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Published in: BMC Public Health 1/2015

Open Access 01-12-2015 | Research article

Use of quantile regression to investigate changes in the body mass index distribution of Chinese adults aged 18–60 years: a longitudinal study

Authors: Yifei Ouyang, Huijun Wang, Chang Su, Zhihong Wang, Yiqi Song, Yingting Xiao, Wenwen Du, Bing Zhang

Published in: BMC Public Health | Issue 1/2015

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Abstract

Background

Traditional linear regression analyses have detected increasing trends in the incidence of overweight/obesity among both genders in China. However, these previous regression analyses were limited in their ability to capture cross-distribution variations among effects. The objective of our study was to analyze the change in the body mass index (BMI) distribution of adults and investigated the relationships between the key covariates and the BMI distribution.

Methods

We used longitudinal data from the China Health and Nutrition Surveys (CHNS) in 1991, 1993, 1997, 2000, 2004, 2006, 2009, and 2011, with at least two waves of data collection. In total, 17,819 participants aged 18–60 years (N = 8587 men and 9232 women) were included in the final analysis with 48,900 observations. The lambda-mu-sigma (LMS) method was used to describe changes in the BMI distribution. Separate sex-stratified longitudinal quantile regression (QR) analyses were used to investigate changes in the BMI distribution over time.

Results

The main characteristics of the BMI changes in both genders were that the curves shifted to the right and the distributions became wider. All of the BMI percentile curves tended to increase from 1991 to 2011, where the levels increased more in the higher percentiles. The QR analyses showed that these patterns remain consistent after adjusting for individual and community level factors. Physical activity (PA) had a negative association with BMI for both genders in all percentiles. Income and energy intake were associated with positive changes in male BMI in the upper percentile. Sedentary time had a positive association with female BMI in the middle percentile. Compared with less educated women, women with senior school education at 75th percentile had 0.951 kg/m2 lower BMIs.

