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Published in: BMC Public Health 1/2013

Open Access 01-12-2013 | Research article

A case-control study of physical activity patterns and risk of non-fatal myocardial infarction

Authors: Jian Gong, Hannia Campos, Joseph Mark A Fiecas, Stephen T McGarvey, Robert Goldberg, Caroline Richardson, Ana Baylin

Published in: BMC Public Health | Issue 1/2013

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Abstract

Background

The interactive effects of different types of physical activity on cardiovascular disease (CVD) risk have not been fully considered in previous studies. We aimed to identify physical activity patterns that take into account combinations of physical activities and examine the association between derived physical activity patterns and risk of acute myocardial infarction (AMI).

Methods

We examined the relationship between physical activity patterns, identified by principal component analysis (PCA), and AMI risk in a case-control study of myocardial infarction in Costa Rica (N=4172), 1994-2004. The component scores derived from PCA and total METS were used in natural cubic spline models to assess the association between physical activity and AMI risk.

Results

Four physical activity patterns were retained from PCA that were characterized as the rest/sleep, agricultural job, light indoor activity, and manual labor job patterns. The light indoor activity and rest/sleep patterns showed an inverse linear relation (P for linearity=0.001) and a U-shaped association (P for non-linearity=0.03) with AMI risk, respectively. There was an inverse association between total activity-related energy expenditure and AMI risk but it reached a plateau at high levels of physical activity (P for non-linearity=0.01).

