Skip to main content
Top
Published in: Translational Behavioral Medicine 1/2013

01-03-2013 | Original Research

Comparing strategies to assess multiple behavior change in behavioral intervention studies

Authors: Bettina F Drake, PhD, Lisa M Quintiliani, PhD, Amy L Sapp, ScD, Yi Li, PhD, Amy E Harley, PhD, Karen M Emmons, PhD, Glorian Sorensen, PhD

Published in: Translational Behavioral Medicine | Issue 1/2013

Login to get access

ABSTRACT

Alternatives to individual behavior change methods have been proposed; however, little has been done to investigate how these methods compare. To explore the four methods that quantify change in multiple risk behaviors targeting four common behaviors, we utilized data from two cluster-randomized, multiple behavior change trials conducted in two settings: small businesses and health centers. Methods used were (1) summative, (2) z-score, (3) optimal linear combination, and (4) impact score. In the small business study, methods 2 and 3 revealed similar outcomes. However, physical activity did not contribute to method 3. In the health centers study, similar results were found with each of the methods. Multivitamin intake contributed significantly more to each of the summary measures than other behaviors. Selection of methods to assess multiple behavior change in intervention trials must consider study design and the targeted population when determining the appropriate method/s to use.
Literature
1.
go back to reference Kilmer G, et al. Surveillance of certain health behaviors and conditions among states and selected local areas—Behavioral Risk Factor Surveillance System (BRFSS), United States, 2006. MMWR Surveill Summ. 2008;57(7):1-188.PubMed Kilmer G, et al. Surveillance of certain health behaviors and conditions among states and selected local areas—Behavioral Risk Factor Surveillance System (BRFSS), United States, 2006. MMWR Surveill Summ. 2008;57(7):1-188.PubMed
2.
go back to reference Fine LJ, et al. Prevalence of multiple chronic disease risk factors. 2001 National Health Interview Survey. Am J Prev Med. 2004;27(2):18-24.PubMedCrossRef Fine LJ, et al. Prevalence of multiple chronic disease risk factors. 2001 National Health Interview Survey. Am J Prev Med. 2004;27(2):18-24.PubMedCrossRef
3.
go back to reference Pronk NP, et al. Meeting recommendations for multiple healthy lifestyle factors. Prevalence, clustering, and predictors among adolescent, adult, and senior health plan members. Am J Prev Med. 2004;27(2):25-33.PubMedCrossRef Pronk NP, et al. Meeting recommendations for multiple healthy lifestyle factors. Prevalence, clustering, and predictors among adolescent, adult, and senior health plan members. Am J Prev Med. 2004;27(2):25-33.PubMedCrossRef
4.
go back to reference Curry SJ, Byers T, Hewitt M, eds. Fulfilling the potential for cancer prevention and early detection. National Academy Press; 2003: 542 Curry SJ, Byers T, Hewitt M, eds. Fulfilling the potential for cancer prevention and early detection. National Academy Press; 2003: 542
5.
go back to reference Emmons K, et al. Project PREVENT: a randomized trial to reduce multiple behavioral risk factors for colon cancer. Cancer Epidemiol Biomarkers Prev. 2005;14(6):1453-9.PubMedCrossRef Emmons K, et al. Project PREVENT: a randomized trial to reduce multiple behavioral risk factors for colon cancer. Cancer Epidemiol Biomarkers Prev. 2005;14(6):1453-9.PubMedCrossRef
6.
go back to reference Emmons KM, et al. Prevalence and predictors of multiple behavioral risk factors for colon cancer. Prev Med. 2005;40(5):527-34.PubMedCrossRef Emmons KM, et al. Prevalence and predictors of multiple behavioral risk factors for colon cancer. Prev Med. 2005;40(5):527-34.PubMedCrossRef
7.