Conclusions

This longitudinal quantile regression suggests that effects of different covariates worked differently across the BMI distribution. Since social and economic characteristics in China have underlined the significant disparities in many aspects, national strategies to tackle overweight/obesity should be tailored as appropriate for various segments.
Literature
2.
go back to reference Flegal KM, Carroll MD, Kit BK, Ogden CL. Prevalence of obesity and trends in the distribution of body mass index among US adults, 1999-2010. JAMA. 2012;5:491–7.CrossRef Flegal KM, Carroll MD, Kit BK, Ogden CL. Prevalence of obesity and trends in the distribution of body mass index among US adults, 1999-2010. JAMA. 2012;5:491–7.CrossRef
3.
go back to reference Jones-Smith JC, Popkin BM. Understanding community context and adult health changes in China: development of an urbanicity scale. Soc Sci Med. 2010;8:1436–46.CrossRef Jones-Smith JC, Popkin BM. Understanding community context and adult health changes in China: development of an urbanicity scale. Soc Sci Med. 2010;8:1436–46.CrossRef
4.
go back to reference Stevens GA, Singh GM, Lu Y, Danaei G, Lin JK, Finucane MM, et al. National, regional, and global trends in adult overweight and obesity prevalences. Popul Health Metr. 2012;1:22.CrossRef Stevens GA, Singh GM, Lu Y, Danaei G, Lin JK, Finucane MM, et al. National, regional, and global trends in adult overweight and obesity prevalences. Popul Health Metr. 2012;1:22.CrossRef
5.
go back to reference Li XY, Jiang Y, Hu N, Li YC, Zhang M, Huang ZJ, et al. Prevalence and characteristic of overweight and obesity among adults in China, 2010. Chinese J Prev Med. 2012;8:683–6. Li XY, Jiang Y, Hu N, Li YC, Zhang M, Huang ZJ, et al. Prevalence and characteristic of overweight and obesity among adults in China, 2010. Chinese J Prev Med. 2012;8:683–6.
6.
go back to reference Ng M, Fleming T, Robinson M, Thomson B, Graetz N, Margono C, et al. Global, regional, and national prevalence of overweight and obesity in children and adults during 1980-2013: a systematic analysis for the global burden of disease study 2013. Lancet. 2014;384:766–81.CrossRefPubMedPubMedCentral Ng M, Fleming T, Robinson M, Thomson B, Graetz N, Margono C, et al. Global, regional, and national prevalence of overweight and obesity in children and adults during 1980-2013: a systematic analysis for the global burden of disease study 2013. Lancet. 2014;384:766–81.CrossRefPubMedPubMedCentral
7.
go back to reference World Health Organization. Global health risks: mortality and burden of disease attributable to selected major risks. Geneva: World Health Organization; 2009. p. 9. World Health Organization. Global health risks: mortality and burden of disease attributable to selected major risks. Geneva: World Health Organization; 2009. p. 9.
8.
go back to reference Zhang J, Shi X, Liang X. Economic costs of both overweight and obesity among Chinese urban and rural residents in 2010. Chinese J Epidemiol. 2013;6:598–600. Zhang J, Shi X, Liang X. Economic costs of both overweight and obesity among Chinese urban and rural residents in 2010. Chinese J Epidemiol. 2013;6:598–600.
9.
go back to reference Bottai M, Frongillo EA, Sui X, O’Neill JR, McKeown RE, Burns TL, et al. Use of quantile regression to investigate the longitudinal association between physical activity and body mass index. Obesity (Silver Spring). 2014;22:E149–56.CrossRef Bottai M, Frongillo EA, Sui X, O’Neill JR, McKeown RE, Burns TL, et al. Use of quantile regression to investigate the longitudinal association between physical activity and body mass index. Obesity (Silver Spring). 2014;22:E149–56.CrossRef
10.
go back to reference Popkin BM. Synthesis and implications: China’s nutrition transition in the context of changes across other low- and middle-income countries. Obes Rev. 2014;15 Suppl 1:60–7.CrossRefPubMed Popkin BM. Synthesis and implications: China’s nutrition transition in the context of changes across other low- and middle-income countries. Obes Rev. 2014;15 Suppl 1:60–7.CrossRefPubMed
11.
