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Published in: BMC Public Health 1/2012

Open Access 01-12-2012 | Research article

Impact of metabolic comorbidity on the association between body mass index and health-related quality of life: a Scotland-wide cross-sectional study of 5,608 participants

Authors: Zia Ul-Haq, Daniel F Mackay, Elisabeth Fenwick, Jill P Pell

Published in: BMC Public Health | Issue 1/2012

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Abstract

Background

The prevalence of obesity is rising in Scotland and globally. Overall, obesity is associated with increased morbidity, mortality and reduced health-related quality of life. Studies suggest that "healthy obesity" (obesity without metabolic comorbidity) may not be associated with morbidity or mortality. Its impact on health-related quality of life is unknown.

Methods

We extracted data from the Scottish Health Survey on self-reported health-related quality of life, body mass index (BMI), demographic information and comorbidity. SF-12 responses were converted into an overall health utility score. Linear regression analyses were used to explore the association between BMI and health utility, stratified by the presence or absence of metabolic comorbidity (diabetes, hypertension, hypercholesterolemia or cardiovascular disease), and adjusted for potential confounders (age, sex and deprivation quintile).

Results

Of the 5,608 individuals, 3,744 (66.8%) were either overweight or obese and 921 (16.4%) had metabolic comorbidity. There was an inverted U-shaped relationship whereby health utility was highest among overweight individuals and fell with increasing BMI. There was a significant interaction with metabolic comorbidity (p = 0.007). Individuals with metabolic comorbidty had lower utility scores and a steeper decline in utility with increasing BMI (morbidly obese, adjusted coefficient: -0.064, 95% CI -0.115, -0.012, p = 0.015 for metabolic comorbidity versus -0.042, 95% CI -0.067, -0.018, p = 0.001 for no metabolic comorbidity).