Conclusions

These data suggest that a light indoor activity pattern is associated with reduced AMI risk. PCA provides a new approach to investigate the relationship between physical activity and CVD risk.
Appendix
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Literature
1.
go back to reference Kokkinos P, Myers J, Kokkinos JP, Pittaras A, Narayan P, Manolis A, Karasik P, Greenberg M, Papademetriou V, Singh S: Exercise capacity and mortality in black and white men. Circulation. 2008, 117 (5): 614-622. 10.1161/CIRCULATIONAHA.107.734764.CrossRefPubMed Kokkinos P, Myers J, Kokkinos JP, Pittaras A, Narayan P, Manolis A, Karasik P, Greenberg M, Papademetriou V, Singh S: Exercise capacity and mortality in black and white men. Circulation. 2008, 117 (5): 614-622. 10.1161/CIRCULATIONAHA.107.734764.CrossRefPubMed
2.
go back to reference Manson JE, Hu FB, Rich-Edwards JW, Colditz GA, Stampfer MJ, Willett WC, Speizer FE, Hennekens CH: A prospective study of walking as compared with vigorous exercise in the prevention of coronary heart disease in women. N Engl J Med. 1999, 341 (9): 650-658. 10.1056/NEJM199908263410904.CrossRefPubMed Manson JE, Hu FB, Rich-Edwards JW, Colditz GA, Stampfer MJ, Willett WC, Speizer FE, Hennekens CH: A prospective study of walking as compared with vigorous exercise in the prevention of coronary heart disease in women. N Engl J Med. 1999, 341 (9): 650-658. 10.1056/NEJM199908263410904.CrossRefPubMed
3.
go back to reference Myers J, Prakash M, Froelicher V, Do D, Partington S, Atwood JE: Exercise capacity and mortality among men referred for exercise testing. N Engl J Med. 2002, 346 (11): 793-801. 10.1056/NEJMoa011858.CrossRefPubMed Myers J, Prakash M, Froelicher V, Do D, Partington S, Atwood JE: Exercise capacity and mortality among men referred for exercise testing. N Engl J Med. 2002, 346 (11): 793-801. 10.1056/NEJMoa011858.CrossRefPubMed
4.
go back to reference Oguma Y, Shinoda-Tagawa T: Physical activity decreases cardiovascular disease risk in women: review and meta-analysis. Am J Prev Med. 2004, 26 (5): 407-418. 10.1016/j.amepre.2004.02.007.CrossRefPubMed Oguma Y, Shinoda-Tagawa T: Physical activity decreases cardiovascular disease risk in women: review and meta-analysis. Am J Prev Med. 2004, 26 (5): 407-418. 10.1016/j.amepre.2004.02.007.CrossRefPubMed
5.
go back to reference Sofi F, Capalbo A, Cesari F, Abbate R, Gensini GF: Physical activity during leisure time and primary prevention of coronary heart disease: an updated meta-analysis of cohort studies. Eur J Cardiovasc Prev Rehabil. 2008, 15 (3): 247-257. 10.1097/HJR.0b013e3282f232ac.CrossRefPubMed Sofi F, Capalbo A, Cesari F, Abbate R, Gensini GF: Physical activity during leisure time and primary prevention of coronary heart disease: an updated meta-analysis of cohort studies. Eur J Cardiovasc Prev Rehabil. 2008, 15 (3): 247-257. 10.1097/HJR.0b013e3282f232ac.CrossRefPubMed
6.
go back to reference Physical Activity Guidelines Advisory Committee Report: Physical Activity Guidelines advisory Committee. 2008, Physical Activity Guidelines advisory Committee Physical Activity Guidelines Advisory Committee Report: Physical Activity Guidelines advisory Committee. 2008, Physical Activity Guidelines advisory Committee
7.
go back to reference Barengo NC, Hu G, Lakka TA, Pekkarinen H, Nissinen A, Tuomilehto J: Low physical activity as a predictor for total and cardiovascular disease mortality in middle-aged men and women in Finland. Eur Heart J. 2004, 25 (24): 2204-2211. 10.1016/j.ehj.2004.10.009.CrossRefPubMed Barengo NC, Hu G, Lakka TA, Pekkarinen H, Nissinen A, Tuomilehto J: Low physical activity as a predictor for total and cardiovascular disease mortality in middle-aged men and women in Finland. Eur Heart J. 2004, 25 (24): 2204-2211. 10.1016/j.ehj.2004.10.009.CrossRefPubMed
8.
