Skip to main content
Top
Published in: BMC Public Health 1/2013

Open Access 01-12-2013 | Research article

Social and spatial patterns of obesity diffusion over three decades in a Norwegian county population: the HUNT Study

Authors: Steinar Krokstad, Linda Ernstsen, Erik R Sund, Johan Håkon Bjørngaard, Arnulf Langhammer, Kristian Midthjell, Turid Lingaas Holmen, Jostein Holmen, Håvard Thoen, Steinar Westin

Published in: BMC Public Health | Issue 1/2013

Login to get access

Abstract

Background

In order to develop effective preventive strategies, knowledge of trends in socioeconomic and geographical differences in risk factor levels is important. The objective of this study was to examine social and spatial patterns of obesity diffusion in a Norwegian population during three decades.

Methods

Data on adults aged 30–69 years from three cross-sectional health surveys eleven years apart in the Nord-Trøndelag Health Study, Norway, HUNT1 (1984–1986), HUNT2 (1995–1997) and HUNT3 (2006–2008) were utilized. Body mass index (BMI) was used as a measure of obesity. Height and weight were measured clinically. Age standardized prevalences, absolute prevalence differences and ratios, prevalence odds ratios for BMI and the Relative Index of Inequality (RII) were calculated. Multilevel statistical models were fitted for analysing geographical patterns.

Results

The prevalence of obesity was systematically higher in groups with lower socio-economic status and increased successively in all groups in the population during the three decades. The relative socioeconomic inequalities in obesity measured by level of education did not change substantially in the period. In HUNT1 (1984–86) obesity was most prevalent among low educated women (14.1%) and in HUNT3 (2006–08) among low educated men (30.4%). The RII for men changed from 2.60 to 1.91 and 2.36 in HUNT1, HUNT2 and HUNT3. In women the RIIs were 1.71, 2.28 and 2.30 correspondingly. However, the absolute obesity prevalence inequalities increased, and a geographical diffusion from central to distal districts was observed from HUNT2 to HUNT3.

