Skip to main content
Top
Published in: International Journal for Equity in Health 1/2019

Open Access 01-12-2019 | Obesity | Research

Short relative leg length is associated with overweight and obesity in Mexican immigrant women

Authors: Mireya Vilar-Compte, James Macinko, Beth C. Weitzman, Carlos M. Avendaño-Villela

Published in: International Journal for Equity in Health | Issue 1/2019

Login to get access

Abstract

Background

Prior research suggests that undernutrition and enteric infections predispose children to stunted growth. Undernutrition and infections have been associated with limited access to healthy diets, lack of sanitation, and access barriers to healthcare – all associated with human rights. Stunting has also been documented to be a major determinant of subsequent obesity and non-communicable diseases. Short leg length relative to stature during adulthood seems to be a good proxy indicator tracking such barriers, and has been reported to be associated with adverse health effects during adulthood. Our objective was to examine the association between relative leg length (as measured by the leg length index, LLI) and measures of adiposity – based on body mass index (BMI) and waist circumference (WC) – in a population of recent Mexican immigrant women to the New York City Area.

Methods

The analysis was based on a cross-sectional survey of 200 Mexican immigrant women aged 18 to 70 years, whose data were collected between April and November 2008; although for purposes of the current study we restricted the sample to those aged 18 to 59 years. The dependent variables were BMI and WC, both transformed into categorical variables. The main independent variable was LLI, and other correlates were controlled for (i.e. age, education, having had children, characteristics of the community of origin, acculturation, chronic conditions, sedentary behaviors, access to fresh fruits and vegetables). Two probit models were estimated: the first one analyzed the effect of LLI on BMI categories and the second one estimated the effect of LLI on WC.

Results

The probit assessing the effect of LLI on overweight/obesity suggested that having a short LLI increased the probability of overweight/obesity by 21 percentage points. Results from the probit model estimating the effect of LLI on WC indicated that having a short LLI increased the probability of having abdominal adiposity by 39 percentage points. Both results were statistically significant at p < 0.05.

Conclusion

The study found an association between having shorter legs relative to one’s height and increased risk of overweight/obesity and abdominal adiposity. Findings support the epidemiological evidence regarding the association between short leg length, early life socioeconomic conditions (i.e. limited access to basic rights), and increased risk of adverse health effects later in life.
Appendix
Available only for authorised users
Footnotes
1
Refers to leg length, relative to an adult’s stature. Relative leg length is usually operationalized by the leg length index (LLI).
 
2
Approximately 60–80% of all Mexican New Yorkers at the time of the study had recently migrated (i.e. on average, 11 years earlier) from around 20 common localites in Puebla, Mexico, in the early years of the twenty-first century. Such clustered migratory processes (both at the state of Puebla and within Puebla) provides a very specific phenomenon that reduces bias that might be introduced by unmeasured genetic, geographic or cultural influences often present in studies that group immigrants from different regions [40, 41].
 
3
An additional multinomial probit model in which overweight and obesity categories was implemented. Results were similar to those of the probit model in which overweight and obesity categories were collapsed (please refer to the Additional file 1: Table S1B section.)
 
