Skip to main content
Top
Published in: International Journal for Equity in Health 1/2017

Open Access 01-12-2017 | Research

Social disparities in body mass index (BMI) trajectories among Chinese adults in 1991–2011

Authors: Changchun Fang, Ying Liang

Published in: International Journal for Equity in Health | Issue 1/2017

Login to get access

Abstract

Background

Obesity is a serious public health problem in China. The relationship between obesity and socio-economic status (SES) is changing and affected by uncertainty, particularly, in developing countries. The sex-related differences in body mass index (BMI) trajectories are controversial and require substantial empirical data for updating and enriching.

Methods

This study examined the relationship between SES and BMI in Chinese adults from a dynamic perspective using longitudinal data (1991–2011) from the China Health and Nutrition Survey (CHNS). Then, sex-related differences were determined. A hierarchical linear model was used.

Results

SES positively affected the male BMI changes, with faster BMI growth rates in the high-SES males over the past 20 years. By contrast, female BMI was only affected by BMI baseline and residential area. Specifically, greater BMI baseline led to greater BMI growth rate and earlier BMI decline. In the past 20 years, the BMI growth rate has been greater in the urban females than in the rural females.

Conclusions

The relationship between SES and obesity is complex in China, and a substantial sex-related difference exists. We argue that this large sex-related difference is due to the rapid economic and social changes that have affected national health and increased the gender inequality and social role restrictions in females. We provide insights for further research and policy recommendations.
Footnotes
1
The data used were collected from individuals at multiple time points. The SES, especially the occupational status, of each individual changes over time. This feature is notable among young people. Under data pre-inspection and processing, the data will be missed if the occupation variable would be included. Thus, this study excluded the occupation variable.
 