go back to reference Boreham CA, Kennedy RA, Murphy MH, Tully M, Wallace WF, Young I: Training effects of short bouts of stair climbing on cardiorespiratory fitness, blood lipids, and homocysteine in sedentary young women. Br J Sports Med. 2005, 39 (9): 590-593. 10.1136/bjsm.2002.001131.CrossRefPubMedPubMedCentral Boreham CA, Kennedy RA, Murphy MH, Tully M, Wallace WF, Young I: Training effects of short bouts of stair climbing on cardiorespiratory fitness, blood lipids, and homocysteine in sedentary young women. Br J Sports Med. 2005, 39 (9): 590-593. 10.1136/bjsm.2002.001131.CrossRefPubMedPubMedCentral
9.
go back to reference Fransson E, De Faire U, Ahlbom A, Reuterwall C, Hallqvist J, Alfredsson L: The risk of acute myocardial infarction: interactions of types of physical activity. Epidemiology. 2004, 15 (5): 573-582. 10.1097/01.ede.0000134865.74261.fe.CrossRefPubMed Fransson E, De Faire U, Ahlbom A, Reuterwall C, Hallqvist J, Alfredsson L: The risk of acute myocardial infarction: interactions of types of physical activity. Epidemiology. 2004, 15 (5): 573-582. 10.1097/01.ede.0000134865.74261.fe.CrossRefPubMed
10.
go back to reference Fransson EI, Alfredsson LS, de Faire UH, Knutsson A, Westerholm PJ: Leisure time, occupational and household physical activity, and risk factors for cardiovascular disease in working men and women: the WOLF study. Scand J Public Health. 2003, 31 (5): 324-333. 10.1080/14034940210165055.CrossRefPubMed Fransson EI, Alfredsson LS, de Faire UH, Knutsson A, Westerholm PJ: Leisure time, occupational and household physical activity, and risk factors for cardiovascular disease in working men and women: the WOLF study. Scand J Public Health. 2003, 31 (5): 324-333. 10.1080/14034940210165055.CrossRefPubMed
11.
go back to reference Stamatakis E, Hamer M, Lawlor DA: Physical activity, mortality, and cardiovascular disease: is domestic physical activity beneficial? The Scottish Health Survey -- 1995, 1998, and 2003. Am J Epidemiol. 2009, 169 (10): 1191-1200. 10.1093/aje/kwp042.CrossRefPubMed Stamatakis E, Hamer M, Lawlor DA: Physical activity, mortality, and cardiovascular disease: is domestic physical activity beneficial? The Scottish Health Survey -- 1995, 1998, and 2003. Am J Epidemiol. 2009, 169 (10): 1191-1200. 10.1093/aje/kwp042.CrossRefPubMed
12.
go back to reference Yu S, Yarnell JW, Sweetnam PM, Murray L: What level of physical activity protects against premature cardiovascular death? The Caerphilly study. Heart. 2003, 89 (5): 502-506. 10.1136/heart.89.5.502.CrossRefPubMedPubMedCentral Yu S, Yarnell JW, Sweetnam PM, Murray L: What level of physical activity protects against premature cardiovascular death? The Caerphilly study. Heart. 2003, 89 (5): 502-506. 10.1136/heart.89.5.502.CrossRefPubMedPubMedCentral
13.
go back to reference Johnson RA, Wichern DW: Principal components. Applied multivariate statistical analysis. Edited by: Johnson RA, Wichern DW. 2002, Upper Saddle River, N.J: Prentice Hall, 767-5 Johnson RA, Wichern DW: Principal components. Applied multivariate statistical analysis. Edited by: Johnson RA, Wichern DW. 2002, Upper Saddle River, N.J: Prentice Hall, 767-5
14.
go back to reference Baylin A, Kabagambe EK, Ascherio A, Spiegelman D, Campos H: Adipose tissue alpha-linolenic acid and nonfatal acute myocardial infarction in Costa Rica. Circulation. 2003, 107 (12): 1586-1591. 10.1161/01.CIR.0000058165.81208.C6.CrossRefPubMed Baylin A, Kabagambe EK, Ascherio A, Spiegelman D, Campos H: Adipose tissue alpha-linolenic acid and nonfatal acute myocardial infarction in Costa Rica. Circulation. 2003, 107 (12): 1586-1591. 10.1161/01.CIR.0000058165.81208.C6.CrossRefPubMed
15.
go back to reference Campos H, Siles X: Siesta and the risk of coronary heart disease: results from a population-based, case-control study in Costa Rica. Int J Epidemiol. 2000, 29 (3): 429-437. 10.1093/ije/29.3.429.CrossRefPubMed Campos H, Siles X: Siesta and the risk of coronary heart disease: results from a population-based, case-control study in Costa Rica. Int J Epidemiol. 2000, 29 (3): 429-437. 10.1093/ije/29.3.429.CrossRefPubMed
16.