Conclusions

The prevalence of obesity increased in all socioeconomic groups in this Norwegian adult county population from the 1980ies up to present time. The data did not suggest increasing relative inequalities, but increasing absolute socioeconomic differences and a geographical diffusion towards rural districts. Public health preventive strategies should be oriented to counteract the obesity epidemic in the population.
Appendix
Available only for authorised users
Literature
1.
go back to reference Drøyvold WB, Nilsen TI, Krüger Ø, Holmen TL, Krokstad S, Midthjell K, Holmen J: Change in height, weight and body mass index: longitudinal data from the HUNT study in Norway. Int J Obes (Lond). 2006, 30: 935-939. 10.1038/sj.ijo.0803178.CrossRef Drøyvold WB, Nilsen TI, Krüger Ø, Holmen TL, Krokstad S, Midthjell K, Holmen J: Change in height, weight and body mass index: longitudinal data from the HUNT study in Norway. Int J Obes (Lond). 2006, 30: 935-939. 10.1038/sj.ijo.0803178.CrossRef
2.
go back to reference Midthjell K, Lee CMY, Langhammer A, Krokstad S, Holmen TL, Hveem K, Colagiuri S, Holmen J: Trends in overweight and obesity over 22 years in a large adult population. The HUNT Study, Norway. Clinical Obesity. 2013, 3: 12-20. 10.1111/cob.12009.CrossRefPubMedPubMedCentral Midthjell K, Lee CMY, Langhammer A, Krokstad S, Holmen TL, Hveem K, Colagiuri S, Holmen J: Trends in overweight and obesity over 22 years in a large adult population. The HUNT Study, Norway. Clinical Obesity. 2013, 3: 12-20. 10.1111/cob.12009.CrossRefPubMedPubMedCentral
3.
go back to reference Finucane MM, Stevens GA, Cowan MJ, Danaei G, Lin JK, Paciorek CJ, Singh GM, Gutierrez HR, Lu Y, Bahalim AN, Farzadfar F, Riley LM, Ezzati M: National, regional, and global trends in body-mass index since 1980: systematic analysis of health examination surveys and epidemiological studies with 960 country-years and 9.1 million participants. Lancet. 2011, 377: 557-567. 10.1016/S0140-6736(10)62037-5.CrossRefPubMedPubMedCentral Finucane MM, Stevens GA, Cowan MJ, Danaei G, Lin JK, Paciorek CJ, Singh GM, Gutierrez HR, Lu Y, Bahalim AN, Farzadfar F, Riley LM, Ezzati M: National, regional, and global trends in body-mass index since 1980: systematic analysis of health examination surveys and epidemiological studies with 960 country-years and 9.1 million participants. Lancet. 2011, 377: 557-567. 10.1016/S0140-6736(10)62037-5.CrossRefPubMedPubMedCentral
4.
go back to reference Low S, Chin MC, Deurenberg-Yap M: Review on epidemic of obesity. Ann Acad Med Singapore. 2009, 38: 57-59.PubMed Low S, Chin MC, Deurenberg-Yap M: Review on epidemic of obesity. Ann Acad Med Singapore. 2009, 38: 57-59.PubMed
5.
go back to reference Hossain P, Kawar B, El Nahas M: Obesity and diabetes in the developing world–a growing challenge. N Engl J Med. 2007, 356: 213-215. 10.1056/NEJMp068177.CrossRefPubMed Hossain P, Kawar B, El Nahas M: Obesity and diabetes in the developing world–a growing challenge. N Engl J Med. 2007, 356: 213-215. 10.1056/NEJMp068177.CrossRefPubMed
6.
go back to reference Pampel FC, Denney JT, Krueger PM: Obesity, SES, and economic development: a test of the reversal hypothesis. Soc Sci Med. 2012, 74: 1073-1081. 10.1016/j.socscimed.2011.12.028.CrossRefPubMedPubMedCentral Pampel FC, Denney JT, Krueger PM: Obesity, SES, and economic development: a test of the reversal hypothesis. Soc Sci Med. 2012, 74: 1073-1081. 10.1016/j.socscimed.2011.12.028.CrossRefPubMedPubMedCentral
7.
go back to reference McLaren L: Socioeconomic status and obesity. Epidemiol Rev. 2007, 29: 29-48. 10.1093/epirev/mxm001.CrossRefPubMed McLaren L: Socioeconomic status and obesity. Epidemiol Rev. 2007, 29: 29-48. 10.1093/epirev/mxm001.CrossRefPubMed
8.
go back to reference Rose G: Sick individuals and sick populations. Int J Epidemiol. 2001, 30: 427-432. 10.1093/ije/30.3.427.CrossRefPubMed Rose G: Sick individuals and sick populations. Int J Epidemiol. 2001, 30: 427-432. 10.1093/ije/30.3.427.CrossRefPubMed
9.
go back to reference Ball K, Crawford D: Socioeconomic status and weight change in adults: a review. Soc Sci Med. 2005, 60: 1987-2010. 10.1016/j.socscimed.2004.08.056.CrossRefPubMed Ball K, Crawford D: Socioeconomic status and weight change in adults: a review. Soc Sci Med. 2005, 60: 1987-2010. 10.1016/j.socscimed.2004.08.056.CrossRefPubMed
10.
