Physical Activity and Dietary Determinants of Weight Loss Success questions hello,
please read the attached and answer these question below
From this article please answer
1) Data Source
2) Method for acquiring data
3) Outcomes Measured
4) Positive Findings
5) Authors interpretation of findings and whether you agree AND why. There will be lots of weight on why you agree or disagree.
2 pages you maximum (400 words) AJPH RESEARCH
Physical Activity and Dietary Determinants of
Weight Loss Success in the US General Population
Patrick Wilson, PhD
Objectives. I studied lifestyle behaviors of long-term weight losers in a nationally
representative sample.
Methods. I categorized the dietary and physical activity data of 8012 adults from the
20092012 National Health and Nutrition Examination Surveys into (1) long-term
weight losers ( 10% loss for 1 year), (2) recent weight losers ( 10% loss within past
year), and (3) overweight or obese individuals who never lost 10% or more of their
weight.
Results. Long-term weight losers consumed fewer calories (2072; 95% con?dence
interval [CI] = 2011, 2134 kcal vs 2211; 95% CI = 2173, 2249 kcal; P < .001) and were more
likely to report any vigorous leisure activity (24.5% vs 20.3%; P = .027) than did overweight or obese individuals. Among those engaging in vigorous leisure activity, longterm weight losers reported a greater quantity (188; 95% CI = 159, 223 min · wk1 vs 156;
95% CI = 142, 172 min · wk1; P = .047). Recent weight losers did not differ from
overweight or obese individuals on absolute calorie intake but reported less fat (79; 95%
CI = 75, 83 g vs 84; 95% CI = 82, 86 g; P = .016) and more activity.
Conclusions. Balanced calorie restriction from all macronutrients and physical activity
are important behaviors for successful long-term weight loss in the general population.
(Am J Public Health. 2016;106:321326. doi:10.2105/AJPH.2015.302956)
A
pproximately 17% of children and adolescents and 35% of adults in the
United States are obese.1 The societal costs of
obesity are staggering, with direct and indirect
costs rising in a curvilinear fashion with body
mass index (BMI; de?ned as weight in kilograms divided by the square of height in
meters).2 On an individual level, obesity is
associated with numerous deleterious health
outcomes, including type II diabetes, cancer,
coronary artery disease, sleep apnea, and
cognitive dysfunction.3
As a result of these overwhelming societal
and individual costs, much attention has been
paid to evaluating the ef?cacy of various
weight loss interventions. Randomized trials
of diet and physical activity interventions
demonstrate that substantial weight loss can
be achieved by most individuals, especially
during the initial 6 months of an intervention.4,5 Randomized trials of weight
loss, however, are somewhat limited by the
expense and dif?culty of including extended
follow-up periods. In addition, weight loss
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usually begins to regress toward baseline after
a year or more,5,6 which suggests that some of
the interventions used may not be optimal for
long-term weight loss maintenance. Furthermore, the individuals included in these
trials represent a small segment of the general
population (e.g., educated non-Hispanic
White women are often overrepresented),46
preventing inferences about the success or
failure of these interventions on a larger scale.
In light of these limitations of randomized
trials, observational studies have attempted to
characterize lifestyle behaviors of populations
that have lost a substantial amount of
weight.711 Although these investigations
provide insight into some of the behaviors
associated with successful weight loss, they
have either used convenience sampling11 or
failed to report extensive information on
dietary nutrient intakes and physical activity
patterns.710 Consequently, the ?ndings from
these investigations apply only to a select
portion of the general population or lack
detail on the speci?c dietary and physical
activity patterns used by the most successful
weight losers.
The National Health and Nutrition Examination Survey (NHANES) uses a complex
sampling design to achieve a representative
sample of the noninstitutionalized US population. NHANES assesses the health status
and lifestyle behaviors of Americans through
interviews, examinations, and laboratory
tests. Information on dietary intake is collected through standardized 24-hour recalls,
and participants report physical activity participation and weight history. As a result,
NHANES provides an opportunity to examine dietary nutrient intakes and physical
activity patterns among Americans who have
successfully lost weight as well as among those
who have successfully maintained weight loss
for a prolonged period.
I compared the dietary and physical activity patterns of overweight or obese individuals with those who have maintained
substantial weight loss for more than 1 year as
well as those who have lost weight within the
past year.
METHODS
I carried out a secondary data analysis using
cross-sectional data from the 20092010
and 20112012 NHANES survey cycles.
NHANES uses strati?ed probability sampling
to achieve a representative sample of noninstitutionalized Americans. Sampling is done
ABOUT THE AUTHOR
Patrick B. Wilson is with the Department of Human Movement Sciences, Old Dominion University, Norfolk, VA.