Conclusions

The adverse impact of obesity on health-related quality of life is greater among individuals with metabolic comorbidity. However, increased BMI is associated with reduced health-related quality of life even in the absence of metabolic comorbidity, casting doubt on the notion of "healthy obesity".
Appendix
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Literature
2.
go back to reference Colditz GA: Economic costs of obesity. Am J Clin Nutr. 1992, 55: 503-507. Colditz GA: Economic costs of obesity. Am J Clin Nutr. 1992, 55: 503-507.
3.
go back to reference Rippe JM, Crossley S, Ringer R: Obesity as a chronic disease: modern medical and lifestyle management. J Am Diet Assoc. 1998, 98: 9-15.CrossRef Rippe JM, Crossley S, Ringer R: Obesity as a chronic disease: modern medical and lifestyle management. J Am Diet Assoc. 1998, 98: 9-15.CrossRef
4.
go back to reference Bray GA: Pathophysiology of obesity. Am J Clin Nutr. 1992, 55: 488-494. Bray GA: Pathophysiology of obesity. Am J Clin Nutr. 1992, 55: 488-494.
5.
6.
go back to reference Olshansky SJ, Passaro DJ, Hershow RC, Layden J, Carnes BA, Brody J, et al: A potential decline in life expectancy in the United States in the 21st century. N EnglJ Med. 2005, 352: 1138-1145. 10.1056/NEJMsr043743.CrossRef Olshansky SJ, Passaro DJ, Hershow RC, Layden J, Carnes BA, Brody J, et al: A potential decline in life expectancy in the United States in the 21st century. N EnglJ Med. 2005, 352: 1138-1145. 10.1056/NEJMsr043743.CrossRef
7.
go back to reference Hu FB, Willett WC, Li T, Stampfer MJ, Colditz GA, Manson JE: Adiposity as compared with physical activity in predicting mortality among women. N Engl J Med. 2004, 351: 2694-2703. 10.1056/NEJMoa042135.CrossRefPubMed Hu FB, Willett WC, Li T, Stampfer MJ, Colditz GA, Manson JE: Adiposity as compared with physical activity in predicting mortality among women. N Engl J Med. 2004, 351: 2694-2703. 10.1056/NEJMoa042135.CrossRefPubMed
8.
go back to reference Flegal KM, Graubard BI, Williamson DF, Gail MH: Excess deaths associated with underweight, overweight, and obesity. JAMA. 2005, 293: 1861-1867. 10.1001/jama.293.15.1861.CrossRefPubMed Flegal KM, Graubard BI, Williamson DF, Gail MH: Excess deaths associated with underweight, overweight, and obesity. JAMA. 2005, 293: 1861-1867. 10.1001/jama.293.15.1861.CrossRefPubMed
9.
go back to reference Peeters A, Barendregt JJ, Willekens F, Mackenbach JP, Al MA, Bonneux L, et al: Obesity in adulthood and its consequences for life expectancy: A life-table analysis. Ann Intern Med. 2003, 138: 24-32.CrossRefPubMed Peeters A, Barendregt JJ, Willekens F, Mackenbach JP, Al MA, Bonneux L, et al: Obesity in adulthood and its consequences for life expectancy: A life-table analysis. Ann Intern Med. 2003, 138: 24-32.CrossRefPubMed
10.
go back to reference Wildman RP, Muntner P, Reynolds K, McGinn AP, Rajpathak S, Wylie-Rosett J, et al: The obese without cardiometabolic risk factor clustering and the normal weight with cardiometabolic risk factor clustering: prevalence and correlates of 2 phenotypes among the US population (NHANES 1999-2004). Arch Intern Med. 2008, 168: 1617-1624. 10.1001/archinte.168.15.1617.CrossRefPubMed Wildman RP, Muntner P, Reynolds K, McGinn AP, Rajpathak S, Wylie-Rosett J, et al: The obese without cardiometabolic risk factor clustering and the normal weight with cardiometabolic risk factor clustering: prevalence and correlates of 2 phenotypes among the US population (NHANES 1999-2004). Arch Intern Med. 2008, 168: 1617-1624. 10.1001/archinte.168.15.1617.CrossRefPubMed
11.
go back to reference Wildman RP: Healthy obesity. Curr Opin Clin Nutr Metabo Care. 2009, 12: 438-443. 10.1097/MCO.0b013e32832c6db7.CrossRef Wildman RP: Healthy obesity. Curr Opin Clin Nutr Metabo Care. 2009, 12: 438-443. 10.1097/MCO.0b013e32832c6db7.CrossRef
12.
go back to reference Sims EA: Are there persons who are obese, but metabolically healthy? Erratum appears in Metabolism. Metabolism. 2001, 50: 1499-1504. 10.1053/meta.2001.27213.CrossRefPubMed Sims EA: Are there persons who are obese, but metabolically healthy? Erratum appears in Metabolism. Metabolism. 2001, 50: 1499-1504. 10.1053/meta.2001.27213.CrossRefPubMed