go back to reference Jones-Smith JC, Gordon-Larsen P, Siddiqi A, Popkin BM: Cross-national comparisons of time trends in overweight inequality by socioeconomic status among women using repeated cross-sectional surveys from 37 developing countries, 1989–2007. Am J Epidemiol. 2011, 173: 667-675. 10.1093/aje/kwq428.CrossRefPubMedPubMedCentral Jones-Smith JC, Gordon-Larsen P, Siddiqi A, Popkin BM: Cross-national comparisons of time trends in overweight inequality by socioeconomic status among women using repeated cross-sectional surveys from 37 developing countries, 1989–2007. Am J Epidemiol. 2011, 173: 667-675. 10.1093/aje/kwq428.CrossRefPubMedPubMedCentral
11.
go back to reference Zhang Q, Wang Y: Trends in the association between obesity and socioeconomic status in U.S. adults: 1971 to 2000. Obes Res. 2004, 12: 1622-1632. 10.1038/oby.2004.202.CrossRefPubMed Zhang Q, Wang Y: Trends in the association between obesity and socioeconomic status in U.S. adults: 1971 to 2000. Obes Res. 2004, 12: 1622-1632. 10.1038/oby.2004.202.CrossRefPubMed
12.
go back to reference Charafeddine R, Van Oyen H, Demarest S: Trends in social inequalities in obesity: Belgium, 1997 to 2004. Prev Med. 2009, 48: 54-58. 10.1016/j.ypmed.2008.09.010.CrossRefPubMed Charafeddine R, Van Oyen H, Demarest S: Trends in social inequalities in obesity: Belgium, 1997 to 2004. Prev Med. 2009, 48: 54-58. 10.1016/j.ypmed.2008.09.010.CrossRefPubMed
13.
go back to reference Peltonen M, Huhtasaari F, Stegmayr B, Lundberg V, Asplund K: Secular trends in social patterning of cardiovascular risk factor levels in Sweden. The Northern Sweden MONICA Study 1986–1994. Multinational monitoring of trends and determinants in cardiovascular disease. J Intern Med. 1998, 244: 1-9.CrossRefPubMed Peltonen M, Huhtasaari F, Stegmayr B, Lundberg V, Asplund K: Secular trends in social patterning of cardiovascular risk factor levels in Sweden. The Northern Sweden MONICA Study 1986–1994. Multinational monitoring of trends and determinants in cardiovascular disease. J Intern Med. 1998, 244: 1-9.CrossRefPubMed
14.
go back to reference Eek F, Östergren PO: Factors associated with BMI change over five years in a Swedish adult population. Results from the Scania Public Health Cohort Study. Scand J Public Health. 2009, 37: 532-544. 10.1177/1403494809104359.CrossRefPubMed Eek F, Östergren PO: Factors associated with BMI change over five years in a Swedish adult population. Results from the Scania Public Health Cohort Study. Scand J Public Health. 2009, 37: 532-544. 10.1177/1403494809104359.CrossRefPubMed
15.
go back to reference Icks A, Moebus S, Feuersenger A, Haastert B, Jockel KH, Mielck A, Giani G: Widening of a social gradient in obesity risk? German national health surveys 1990 and 1998. Eur J Epidemiol. 2007, 22: 685-690. 10.1007/s10654-007-9170-x.CrossRefPubMed Icks A, Moebus S, Feuersenger A, Haastert B, Jockel KH, Mielck A, Giani G: Widening of a social gradient in obesity risk? German national health surveys 1990 and 1998. Eur J Epidemiol. 2007, 22: 685-690. 10.1007/s10654-007-9170-x.CrossRefPubMed
16.
go back to reference Christakis NA, Fowler JH: The spread of obesity in a large social network over 32 years. N Engl J Med. 2007, 357: 370-379. 10.1056/NEJMsa066082.CrossRefPubMed Christakis NA, Fowler JH: The spread of obesity in a large social network over 32 years. N Engl J Med. 2007, 357: 370-379. 10.1056/NEJMsa066082.CrossRefPubMed
17.
go back to reference Rogers EM: Diffusion of innovations. 2003, New York: The Free Press Rogers EM: Diffusion of innovations. 2003, New York: The Free Press
18.
go back to reference Aase A, Almås R: The diffusion of cardiovascular disease in the Norwegian farming community: a combination of morbidity and mortality data. Soc Sci Med. 1989, 29: 1027-1033. 10.1016/0277-9536(89)90060-9.CrossRefPubMed Aase A, Almås R: The diffusion of cardiovascular disease in the Norwegian farming community: a combination of morbidity and mortality data. Soc Sci Med. 1989, 29: 1027-1033. 10.1016/0277-9536(89)90060-9.CrossRefPubMed
19.
go back to reference Lopez AD, Collishaw NE, Piha T: A descriptive model of cigarette epidemic in developed countries. Tob Control. 1994, 3: 242-247. 10.1136/tc.3.3.242.CrossRefPubMedCentral Lopez AD, Collishaw NE, Piha T: A descriptive model of cigarette epidemic in developed countries. Tob Control. 1994, 3: 242-247. 10.1136/tc.3.3.242.CrossRefPubMedCentral