Literature
1.
go back to reference Black MM, Dewey KG. Promoting equity through integrated early child development and nutrition interventions. Ann N Y Acad Sci. 2014;1308(1):1–10.PubMedCrossRef Black MM, Dewey KG. Promoting equity through integrated early child development and nutrition interventions. Ann N Y Acad Sci. 2014;1308(1):1–10.PubMedCrossRef
2.
go back to reference Black RE, Victora CG, Walker SP, Bhutta ZA, Christian P, De Onis M, et al. Maternal and child undernutrition and overweight in low-income and middle-income countries. Lancet. 2013;382(9890):427–51.CrossRef Black RE, Victora CG, Walker SP, Bhutta ZA, Christian P, De Onis M, et al. Maternal and child undernutrition and overweight in low-income and middle-income countries. Lancet. 2013;382(9890):427–51.CrossRef
3.
go back to reference Guerrant RL, DeBoer MD, Moore SR, Scharf RJ, Lima AA. The impoverished gut—a triple burden of diarrhoea, stunting and chronic disease. Nat Rev Gastroenterol Hepatol. 2013;10(4):220.PubMedCrossRef Guerrant RL, DeBoer MD, Moore SR, Scharf RJ, Lima AA. The impoverished gut—a triple burden of diarrhoea, stunting and chronic disease. Nat Rev Gastroenterol Hepatol. 2013;10(4):220.PubMedCrossRef
6.
go back to reference Li L, Dangour AD, Power C. Early life influences on adult leg and trunk length in the 1958 British birth cohort. Am J Hum Biol. 2007;19(6):836–43.PubMedCrossRef Li L, Dangour AD, Power C. Early life influences on adult leg and trunk length in the 1958 British birth cohort. Am J Hum Biol. 2007;19(6):836–43.PubMedCrossRef
7.
go back to reference Asao K, Kao WL, Baptiste-Roberts K, Bandeen-Roche K, Erlinger TP, Brancati FL. Short stature and the risk of adiposity, insulin resistance, and type 2 diabetes in middle age the third National Health and nutrition examination survey (NHANES III), 1988–1994. Diabetes Care. 2006;29(7):1632–7.PubMedCrossRef Asao K, Kao WL, Baptiste-Roberts K, Bandeen-Roche K, Erlinger TP, Brancati FL. Short stature and the risk of adiposity, insulin resistance, and type 2 diabetes in middle age the third National Health and nutrition examination survey (NHANES III), 1988–1994. Diabetes Care. 2006;29(7):1632–7.PubMedCrossRef
8.
go back to reference Frisancho AR. Relative leg length as a biological marker to trace the developmental history of individuals and populations: growth delay and increased body fat. Am J Hum Biol. 2007;19(5):703–10.PubMedCrossRef Frisancho AR. Relative leg length as a biological marker to trace the developmental history of individuals and populations: growth delay and increased body fat. Am J Hum Biol. 2007;19(5):703–10.PubMedCrossRef
9.
go back to reference Smith GD, Greenwood R, Gunnell D, Sweetnam P, Yarnell J, Elwood P. Leg length, insulin resistance, and coronary heart disease risk: the Caerphilly study. J Epidemiol Community Health. 2001;55(12):867–72.PubMedCrossRef Smith GD, Greenwood R, Gunnell D, Sweetnam P, Yarnell J, Elwood P. Leg length, insulin resistance, and coronary heart disease risk: the Caerphilly study. J Epidemiol Community Health. 2001;55(12):867–72.PubMedCrossRef
10.
go back to reference Wadsworth M, Hardy R, Paul A, Marshall S, Cole T. Leg and trunk length at 43 years in relation to childhood health, diet and family circumstances; evidence from the 1946 national birth cohort. Int J Epidemiol. 2002;31(2):383–90.PubMedCrossRef Wadsworth M, Hardy R, Paul A, Marshall S, Cole T. Leg and trunk length at 43 years in relation to childhood health, diet and family circumstances; evidence from the 1946 national birth cohort. Int J Epidemiol. 2002;31(2):383–90.PubMedCrossRef
11.
go back to reference Gunnell DJ, Smith GD, Frankel S, Nanchahal K, Braddon F, Pemberton J, et al. Childhood leg length and adult mortality: follow up of the Carnegie (Boyd Orr) survey of diet and health in pre-war Britain. J Epidemiol Community Health. 1998;52(3):142–52.PubMedPubMedCentralCrossRef Gunnell DJ, Smith GD, Frankel S, Nanchahal K, Braddon F, Pemberton J, et al. Childhood leg length and adult mortality: follow up of the Carnegie (Boyd Orr) survey of diet and health in pre-war Britain. J Epidemiol Community Health. 1998;52(3):142–52.PubMedPubMedCentralCrossRef