13.
go back to reference Stefan N, Kantartzis K, Machann J, Schick F, Thamer C, Rittig K, et al: Identification and characterization of metabolically benign obesity in humans. Arch Intern Med. 2008, 168: 1609-1616. 10.1001/archinte.168.15.1609.CrossRefPubMed Stefan N, Kantartzis K, Machann J, Schick F, Thamer C, Rittig K, et al: Identification and characterization of metabolically benign obesity in humans. Arch Intern Med. 2008, 168: 1609-1616. 10.1001/archinte.168.15.1609.CrossRefPubMed
14.
go back to reference Velho S, Paccaud F, Waeber G, Vollenweider P, Marques-Vidal P: Metabolically healthy obesity: Different prevalences using different criteria. Eur J Clin Nutr. 2010, 64: 1043-1051. 10.1038/ejcn.2010.114.CrossRefPubMed Velho S, Paccaud F, Waeber G, Vollenweider P, Marques-Vidal P: Metabolically healthy obesity: Different prevalences using different criteria. Eur J Clin Nutr. 2010, 64: 1043-1051. 10.1038/ejcn.2010.114.CrossRefPubMed
15.
go back to reference Iacobellis G, Ribaudo MC, Zappaterreno A, Iannucci CV, Leonetti F: Prevalence of uncomplicated obesity in an Italian obese population. Obes Res. 2005, 13: 1116-1122. 10.1038/oby.2005.130.CrossRefPubMed Iacobellis G, Ribaudo MC, Zappaterreno A, Iannucci CV, Leonetti F: Prevalence of uncomplicated obesity in an Italian obese population. Obes Res. 2005, 13: 1116-1122. 10.1038/oby.2005.130.CrossRefPubMed
16.
go back to reference Morrison DS, Boyle S, Morrison C, Allardice G, Greenlaw N, orde L: Evaluation of the first phase of a specialist weight management programme in the UK National Health Service: prospective cohort study. Public Health Nutr. 2011, Morrison DS, Boyle S, Morrison C, Allardice G, Greenlaw N, orde L: Evaluation of the first phase of a specialist weight management programme in the UK National Health Service: prospective cohort study. Public Health Nutr. 2011,
17.
go back to reference Fontaine KR, Barofsky I: Obesity and health-related quality of life. Obes reviews: an official journal of the International Association for the Study of Obesity. 2001, 2: 173-182.CrossRef Fontaine KR, Barofsky I: Obesity and health-related quality of life. Obes reviews: an official journal of the International Association for the Study of Obesity. 2001, 2: 173-182.CrossRef
18.
go back to reference Kolotkin RL, Meter K, Williams GR: Quality of life and obesity. Obes Rev. 2001, 2: 219-229. 10.1046/j.1467-789X.2001.00040.x.CrossRefPubMed Kolotkin RL, Meter K, Williams GR: Quality of life and obesity. Obes Rev. 2001, 2: 219-229. 10.1046/j.1467-789X.2001.00040.x.CrossRefPubMed
19.
go back to reference Jia H, Lubetkin EI: The impact of obesity on health-related quality-of-life in the general adult US population. J Public Health. 2005, 27: 156-164. 10.1093/pubmed/fdi025.CrossRef Jia H, Lubetkin EI: The impact of obesity on health-related quality-of-life in the general adult US population. J Public Health. 2005, 27: 156-164. 10.1093/pubmed/fdi025.CrossRef
20.
go back to reference Doll HA, Petersen SE, Stewart-Brown SL: Obesity and physical and emotional well-being: associations between body mass index, chronic illness, and the physical and mental components of the SF-36 questionnaire. Obes Res. 2000, 8: 160-170. 10.1038/oby.2000.17.CrossRefPubMed Doll HA, Petersen SE, Stewart-Brown SL: Obesity and physical and emotional well-being: associations between body mass index, chronic illness, and the physical and mental components of the SF-36 questionnaire. Obes Res. 2000, 8: 160-170. 10.1038/oby.2000.17.CrossRefPubMed
21.
go back to reference World Health Organization: 2000, Obesity: Preventing and managing the global epidemic: Report of a WHO consultation World Health Organization: 2000, Obesity: Preventing and managing the global epidemic: Report of a WHO consultation
22.