go back to reference Tunstall-Pedoe H, Kuulasmaa K, Amouyel P, Arveiler D, Rajakangas AM, Pajak A: Myocardial infarction and coronary deaths in the World Health Organization MONICA Project. Registration procedures, event rates, and case-fatality rates in 38 populations from 21 countries in four continents. Circulation. 1994, 90 (1): 583-612. 10.1161/01.CIR.90.1.583.CrossRefPubMed Tunstall-Pedoe H, Kuulasmaa K, Amouyel P, Arveiler D, Rajakangas AM, Pajak A: Myocardial infarction and coronary deaths in the World Health Organization MONICA Project. Registration procedures, event rates, and case-fatality rates in 38 populations from 21 countries in four continents. Circulation. 1994, 90 (1): 583-612. 10.1161/01.CIR.90.1.583.CrossRefPubMed
17.
go back to reference Campos H, Mata L, Siles X, Vives M, Ordovas JM, Schaefer EJ: Prevalence of cardiovascular risk factors in rural and urban Costa Rica. Circulation. 1992, 85 (2): 648-658. 10.1161/01.CIR.85.2.648.CrossRefPubMed Campos H, Mata L, Siles X, Vives M, Ordovas JM, Schaefer EJ: Prevalence of cardiovascular risk factors in rural and urban Costa Rica. Circulation. 1992, 85 (2): 648-658. 10.1161/01.CIR.85.2.648.CrossRefPubMed
18.
go back to reference Campos H, Bailey SM, Gussak LS, Siles X, Ordovas JM, Schaefer EJ: Relations of body habitus, fitness level, and cardiovascular risk factors including lipoproteins and apolipoproteins in a rural and urban Costa Rican population. Arterioscler Thromb. 1991, 11 (4): 1077-1088. 10.1161/01.ATV.11.4.1077.CrossRefPubMed Campos H, Bailey SM, Gussak LS, Siles X, Ordovas JM, Schaefer EJ: Relations of body habitus, fitness level, and cardiovascular risk factors including lipoproteins and apolipoproteins in a rural and urban Costa Rican population. Arterioscler Thromb. 1991, 11 (4): 1077-1088. 10.1161/01.ATV.11.4.1077.CrossRefPubMed
19.
go back to reference Durrleman S, Simon R: Flexible regression models with cubic splines. Stat Med. 1989, 8 (5): 551-561. 10.1002/sim.4780080504.CrossRefPubMed Durrleman S, Simon R: Flexible regression models with cubic splines. Stat Med. 1989, 8 (5): 551-561. 10.1002/sim.4780080504.CrossRefPubMed
20.
go back to reference Ruppert D, Wand MP, Carroll RJ: Semiparametric regression. 2003, New York: Cambridge University PressCrossRef Ruppert D, Wand MP, Carroll RJ: Semiparametric regression. 2003, New York: Cambridge University PressCrossRef
21.
go back to reference Herndon JE, Harrell FE: The restricted cubic spline as baseline hazard in the proportional hazards model with step function time-dependent covariables. Stat Med. 1995, 14 (19): 2119-2129. 10.1002/sim.4780141906.CrossRefPubMed Herndon JE, Harrell FE: The restricted cubic spline as baseline hazard in the proportional hazards model with step function time-dependent covariables. Stat Med. 1995, 14 (19): 2119-2129. 10.1002/sim.4780141906.CrossRefPubMed
22.
go back to reference Govindarajulu US, Spiegelman D, Thurston SW, Ganguli B, Eisen EA: Comparing smoothing techniques in Cox models for exposure-response relationships. Stat Med. 2007, 26 (20): 3735-3752. 10.1002/sim.2848.CrossRefPubMed Govindarajulu US, Spiegelman D, Thurston SW, Ganguli B, Eisen EA: Comparing smoothing techniques in Cox models for exposure-response relationships. Stat Med. 2007, 26 (20): 3735-3752. 10.1002/sim.2848.CrossRefPubMed
23.
go back to reference Willett W: Nutritional epidemiology. 1998, New York: Oxford University Press, 2CrossRef Willett W: Nutritional epidemiology. 1998, New York: Oxford University Press, 2CrossRef
24.
go back to reference Meisinger C, Heier M, Lowel H, Schneider A, Doring A: Sleep duration and sleep complaints and risk of myocardial infarction in middle-aged men and women from the general population: the MONICA/KORA Augsburg cohort study. Sleep. 2007, 30 (9): 1121-1127.PubMedPubMedCentral Meisinger C, Heier M, Lowel H, Schneider A, Doring A: Sleep duration and sleep complaints and risk of myocardial infarction in middle-aged men and women from the general population: the MONICA/KORA Augsburg cohort study. Sleep. 2007, 30 (9): 1121-1127.PubMedPubMedCentral
25.