Literature
1.
go back to reference Cecchini M, Sassi F, Lauer JA, Lee YY, Guajardo-Barron V, Chisholm D. Tackling of unhealthy diets, physical inactivity, and obesity: health effects and cost-effectiveness. Lancet. 2010;376:1775–84.CrossRefPubMed Cecchini M, Sassi F, Lauer JA, Lee YY, Guajardo-Barron V, Chisholm D. Tackling of unhealthy diets, physical inactivity, and obesity: health effects and cost-effectiveness. Lancet. 2010;376:1775–84.CrossRefPubMed
3.
go back to reference Collaboration NRF. Trends in adult body-mass index in 200 countries from 1975 to 2014: a pooled analysis of 1698 population-based measurement studies with 19· 2 million participants. Lancet. 2016;387:1377–96.CrossRef Collaboration NRF. Trends in adult body-mass index in 200 countries from 1975 to 2014: a pooled analysis of 1698 population-based measurement studies with 19· 2 million participants. Lancet. 2016;387:1377–96.CrossRef
4.
go back to reference Swinburn BA, Sacks G, Hall KD, McPherson K, Finegood DT, Moodie ML, Gortmaker SL. The global obesity pandemic: shaped by global drivers and local environments. Lancet. 2011;378:804–14.CrossRefPubMed Swinburn BA, Sacks G, Hall KD, McPherson K, Finegood DT, Moodie ML, Gortmaker SL. The global obesity pandemic: shaped by global drivers and local environments. Lancet. 2011;378:804–14.CrossRefPubMed
6.
go back to reference Wright KB, Mazzone R, Oh H, Du J, Smithson A-B, Ryan D, MacNeil D, Tong X, Stiller C. The influence of US chain restaurant food consumption and obesity in China and South Korea: an ecological perspective of food consumption, self-efficacy in weight management, willingness to communicate about weight/diet, and depression. Health Commun. 2016;31:1356–66.CrossRefPubMed Wright KB, Mazzone R, Oh H, Du J, Smithson A-B, Ryan D, MacNeil D, Tong X, Stiller C. The influence of US chain restaurant food consumption and obesity in China and South Korea: an ecological perspective of food consumption, self-efficacy in weight management, willingness to communicate about weight/diet, and depression. Health Commun. 2016;31:1356–66.CrossRefPubMed
7.
go back to reference Mokdad AH, Bowman BA, Ford ES, Vinicor F, Marks JS, Koplan JP. The continuing epidemics of obesity and diabetes in the United States. JAMA. 2001;286:1195–200.CrossRefPubMed Mokdad AH, Bowman BA, Ford ES, Vinicor F, Marks JS, Koplan JP. The continuing epidemics of obesity and diabetes in the United States. JAMA. 2001;286:1195–200.CrossRefPubMed
8.
go back to reference Jansen P, Mensah F, Clifford S, Nicholson J, Wake M. Bidirectional associations between overweight and health-related quality of life from 4–11 years: longitudinal study of Australian children. Int J Obes. 2013;37:1307–13.CrossRef Jansen P, Mensah F, Clifford S, Nicholson J, Wake M. Bidirectional associations between overweight and health-related quality of life from 4–11 years: longitudinal study of Australian children. Int J Obes. 2013;37:1307–13.CrossRef
9.
go back to reference Xu T, Liu J, Zhu G, Liu J, Han S. Prevalence of prehypertension and associated risk factors among Chinese adults from a large-scale multi-ethnic population survey. BMC Public Health. 2016;16:775.CrossRefPubMedPubMedCentral Xu T, Liu J, Zhu G, Liu J, Han S. Prevalence of prehypertension and associated risk factors among Chinese adults from a large-scale multi-ethnic population survey. BMC Public Health. 2016;16:775.CrossRefPubMedPubMedCentral
10.
go back to reference Rao W, Su Y, Yang G, Ma Y, Liu R, Zhang S, Wang S, Fu Y, Kou C, Yu Y. Cross-sectional associations between body mass index and Hyperlipidemia among adults in northeastern China. Int J Environ Res Public Health. 2016;13:516.CrossRefPubMedCentral Rao W, Su Y, Yang G, Ma Y, Liu R, Zhang S, Wang S, Fu Y, Kou C, Yu Y. Cross-sectional associations between body mass index and Hyperlipidemia among adults in northeastern China. Int J Environ Res Public Health. 2016;13:516.CrossRefPubMedCentral
11.
go back to reference Sun W, Yuan J, Yu Y, Wang Z, Shankar N, Ali G, Xie Y, Xu T, Shan G. Poor sleep quality associated with obesity in men. Sleep Breath. 2016;20:873–80.CrossRefPubMed Sun W, Yuan J, Yu Y, Wang Z, Shankar N, Ali G, Xie Y, Xu T, Shan G. Poor sleep quality associated with obesity in men. Sleep Breath. 2016;20:873–80.CrossRefPubMed