12.
go back to reference Varela-Silva MI, Frisancho AR, Bogin B, Chatkoff D, Smith P K, Dickinson F, et al. Behavioral, environmental, metabolic and intergenerational components of early life undernutrition leading to later obesity in developing nations and in minority groups in the USA. Coll Antropol. 2007;31(1):39–46.PubMed Varela-Silva MI, Frisancho AR, Bogin B, Chatkoff D, Smith P K, Dickinson F, et al. Behavioral, environmental, metabolic and intergenerational components of early life undernutrition leading to later obesity in developing nations and in minority groups in the USA. Coll Antropol. 2007;31(1):39–46.PubMed
13.
go back to reference Bogin B, Varela-Silva MI. Fatness biases the use of estimated leg length as an epidemiological marker for adults in the NHANES III sample. Int J Epidemiol. 2008;37(1):201–9.PubMedCrossRef Bogin B, Varela-Silva MI. Fatness biases the use of estimated leg length as an epidemiological marker for adults in the NHANES III sample. Int J Epidemiol. 2008;37(1):201–9.PubMedCrossRef
14.
go back to reference Varela-Silva MI, Azcorra H, Dickinson F, Bogin B, Frisancho A. Influence of maternal stature, pregnancy age, and infant birth weight on growth during childhood in Yucatan, Mexico: a test of the intergenerational effects hypothesis. Am J Hum Biol. 2009;21(5):657–63.PubMedCrossRef Varela-Silva MI, Azcorra H, Dickinson F, Bogin B, Frisancho A. Influence of maternal stature, pregnancy age, and infant birth weight on growth during childhood in Yucatan, Mexico: a test of the intergenerational effects hypothesis. Am J Hum Biol. 2009;21(5):657–63.PubMedCrossRef
16.
go back to reference Fryar C, Carroll M, Ogden C. Prevalence of overweight, obesity, and severe obesity. Among adults aged 20 and over: United States, 1960–1962. Through 2015–2016. 2018. Fryar C, Carroll M, Ogden C. Prevalence of overweight, obesity, and severe obesity. Among adults aged 20 and over: United States, 1960–1962. Through 2015–2016. 2018.
17.
go back to reference Gutierrez-Robledo LM, Avila-Funes JA. How to include the social factor for determining frailty? J Frailty Aging. 2012;1:2012. Gutierrez-Robledo LM, Avila-Funes JA. How to include the social factor for determining frailty? J Frailty Aging. 2012;1:2012.
18.
go back to reference de la Cruz-Góngora V, Villalpando S, Mundo-Rosas V, Shamah-Levy T. Prevalencia de anemia en niños y adolescentes mexicanos: comparativo de tres encuestas nacionales. Salud Publica Mex. 2013;55:S180–S9.PubMed de la Cruz-Góngora V, Villalpando S, Mundo-Rosas V, Shamah-Levy T. Prevalencia de anemia en niños y adolescentes mexicanos: comparativo de tres encuestas nacionales. Salud Publica Mex. 2013;55:S180–S9.PubMed
19.
go back to reference Bustamante AV, Fang H, Garza J, Carter-Pokras O, Wallace SP, Rizzo JA, et al. Variations in healthcare access and utilization among Mexican immigrants: the role of documentation status. J Immigr Minor Health. 2012;14(1):146–55.CrossRef Bustamante AV, Fang H, Garza J, Carter-Pokras O, Wallace SP, Rizzo JA, et al. Variations in healthcare access and utilization among Mexican immigrants: the role of documentation status. J Immigr Minor Health. 2012;14(1):146–55.CrossRef
20.
go back to reference Iriart C, Boursaw B, Rodrigues GP, Handal AJ. Obesity and malnutrition among Hispanic children in the United States: double burden on health inequities. Rev Panam Salud Publica. 2013;34(4):235–43.PubMed Iriart C, Boursaw B, Rodrigues GP, Handal AJ. Obesity and malnutrition among Hispanic children in the United States: double burden on health inequities. Rev Panam Salud Publica. 2013;34(4):235–43.PubMed
21.