Correspondence should be sent to Patrick B. Wilson, PhD, 2003A Student Recreation Center, Norfolk, VA 23529 (e-mail:
pbwilson@odu.edu). Reprints can be ordered at http://www.ajph.org by clicking the Reprints link.
This article was accepted October 16, 2015.
doi: 10.2105/AJPH.2015.302956
Wilson
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AJPH RESEARCH
via stages, which consist of counties, segments, households, and individuals. Select
groups are oversampled to improve the reliability estimates within those groups. For all
4 survey years, Hispanics, non-Hispanic
Blacks, non-Hispanic Whites, and other races
at or below 130% of the poverty level, and
non-Hispanic Whites and other races aged 80
years or older were oversampled. For 2011
2012, non-Hispanic Asians were also oversampled. Participants were interviewed in
their homes and ultimately invited to receive
a physical examination at a mobile examination center.
Participants
A total of 26 703 individuals were screened
and invited to participate during the 2009
2010 and 20112012 NHANES, of which
19 591 agreed to participate and completed
examinations at mobile examination centers
(73% response rate). Among this cohort,
11 378 were considered adults (aged 20
years). Complete data on age, gender, race/
ethnicity, education attainment, relationship
status, weight history, current weight, physical activity, and dietary intake were additional eligibility criteria. I excluded women
who were pregnant at the time of interviews. I
did not include normal weight individuals
(BMI < 25) who had never lost a substantial
amount of weight ( 10% maximum weight)
in my analysis.
Furthermore, I excluded individuals who
reported their lifetime maximum weight to
be before adulthood, because their weight loss
could have taken place during adolescence
and, therefore, is not comparable with intentional weight loss during adulthood. I
included 8012 adults (4103 men and 3909
women) in the analytical sample, which
represented approximately 165 million
Americans (Table 1).
Dietary Intake
Dietary intake data were collected
in-person at mobile examination centers using the automated multiple pass methodan
ef?cient method for collecting dietary intakes
for large population studies.12 The automated
multiple pass method uses a 5-step process
that helps ensure participants report foods that
are commonly forgotten or missed in the
absence of probing. Trained NHANES
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interviewers quanti?ed the types and amounts
of foods and beverages (including water)
consumed during the 24-hour period before
the interview. Dietary interviews were conducted in a private room in mobile examination centers, and measuring guides (glasses,
bowls, mugs, household spoons, measuring
cups, rulers, etc.) were available to help
participants accurately report quantities.
The automated multiple pass method
provides an accurate estimate of group energy13,14 and macronutrient15 intakes, although there has been con?icting evidence
with respect to underreporting among obese
participants.14,16 Details of the data processing
can be found elsewhere.17,18 Nutrients I analyzed
for this study were energy (absolute [kcal] and
relative to body mass [kcal · kg body mass1]),
carbohydrates, total sugars, ?ber, protein, total
fat, saturated fat, monounsaturated fat, polyunsaturated fat, alcohol, and plain water. I
calculated relative macronutrient contributions
to total energy by multiplying total grams of
each macronutrient by their respective energy
density values (4, 4, and 9 kcal · g1 for protein,
carbohydrates, and fat, respectively) and dividing by total energy intake.
Weight History
Weight history was established with
a combination of self-report questions and
measured weight. Participants were asked,
How much did you weigh a year ago? Up
to the present time, what is the most you have
ever weighed? and How old were you then
[at maximum weight]? Maximum weight
responses excluded pregnancy for women.
Current weight was measured at mobile
examination centers.
Participants had to meet several criteria to
be considered a long-term weight loser
(LTWL). First, participants needed to achieve
10% or more body weight reduction on the
basis of their reported maximum weight and
measured current weight. I used a 10%
threshold because it is associated with substantial health improvements.19 Second, their
reported maximum weight had to be from 1
year ago or longer. Finally, their reported
weight from 1 year ago also had to re?ect at least
a 10% reduction from their maximum weight.
Recent weight losers (RWLs) were participants who had achieved at least a 10%
body weight reduction on the basis of their
reported maximum weight and measured
current weight but whose weight from 1 year
ago did not re?ect at least a 10% reduction
from their maximum weight. As an example,
an individual with a reported maximum
weight of 120 kilograms (3 years ago), a
1-year-ago weight of 118 kilograms, and
a current weight of 105 kilograms would be
considered an RWL.
The third category of participants were
those who had not lost 10% of weight on the
basis of their maximum and current weights
and were currently overweight or obese (BMI
25).
Physical Activity
Physical activity was assessed using the
Global Physical Activity Questionnaire.20
The Global Physical Activity Questionnaire
inquires about moderate and vigorous workand leisure-time physical activity as well as
time spent biking and walking for transportation. Participants were ?rst asked if they
engage in each category of physical activity
during a typical week (e.g., vigorous activity
at work, moderate activity in leisure time).
