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Nutrition & Secondary 
Prevention 
University of Florida 
Amarillys Alvarado-Sojo, Christie Champaign, 
Kristin Miller, Debbie Walker, Chris Weiss
Health Indicator: Obesity 
Epidemiology 
• In the U.S., it is estimated that 1 in 3 
adults are now obese: 78.6M 
• 1 in 20 are considered extremely obese 
• Prevalence is similar for men and 
women 
• Medical costs now exceed 140B 
annually 
• If you are obese, you will spend, on 
average, $1,400 more in medical care 
than a non-obese person 
(CDC, 2014; WIN, 2014)
Most Affected 
• Problem worse in rural areas with estimates around 
40% of adults (Befort, Nazir, & Perri, 2012) 
• Rates (prevalence) are higher among Hispanics 
(78.8%), African Americans (76.7%) 
Minorities are among the 
fastest growing 
populations in the U.S. 
(CDC, 2014)
Health Outcomes 
As a person becomes obese, their risks increase for: 
6.5-13.7 
life years 
lost 
Heart 
disease 
Cancer 
(breast, 
colon) 
Stroke 
Sleep 
apnea 
Liver 
disease 
Type 2 
Diabetes 
(Kitahara et al., 2014; Lee, 
2014)
Health Outcomes…Bottom 
Line 
Compared to a non-obese SMOKER, an obese adult is 
more likely to die earlier 
But, this is a largely Preventable problem
Target Population 
Low-Income Hispanic Community in 
Florida
About Our Population 
Characteristics 
• Hispanics (Latinos) 
• Overweight, obese 
• Adults 18 and older 
• Male and Female 
• Low-income 
• Any education level 
Reason for Selection 
• Highest prevalence 
rates among all 
minorities 
Vulnerable 
population 
• Wages inversely 
related to BMI/obesity 
• This trend is higher 
among Hispanics 
(FRAC, 2014) 
• Cultural differences
Gathering Information 
Social 
Quality of life of 
individuals, families 
Extent of problem 
Cultural beliefs, practices 
(slender physique=not 
healthy vs. obese=healthy) 
-Community and provider 
interviews 
Epidemiological 
Assessment of health 
condition (obesity) 
Assess comorbidities 
Assess SES 
-US Census, NHANES, 
Florida-charts
Gathering Information 
Behavioral/Environmental 
• Eating/nutritional habits 
• Lack of healthy food 
options 
• Convenience of fast food 
• Public source data, 
interviews 
Educational/Ecological 
• Attitudes/knowledge/be 
liefs about obesity 
• Beliefs about eating 
• Social norms of 
community and culture 
surrounding diseases 
and importance of 
health diet 
• Local surveys, focus 
groups
Levels of addressing the problem: 
Applying the CDC Ecological Model 
Individual: 
• BMI awareness 
• Know what a healthy weight is 
for an individual 
• Active lifestyle 
• Education about nutritional 
meals/ healthy living 
Community: 
• Communities making healthy 
food options accessible 
• Communities providing options 
for nutritional education 
• Encouraging an active lifestyle 
at work 
• Distributing education about the 
risks of being obese and eating 
poorly 
Relationship: 
• Families engaged in healthy Hispanic 
cooking 
• Encouraging an active lifestyle at home 
with family members 
• Education about the risks of being obese 
and eating poorly 
Societal: 
• Implement health education 
• Implement nutritional education 
• Shift cultural norms 
• Social policies 
Normal Weight Obese
Variables: Individual Level 
BMI (Obesity) Awareness 
• Hispanics may rate themselves as ‘more attractive’ with 
heavier body weights 
• Acculturation in America increases this risk with more 
convenient access to less healthy foods, and less healthy 
foods in low-income areas (Latino Coalition for a Healthy 
California, 2006) 
Theory of Planned Behavior 
Theory accurately 
explains behavior 
In this case, 
individuals do not 
perceive obesity as a 
threat nor do their 
close contacts 
Results in limited 
intent to act
Variables: Relationship Level 
Hispanic Cooking 
• “Family unit” 
• Many meals are shared 
together 
• Typical Hispanic diet: 
-fruits, vegetables, 
beans, grains, 
corn/corn products, 
dairy 
• Many foods are fried with 
fats and oils 
(Smith, 2010; Clutter & Nieto, n.d.) 