go back to reference Emmons KM, et al. Cancer prevention among working class, multi-ethnic adults: results of the healthy directions health centers study. AJPH. 2005;95(7):1200-5.CrossRef Emmons KM, et al. Cancer prevention among working class, multi-ethnic adults: results of the healthy directions health centers study. AJPH. 2005;95(7):1200-5.CrossRef
8.
go back to reference Sorensen G, et al. Promoting behavior change among working-class, multi-ethnic workers: results of the healthy directions small business study. American Journal of Public Health. 2005;95(8):1389-1395.PubMedCrossRef Sorensen G, et al. Promoting behavior change among working-class, multi-ethnic workers: results of the healthy directions small business study. American Journal of Public Health. 2005;95(8):1389-1395.PubMedCrossRef
9.
go back to reference King TK, et al. Cognitive-behavioral mediators of changing multiple behaviors: smoking and a sedentary lifestyle. Prev Med. 1996;25(6):684-91.PubMedCrossRef King TK, et al. Cognitive-behavioral mediators of changing multiple behaviors: smoking and a sedentary lifestyle. Prev Med. 1996;25(6):684-91.PubMedCrossRef
10.
go back to reference Prochaska JJ, et al. Methods of quantifying change in multiple risk factor interventions. Prev Med. 2008;46(3):260-5.PubMedCrossRef Prochaska JJ, et al. Methods of quantifying change in multiple risk factor interventions. Prev Med. 2008;46(3):260-5.PubMedCrossRef
11.
go back to reference Goodman MS, et al. An evaluation of multiple behavioral risk factors for cancer in a working class, multi-ethnic population. Journal of Data Science. 2006;4:291-306.PubMed Goodman MS, et al. An evaluation of multiple behavioral risk factors for cancer in a working class, multi-ethnic population. Journal of Data Science. 2006;4:291-306.PubMed
12.
go back to reference Abrams DB, et al. Integrating individual and public health perspectives for treatment of tobacco dependence under managed health care: a combined stepped-care and matching model. Ann Behav Med. 1996;18(4):290-304.PubMedCrossRef Abrams DB, et al. Integrating individual and public health perspectives for treatment of tobacco dependence under managed health care: a combined stepped-care and matching model. Ann Behav Med. 1996;18(4):290-304.PubMedCrossRef
13.
go back to reference Hunt MK, et al. Cancer prevention for working class, multiethnic populations through small businesses: the healthy directions study. Cancer Causes Control. 2003;14(8):749-60.PubMedCrossRef Hunt MK, et al. Cancer prevention for working class, multiethnic populations through small businesses: the healthy directions study. Cancer Causes Control. 2003;14(8):749-60.PubMedCrossRef
14.
go back to reference Emmons KM, et al. Cancer prevention for working class, multi-ethnic populations through health centers: the healthy directions study. Cancer Causes Control. 2003;14(8):727-37.PubMedCrossRef Emmons KM, et al. Cancer prevention for working class, multi-ethnic populations through health centers: the healthy directions study. Cancer Causes Control. 2003;14(8):727-37.PubMedCrossRef
15.
go back to reference Kim YI. Folate and DNA methylation: a mechanistic link between folate deficiency and colorectal cancer? Cancer Epidemiol Biomarkers Prev. 2004;13(4):511-9.PubMed Kim YI. Folate and DNA methylation: a mechanistic link between folate deficiency and colorectal cancer? Cancer Epidemiol Biomarkers Prev. 2004;13(4):511-9.PubMed
16.
go back to reference Giovannucci E. Epidemiologic studies of folate and colorectal neoplasia: a review. J Nutr. 2002;132(8 Suppl):2350S-2355S.PubMed Giovannucci E. Epidemiologic studies of folate and colorectal neoplasia: a review. J Nutr. 2002;132(8 Suppl):2350S-2355S.PubMed
17.
go back to reference Barbeau EM, et al. Recruiting small manufacturing worksites that employ multiethnic, low-wage workforces into a cancer prevention research trial. Prev Chronic Dis. 2004;1(3):A04.PubMed Barbeau EM, et al. Recruiting small manufacturing worksites that employ multiethnic, low-wage workforces into a cancer prevention research trial. Prev Chronic Dis. 2004;1(3):A04.PubMed