12.
go back to reference Schmidt M, Dwyer T, Magnussen C, Venn A. Predictive associations between alternative measures of childhood adiposity and adult cardio-metabolic health. Int J Obes. 2011;35:38–45.CrossRef Schmidt M, Dwyer T, Magnussen C, Venn A. Predictive associations between alternative measures of childhood adiposity and adult cardio-metabolic health. Int J Obes. 2011;35:38–45.CrossRef
13.
go back to reference Wake M, Clifford S, Patton G, Waters E, Williams J, Canterford L, Carlin J. Morbidity patterns among the underweight, overweight and obese between 2 and 18 years: population-based cross-sectional analyses. Int J Obes. 2013;37:86–93.CrossRef Wake M, Clifford S, Patton G, Waters E, Williams J, Canterford L, Carlin J. Morbidity patterns among the underweight, overweight and obese between 2 and 18 years: population-based cross-sectional analyses. Int J Obes. 2013;37:86–93.CrossRef
14.
go back to reference McElroy SL, Kotwal R, Malhotra S, Nelson EB, Keck PE, Nemeroff CB. Are mood disorders and obesity related? A review for the mental health professional. J Clin Psychiatry. 2004;65:634–51.CrossRefPubMed McElroy SL, Kotwal R, Malhotra S, Nelson EB, Keck PE, Nemeroff CB. Are mood disorders and obesity related? A review for the mental health professional. J Clin Psychiatry. 2004;65:634–51.CrossRefPubMed
15.
go back to reference Myers A, Rosen JC. Obesity stigmatization and coping: relation to mental health symptoms, body image, and self-esteem. Int J Obes. 1999;23:221–30.CrossRef Myers A, Rosen JC. Obesity stigmatization and coping: relation to mental health symptoms, body image, and self-esteem. Int J Obes. 1999;23:221–30.CrossRef
16.
go back to reference Bell LM, Byrne S, Thompson A, Ratnam N, Blair E, Bulsara M, Jones TW, Davis EA. Increasing body mass index z-score is continuously associated with complications of overweight in children, even in the healthy weight range. J Clin Endocrinol Metabolism. 2007;92:517–22.CrossRef Bell LM, Byrne S, Thompson A, Ratnam N, Blair E, Bulsara M, Jones TW, Davis EA. Increasing body mass index z-score is continuously associated with complications of overweight in children, even in the healthy weight range. J Clin Endocrinol Metabolism. 2007;92:517–22.CrossRef
17.
go back to reference Singh GK, Siahpush M, Hiatt RA, Timsina LR. Dramatic increases in obesity and overweight prevalence and body mass index among ethnic-immigrant and social class groups in the United States, 1976–2008. J Community Health. 2011;36:94–110.CrossRefPubMed Singh GK, Siahpush M, Hiatt RA, Timsina LR. Dramatic increases in obesity and overweight prevalence and body mass index among ethnic-immigrant and social class groups in the United States, 1976–2008. J Community Health. 2011;36:94–110.CrossRefPubMed
18.
go back to reference Schafer MH, Kwon S: Cohorts and emerging health disparities biomorphic trajectories in China, 1989 to 2006. J Health Soc Behav 2012:0022146512459961. Schafer MH, Kwon S: Cohorts and emerging health disparities biomorphic trajectories in China, 1989 to 2006. J Health Soc Behav 2012:0022146512459961.
19.
go back to reference Wang Y, Zhang Q. Are American children and adolescents of low socioeconomic status at increased risk of obesity? Changes in the association between overweight and family income between 1971 and 2002. Am J Clin Nutr. 2006;84:707–16.PubMed Wang Y, Zhang Q. Are American children and adolescents of low socioeconomic status at increased risk of obesity? Changes in the association between overweight and family income between 1971 and 2002. Am J Clin Nutr. 2006;84:707–16.PubMed
20.
go back to reference Zhang Q, Wang Y. Trends in the association between obesity and socioeconomic status in US adults: 1971 to 2000. Obes Res. 2004;12:1622–32.CrossRefPubMed Zhang Q, Wang Y. Trends in the association between obesity and socioeconomic status in US adults: 1971 to 2000. Obes Res. 2004;12:1622–32.CrossRefPubMed
21.
go back to reference Monteiro CA, MouraI EC, Conde WL, Popkin BM. Socioeconomic status and obesity in adult populations of developing countries: a review. Bull World Health Organ. 2004;82:940–6.PubMed Monteiro CA, MouraI EC, Conde WL, Popkin BM. Socioeconomic status and obesity in adult populations of developing countries: a review. Bull World Health Organ. 2004;82:940–6.PubMed