Participants were instructed to respond yes
only if they engage in the described activities
for at least 10 continuous minutes. Participants responding yes to each category were
then asked to report the number of days in
a typical week they engage in the activity as
well as the amount of time in minutes they
spend doing that activity on a particular day. I
calculated the prevalence of participants engaging in a particular category of physical
activity. In addition, I calculated minutes ·
week1 spent in each category for participants
who responded yes to engaging in that
particular category of physical activity.
The Global Physical Activity Questionnaire is reliable21 and shows fair to
modest validity when compared with
accelerometer-based data.21,22 Furthermore,
validity appears to increase when examining
vigorous physical activity.21
Age, gender, race/ethnicity, education
attainment, and relationship status were
self-reported during household interviews.
Education attainment was dichotomized
(£ high school vs > high school), and 3 categories were used to de?ne relationship status
(married or living with partner; widowed,
divorced, or separated; or never married).
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TABLE 1Participants Demographics and Anthropometrics: National Health and Nutrition Examination Surveys, 20092010 and 20112012
LTWLs (n = 1424), Mean (95% CI) or %
RWLs (n = 1312), Mean (95% CI) or %
Overweight or Obese Individuals
(n = 5276), Mean (95% CI) or %
Age, y
52.1a (51.1, 53.3)
47.6 (46.1, 49.1)
48.6 (47.7, 49.5)
Maximum weight, kg
96.4a (94.4, 98.4)
93.9 (91.9, 95.8)
93.3 (92.4, 94.2)
Characteristic
a
Weight 1 y ago, kg
76.8 (75.5, 78.1)
a
b
88.1 (87.2, 89.1)
b
90.4 (88.5, 92.3)
Current weight, kg
76.7 (75.2, 78.1)
79.6 (77.9, 81.2)
91.2 (90.3, 92.0)
Current BMI, kg/m2
26.8a (26.4, 27.3)
27.7b (27.3, 28.2)
31.8 (31.6, 32.1)
53.0
44.4
48.5
Non-Hispanic White
71.6a
65.9
67.4
Mexican American
6.5
8.4
8.9
Other Hispanic
Non-Hispanic Black
4.8
10.4
6.5
13.7
6.2
12.5
Other
6.7
5.5
5.1
Female gender
Race/ethnicity
£ high school education
b
39.1
39.8
45.8
Married or living with partner
60.9a
54.8b
64.8
Divorced, separated, or widowed
26.0
22.9
19.0
Never married
13.1
22.3
16.3
Relationship status
Note. CI = con?dence interval; BMI = body mass index; LTWL = long-term weight loser; RWL = recent weight loser. Sample sizes represent unweighted counts.
Means and percentages are weighted to the US population.
a
Signi?cant difference (P < .05) between LTWLs and overweight or obese individuals.
b
Signi?cant difference (P < .05) between RWLs and overweight or obese individuals.
Statistical Analysis
I downloaded publically available ?les
from the NHANES Web site and merged
them using SAS version 9.3 (SAS Institute
Inc, Cary, NC). I completed the remaining
analyses using SPSS Complex Samples,
version 22 (IBM, Armonk, NY). I used
NHANES-supplied population weights
speci?c to the dietary data to account for the
complex sampling design, nonresponse, and
differential allocation by day of the week for
the dietary intake data.
Physical activity data expressed as minutes ·
week1 were highly skewed and therefore I
log-transformed them and back-transformed
the means for data presentation. I used the
Taylor linearization method to calculate
means and 95% con?dence intervals (CIs) for
continuous variables. I evaluated unadjusted
differences in continuous variables between
groups (LTWLs, RWLs, overweight or obese
individuals) using the general linear model
function. I entered continuous variables as
dependent variables and the grouping variable
(LTWLs, RWLs, overweight or obese individuals) as the factor. I tested pairwise
differences by using the estimated means
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function, with the overweight or obese group
serving as the reference category. I examined
pairwise differences for categorical variables
using the Rao-Scott likelihood c2 test. To
reduce the likelihood that weight changes
were unintentional (owing to chronic disease), I conducted additional analyses using
only participants aged between 20 and 60
years. All tests were considered signi?cant at
a P < .05.
RESULTS
Information on demographics and anthropometrics by the 3 groups (LTWLs,
RWLs, overweight or obese individuals) is
reported in Table 1. LTWLs were older, were
more likely to be non-Hispanic White, were
less likely to be married or living with
a partner, and had a higher maximum weight
than did the overweight or obese individuals.