go back to reference Suro R. Survey of Mexican migrants: part one: attitudes about immigration and major demographic characteristics: pew Hispanic center; 2005. Suro R. Survey of Mexican migrants: part one: attitudes about immigration and major demographic characteristics: pew Hispanic center; 2005.
22.
go back to reference Seidell JC, Flegal KM. Assessing obesity: classification and epidemiology. Br Med Bull. 1997;53(2):238–52.PubMedCrossRef Seidell JC, Flegal KM. Assessing obesity: classification and epidemiology. Br Med Bull. 1997;53(2):238–52.PubMedCrossRef
23.
go back to reference Carroll JF, Chiapa AL, Rodriquez M, Phelps DR, Cardarelli KM, Vishwanatha JK, et al. Visceral fat, waist circumference, and BMI: impact of race/ethnicity. Obesity. 2008;16(3):600–7.PubMedCrossRef Carroll JF, Chiapa AL, Rodriquez M, Phelps DR, Cardarelli KM, Vishwanatha JK, et al. Visceral fat, waist circumference, and BMI: impact of race/ethnicity. Obesity. 2008;16(3):600–7.PubMedCrossRef
24.
go back to reference WHO. Waist circumference and waist-hip ratio: Report of a WHO expert consultation. Geneva: World Health Organization; 2011. WHO. Waist circumference and waist-hip ratio: Report of a WHO expert consultation. Geneva: World Health Organization; 2011.
25.
go back to reference Lara A, Meaney A, Morales PK, Meaney E, Asbún-Bojalil J, Lucas CHÁ, et al. Frecuencia de obesidad abdominal en médicos mexicanos de primer contacto y en sus pacientes. Medicina Interna de México. 2007;23(5):391–977. Lara A, Meaney A, Morales PK, Meaney E, Asbún-Bojalil J, Lucas CHÁ, et al. Frecuencia de obesidad abdominal en médicos mexicanos de primer contacto y en sus pacientes. Medicina Interna de México. 2007;23(5):391–977.
26.
go back to reference Berber A, Gomez-Santos R, Fanghänel G, Sanchez-Reyes L. Anthropometric indexes in the prediction of type 2 diabetes mellitus, hypertension and dyslipidaemia in a Mexican population. Int J Obes Relat Metab Disord. 2001;25(12):1794–9.PubMedCrossRef Berber A, Gomez-Santos R, Fanghänel G, Sanchez-Reyes L. Anthropometric indexes in the prediction of type 2 diabetes mellitus, hypertension and dyslipidaemia in a Mexican population. Int J Obes Relat Metab Disord. 2001;25(12):1794–9.PubMedCrossRef
27.
go back to reference Barquera S, Campos-Nonato I, Hernández-Barrera L, Pedroza A, Rivera-Dommarco JA. Prevalencia de obesidad en adultos mexicanos, 2000-2012. Salud Publica Mex. 2013;55:S151–S60.PubMedCrossRef Barquera S, Campos-Nonato I, Hernández-Barrera L, Pedroza A, Rivera-Dommarco JA. Prevalencia de obesidad en adultos mexicanos, 2000-2012. Salud Publica Mex. 2013;55:S151–S60.PubMedCrossRef
28.
go back to reference Pedroza-Tobías A, Rivera-Dommarco JA. Prevalencia de obesidad en adultos mexicanos, ENSANUT 2012. Salud Publica Mex. 2013;55(suplemento 2):151-60.CrossRef Pedroza-Tobías A, Rivera-Dommarco JA. Prevalencia de obesidad en adultos mexicanos, ENSANUT 2012. Salud Publica Mex. 2013;55(suplemento 2):151-60.CrossRef
29.
go back to reference Alonso AL, Munguía-Miranda C, Ramos-Ponce D, Hernandez-Saavedra D, Kumate J, Cruz M. Waist perimeter cutoff points and prediction of metabolic syndrome risk. A study in a Mexican population. Arch Med Res. 2008;39(3):346–51.PubMedCrossRef Alonso AL, Munguía-Miranda C, Ramos-Ponce D, Hernandez-Saavedra D, Kumate J, Cruz M. Waist perimeter cutoff points and prediction of metabolic syndrome risk. A study in a Mexican population. Arch Med Res. 2008;39(3):346–51.PubMedCrossRef
30.
go back to reference Frisancho AR. Anthropometric standards for the assessment of growth and nutritional status. USA: University of Michigan Press; 1990.CrossRef Frisancho AR. Anthropometric standards for the assessment of growth and nutritional status. USA: University of Michigan Press; 1990.CrossRef
31.
go back to reference Palacio-Prieto JL, Sánchez-Salazar M, Izquierdo JC, Frejomil EP, Campos JD, Becerril LC, et al. Indicadores para la caracterización y ordenamiento del territorio: Instituto Nacional de Ecología; 2004. Palacio-Prieto JL, Sánchez-Salazar M, Izquierdo JC, Frejomil EP, Campos JD, Becerril LC, et al. Indicadores para la caracterización y ordenamiento del territorio: Instituto Nacional de Ecología; 2004.