22.
go back to reference Dinsa GD, Goryakin Y, Fumagalli E, Suhrcke M. Obesity and socioeconomic status in developing countries: a systematic review. Obes Rev. 2012;13:1067–79.CrossRefPubMedPubMedCentral Dinsa GD, Goryakin Y, Fumagalli E, Suhrcke M. Obesity and socioeconomic status in developing countries: a systematic review. Obes Rev. 2012;13:1067–79.CrossRefPubMedPubMedCentral
23.
go back to reference Wang Y. Cross-national comparison of childhood obesity: the epidemic and the relationship between obesity and socioeconomic status. Int J Epidemiol. 2001;30:1129–36.CrossRefPubMed Wang Y. Cross-national comparison of childhood obesity: the epidemic and the relationship between obesity and socioeconomic status. Int J Epidemiol. 2001;30:1129–36.CrossRefPubMed
24.
go back to reference Insaf TZ, Shaw BA, Yucel RM, Chasan-Taber L, Strogatz DS. Lifecourse socioeconomic position and 16 year body mass index trajectories: differences by race and sex. Prev Med. 2014;67:17–23.CrossRefPubMedPubMedCentral Insaf TZ, Shaw BA, Yucel RM, Chasan-Taber L, Strogatz DS. Lifecourse socioeconomic position and 16 year body mass index trajectories: differences by race and sex. Prev Med. 2014;67:17–23.CrossRefPubMedPubMedCentral
25.
go back to reference Chang VW, Lauderdale DS. Income disparities in body mass index and obesity in the United States, 1971-2002. Arch Intern Med. 2005;165:2122–8.CrossRefPubMed Chang VW, Lauderdale DS. Income disparities in body mass index and obesity in the United States, 1971-2002. Arch Intern Med. 2005;165:2122–8.CrossRefPubMed
27.
go back to reference Ouyang Y, Wang H, Su C, Wang Z, Song Y, Xiao Y, Du W, Zhang B. Use of quantile regression to investigate changes in the body mass index distribution of Chinese adults aged 18–60 years: a longitudinal study. BMC Public Health. 2015;15:1.CrossRef Ouyang Y, Wang H, Su C, Wang Z, Song Y, Xiao Y, Du W, Zhang B. Use of quantile regression to investigate changes in the body mass index distribution of Chinese adults aged 18–60 years: a longitudinal study. BMC Public Health. 2015;15:1.CrossRef
28.
go back to reference Yoon YS, Oh SW, Park HS. Socioeconomic status in relation to obesity and abdominal obesity in Korean adults: a focus on sex differences. Obesity. 2006;14:909–19.CrossRefPubMed Yoon YS, Oh SW, Park HS. Socioeconomic status in relation to obesity and abdominal obesity in Korean adults: a focus on sex differences. Obesity. 2006;14:909–19.CrossRefPubMed
29.
go back to reference Yang W, Lu J, Weng J, Jia W, Ji L, Xiao J, Zhu D. Prevalence of diabetes among men and women in China. N Engl J Med. 2010;362:1090–101.CrossRefPubMed Yang W, Lu J, Weng J, Jia W, Ji L, Xiao J, Zhu D. Prevalence of diabetes among men and women in China. N Engl J Med. 2010;362:1090–101.CrossRefPubMed
31.
go back to reference Popkin B, Du S, Zhai F, Zhang B. Cohort profile: the China health and nutrition survey—monitoring and understanding socio-economic and health change in China, 1989–2011. Int J Epidemiol. 2010;39:1435–40.CrossRefPubMed Popkin B, Du S, Zhai F, Zhang B. Cohort profile: the China health and nutrition survey—monitoring and understanding socio-economic and health change in China, 1989–2011. Int J Epidemiol. 2010;39:1435–40.CrossRefPubMed
33.
go back to reference Wong ES, Wang B, Alfonso-Cristancho R, Flum DR, Sullivan SD, Garrison LP, Arterburn DE. BMI trajectories among the severely obese: results from an electronic medical record population. Obesity. 2012;20:2107–12.CrossRefPubMed Wong ES, Wang B, Alfonso-Cristancho R, Flum DR, Sullivan SD, Garrison LP, Arterburn DE. BMI trajectories among the severely obese: results from an electronic medical record population. Obesity. 2012;20:2107–12.CrossRefPubMed
34.
go back to reference Heo M, Faith MS, Mott JW, Gorman BS, Redden DT, Allison DB. Hierarchical linear models for the development of growth curves: an example with body mass index in overweight/obese adults. Stat Med. 2003;22:1911–42.CrossRefPubMed Heo M, Faith MS, Mott JW, Gorman BS, Redden DT, Allison DB. Hierarchical linear models for the development of growth curves: an example with body mass index in overweight/obese adults. Stat Med. 2003;22:1911–42.CrossRefPubMed