These aspects of the 
Hispanic culture contribute 
to obesity
Variables: Societal Level 
Cultural Norms 
• Men- head of the 
house 
• Women- tend to 
household duties 
• Grandparents, 
parents, and children 
may live in the same 
house 
• Responsibility to 
family
Model
Intervention 
Organize a Health Fair, “Feria 
de Salud para ti,” in a 
Hispanic community 
Provide basic screenings, 
advertise cooking lessons and 
trips to local grocery store
Nature of Intervention 
Description: Intervention within the community, intent to 
empower individuals and families by providing them with 
knowledge and skills required to develop healthy eating habits 
and learn self monitoring skills 
Designed to take into consideration culturally relevant aspects 
of dietary behavior, social interactions and beliefs 
Assist in helping them make informed dietary choices in 
accordance with individual preferences and affordability. 
Levels Addressed: Individual and Relationship 
Population: Hispanic community adults over age 18 and their 
families
Intervention: Individual & Relationship 
Levels 
• Increase awareness, assist in choosing healthier choices 
by providing healthy Latino recipes (www.Goya.com) 
• Accompany individuals/families in grocery store utilizing 
Camino Magico bilingual shopping list and meal planner 
• Provide store tour educating consumers about options 
available in every aisle that fit the Latin American Diet 
Pyramid 
• Display a poster of the Latin American Diet Pyramid in-store 
and at Health Fair 
• Educate on avoiding fast food
Grocery Store Tour 
Partner with local grocery store to walk through 
showing healthier choices, cooking demonstrations, 
and samples
Intervention Objectives 
● Conduct Secondary Prevention 
a. Provide health screenings, including having their 
BP checked, weight, height, waist circumference and 
BMI calculated to determine if they are obese or at risk 
of obesity 
b. Identify individuals with immediate health needs 
and those who are overweight and obese, and connect 
them with primary care clinic near their home or work 
c. Make individuals aware of risk factors and 
diseases they could develop 
d. Increase consumption of fruits and vegetables 
instead of less healthy food
Hispanic Food Pyramid 
Provide Hispanic food pyramid, 
with examples of portion control
Educational Materials 
Provide a visual reminder 
in Spanish - to make 
healthier choices, recipes, 
shopping lists and meal 
planner
Measuring Success 
Design: Quasi-experimental, pre-test/post-test 
• Completion of survey at beginning of health fair 
• Follow-up phone call or email (preferred 
communication method) 6 weeks post 
• Patient satisfaction survey with grocery store tour 
• Feedback forms for identifying areas for improvement
Potential Barriers 
1. Health Fair may have limited impact on changing 
individual and family behavior 
2. May be low attended 
3. At risk individuals may not follow up with primary 
doctor or have a doctor 
However, 
Could include an invitation to a series of Hispanic 
cooking classes 
Could partner with local health department to ensure 
at-risk individuals are further evaluated
Summary 
Secondary prevention efforts incorporating healthy 
nutritional habits can impact obesity by 
decreasing prevalence 
Plan identified 3 variables to target within Hispanic 
communities in Florida: Individual awareness, 
cooking styles, cultural norms 
Conducting Health Fair at local grocery store and 
accompanying families/individuals during 
shopping is a low-cost, first-step in increasing 
healthy nutritional habits 
Plan addresses key factors at multiple levels and 
acknowledges areas for continued development
Take Home Points 
1. Obesity is an epidemic within U.S. 
and worse for minorities 
2. Collaboration among all health 
professionals, policy makers, 