go back to reference Swinburn BA, Sacks G, Hall KD, McPherson K, Finegood DT, Moodie ML, et al. The global obesity pandemic: shaped by global drivers and local environments. Lancet. 2011;9793:804–14.CrossRef Swinburn BA, Sacks G, Hall KD, McPherson K, Finegood DT, Moodie ML, et al. The global obesity pandemic: shaped by global drivers and local environments. Lancet. 2011;9793:804–14.CrossRef
12.
go back to reference Popkin BM. Will China’s nutrition transition overwhelm its health care system and slow economic growth? Health Aff (Millwood). 2008;4:1064–76.CrossRef Popkin BM. Will China’s nutrition transition overwhelm its health care system and slow economic growth? Health Aff (Millwood). 2008;4:1064–76.CrossRef
13.
go back to reference Reynolds K, Gu D, Whelton PK, Wu X, Duan X, Mo J, et al. Prevalence and risk factors of overweight and obesity in China. Obesity (Silver Spring). 2007;1:10–8.CrossRef Reynolds K, Gu D, Whelton PK, Wu X, Duan X, Mo J, et al. Prevalence and risk factors of overweight and obesity in China. Obesity (Silver Spring). 2007;1:10–8.CrossRef
14.
go back to reference Popkin BM, Gordon-Larsen P. The nutrition transition: worldwide obesity dynamics and their determinants. Int J Obes Relat Metab Disord. 2004;28 Suppl 3:S2–9.CrossRefPubMed Popkin BM, Gordon-Larsen P. The nutrition transition: worldwide obesity dynamics and their determinants. Int J Obes Relat Metab Disord. 2004;28 Suppl 3:S2–9.CrossRefPubMed
15.
go back to reference Ng SW, Howard AG, Wang HJ, Su C, Zhang B. The physical activity transition among adults in China: 1991-2011. Obes Rev. 2014;15 Suppl 1:27–36.CrossRefPubMed Ng SW, Howard AG, Wang HJ, Su C, Zhang B. The physical activity transition among adults in China: 1991-2011. Obes Rev. 2014;15 Suppl 1:27–36.CrossRefPubMed
16.
go back to reference Shankar B. Obesity in China: the differential impacts of covariates along the BMI distribution. Obesity (Silver Spring). 2010;18:1660–6.CrossRef Shankar B. Obesity in China: the differential impacts of covariates along the BMI distribution. Obesity (Silver Spring). 2010;18:1660–6.CrossRef
17.
go back to reference Jones-Smith JC, Gordon-Larsen P, Siddiqi A, Popkin BM. Emerging disparities in overweight by educational attainment in Chinese adults (1989-2006). Int J Obes (Lond). 2012;6:866–75.CrossRef Jones-Smith JC, Gordon-Larsen P, Siddiqi A, Popkin BM. Emerging disparities in overweight by educational attainment in Chinese adults (1989-2006). Int J Obes (Lond). 2012;6:866–75.CrossRef
18.
go back to reference Subramanian SV, Perkins JM, Ozaltin E, Davey Smith G. Weight of nations: a socioeconomic analysis of women in low- to middle-income countries. Am J Clin Nutr. 2011;2:413–21.CrossRef Subramanian SV, Perkins JM, Ozaltin E, Davey Smith G. Weight of nations: a socioeconomic analysis of women in low- to middle-income countries. Am J Clin Nutr. 2011;2:413–21.CrossRef
19.
go back to reference Dahly DL, Gordon-Larsen P, Popkin BM, Kaufman JS, Adair LS. Associations between multiple indicators of socioeconomic status and obesity in young adult Filipinos vary by gender, urbanicity, and indicator used. J Nutr. 2010;2:366–70.CrossRef Dahly DL, Gordon-Larsen P, Popkin BM, Kaufman JS, Adair LS. Associations between multiple indicators of socioeconomic status and obesity in young adult Filipinos vary by gender, urbanicity, and indicator used. J Nutr. 2010;2:366–70.CrossRef
20.
go back to reference Razak F, Corsi DJ, Subramanian SV. Change in the body mass index distribution for women: analysis of surveys from 37 low- and middle-income countries. PLoS Med. 2013;1:e1001367.CrossRef Razak F, Corsi DJ, Subramanian SV. Change in the body mass index distribution for women: analysis of surveys from 37 low- and middle-income countries. PLoS Med. 2013;1:e1001367.CrossRef
21.
go back to reference Neuman M, Kawachi I, Gortmaker S, Subramanian SV. Urban-rural differences in BMI in low- and middle-income countries: the role of socioeconomic status. Am J Clin Nutr. 2013;2:428–36.CrossRef Neuman M, Kawachi I, Gortmaker S, Subramanian SV. Urban-rural differences in BMI in low- and middle-income countries: the role of socioeconomic status. Am J Clin Nutr. 2013;2:428–36.CrossRef
22.
