Association Between Schooling and Cognitive Change Among Older Adults in India
- Causal effects of educational attainment on respiratory diseases : A Mendelian randomization study
BibTeX
@article{zhang2026geographic,
title = {{Geographic heterogeneity in the association between educational attainment and QUS-defined bone status among adults in Southwest China: a cross-sectional study.}},
author = {Xiao Zhang and Changchao Dong and Fen Yang and Yihang Xu and Sifan Hao and Jian Wang and Xing Zhao and Haojiang Zuo and Xiaofang Pei},
journal = {BMC public health},
year = {2026},
month = aug,
doi = {10.1186/s12889-026-29217-9},
url = {https://europepmc.org/article/MED/42963746},
note = {CC BY},
}
RIS
TY - JOUR
TI - Geographic heterogeneity in the association between educational attainment and QUS-defined bone status among adults in Southwest China: a cross-sectional study.
AU - Xiao Zhang
AU - Changchao Dong
AU - Fen Yang
AU - Yihang Xu
AU - Sifan Hao
AU - Jian Wang
AU - Xing Zhao
AU - Haojiang Zuo
AU - Xiaofang Pei
PY - 2026
DA - 2026/08/27
JO - BMC public health
DO - 10.1186/s12889-026-29217-9
UR - https://europepmc.org/article/MED/42963746
AB - Background Although education is commonly regarded as a favorable factor for bone health, its association with bone status may vary across different socioeconomic and ecological contexts. We examined the association between educational attainment and QUS (quantitative ultrasound)-defined bone status across five provinces in Southwest China and explored province-specific indirect statistical associations.Methods This cross-sectional study included 73,600 adults aged ≥ 30 years from Sichuan, Chongqing, Guizhou, Yunnan, and Tibet, recruited through a multistage, stratified cluster sampling design within the China Multi-Ethnic Cohort. QUS-defined bone status was classified as normal, reduced, and markedly reduced using calcaneal quantitative ultrasound-derived T-scores. Geographic effect modification was evaluated using cumulative logit ordinal regression. Province-specific path analysis was further conducted to explore potential indirect associations involving health behaviors, nutritional factors, and socioeconomic status. Partial proportional-odds models were applied in sensitivity analyses.Results Participants had a mean age of 51.54 years (SD, 11.43), and 62.1% were women. Overall, 60.6%, 35.0%, and 4.4% of participants were classified into the normal, reduced, and markedly reduced QUS-defined bone-status categories. Education showed marked regional heterogeneity in its association with bone status (P < 0.001): higher educational attainment was associated with poorer bone status in Sichuan (β=-0.088, P < 0.05), Guizhou (β=-0.047, P < 0.05), and Tibet (β=-0.067, P < 0.05), better bone status in Chongqing (β = 0.045, P < 0.05), and no association in Yunnan (β = 0.015, P = 0.155). Path analyses showed distinct provincial patterns: higher alcohol consumption and higher dairy intake in Sichuan; higher income, higher dairy intake, and reduced smoking in Chongqing; lower physical activity in Guizhou and Yunnan; and no statistically significant indirect association was identified in Tibet. In PPOM sensitivity analyses, high (vs. low) educational attainment was associated with lower odds of worse bone status in Chongqing at both cumulative thresholds (OR = 0.738, 95% CI, 0.652-0.837; OR = 0.688, 95% CI, 0.541-0.875), higher odds of worse bone status in Guizhou (OR = 1.174, 95% CI, 1.018-1.352), and no clear association in Yunnan (OR = 0.873, 95% CI, 0.696-1.094).Conclusions Educational attainment showed province-specific associations with QUS-defined bone status in Southwest China. Indirect statistical associations involving socioeconomic, behavioral, and dietary factors require confirmation in longitudinal studies.
SN - 1471-2458
ER -