community officials is needed to 
address this problem 
3. Any plan must take into account 
cultural beliefs 
4. Plans must be multidimensional 
and ongoing; will require funding
References 
Ammerman, A.S., Lohr, K.N., & Hersey, J. (2002). The efficacy of behavioral interventions to modify 
dietary fat and fruit and vegetable intake: A review of the evidence. The Journal of Preventive 
Medicine, 35(1), 25-41. Retrieved from http://www.ncbi.nlm.nih.gov/pubmed/12079438 
Bautista, L., Reininger, B., Gay, J. L., Barroso, C. S., & McCormick, J. B. (2011). Perceived barriers 
to exercise in Hispanic adults by level of activity. Journal of Physical Activity & Health, 8(7), 
916–925. 
Befort, C. A., Nazir, N., & Perri, M. G. (2012). Prevalence of obesity among adults from rural and 
urban areas of the United States: Findings from NHANES (2005-2008). The Journal of Rural 
Health, 28, 392-397. doi: 10.1111/j.1748-0361.2012.00411.x 
Centers for Disease Control. (2014). Strategies to combat obesity. Retrieved from 
http://www.cdc.gov/obesity/strategies/index.html 
Centers for Disease Control. (2014). Adult obesity facts. Retrieved from 
http://www.cdc.gov/obesity/data/adult.html 
Clutter, A., & Nieto, R. (n.d.). Ohio State University fact sheet. Retrieved from 
http://ohioline.osu.edu/hyg-fact/5000/5237.html
References 
Dwyer, J. (2006). Starting down the right path: nutrition connections with chronic diseases of 
later life. The American Journal of Clinical Nutrition, 83, 415S-420S. Retrieved from 
http://ajcn.nutrition.org/content/83/2/415S.full 
Food Research and Action Center. (2014). Relationship between poverty and overweight or obesity. 
Retrieved from http://frac.org/initiatives/hunger-and-obesity/are-low-income-people-at-greater-risk- 
for-overweight-or-obesity/ 
Kitahara, C. M., Flint, A. J., de Gonzalez, A. B., Bernstein, L., Brotzman, M., MacInnis, R. J., Hartge, 
P. (2014). Association between Class III obesity and mortality: A pooled analysis of 20 
prospective studies. PLOS Med, 11(7), e1001673. doi: 10.1371/journal.pmed.1001673 
Latino Coalition for a Healthy California. (2006). Obesity in Latino communities. Retrieved from 
http://www.lchc.org/wp-content/uploads/2005_Obesity_in_Latino_Communities_NewLogo.pdf 
Lee, R. (2014). Warning: Obesity is more dangerous than smoking, cuts life span by 14 years. 
Retrieved from http://www.techtimes.com/articles/10033/20140711/warning-obesity-is-more-dangerous- 
than-smoking-cuts-life-span-by-14-years.htm
References 
Salud Mesoamerica. (2014). Salud campaign. Retrieved from http://www.iadb.org/en/salud-mesoamerica- 
2015/sm2015/sm2015-supports-the-lac-forum-awareness-campaign-in-favor- 
of-the-right-to-sexual-and-reproductive-health,9347.html 
Smith, K. L. (2010). Cultural diversity: Eating in America Mexican-American. Retrieved from 
http://ohioline.osu.edu/hyg-fact/500 
Spanish Sabores. (2014). 8 fried foods you must try in Spain. Retrieved from 
http://spanishsabores.com/2012/01/25/8-fried-foods-you-must-try-in-spain/ 
Urban Institute. (2010). Vulnerable populations. Retrieved from 
http://www.urban.org/health_policy/vulnerable_populations/ 
USDA. (2011). A visual reminder to help Spanish-speaking consumers make healthier food 
choices. Retrieved from: 
http://www.usda.gov/wps/portal/usda/usdahome?contentid=2011/09/0428.xml 
USDA. (n.d.). Choose my plate. Retrieved from http://www.choosemyplate.gov/index.htm
References 
Weight-Control Information Network. (2014). Overweight and obesity statistics. Retrieved 
from http://win.niddk.nih.gov/statistics/ 
Wolf, R. L., Lepore, S. J., Vandergrift, J. L., Wetmore-Arkader, L., McGinty, E., Pietrzak, 
G., & Yaroch, A. L. (2008). Knowledge, barriers and stages of change as correlates 
to fruity and vegetable consumption among urban and mostly immigrant black men. 