go back to reference Geraci M, Bottai M. Quantile regression for longitudinal data using the asymmetric Laplace distribution. Biostatistics. 2007;1:140–54.CrossRef Geraci M, Bottai M. Quantile regression for longitudinal data using the asymmetric Laplace distribution. Biostatistics. 2007;1:140–54.CrossRef
23.
go back to reference Zhang B, Zhai FY, Du SF, Popkin BM. The China health and nutrition survey, 1989-2011. Obes Rev. 2014;15 Suppl 1:2–7.CrossRefPubMed Zhang B, Zhai FY, Du SF, Popkin BM. The China health and nutrition survey, 1989-2011. Obes Rev. 2014;15 Suppl 1:2–7.CrossRefPubMed
24.
go back to reference Du S, Mroz TA, Zhai F, Popkin BM. Rapid income growth adversely affects diet quality in China–particularly for the poor! Soc Sci Med. 2004;7:1505–15.CrossRef Du S, Mroz TA, Zhai F, Popkin BM. Rapid income growth adversely affects diet quality in China–particularly for the poor! Soc Sci Med. 2004;7:1505–15.CrossRef
25.
go back to reference Zhai F, Guo X, Popkin BM, Ma L, Wang Q, Yu W, et al. Evaluation of the 24-hour individual recall method in China. Food Nutri Bull United Nations Uni. 1996;17:154–61. Zhai F, Guo X, Popkin BM, Ma L, Wang Q, Yu W, et al. Evaluation of the 24-hour individual recall method in China. Food Nutri Bull United Nations Uni. 1996;17:154–61.
26.
go back to reference Zhai FY, Du SF, Wang ZH, Zhang JG, Du WW, Popkin BM. Dynamics of the Chinese diet and the role of urbanicity, 1991-2011. Obes Rev. 2014;15 Suppl 1:16–26.CrossRefPubMed Zhai FY, Du SF, Wang ZH, Zhang JG, Du WW, Popkin BM. Dynamics of the Chinese diet and the role of urbanicity, 1991-2011. Obes Rev. 2014;15 Suppl 1:16–26.CrossRefPubMed
27.
go back to reference Ng SW, Norton EC, Popkin BM. Why have physical activity levels declined among Chinese adults? Findings from the,1991–2006 China health and nutrition surveys. Soc Sci Med. 2009;7:1305–14.CrossRef Ng SW, Norton EC, Popkin BM. Why have physical activity levels declined among Chinese adults? Findings from the,1991–2006 China health and nutrition surveys. Soc Sci Med. 2009;7:1305–14.CrossRef
28.
go back to reference Monda KL, Adair LS, Zhai F, Popkin BM. Longitudinal relationships between occupational and domestic physical activity patterns and body weight in China. Eur J Clin Nutr. 2008;62:1318–25.CrossRefPubMed Monda KL, Adair LS, Zhai F, Popkin BM. Longitudinal relationships between occupational and domestic physical activity patterns and body weight in China. Eur J Clin Nutr. 2008;62:1318–25.CrossRefPubMed
29.
go back to reference Monda KL, Gordon-Larsen P, Stevens J, Popkin BM. China’s transition: the effect of rapid urbanization on adult occupational physical activity. Soc Sci Med. 2007;4:858–70.CrossRef Monda KL, Gordon-Larsen P, Stevens J, Popkin BM. China’s transition: the effect of rapid urbanization on adult occupational physical activity. Soc Sci Med. 2007;4:858–70.CrossRef
30.
go back to reference Adair LS, Gordon-Larsen P, Du SF, Zhang B, Popkin BM. The emergence of cardiometabolic disease risk in Chinese children and adults: consequences of changes in diet, physical activity and obesity. Obes Rev. 2014;15 Suppl 1:49–59.CrossRefPubMedPubMedCentral Adair LS, Gordon-Larsen P, Du SF, Zhang B, Popkin BM. The emergence of cardiometabolic disease risk in Chinese children and adults: consequences of changes in diet, physical activity and obesity. Obes Rev. 2014;15 Suppl 1:49–59.CrossRefPubMedPubMedCentral
31.
go back to reference Khang YH, Yun SC. Trends in general and abdominal obesity among Korean adults: findings from, 2001, 2005, and 2007 Korea national health and nutrition examination surveys. J Korean Med Sci. 1998;2010(11):1582–8. Khang YH, Yun SC. Trends in general and abdominal obesity among Korean adults: findings from, 2001, 2005, and 2007 Korea national health and nutrition examination surveys. J Korean Med Sci. 1998;2010(11):1582–8.
32.
go back to reference Gotay CC, Katzmarzyk PT, Janssen I, Dawson MY, Aminoltejari K, Bartley NL. Updating the Canadian obesity maps: an epidemic in progress. Can J Public Health. 2013;1:e64–8. Gotay CC, Katzmarzyk PT, Janssen I, Dawson MY, Aminoltejari K, Bartley NL. Updating the Canadian obesity maps: an epidemic in progress. Can J Public Health. 2013;1:e64–8.