20.
go back to reference Cavelaars AE, Kunst AE, Geurts JJ, Crialesi R, Grotvedt L, Helmert U, Lahelma E, Lundberg O, Matheson J, Mielck A, Rasmussen NK, Regidor E, do Rosàrio-Giraldes M, Spuhler T, Mackenbach J: Educational differences in smoking: international comparison. BMJ. 2000, 320: 1102-1107. 10.1136/bmj.320.7242.1102.CrossRefPubMedPubMedCentral Cavelaars AE, Kunst AE, Geurts JJ, Crialesi R, Grotvedt L, Helmert U, Lahelma E, Lundberg O, Matheson J, Mielck A, Rasmussen NK, Regidor E, do Rosàrio-Giraldes M, Spuhler T, Mackenbach J: Educational differences in smoking: international comparison. BMJ. 2000, 320: 1102-1107. 10.1136/bmj.320.7242.1102.CrossRefPubMedPubMedCentral
21.
go back to reference Huisman M, Kunst AE, Bopp M, Borgan JK, Borrell C, Costa G, Deboosere P, Gadeyne S, Glickman M, Marinacci C, Minder C, Regidor E, Valkonen T, Mackenbach JP: Educational inequalities in cause-specific mortality in middle-aged and older men and women in eight Western European populations. Lancet. 2005, 365: 493-500.CrossRefPubMed Huisman M, Kunst AE, Bopp M, Borgan JK, Borrell C, Costa G, Deboosere P, Gadeyne S, Glickman M, Marinacci C, Minder C, Regidor E, Valkonen T, Mackenbach JP: Educational inequalities in cause-specific mortality in middle-aged and older men and women in eight Western European populations. Lancet. 2005, 365: 493-500.CrossRefPubMed
22.
go back to reference Pampel FC: Cigarette diffusion and sex differences in smoking. J Health Soc Behav. 2001, 42: 388-404. 10.2307/3090186.CrossRefPubMed Pampel FC: Cigarette diffusion and sex differences in smoking. J Health Soc Behav. 2001, 42: 388-404. 10.2307/3090186.CrossRefPubMed
24.
go back to reference Cutchin MP: The need for the “new health geography” in epidemiologic studies of environment and health. Health Place. 2007, 13: 725-742. 10.1016/j.healthplace.2006.11.003.CrossRefPubMedPubMedCentral Cutchin MP: The need for the “new health geography” in epidemiologic studies of environment and health. Health Place. 2007, 13: 725-742. 10.1016/j.healthplace.2006.11.003.CrossRefPubMedPubMedCentral
25.
go back to reference Idris BI, Giskes K, Borrell C, Benach J, Costa G, Federico B, Helakorpi S, Helmert U, Lahelma E, Moussa KM, Ostergren PO, Prättälä R, Rasmussen NK, Mackenbach JP, Kunst AE: Higher smoking prevalence in urban compared to non-urban areas: time trends in six European countries. Health Place. 2007, 13: 702-712. 10.1016/j.healthplace.2006.11.001.CrossRefPubMed Idris BI, Giskes K, Borrell C, Benach J, Costa G, Federico B, Helakorpi S, Helmert U, Lahelma E, Moussa KM, Ostergren PO, Prättälä R, Rasmussen NK, Mackenbach JP, Kunst AE: Higher smoking prevalence in urban compared to non-urban areas: time trends in six European countries. Health Place. 2007, 13: 702-712. 10.1016/j.healthplace.2006.11.001.CrossRefPubMed
26.
go back to reference Krokstad S, Magnus P, Skrondal A, Westin S: The importance of social characteristics of communities for the medically based disability pension. Eur J Publ Health. 2004, 14: 406-412. 10.1093/eurpub/14.4.406.CrossRef Krokstad S, Magnus P, Skrondal A, Westin S: The importance of social characteristics of communities for the medically based disability pension. Eur J Publ Health. 2004, 14: 406-412. 10.1093/eurpub/14.4.406.CrossRef
27.
go back to reference Krokstad S, Langhammer A, Hveem K, Holmen T, Midthjell K, Stene T, Bratberg G, Heggland J, Holmen J: Cohort Profile: The HUNT Study, Norway. Int J Epidemiol. 2012, 42: 968-77.CrossRefPubMed Krokstad S, Langhammer A, Hveem K, Holmen T, Midthjell K, Stene T, Bratberg G, Heggland J, Holmen J: Cohort Profile: The HUNT Study, Norway. Int J Epidemiol. 2012, 42: 968-77.CrossRefPubMed
28.
go back to reference OECD: Handbook for internationally comparative education statistics: concepts, standards, definitions and classifications. 2004, Paris: OECD Publishing OECD: Handbook for internationally comparative education statistics: concepts, standards, definitions and classifications. 2004, Paris: OECD Publishing
30.
go back to reference Wagstaff A, Paci P, van Doorslaer E: On the measurement of inequalities in health. Soc Sci Med. 1991, 33: 545-557. 10.1016/0277-9536(91)90212-U.CrossRefPubMed Wagstaff A, Paci P, van Doorslaer E: On the measurement of inequalities in health. Soc Sci Med. 1991, 33: 545-557. 10.1016/0277-9536(91)90212-U.CrossRefPubMed