18.
go back to reference Sorensen G, et al. Model for incorporating the social context in health behavior intervention: applications for cancer prevention for working-class, multi-ethnic populations. Preventive Medicine. 2003;37(3):188-97.PubMedCrossRef Sorensen G, et al. Model for incorporating the social context in health behavior intervention: applications for cancer prevention for working-class, multi-ethnic populations. Preventive Medicine. 2003;37(3):188-97.PubMedCrossRef
19.
go back to reference Rosenstock I, ed. The health belief model: explaning health behavior through expectancies. Health behavior and health education: theory, research and practice. San Francisco, CA: Jossey-Bass; 1990. Rosenstock I, ed. The health belief model: explaning health behavior through expectancies. Health behavior and health education: theory, research and practice. San Francisco, CA: Jossey-Bass; 1990.
20.
go back to reference Subar AF, et al. Fruit and vegetable intake in the United States: the baseline survey of the Five A Day for Better Health Program. Am J Health Promot. 1995;9(5):352-60.PubMedCrossRef Subar AF, et al. Fruit and vegetable intake in the United States: the baseline survey of the Five A Day for Better Health Program. Am J Health Promot. 1995;9(5):352-60.PubMedCrossRef
21.
go back to reference Schatzkin A, et al. Diet and colorectal cancer: still an open question. J Natl Cancer Inst. 1995;87(23):1733-5.PubMedCrossRef Schatzkin A, et al. Diet and colorectal cancer: still an open question. J Natl Cancer Inst. 1995;87(23):1733-5.PubMedCrossRef
22.
go back to reference Wolf AM, et al. Reproducibility and validity of a self-administered physical activity questionnaire. Int J Epidemiol. 1994;23(5):991-9.PubMedCrossRef Wolf AM, et al. Reproducibility and validity of a self-administered physical activity questionnaire. Int J Epidemiol. 1994;23(5):991-9.PubMedCrossRef
23.
go back to reference Giovannucci E, et al. Multivitamin use, folate, and colon cancer in women in the nurses’ health study. Ann Intern Med. 1998;129(7):517-24.PubMed Giovannucci E, et al. Multivitamin use, folate, and colon cancer in women in the nurses’ health study. Ann Intern Med. 1998;129(7):517-24.PubMed
24.
go back to reference Jacobs EJ, et al. Multivitamin use and colon cancer mortality in the cancer prevention study II cohort (United States). Cancer Causes Control. 2001;12(10):927-34.PubMedCrossRef Jacobs EJ, et al. Multivitamin use and colon cancer mortality in the cancer prevention study II cohort (United States). Cancer Causes Control. 2001;12(10):927-34.PubMedCrossRef
25.
go back to reference World Cancer Research Fund. Food, nutrition, physical activity, and the prevention of cancer: a global perspective. Washington, DC: AICR; 2007. World Cancer Research Fund. Food, nutrition, physical activity, and the prevention of cancer: a global perspective. Washington, DC: AICR; 2007.
26.
go back to reference Surgeon General’s report on physical activity and health. From the Centers for Disease Control and Prevention. Jama. 1996: 276(7): 522 Surgeon General’s report on physical activity and health. From the Centers for Disease Control and Prevention. Jama. 1996: 276(7): 522
27.
go back to reference Guidelines on diet, nutrition, and cancer prevention: reducing the risk of cancer with healthy food choices and physical activity. The American Cancer Society 1996 Advisory Committee on Diet, Nutrition, and Cancer Prevention. CA Cancer J Clin. 1996; 46(6): 325–41 Guidelines on diet, nutrition, and cancer prevention: reducing the risk of cancer with healthy food choices and physical activity. The American Cancer Society 1996 Advisory Committee on Diet, Nutrition, and Cancer Prevention. CA Cancer J Clin. 1996; 46(6): 325–41
28.
