manuel franco md, phd clf innovation grant 2006 johns hopkins bloomberg school of public health...
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Manuel Franco MD, PhD
CLF Innovation Grant 2006
Johns Hopkins Bloomberg School of Public Health
Department of Epidemiology
Availability of Healthy Foods in Baltimore:
Associations with Diet Quality and BMI
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Healthy Foods, Diet Quality and Obesity
2005 Dietary Guidelines: • A variety of fruits and vegetables • Whole grains• Fat-free or low-fat milk
Prevention of obesity, diabetes and heart disease
Large racial and economic health disparities
Hypotheses: Disparities in the availability of
healthy foods exist. Availability of healthy foods
relates to the quality of diet and body weight
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Specific Aims
Aim 1
Investigate the association of neighborhood availability of healthy foods with racial and income composition
of 159 neighborhoods in Baltimore
Aim 2
Investigate the cross-sectional association
between availability of healthy foods of 749 individuals’
and their diet quality and BMI
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• 226 food stores completed in 159 neighborhoods
• Supermarkets (41), Grocery stores (110), Convenience stores (54), Behind glass stores (21)
– Original list: 365
– Misclassified: 130 (34%)
– Refusals : 21 (8%)
– New Stores : 12
• Data Collectors: Amanda Rosecrans, Brooke Mickle, Gila Neta, Krissett Loya
Data Collection: May – July 2006
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Grocery Store in West Baltimore83 MESA participants
within 1 mile
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Bonus Picture
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Bonus Picture
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Healthy Foods Availability Index (HFAI) of two supermarkets
Location Baltimore City Baltimore County
Racial Composition 97% Black 93% White
Median HH Income $ 20,833 $ 57,391
Avail. Points Avail. Points
Skim milk Yes 2 Yes 3
Fruits 17 2 59 4
Vegetables 38 3 74 4
Lean meat No 2 Yes 3
Frozen foods No 0 Yes 3
Low Na foods No 0 Yes 2
100% whole wheat bread Yes 2 Yes 4
Low sugar cereals Yes 2 Yes 2
HFAI (0 to 27) 13 25
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749 men and women, free of CVD, 45 – 84 years
159 Baltimore census tracts
For each participant we built 3 complementary measures
of availability:
– Neighborhood = mean stores HFAI in CT
– Closest Store = HFAI closest store
– Availability in 1 mile radius
Availability of Healthy Foods in the Baltimore MESA participants
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Dietary Patterns and BMI
• “Fats and processed meats” pattern: high
consumption of “fats and oils,” “high-fat and
processed meats,” “fried potatoes”
• “Whole grains and fruit” pattern: high consumption
of whole-grain bread, fruit and low fat milk
• Weight and height measured using valid tools and
following a standard protocol. (BMI) = Kg/m2
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159 contiguous census tracts and the 226 food stores located within them
Availability of healthy foods and neighborhoods’ racial composition
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Availability of healthy foods in Baltimore
neighborhoods by racial compositions
Neighborhood
characteristics
% Low food availability
% Medium food
availability
% High food availability
%No Stores
Pred. Black 30%** 25% 13%** 32%
Mixed 11% 28% 39% 22%
Pred. White 2% 17% 41% 40%
**P<0.001, compared to predominantly white neighborhoods
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Means and 95 % CI of dietary patterns by availability of healthy foods assessments
"Fats and processed meats"
-0.1
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
Low Medium High
Closest Food Store Neighborhood
"Whole grains and fruit "
Low Medium High
Die
tary
pa
tter
ns s
core
s
** P for trend < 0.05
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Availability of healthy foods and BMI
27.5
28
28.5
29
29.5
30
30.5
31
Low Medium High
Availability of healthy foods measured in:
Bo
dy
Ma
ss
Ind
ex
Neighborhood Closest Food Store All stores within 1 mile
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Policy Implications and following steps
• Support existing stores in inner city neighborhoods
• Encourage the distribution of locally farmed fruits and
vegetables to improve the HFAI in Baltimore stores
• Collaboration with Baltimore City Health Department
and Urban Planning Department
• 2009 CLF Report: Food Environment in Baltimore
• First city to have a full map of food stores (Data
collection currently ongoing)
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