31.
go back to reference Subramanian SV, Jones K, Duncan C: Multilevel methods for public health research. Neighborhoods and health. Edited by: Kawachi I, Berkman LF. 2003, Oxford: Oxford University Press Inc Subramanian SV, Jones K, Duncan C: Multilevel methods for public health research. Neighborhoods and health. Edited by: Kawachi I, Berkman LF. 2003, Oxford: Oxford University Press Inc
32.
go back to reference Rasbash J, Charlton C, Browne WJ, Healy M, Camron B: MLwinN Version 2.1. 2009, Bristol: Centre for Multilevel Modelling, University of Bristol Rasbash J, Charlton C, Browne WJ, Healy M, Camron B: MLwinN Version 2.1. 2009, Bristol: Centre for Multilevel Modelling, University of Bristol
33.
go back to reference Langhammer A, Krokstad S, Romundstad P, Heggland J, Holmen J: The HUNT study: participation is associated with survival and depends on socioeconomic status, diseases and symptoms. BMC Med Res Methodol. 2012, 12: 143-10.1186/1471-2288-12-143.CrossRefPubMedPubMedCentral Langhammer A, Krokstad S, Romundstad P, Heggland J, Holmen J: The HUNT study: participation is associated with survival and depends on socioeconomic status, diseases and symptoms. BMC Med Res Methodol. 2012, 12: 143-10.1186/1471-2288-12-143.CrossRefPubMedPubMedCentral
34.
go back to reference Diez-Roux AV: Estimating neighborhood health effects: the challenges of causal inference in a complex world. Soc Sci Med. 2004, 58: 1953-1960. 10.1016/S0277-9536(03)00414-3.CrossRefPubMed Diez-Roux AV: Estimating neighborhood health effects: the challenges of causal inference in a complex world. Soc Sci Med. 2004, 58: 1953-1960. 10.1016/S0277-9536(03)00414-3.CrossRefPubMed
35.
go back to reference Caban-Martinez AJ, Lee DJ, Fleming LE, LeBlanc WG, Arheart KL, Chung-Bridges K, Christ SL, McCollister KE, Pitman T: Leisure-time physical activity levels of the US workforce. Prev Med. 2007, 44: 432-436. 10.1016/j.ypmed.2006.12.017.CrossRefPubMed Caban-Martinez AJ, Lee DJ, Fleming LE, LeBlanc WG, Arheart KL, Chung-Bridges K, Christ SL, McCollister KE, Pitman T: Leisure-time physical activity levels of the US workforce. Prev Med. 2007, 44: 432-436. 10.1016/j.ypmed.2006.12.017.CrossRefPubMed
36.
go back to reference Droomers M, Schrijvers CT, van de Mheen H, Mackenbach JP: Educational differences in leisure-time physical inactivity: a descriptive and explanatory study. Soc Sci Med. 1998, 47: 1665-1676. 10.1016/S0277-9536(98)00272-X.CrossRefPubMed Droomers M, Schrijvers CT, van de Mheen H, Mackenbach JP: Educational differences in leisure-time physical inactivity: a descriptive and explanatory study. Soc Sci Med. 1998, 47: 1665-1676. 10.1016/S0277-9536(98)00272-X.CrossRefPubMed
37.
go back to reference Giskes K, Avendano M, Brug J, Kunst AE: A systematic review of studies on socioeconomic inequalities in dietary intakes associated with weight gain and overweight/obesity conducted among European adults. Obes Rev. 2009, 11: 413-429. 10.1111/j.1467-789X.2009.00658.x.CrossRefPubMed Giskes K, Avendano M, Brug J, Kunst AE: A systematic review of studies on socioeconomic inequalities in dietary intakes associated with weight gain and overweight/obesity conducted among European adults. Obes Rev. 2009, 11: 413-429. 10.1111/j.1467-789X.2009.00658.x.CrossRefPubMed
38.
go back to reference Nilsen SM, Krokstad S, Holmen TL, Westin S: Adolescents’ health-related dietary patterns by parental socio-economic position, The Nord-Trøndelag Health Study (HUNT). Eur J Public Health. 2010, 20: 299-305. 10.1093/eurpub/ckp137.CrossRefPubMed Nilsen SM, Krokstad S, Holmen TL, Westin S: Adolescents’ health-related dietary patterns by parental socio-economic position, The Nord-Trøndelag Health Study (HUNT). Eur J Public Health. 2010, 20: 299-305. 10.1093/eurpub/ckp137.CrossRefPubMed
Metadata
Title
Social and spatial patterns of obesity diffusion over three decades in a Norwegian county population: the HUNT Study
Authors
Steinar Krokstad
Linda Ernstsen
Erik R Sund
Johan Håkon Bjørngaard
Arnulf Langhammer
Kristian Midthjell
Turid Lingaas Holmen
Jostein Holmen
Håvard Thoen
Steinar Westin
Publication date
01-12-2013
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2013
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/1471-2458-13-973

Other articles of this Issue 1/2013

BMC Public Health 1/2013 Go to the issue