32.
go back to reference Ayala GX, Mueller K, Lopez-Madurga E, Campbell NR, Elder JP. Restaurant and food shopping selections among Latino women in Southern California. J Am Diet Assoc. 2005;105(1):38–45.PubMedCrossRef Ayala GX, Mueller K, Lopez-Madurga E, Campbell NR, Elder JP. Restaurant and food shopping selections among Latino women in Southern California. J Am Diet Assoc. 2005;105(1):38–45.PubMedCrossRef
33.
go back to reference Catlin TK, Simoes EJ, Brownson RC. Environmental and policy factors associated with overweight among adults in Missouri. Am J Health Promot. 2003;17(4):249–58.PubMedCrossRef Catlin TK, Simoes EJ, Brownson RC. Environmental and policy factors associated with overweight among adults in Missouri. Am J Health Promot. 2003;17(4):249–58.PubMedCrossRef
34.
go back to reference Cuellar I, Arnold B, Maldonado R. Acculturation rating-scale for Mexican-Americans ii - a revision of the original Arsma scale. Hisp J Behav Sci. 1995;17(3):275–304.CrossRef Cuellar I, Arnold B, Maldonado R. Acculturation rating-scale for Mexican-Americans ii - a revision of the original Arsma scale. Hisp J Behav Sci. 1995;17(3):275–304.CrossRef
35.
go back to reference Bauman S. The reliability and validity of the brief-acculturation-rating-scale-for-Mexican-Americans-II for children and adolescents. Hisp J Behav Sci. 2005;27(4):426–41.CrossRef Bauman S. The reliability and validity of the brief-acculturation-rating-scale-for-Mexican-Americans-II for children and adolescents. Hisp J Behav Sci. 2005;27(4):426–41.CrossRef
36.
go back to reference StataCorp. Stata Statistical Software: Release 13. College Station, TX: StataCorp LP.; 2013. StataCorp. Stata Statistical Software: Release 13. College Station, TX: StataCorp LP.; 2013.
37.
go back to reference Cárdenas Elizalde M, Cortés Cáceres F, Escobar Latapí A, Nahmad Sittón S, Scott Andretta J, Teruel BG. Diagnóstico sobre alimentación y nutrición, nforme ejecutivo. CONEVAL. 2015;23:2019. Cárdenas Elizalde M, Cortés Cáceres F, Escobar Latapí A, Nahmad Sittón S, Scott Andretta J, Teruel BG. Diagnóstico sobre alimentación y nutrición, nforme ejecutivo. CONEVAL. 2015;23:2019.
38.
go back to reference Satterthwaite D, Mitlin D. Urban poverty in the global south: scale and nature: Routledge; 2012. Satterthwaite D, Mitlin D. Urban poverty in the global south: scale and nature: Routledge; 2012.
39.
go back to reference World Health Organization. Unmasking and overcoming health inequities in urban settings. Geneva: World Health Organization; 2010. World Health Organization. Unmasking and overcoming health inequities in urban settings. Geneva: World Health Organization; 2010.
40.
go back to reference Rivera-Batiz FL. The state of newyorktitlan: a socioeconomic profile of mexican new yorkers. New York: Teacher’s college, Columbia University; 2003. Rivera-Batiz FL. The state of newyorktitlan: a socioeconomic profile of mexican new yorkers. New York: Teacher’s college, Columbia University; 2003.
41.
go back to reference Garcia C. Buscando trabajo: social networking among immigrants from Mexico to the United States. Hisp J Behav Sci. 2005;27(1):3–22.CrossRef Garcia C. Buscando trabajo: social networking among immigrants from Mexico to the United States. Hisp J Behav Sci. 2005;27(1):3–22.CrossRef
Metadata
Title
Short relative leg length is associated with overweight and obesity in Mexican immigrant women
Authors
Mireya Vilar-Compte
James Macinko
Beth C. Weitzman
Carlos M. Avendaño-Villela
Publication date
01-12-2019
Publisher
BioMed Central
Published in
International Journal for Equity in Health / Issue 1/2019
Electronic ISSN: 1475-9276
DOI
https://doi.org/10.1186/s12939-019-0988-0

Other articles of this Issue 1/2019

International Journal for Equity in Health 1/2019 Go to the issue