33.
go back to reference Xi B, Liang Y, He T, Reilly KH, Hu Y, Wang Q, et al. Secular trends in the prevalence of general and abdominal obesity among Chinese adults, 1993-2009. Obes Rev. 2012;3:287–96.CrossRef Xi B, Liang Y, He T, Reilly KH, Hu Y, Wang Q, et al. Secular trends in the prevalence of general and abdominal obesity among Chinese adults, 1993-2009. Obes Rev. 2012;3:287–96.CrossRef
34.
go back to reference Ng SW, Popkin BM. Time use and physical activity: a shift away from movement across the globe. Obes Rev. 2012;8:659–80.CrossRef Ng SW, Popkin BM. Time use and physical activity: a shift away from movement across the globe. Obes Rev. 2012;8:659–80.CrossRef
35.
go back to reference Popkin BM, 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;6:1435–40.CrossRef Popkin BM, 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;6:1435–40.CrossRef
36.
go back to reference Zhang J, Chaaban J. The economic cost of physical inactivity in China. Prev Med. 2013;1:75–8.CrossRef Zhang J, Chaaban J. The economic cost of physical inactivity in China. Prev Med. 2013;1:75–8.CrossRef
37.
go back to reference Thorp AA, Owen N, Neuhaus M, Dunstan DW. Sedentary behaviors and subsequent health outcomes in adults a systematic review of longitudinal studies, 1996-2011. Am J Prev Med. 2011;2:207–15.CrossRef Thorp AA, Owen N, Neuhaus M, Dunstan DW. Sedentary behaviors and subsequent health outcomes in adults a systematic review of longitudinal studies, 1996-2011. Am J Prev Med. 2011;2:207–15.CrossRef
38.
go back to reference Owen N, Healy GN, Matthews CE, Dunstan DW. Too much sitting: the population health science of sedentary behavior. Exerc Sport Sci Rev. 2010;3:105–13.CrossRef Owen N, Healy GN, Matthews CE, Dunstan DW. Too much sitting: the population health science of sedentary behavior. Exerc Sport Sci Rev. 2010;3:105–13.CrossRef
39.
go back to reference O’Dwyer NA, Gibney MJ, Burke SJ, McCarthy SN. The influence of eating location on nutrient intakes in Irish adults: implications for developing food-based dietary guidelines. Public Health Nutr. 2005;3:258–65. O’Dwyer NA, Gibney MJ, Burke SJ, McCarthy SN. The influence of eating location on nutrient intakes in Irish adults: implications for developing food-based dietary guidelines. Public Health Nutr. 2005;3:258–65.
40.
go back to reference Vandevijvere S, Lachat C, Kolsteren P, Van Oyen H. Eating out of home in Belgium: current situation and policy implications. Br J Nutr. 2009;6:921–8.CrossRef Vandevijvere S, Lachat C, Kolsteren P, Van Oyen H. Eating out of home in Belgium: current situation and policy implications. Br J Nutr. 2009;6:921–8.CrossRef
41.
go back to reference Lao XQ, Ma WJ, Sobko T, Zhang YH, Xu YJ, Xu XJ, et al. Overall obesity is leveling-off while abdominal obesity continues to rise in a Chinese population experiencing rapid economic development: analysis of serial cross-sectional health survey data 2002-2010. Int J Obes (Lond). 2015;39:288–94.CrossRef Lao XQ, Ma WJ, Sobko T, Zhang YH, Xu YJ, Xu XJ, et al. Overall obesity is leveling-off while abdominal obesity continues to rise in a Chinese population experiencing rapid economic development: analysis of serial cross-sectional health survey data 2002-2010. Int J Obes (Lond). 2015;39:288–94.CrossRef
42.
go back to reference Zhao W, Zhai Y, Hu J, Wang J, Yang Z, Kong L, et al. Economic burden of obesity-related chronic diseases in Mainland China. Obes Rev. 2008;9 Suppl 1:62–7.CrossRefPubMed Zhao W, Zhai Y, Hu J, Wang J, Yang Z, Kong L, et al. Economic burden of obesity-related chronic diseases in Mainland China. Obes Rev. 2008;9 Suppl 1:62–7.CrossRefPubMed
Metadata
Title
Use of quantile regression to investigate changes in the body mass index distribution of Chinese adults aged 18–60 years: a longitudinal study
Authors
Yifei Ouyang
Huijun Wang
Chang Su
Zhihong Wang
Yiqi Song
Yingting Xiao
Wenwen Du
Bing Zhang
Publication date
01-12-2015
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2015
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/s12889-015-1606-8

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