Retrieved from 
http://www.sciencedirect.com/science/article/pii/S000282230800662708006627

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Nutrition and Secondary Prevention: A public health project

  • 1. Nutrition & Secondary Prevention University of Florida Amarillys Alvarado-Sojo, Christie Champaign, Kristin Miller, Debbie Walker, Chris Weiss
  • 2. Health Indicator: Obesity Epidemiology • In the U.S., it is estimated that 1 in 3 adults are now obese: 78.6M • 1 in 20 are considered extremely obese • Prevalence is similar for men and women • Medical costs now exceed 140B annually • If you are obese, you will spend, on average, $1,400 more in medical care than a non-obese person (CDC, 2014; WIN, 2014)
  • 3. Most Affected • Problem worse in rural areas with estimates around 40% of adults (Befort, Nazir, & Perri, 2012) • Rates (prevalence) are higher among Hispanics (78.8%), African Americans (76.7%) Minorities are among the fastest growing populations in the U.S. (CDC, 2014)
  • 4. Health Outcomes As a person becomes obese, their risks increase for: 6.5-13.7 life years lost Heart disease Cancer (breast, colon) Stroke Sleep apnea Liver disease Type 2 Diabetes (Kitahara et al., 2014; Lee, 2014)
  • 5. Health Outcomes…Bottom Line Compared to a non-obese SMOKER, an obese adult is more likely to die earlier But, this is a largely Preventable problem
  • 6. Target Population Low-Income Hispanic Community in Florida
  • 7. About Our Population Characteristics • Hispanics (Latinos) • Overweight, obese • Adults 18 and older • Male and Female • Low-income • Any education level Reason for Selection • Highest prevalence rates among all minorities Vulnerable population • Wages inversely related to BMI/obesity • This trend is higher among Hispanics (FRAC, 2014) • Cultural differences
  • 8. Gathering Information Social Quality of life of individuals, families Extent of problem Cultural beliefs, practices (slender physique=not healthy vs. obese=healthy) -Community and provider interviews Epidemiological Assessment of health condition (obesity) Assess comorbidities Assess SES -US Census, NHANES, Florida-charts
  • 9. Gathering Information Behavioral/Environmental • Eating/nutritional habits • Lack of healthy food options • Convenience of fast food • Public source data, interviews Educational/Ecological • Attitudes/knowledge/be liefs about obesity • Beliefs about eating • Social norms of community and culture surrounding diseases and importance of health diet • Local surveys, focus groups
  • 10. Levels of addressing the problem: Applying the CDC Ecological Model Individual: • BMI awareness • Know what a healthy weight is for an individual • Active lifestyle • Education about nutritional meals/ healthy living Community: • Communities making healthy food options accessible • Communities providing options for nutritional education • Encouraging an active lifestyle at work • Distributing education about the risks of being obese and eating poorly Relationship: • Families engaged in healthy Hispanic cooking • Encouraging an active lifestyle at home with family members • Education about the risks of being obese and eating poorly Societal: • Implement health education • Implement nutritional education • Shift cultural norms • Social policies Normal Weight Obese
  • 11. Variables: Individual Level BMI (Obesity) Awareness • Hispanics may rate themselves as ‘more attractive’ with heavier body weights • Acculturation in America increases this risk with more convenient access to less healthy foods, and less healthy foods in low-income areas (Latino Coalition for a Healthy California, 2006) Theory of Planned Behavior Theory accurately explains behavior In this case, individuals do not perceive obesity as a threat nor do their close contacts Results in limited intent to act