36.
go back to reference Zhu Y-G, Ioannidis JP, Li H, Jones KC, Martin FL. Understanding and harnessing the health effects of rapid urbanization in China. Environ Sci Technol. 2011;45:5099–104.CrossRefPubMed Zhu Y-G, Ioannidis JP, Li H, Jones KC, Martin FL. Understanding and harnessing the health effects of rapid urbanization in China. Environ Sci Technol. 2011;45:5099–104.CrossRefPubMed
37.
go back to reference Wamala SP, Wolk A, Orth-Gomér K. Determinants of obesity in relation to socioeconomic status among middle-aged Swedish women. Prev Med. 1997;26:734–44.CrossRefPubMed Wamala SP, Wolk A, Orth-Gomér K. Determinants of obesity in relation to socioeconomic status among middle-aged Swedish women. Prev Med. 1997;26:734–44.CrossRefPubMed
38.
39.
40.
go back to reference Zhang Y, Hannum E, Wang M. Gender-based employment and income differences in urban China: considering the contributions of marriage and parenthood. Social Forces. 2008;86:1529–60.CrossRef Zhang Y, Hannum E, Wang M. Gender-based employment and income differences in urban China: considering the contributions of marriage and parenthood. Social Forces. 2008;86:1529–60.CrossRef
41.
go back to reference Li J. Gender inequality, family planning, and maternal and child care in a rural Chinese county. Soc Sci Med. 2014;59:695–708.CrossRef Li J. Gender inequality, family planning, and maternal and child care in a rural Chinese county. Soc Sci Med. 2014;59:695–708.CrossRef
42.
go back to reference Grabe S, Ward LM, Hyde JS. The role of the media in body image concerns among women: a meta-analysis of experimental and correlational studies. Psychol Bull. 2008;134:460.CrossRefPubMed Grabe S, Ward LM, Hyde JS. The role of the media in body image concerns among women: a meta-analysis of experimental and correlational studies. Psychol Bull. 2008;134:460.CrossRefPubMed
43.
go back to reference Liang Y, Zhu D. Subjective well-being of Chinese landless peasants in relatively developed regions: Measurement using PANAS and SWLS. Soc Indicators Res. 2015;123:817–35.CrossRef Liang Y, Zhu D. Subjective well-being of Chinese landless peasants in relatively developed regions: Measurement using PANAS and SWLS. Soc Indicators Res. 2015;123:817–35.CrossRef
44.
go back to reference Liang Y, Chu P, Wang X. Health-related quality of life of Chinese earthquake survivors: a case study of five hard-hit disaster counties in Sichuan. Soc Indicators Res. 2014;119:943–66.CrossRef Liang Y, Chu P, Wang X. Health-related quality of life of Chinese earthquake survivors: a case study of five hard-hit disaster counties in Sichuan. Soc Indicators Res. 2014;119:943–66.CrossRef
45.
go back to reference Liang Y, Guo M. Utilization of health services and health-related quality of life research of rural-to-urban migrants in China: a cross-sectional analysis. Soc Indicators Res. 2015;120:277–95.CrossRef Liang Y, Guo M. Utilization of health services and health-related quality of life research of rural-to-urban migrants in China: a cross-sectional analysis. Soc Indicators Res. 2015;120:277–95.CrossRef
46.
go back to reference Liang Y, Cao R. Employment assistance policies of Chinese government play positive roles! The impact of post-earthquake employment assistance policies on the health-related quality of life of Chinese earthquake populations. Soc Indicators Res. 2015;120:835–57.CrossRef Liang Y, Cao R. Employment assistance policies of Chinese government play positive roles! The impact of post-earthquake employment assistance policies on the health-related quality of life of Chinese earthquake populations. Soc Indicators Res. 2015;120:835–57.CrossRef
Metadata
Title
Social disparities in body mass index (BMI) trajectories among Chinese adults in 1991–2011
Authors
Changchun Fang
Ying Liang
Publication date
01-12-2017
Publisher
BioMed Central
Published in
International Journal for Equity in Health / Issue 1/2017
Electronic ISSN: 1475-9276
DOI
https://doi.org/10.1186/s12939-017-0636-5

Other articles of this Issue 1/2017

International Journal for Equity in Health 1/2017 Go to the issue