go back to reference Ayas NT, White DP, Manson JE, Stampfer MJ, Speizer FE, Malhotra A, Hu FB: A prospective study of sleep duration and coronary heart disease in women. Arch Intern Med. 2003, 163 (2): 205-209. 10.1001/archinte.163.2.205.CrossRefPubMed Ayas NT, White DP, Manson JE, Stampfer MJ, Speizer FE, Malhotra A, Hu FB: A prospective study of sleep duration and coronary heart disease in women. Arch Intern Med. 2003, 163 (2): 205-209. 10.1001/archinte.163.2.205.CrossRefPubMed
26.
go back to reference Qureshi AI, Giles WH, Croft JB, Bliwise DL: Habitual sleep patterns and risk for stroke and coronary heart disease: a 10-year follow-up from NHANES I. Neurology. 1997, 48 (4): 904-911. 10.1212/WNL.48.4.904.CrossRefPubMed Qureshi AI, Giles WH, Croft JB, Bliwise DL: Habitual sleep patterns and risk for stroke and coronary heart disease: a 10-year follow-up from NHANES I. Neurology. 1997, 48 (4): 904-911. 10.1212/WNL.48.4.904.CrossRefPubMed
27.
go back to reference Chen JC, Brunner RL, Ren H, Wassertheil-Smoller S, Larson JC, Levine DW, Allison M, Naughton MJ, Stefanick ML: Sleep duration and risk of ischemic stroke in postmenopausal women. Stroke. 2008, 39 (12): 3185-3192. 10.1161/STROKEAHA.108.521773.CrossRefPubMedPubMedCentral Chen JC, Brunner RL, Ren H, Wassertheil-Smoller S, Larson JC, Levine DW, Allison M, Naughton MJ, Stefanick ML: Sleep duration and risk of ischemic stroke in postmenopausal women. Stroke. 2008, 39 (12): 3185-3192. 10.1161/STROKEAHA.108.521773.CrossRefPubMedPubMedCentral
28.
go back to reference Ohayon MM: From wakefulness to excessive sleepiness: what we know and still need to know. Sleep Med Rev. 2008, 12 (2): 129-141. 10.1016/j.smrv.2008.01.001.CrossRefPubMedPubMedCentral Ohayon MM: From wakefulness to excessive sleepiness: what we know and still need to know. Sleep Med Rev. 2008, 12 (2): 129-141. 10.1016/j.smrv.2008.01.001.CrossRefPubMedPubMedCentral
29.
go back to reference Salonen JT, Slater JS, Tuomilehto J, Rauramaa R: Leisure time and occupational physical activity: risk of death from ischemic heart disease. Am J Epidemiol. 1988, 127 (1): 87-94.PubMed Salonen JT, Slater JS, Tuomilehto J, Rauramaa R: Leisure time and occupational physical activity: risk of death from ischemic heart disease. Am J Epidemiol. 1988, 127 (1): 87-94.PubMed
31.
go back to reference Rosengren A, Wilhelmsen L: Physical activity protects against coronary death and deaths from all causes in middle-aged men. Evidence from a 20-year follow-up of the primary prevention study in Goteborg. Ann Epidemiol. 1997, 7 (1): 69-75. 10.1016/S1047-2797(96)00106-8.CrossRefPubMed Rosengren A, Wilhelmsen L: Physical activity protects against coronary death and deaths from all causes in middle-aged men. Evidence from a 20-year follow-up of the primary prevention study in Goteborg. Ann Epidemiol. 1997, 7 (1): 69-75. 10.1016/S1047-2797(96)00106-8.CrossRefPubMed
32.
go back to reference Wagner A, Simon C, Evans A, Ferrieres J, Montaye M, Ducimetiere P, Arveiler D: Physical activity and coronary event incidence in Northern Ireland and France: the Prospective Epidemiological Study of Myocardial Infarction (PRIME). Circulation. 2002, 105 (19): 2247-2252. 10.1161/01.CIR.0000016345.58696.4F.CrossRefPubMed Wagner A, Simon C, Evans A, Ferrieres J, Montaye M, Ducimetiere P, Arveiler D: Physical activity and coronary event incidence in Northern Ireland and France: the Prospective Epidemiological Study of Myocardial Infarction (PRIME). Circulation. 2002, 105 (19): 2247-2252. 10.1161/01.CIR.0000016345.58696.4F.CrossRefPubMed
33.
go back to reference Stender M, Hense HW, Doring A, Keil U: Physical activity at work and cardiovascular disease risk: results from the MONICA Augsburg study. Int J Epidemiol. 1993, 22 (4): 644-650. 10.1093/ije/22.4.644.CrossRefPubMed Stender M, Hense HW, Doring A, Keil U: Physical activity at work and cardiovascular disease risk: results from the MONICA Augsburg study. Int J Epidemiol. 1993, 22 (4): 644-650. 10.1093/ije/22.4.644.CrossRefPubMed
34.