  • 12. Variables: Relationship Level Hispanic Cooking • “Family unit” • Many meals are shared together • Typical Hispanic diet: -fruits, vegetables, beans, grains, corn/corn products, dairy • Many foods are fried with fats and oils (Smith, 2010; Clutter & Nieto, n.d.) These aspects of the Hispanic culture contribute to obesity
  • 13. Variables: Societal Level Cultural Norms • Men- head of the house • Women- tend to household duties • Grandparents, parents, and children may live in the same house • Responsibility to family
  • 14. Model
  • 15. Intervention Organize a Health Fair, “Feria de Salud para ti,” in a Hispanic community Provide basic screenings, advertise cooking lessons and trips to local grocery store
  • 16. Nature of Intervention Description: Intervention within the community, intent to empower individuals and families by providing them with knowledge and skills required to develop healthy eating habits and learn self monitoring skills Designed to take into consideration culturally relevant aspects of dietary behavior, social interactions and beliefs Assist in helping them make informed dietary choices in accordance with individual preferences and affordability. Levels Addressed: Individual and Relationship Population: Hispanic community adults over age 18 and their families
  • 17. Intervention: Individual & Relationship Levels • Increase awareness, assist in choosing healthier choices by providing healthy Latino recipes (www.Goya.com) • Accompany individuals/families in grocery store utilizing Camino Magico bilingual shopping list and meal planner • Provide store tour educating consumers about options available in every aisle that fit the Latin American Diet Pyramid • Display a poster of the Latin American Diet Pyramid in-store and at Health Fair • Educate on avoiding fast food
  • 18. Grocery Store Tour Partner with local grocery store to walk through showing healthier choices, cooking demonstrations, and samples
  • 19. Intervention Objectives ● Conduct Secondary Prevention a. Provide health screenings, including having their BP checked, weight, height, waist circumference and BMI calculated to determine if they are obese or at risk of obesity b. Identify individuals with immediate health needs and those who are overweight and obese, and connect them with primary care clinic near their home or work c. Make individuals aware of risk factors and diseases they could develop d. Increase consumption of fruits and vegetables instead of less healthy food
  • 20. Hispanic Food Pyramid Provide Hispanic food pyramid, with examples of portion control
  • 21. Educational Materials Provide a visual reminder in Spanish - to make healthier choices, recipes, shopping lists and meal planner
  • 22. Measuring Success Design: Quasi-experimental, pre-test/post-test • Completion of survey at beginning of health fair • Follow-up phone call or email (preferred communication method) 6 weeks post • Patient satisfaction survey with grocery store tour • Feedback forms for identifying areas for improvement
  • 23. Potential Barriers 1. Health Fair may have limited impact on changing individual and family behavior 2. May be low attended 3. At risk individuals may not follow up with primary doctor or have a doctor However, Could include an invitation to a series of Hispanic cooking classes Could partner with local health department to ensure at-risk individuals are further evaluated
  • 24. Summary Secondary prevention efforts incorporating healthy nutritional habits can impact obesity by decreasing prevalence Plan identified 3 variables to target within Hispanic communities in Florida: Individual awareness, cooking styles, cultural norms Conducting Health Fair at local grocery store and accompanying families/individuals during shopping is a low-cost, first-step in increasing healthy nutritional habits Plan addresses key factors at multiple levels and acknowledges areas for continued development