go back to reference Brazier J, Roberts J, Deverill M: The estimation of a preference-based measure of health from the SF-36. J Health Economics. 2002, 21: 271-292. 10.1016/S0167-6296(01)00130-8.CrossRef Brazier J, Roberts J, Deverill M: The estimation of a preference-based measure of health from the SF-36. J Health Economics. 2002, 21: 271-292. 10.1016/S0167-6296(01)00130-8.CrossRef
23.
go back to reference Yan LL, Daviglus ML, Liu K, Pirzada A, Garside DB, Schiffer L, et al: BMI and health-related quality of life in adults 65 years and older. Obes Res. 2004, 12: 69-76. 10.1038/oby.2004.10.CrossRefPubMed Yan LL, Daviglus ML, Liu K, Pirzada A, Garside DB, Schiffer L, et al: BMI and health-related quality of life in adults 65 years and older. Obes Res. 2004, 12: 69-76. 10.1038/oby.2004.10.CrossRefPubMed
24.
go back to reference Hassan MK, Joshi AV, Madhavan SS, Amonkar MM: Obesity and health-related quality of life: a cross-sectional analysis of the US population. Int J Obes Relat Metab Disord. 2003, 27: 1227-1232. 10.1038/sj.ijo.0802396.CrossRefPubMed Hassan MK, Joshi AV, Madhavan SS, Amonkar MM: Obesity and health-related quality of life: a cross-sectional analysis of the US population. Int J Obes Relat Metab Disord. 2003, 27: 1227-1232. 10.1038/sj.ijo.0802396.CrossRefPubMed
25.
go back to reference Castres I, Folope V, Dechelotte P, Tourny-Chollet C, Lemaitre F: Quality of life and obesity class relationships. Int J Sports Med. 2010, 31: 773-778. 10.1055/s-0030-1262830.CrossRefPubMed Castres I, Folope V, Dechelotte P, Tourny-Chollet C, Lemaitre F: Quality of life and obesity class relationships. Int J Sports Med. 2010, 31: 773-778. 10.1055/s-0030-1262830.CrossRefPubMed
26.
go back to reference Garcia-Mendizabal MJ, Carrasco JM, Perez-Gomez B, Aragones N, Guallar-Castillon P, Rodriguez-Artalejo F, et al: Role of educational level in the relationship between Body Mass Index (BMI) and health-related quality of life (HRQL) among rural Spanish women. BMC Public Health. 2009, 9: 120-10.1186/1471-2458-9-120.CrossRefPubMedPubMedCentral Garcia-Mendizabal MJ, Carrasco JM, Perez-Gomez B, Aragones N, Guallar-Castillon P, Rodriguez-Artalejo F, et al: Role of educational level in the relationship between Body Mass Index (BMI) and health-related quality of life (HRQL) among rural Spanish women. BMC Public Health. 2009, 9: 120-10.1186/1471-2458-9-120.CrossRefPubMedPubMedCentral
27.
go back to reference Ford ES, Moriarty DG, Zack MM, Mokdad AH, Chapman DP: Self-reported body mass index and health-related quality of life: findings from the behavioral risk factor surveillance system. Obes Res. 2001, 9: 21-31. 10.1038/oby.2001.4.CrossRefPubMed Ford ES, Moriarty DG, Zack MM, Mokdad AH, Chapman DP: Self-reported body mass index and health-related quality of life: findings from the behavioral risk factor surveillance system. Obes Res. 2001, 9: 21-31. 10.1038/oby.2001.4.CrossRefPubMed
28.
go back to reference Hopman WM, Berger C, Joseph L, Barr SI, Gao Y, Prior JC, et al: The association between body mass index and health-related quality of life: data from CaMos, a stratified population study. Qual Life Res. 2007, 16: 1595-1603. 10.1007/s11136-007-9273-6.CrossRefPubMed Hopman WM, Berger C, Joseph L, Barr SI, Gao Y, Prior JC, et al: The association between body mass index and health-related quality of life: data from CaMos, a stratified population study. Qual Life Res. 2007, 16: 1595-1603. 10.1007/s11136-007-9273-6.CrossRefPubMed
29.
go back to reference Friedman MA, Brownell KD: Psychological correlates of obesity: moving to the next research generation. Psychol Bull. 1995, 117: 3-20.CrossRefPubMed Friedman MA, Brownell KD: Psychological correlates of obesity: moving to the next research generation. Psychol Bull. 1995, 117: 3-20.CrossRefPubMed
30.
go back to reference Bentley TG, Palta M, Paulsen AJ, Cherepanov D, Dunham NC, Feeny D, et al: Race and gender associations between obesity and nine health-related quality-of-life measures. Qual Life Res. 2011, 20: 665-674. 10.1007/s11136-011-9878-7.CrossRefPubMed Bentley TG, Palta M, Paulsen AJ, Cherepanov D, Dunham NC, Feeny D, et al: Race and gender associations between obesity and nine health-related quality-of-life measures. Qual Life Res. 2011, 20: 665-674. 10.1007/s11136-011-9878-7.CrossRefPubMed