go back to reference de Verdier G. M., et al., Meat, cooking methods and colorectal cancer: a case-referent study in Stockholm. Int J Cancer. 1991;49(4):520-5.CrossRef de Verdier G. M., et al., Meat, cooking methods and colorectal cancer: a case-referent study in Stockholm. Int J Cancer. 1991;49(4):520-5.CrossRef
29.
go back to reference Giovannucci E, et al. Intake of fat, meat, and fiber in relation to risk of colon cancer in men. Cancer Res. 1994;54(9):2390-7.PubMed Giovannucci E, et al. Intake of fat, meat, and fiber in relation to risk of colon cancer in men. Cancer Res. 1994;54(9):2390-7.PubMed
30.
go back to reference Sandhu MS, White IR, McPherson K. Systematic review of the prospective cohort studies on meat consumption and colorectal cancer risk: a meta-analytical approach. Cancer Epidemiol Biomarkers Prev. 2001;10(5):439-46.PubMed Sandhu MS, White IR, McPherson K. Systematic review of the prospective cohort studies on meat consumption and colorectal cancer risk: a meta-analytical approach. Cancer Epidemiol Biomarkers Prev. 2001;10(5):439-46.PubMed
31.
go back to reference Willett WC, et al. Relation of meat, fat, and fiber intake to the risk of colon cancer in a prospective study among women. N Engl J Med. 1990;323(24):1664-72.PubMedCrossRef Willett WC, et al. Relation of meat, fat, and fiber intake to the risk of colon cancer in a prospective study among women. N Engl J Med. 1990;323(24):1664-72.PubMedCrossRef
32.
go back to reference Jacques PF, et al. The effect of folic acid fortification on plasma folate and total homocysteine concentrations. N Engl J Med. 1999;340(19):1449-54.PubMedCrossRef Jacques PF, et al. The effect of folic acid fortification on plasma folate and total homocysteine concentrations. N Engl J Med. 1999;340(19):1449-54.PubMedCrossRef
33.
go back to reference Velicer WF, Prochaska JO. An expert system intervention for smoking cessation. Patient Educ Couns. 1999;36(2):119-29.PubMedCrossRef Velicer WF, Prochaska JO. An expert system intervention for smoking cessation. Patient Educ Couns. 1999;36(2):119-29.PubMedCrossRef
34.
go back to reference Prochaska JJ, et al. Comparing intervention outcomes in smokers treated for single versus multiple behavioral risks. Health Psychol. 2006;25(3):380-8.PubMedCrossRef Prochaska JJ, et al. Comparing intervention outcomes in smokers treated for single versus multiple behavioral risks. Health Psychol. 2006;25(3):380-8.PubMedCrossRef
35.
go back to reference Shafey O, Dolwick S, Guindon GE. Tobacco control country profiles 2003. Atlanta, GA: American Cancer Society; 2003. Shafey O, Dolwick S, Guindon GE. Tobacco control country profiles 2003. Atlanta, GA: American Cancer Society; 2003.
36.
go back to reference Chang MH, et al. Decreased incidence of hepatocellular carcinoma in hepatitis B vaccinees: a 20-year follow-up study. J Natl Cancer Inst. 2009;101(19):1348-55.PubMedCrossRef Chang MH, et al. Decreased incidence of hepatocellular carcinoma in hepatitis B vaccinees: a 20-year follow-up study. J Natl Cancer Inst. 2009;101(19):1348-55.PubMedCrossRef
37.
go back to reference King DE, Mainous AG, Geesey ME. Turning back the clock: adopting a healthy lifestyle in middle age. The American Journal of Medicine. 2007;120:598-603.PubMedCrossRef King DE, Mainous AG, Geesey ME. Turning back the clock: adopting a healthy lifestyle in middle age. The American Journal of Medicine. 2007;120:598-603.PubMedCrossRef
Metadata
Title
Comparing strategies to assess multiple behavior change in behavioral intervention studies
Authors
Bettina F Drake, PhD
Lisa M Quintiliani, PhD
Amy L Sapp, ScD
Yi Li, PhD
Amy E Harley, PhD
Karen M Emmons, PhD
Glorian Sorensen, PhD
Publication date
01-03-2013
Publisher
Springer-Verlag
Published in
Translational Behavioral Medicine / Issue 1/2013
Print ISSN: 1869-6716
Electronic ISSN: 1613-9860
DOI
https://doi.org/10.1007/s13142-013-0195-2

Other articles of this Issue 1/2013

Translational Behavioral Medicine 1/2013 Go to the issue