go back to reference Tuomi K: Characteristics of work and life predicting coronary heart disease. Finnish research project on aging workers. Soc Sci Med. 1994, 38 (11): 1509-1519. 10.1016/0277-9536(94)90113-9.CrossRefPubMed Tuomi K: Characteristics of work and life predicting coronary heart disease. Finnish research project on aging workers. Soc Sci Med. 1994, 38 (11): 1509-1519. 10.1016/0277-9536(94)90113-9.CrossRefPubMed
35.
go back to reference Lees SJ, Booth FW: Sedentary death syndrome. Can J Appl Physiol. 2004, 29 (4): 447-460. 10.1139/h04-029. discussion 444-446CrossRefPubMed Lees SJ, Booth FW: Sedentary death syndrome. Can J Appl Physiol. 2004, 29 (4): 447-460. 10.1139/h04-029. discussion 444-446CrossRefPubMed
36.
go back to reference Kesaniemi YK, Danforth E, Jensen MD, Kopelman PG, Lefebvre P, Reeder BA: Dose-response issues concerning physical activity and health: an evidence-based symposium. Med Sci Sports Exerc. 2001, 33 (6 Suppl): S351-358.PubMed Kesaniemi YK, Danforth E, Jensen MD, Kopelman PG, Lefebvre P, Reeder BA: Dose-response issues concerning physical activity and health: an evidence-based symposium. Med Sci Sports Exerc. 2001, 33 (6 Suppl): S351-358.PubMed
37.
go back to reference Blair SN, Kampert JB, Kohl HW, Barlow CE, Macera CA, Paffenbarger RS, Gibbons LW: Influences of cardiorespiratory fitness and other precursors on cardiovascular disease and all-cause mortality in men and women. JAMA. 1996, 276 (3): 205-210. 10.1001/jama.1996.03540030039029.CrossRefPubMed Blair SN, Kampert JB, Kohl HW, Barlow CE, Macera CA, Paffenbarger RS, Gibbons LW: Influences of cardiorespiratory fitness and other precursors on cardiovascular disease and all-cause mortality in men and women. JAMA. 1996, 276 (3): 205-210. 10.1001/jama.1996.03540030039029.CrossRefPubMed
38.
go back to reference Kohl HW: 3rd: Physical activity and cardiovascular disease: evidence for a dose response. Med Sci Sports Exerc. 2001, 33 (6 Suppl): 472-483. discussion S493-474CrossRef Kohl HW: 3rd: Physical activity and cardiovascular disease: evidence for a dose response. Med Sci Sports Exerc. 2001, 33 (6 Suppl): 472-483. discussion S493-474CrossRef
39.
go back to reference Philippaerts RM, Westerterp KR, Lefevre J: Comparison of two questionnaires with a tri-axial accelerometer to assess physical activity patterns. Int J Sports Med. 2001, 22 (1): 34-39. 10.1055/s-2001-11359.CrossRefPubMed Philippaerts RM, Westerterp KR, Lefevre J: Comparison of two questionnaires with a tri-axial accelerometer to assess physical activity patterns. Int J Sports Med. 2001, 22 (1): 34-39. 10.1055/s-2001-11359.CrossRefPubMed
40.
go back to reference Adams SA, Matthews CE, Ebbeling CB, Moore CG, Cunningham JE, Fulton J, Hebert JR: The effect of social desirability and social approval on self-reports of physical activity. Am J Epidemiol. 2005, 161 (4): 389-398. 10.1093/aje/kwi054.CrossRefPubMedPubMedCentral Adams SA, Matthews CE, Ebbeling CB, Moore CG, Cunningham JE, Fulton J, Hebert JR: The effect of social desirability and social approval on self-reports of physical activity. Am J Epidemiol. 2005, 161 (4): 389-398. 10.1093/aje/kwi054.CrossRefPubMedPubMedCentral
41.
go back to reference Ferrari P, Friedenreich C, Matthews CE: The role of measurement error in estimating levels of physical activity. Am J Epidemiol. 2007, 166 (7): 832-840. 10.1093/aje/kwm148.CrossRefPubMed Ferrari P, Friedenreich C, Matthews CE: The role of measurement error in estimating levels of physical activity. Am J Epidemiol. 2007, 166 (7): 832-840. 10.1093/aje/kwm148.CrossRefPubMed
Metadata
Title
A case-control study of physical activity patterns and risk of non-fatal myocardial infarction
Authors
Jian Gong
Hannia Campos
Joseph Mark A Fiecas
Stephen T McGarvey
Robert Goldberg
Caroline Richardson
Ana Baylin
Publication date
01-12-2013
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2013
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/1471-2458-13-122

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