  • 25. Take Home Points 1. Obesity is an epidemic within U.S. and worse for minorities 2. Collaboration among all health professionals, policy makers, community officials is needed to address this problem 3. Any plan must take into account cultural beliefs 4. Plans must be multidimensional and ongoing; will require funding
  • 26. References Ammerman, A.S., Lohr, K.N., & Hersey, J. (2002). The efficacy of behavioral interventions to modify dietary fat and fruit and vegetable intake: A review of the evidence. The Journal of Preventive Medicine, 35(1), 25-41. Retrieved from http://www.ncbi.nlm.nih.gov/pubmed/12079438 Bautista, L., Reininger, B., Gay, J. L., Barroso, C. S., & McCormick, J. B. (2011). Perceived barriers to exercise in Hispanic adults by level of activity. Journal of Physical Activity & Health, 8(7), 916–925. Befort, C. A., Nazir, N., & Perri, M. G. (2012). Prevalence of obesity among adults from rural and urban areas of the United States: Findings from NHANES (2005-2008). The Journal of Rural Health, 28, 392-397. doi: 10.1111/j.1748-0361.2012.00411.x Centers for Disease Control. (2014). Strategies to combat obesity. Retrieved from http://www.cdc.gov/obesity/strategies/index.html Centers for Disease Control. (2014). Adult obesity facts. Retrieved from http://www.cdc.gov/obesity/data/adult.html Clutter, A., & Nieto, R. (n.d.). Ohio State University fact sheet. Retrieved from http://ohioline.osu.edu/hyg-fact/5000/5237.html
  • 27. References Dwyer, J. (2006). Starting down the right path: nutrition connections with chronic diseases of later life. The American Journal of Clinical Nutrition, 83, 415S-420S. Retrieved from http://ajcn.nutrition.org/content/83/2/415S.full Food Research and Action Center. (2014). Relationship between poverty and overweight or obesity. Retrieved from http://frac.org/initiatives/hunger-and-obesity/are-low-income-people-at-greater-risk- for-overweight-or-obesity/ Kitahara, C. M., Flint, A. J., de Gonzalez, A. B., Bernstein, L., Brotzman, M., MacInnis, R. J., Hartge, P. (2014). Association between Class III obesity and mortality: A pooled analysis of 20 prospective studies. PLOS Med, 11(7), e1001673. doi: 10.1371/journal.pmed.1001673 Latino Coalition for a Healthy California. (2006). Obesity in Latino communities. Retrieved from http://www.lchc.org/wp-content/uploads/2005_Obesity_in_Latino_Communities_NewLogo.pdf Lee, R. (2014). Warning: Obesity is more dangerous than smoking, cuts life span by 14 years. Retrieved from http://www.techtimes.com/articles/10033/20140711/warning-obesity-is-more-dangerous- than-smoking-cuts-life-span-by-14-years.htm
  • 28. References Salud Mesoamerica. (2014). Salud campaign. Retrieved from http://www.iadb.org/en/salud-mesoamerica- 2015/sm2015/sm2015-supports-the-lac-forum-awareness-campaign-in-favor- of-the-right-to-sexual-and-reproductive-health,9347.html Smith, K. L. (2010). Cultural diversity: Eating in America Mexican-American. Retrieved from http://ohioline.osu.edu/hyg-fact/500 Spanish Sabores. (2014). 8 fried foods you must try in Spain. Retrieved from http://spanishsabores.com/2012/01/25/8-fried-foods-you-must-try-in-spain/ Urban Institute. (2010). Vulnerable populations. Retrieved from http://www.urban.org/health_policy/vulnerable_populations/ USDA. (2011). A visual reminder to help Spanish-speaking consumers make healthier food choices. Retrieved from: http://www.usda.gov/wps/portal/usda/usdahome?contentid=2011/09/0428.xml USDA. (n.d.). Choose my plate. Retrieved from http://www.choosemyplate.gov/index.htm
  • 29. References Weight-Control Information Network. (2014). Overweight and obesity statistics. Retrieved from http://win.niddk.nih.gov/statistics/ Wolf, R. L., Lepore, S. J., Vandergrift, J. L., Wetmore-Arkader, L., McGinty, E., Pietrzak, G., & Yaroch, A. L. (2008). Knowledge, barriers and stages of change as correlates to fruity and vegetable consumption among urban and mostly immigrant black men. Retrieved from http://www.sciencedirect.com/science/article/pii/S000282230800662708006627