As would be expected, LTWLs had a lower
current weight, lower current BMI, and
lower weight 1 year ago than did the overweight or obese individuals. The average time
since maximum weight for LTWLs was 15.6
years (95% CI = 14.8, 16.4). RWLs did not
differ from the overweight or obese individuals with respect to maximum weight
but did have a higher weight 1 year ago and
lower current weight and BMI. In terms of
other demographic factors, RWLs had less
education and were less likely to be married or
living with a partner than were the overweight or obese individuals.
Dietary nutrient intakes by the 3 groups are
presented in Table 2. LTWLs reported
consuming less absolute energy, carbohydrate, protein, total fat, saturated fat, monounsaturated fat, polyunsaturated fat, and
relative energy from fat than did the overweight or obese individuals. Energy intake
standardized against body mass was higher in
LTWLs than in the overweight obese. RWLs
reported consuming less total fat, saturated fat,
and monounsaturated fat than did the overweight or obese individuals.
The percentage of energy derived from
carbohydrates was higher and fat was lower in
RWLs than in the overweight or obese individuals. Similar to LTWLs, RWLs had
higher energy intakes standardized against
body mass than did the overweight or obese
individuals. In addition, RWLs consumed
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TABLE 2Participants Dietary Nutrient Intakes: National Health and Nutrition Examination Surveys, 20092010 and 20112012
Variable
RWLs (n = 1312), Mean (95% CI)
Overweight or Obese Individuals
(n = 5276), Mean (95% CI)
2072a (2011, 2134)
2179 (2074, 2285)
2211 (2173, 2249)
28.3a (27.5, 29.1)
28.9b (27.4, 30.4)
24.7 (24.3, 25.2)
15.9 (15.4, 16.3)
15.6 (15.2, 16.1)
15.8 (15.5, 16.0)
LTWLs (n = 1424), Mean (95% CI)
Energy, kcal
-1
Relative energy, kcal · kg body mass
Energy from protein, %,
Energy from carbohydrates, %
Energy from fat, %
49.1 (48.3, 49.4)
49.8 (48.9, 50.6)
48.8 (48.3, 49.3)
32.6a (31.8, 33.4)
32.4b (31.6, 33.2)
33.5 (33.2, 33.8)
a
Protein, g
Carbohydrates, g
Total sugars, g
Fiber, g
Total fat, g
b
80 (77, 83)
82 (79, 86)
85 (83, 87)
251a (244, 259)
265 (250, 279)
265 (261, 270)
113 (109, 118)
117 (107, 126)
118 (115, 121)
17 (17,18)
18 (17, 19)
18 (17, 18)
76a (73, 79)
79b (75, 83)
84 (82, 86)
a
b
Saturated fat, g
25 (24, 26)
26 (24, 27)
27 (27, 28)
Monounsaturated fat, g
28a (27, 29)
29b (27, 30)
30 (30, 31)
a
Polyunsaturated fat, g
Alcohol, g
Plain water, g
18 (17, 18)
18 (17, 19)
19 (19, 20)
12 (10, 15)
15 (10, 21)
11 (10, 13)
1065 (976, 1153)
1261b (1142, 1379)
1104 (1046, 1162)
Note. CI = con?dence interval; LTWL = long-term weight loser; RWL = recent weight loser. Sample sizes represent unweighted counts. Means are weighted to the
US population.
a
Signi?cant difference (P < .05) between LTWLs and overweight or obese individuals.
b
Signi?cant difference (P < .05) between RWLs and overweight or obese individuals.
more plain water. All the differences in dietary
nutrients remained signi?cant after excluding
individuals older than 60 years, with the
exception of percentage energy from carbohydrates between RWLs and the overweight or obese individuals (P = .095).
The percentages of participants within
each group that indicated they engaged in
various categories of physical activity as well as
the average time per week spent among
participants that engaged in those speci?c
categories are shown in Table 3. LTWLs were
less likely to engage in work-related vigorous
activity but more likely to engage in vigorous
leisure-time activity than were the overweight or obese individuals. Among participants engaging in vigorous leisure-time
activity, LTWLs averaged more minutes ·
week1 than did the overweight or obese
individuals.
RWLs were more likely to engage in any
transportation and vigorous leisure-time activity than were the overweight or obese
individuals. Furthermore, RWLs spent more
minutes · week1 in moderate work-related
and vigorous leisure-time activities than did
the overweight or obese individuals. All the
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differences in physical activity minutes ·
week1 remained signi?cant after excluding
individuals older than 60 years, with the
exception of percentage of LTWLs and
overweight or obese individuals engaging in
work-related vigorous activity (P = .156) and
time spent in vigorous leisure-time activities
between RWLs and overweight or obese
individuals (P = .072).
DISCUSSION
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