31.
go back to reference Lopez-Garcia E, Banegas Banegas JR, Gutierrez-Fisac JL, Perez-Regadera AG, Ganan LD, Rodriguez-Artalejo F: Relation between body weight and health-related quality of life among the elderly in Spain. IntJ Obes Relat Metab Disord. 2003, 27: 701-709. 10.1038/sj.ijo.0802275.CrossRef Lopez-Garcia E, Banegas Banegas JR, Gutierrez-Fisac JL, Perez-Regadera AG, Ganan LD, Rodriguez-Artalejo F: Relation between body weight and health-related quality of life among the elderly in Spain. IntJ Obes Relat Metab Disord. 2003, 27: 701-709. 10.1038/sj.ijo.0802275.CrossRef
32.
go back to reference Vasiljevic N, Ralevic S, Marinkovic J, Kocev N, Maksimovic M, Milosevic GS, et al: The assessment of health-related quality of life in relation to the body mass index value in the urban population of Belgrade. Health Qual Life Outcomes. 2008, 6: 106-10.1186/1477-7525-6-106.CrossRefPubMedPubMedCentral Vasiljevic N, Ralevic S, Marinkovic J, Kocev N, Maksimovic M, Milosevic GS, et al: The assessment of health-related quality of life in relation to the body mass index value in the urban population of Belgrade. Health Qual Life Outcomes. 2008, 6: 106-10.1186/1477-7525-6-106.CrossRefPubMedPubMedCentral
33.
go back to reference Sach TH, Barton GR, Doherty M, Muir KR, Jenkinson C, Avery AJ: The relationship between body mass index and health-related quality of life: comparing the EQ-5D, EuroQol VAS and SF-6D. Int J Obes. 2007, 31: 189-196. 10.1038/sj.ijo.0803365.CrossRef Sach TH, Barton GR, Doherty M, Muir KR, Jenkinson C, Avery AJ: The relationship between body mass index and health-related quality of life: comparing the EQ-5D, EuroQol VAS and SF-6D. Int J Obes. 2007, 31: 189-196. 10.1038/sj.ijo.0803365.CrossRef
34.
go back to reference Wee HL, Cheung YB, Loke WC, Tan CB, Chow MH, Li SC, et al: The association of body mass index with health-related quality of life: an exploratory study in a multiethnic Asian population. Value Health. 2008, 11: 105-114.CrossRef Wee HL, Cheung YB, Loke WC, Tan CB, Chow MH, Li SC, et al: The association of body mass index with health-related quality of life: an exploratory study in a multiethnic Asian population. Value Health. 2008, 11: 105-114.CrossRef
35.
go back to reference Fontaine KR, Barofsky I: Obesity and health-related quality of life. Obes Rev. 2001, 2: 173-182. 10.1046/j.1467-789x.2001.00032.x.CrossRefPubMed Fontaine KR, Barofsky I: Obesity and health-related quality of life. Obes Rev. 2001, 2: 173-182. 10.1046/j.1467-789x.2001.00032.x.CrossRefPubMed
36.
go back to reference Kushner RF, Foster GD: Obesity and quality of life. Nutrition. 2000, 16: 947-952. 10.1016/S0899-9007(00)00404-4.CrossRefPubMed Kushner RF, Foster GD: Obesity and quality of life. Nutrition. 2000, 16: 947-952. 10.1016/S0899-9007(00)00404-4.CrossRefPubMed
37.
go back to reference Friedman MA, Brownell KD: Psychological correlates of obesity: moving to the next research generation. PsycholBull. 1995, 117: 3-20. Friedman MA, Brownell KD: Psychological correlates of obesity: moving to the next research generation. PsycholBull. 1995, 117: 3-20.
38.
go back to reference Sarlio-Lahteenkorva S, Stunkard A, Rissanen A: Psychosocial factors and quality of life in obesity. IntJ Obes Relat Metab Disord. 1995, 19: 1-5. Sarlio-Lahteenkorva S, Stunkard A, Rissanen A: Psychosocial factors and quality of life in obesity. IntJ Obes Relat Metab Disord. 1995, 19: 1-5.
Metadata
Title
Impact of metabolic comorbidity on the association between body mass index and health-related quality of life: a Scotland-wide cross-sectional study of 5,608 participants
Authors
Zia Ul-Haq
Daniel F Mackay
Elisabeth Fenwick
Jill P Pell
Publication date
01-12-2012
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2012
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/1471-2458-12-143

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