|
Introduction
The purpose of this Phase II research study was to develop
and evaluate a dietary and exercise intervention for high blood cholesterol implemented
via a hand-held microcomputer.
Methods
Subjects. One hundred eight subjects (43 men and 65 women)
were recruited for the study through newspaper ads and announcements at local worksites.
Primary selection criteria were as follows: 1) LDL > 120 or total cholesterol > 200;
2) body mass index < 43; 3) no previous history of medication to control cholesterol;
4) currently exercising < 3 times per week; 5) no known cardiac, pulmonary or
respiratory disease.
Ninety-three subjects (86.1%) were Caucasian, 10 (9.3%)
were Black; 4 (3.7%) were Hispanic; and 1 (.9%) was Asian. Subjects ranged in age from 26
to 60 (M= 44.3 years, SD=8.8). Mean level of education was 15.9 years (SD=2.2). At
pretreatment, subjects had a mean weight of 187.1 pounds (SD=33.4) and body mass index
(BMI; weight in kilograms divided by height in meters squared) of 29.7 (SD=4.8). Mean
cholesterol levels were 237.7 mg/dL (SD=24.7) for total cholesterol, 153.2 mg/dL (SD=20.6)
for low density lipoproteins (LDL), 53.0 mg/dL (SD=16.6) for high-density lipoproteins
(HDL), and 163.0 mg/dL (SD=91.0) for triglycerides. Seventy-six percent of subjects were
"overweight" as defined by a BMI of 25 or more for women and 28 or more for men
(a la Wood, Stefanick, Williams, & Haskell, 1991); 24% were of normal weight. The vast
majority of subjects (n=92; 85.2%) had made at least one previous attempt to lose weight
and 52 subjects (48%) had lost 10 or more pounds on at least one previous diet.
Measures.
Demographics, cholesterol history, weight loss history,
and medical screening. During the pretreatment assessment, subjects completed a background
questionnaire that included basic demographics, history of cholesterol levels and
treatment for cholesterol, weight and dieting history, as well as current medical
conditions and medications that might preclude participation.
Cholesterol. Full lipid panels were assessed at
pretreatment and at 3-month and 6-month assessments by an independent laboratory using
enzymatic procedures (ACA Analyzer, Du Pont Company).
Weight and related measures. Weight; blood pressure;
waist, biceps, and hips circumference; and resting pulse were measured at each assessment
point using standard procedures. Height was assessed at pretreatment only. Body mass index
was computed by dividing weight (in kilograms) by height (in meters) squared.
Motivation and confidence. Motivation to reduce
cholesterol, confidence in achieving cholesterol reduction goals, and confidence in
maintaining cholesterol reduction were assessed on 0 - 10 self-report scales during each
assessment.
Compliance questionnaire. Compliance with diet, exercise,
and record keeping were rated on 1 - 7 self-report scales at 3-month and 6-month
assessments.
Body-Satisfaction Questionnaire. An abbreviated form of
the Body Satisfaction Questionnaire (developed by the Eating Disorders Clinic at West
Virginia University) containing nine items was used. Ratings on 1 to 6 self-report scales
(where 1=extremely dissatisfied and 6=extremely satisfied) were obtained for overall body
satisfaction and satisfaction with eight specific body parts (shoulders, chest, arms,
waist, stomach, buttocks, hips, thighs).
Satisfaction measures. Ratings of overall satisfaction,
likelihood of recommending to a friend, likelihood of purchasing the program, and
likelihood of using the program consistently for at least 12 months were rated on 1 -7
self-report Likert scales at 3-month and 6-month assessments. During the 3-month
assessment a structured interview was also conducted to assess what was liked or disliked
about each program and to solicit ideas for program modifications.
Treatment Conditions. Subjects were randomly assigned to
one of two treatment conditions: 1) Standard Behavioral Self-Management or the
Computerized Cholesterol Reduction Program.
Standard Behavioral Self-Management Program (SBSM). The
standard behavioral self-management treatment included the Eater's Choice book (Goor &
Goor, 1995), food logs, and an exercise guide. Eater's Choice is a 633 page book
containing: 1) educational information on the relationship between diet and blood
cholesterol; 2) instructions for following a Step One diet; 3) guidelines for meal
planning; 4) instructions for keeping food logs; 5) and a variety of low-fat menus.
Subjects also received one of two exercise programs, based
on degree of risk for heart disease which was assessed at pretreatment using American
College of Sports Medicine (ACSM) guidelines (ACSM, 1993). Subjects not deemed to be at
increased risk for heart disease received The Exercise Book (Stanford Center for Research
in Disease Prevention [SCRDP], 1986), a 52-page book that encourages sedentary individuals
to take the fist steps toward beginning to exercise. It gives choices of activity,
instructions for starting, and hints for exercising safely and with enjoyment. Subjects
deemed to be at "increased risk" received the Walking Kit (SCRDP, 1994 ). The
Walking Kit provides step by step instructions for beginning and maintaining a walking
program.
Computerized Cholesterol Reduction Program (CCRP).
Subjects in the CCRP condition received the CCRP computer, a 15-page program guide that
provided instructions for using the computer, and an NIH pamphlet containing educational
material on high blood cholesterol (So you have High Cholesterol, US Department of Health
and Human Services [DHHS], 1993). In addition, subjects deemed to be at increased risk
received The Walking Kit to guide their exercise. Subjects not deemed to be at increased
risk followed the standard exercise program implemented in the CCRP (described below).
Hardware. The computer used in this study measured
approximately 6 1/2" by 3 3/4" by 1" thick (with cover closed), weighed
just under 1 lb., and operated on 4 AA batteries. The computer had seven operating buttons
plus an on/off button and volume control, and was encased in a hard plastic shell with a
cover that folded back to become a stand. The LCD display measured 3 3/4" by 1
7/8" and had two sections. The bottom section of the LCD was dot matrix type and
could display graphics or text (8 lines by 32 characters per line). The top section of the
LCD had 4 icons for prompting meals, exercise, weighing, and drinking water and displays
for volume setting, date, and time. The computer had an 8-bit 80C88 microprocessor with
256 kilobytes ROM and a 4-bit 75305 microprocessor with 32 kilobytes RAM. In addition to
the computer, a program manual, a gourmet cookbook and an instructional video were
provided.
Program Operation. The computerized treatment was highly
prescriptive and interactive. Behavioral principles such as goal setting, self-monitoring,
stimulus control, feedback, and shaping were integrated at all levels of the program to
foster changes in eating and exercise habits and to maximize user compliance.
When subjects first began the program, the computer
provided a tutorial of key functions and then prompted them to enter height, weight, age,
sex, activity level, weight loss goals, usual mealtimes, and preferred exercises. On the
basis of this information, a set of menus consistent with Step-One dietary guidelines was
individualized to a caloric level that projected gradual, steady weight loss. The menus
were nutritionally balanced, meeting the recommendations of the Dietary Guidelines for
Americans (U.S. Department of Agriculture & U.S. Department of Health and Human
Services, 1990), as well as those of nine other major health organizations that publish
nutritional guidelines.
Subjects input their weight daily and the computer made
periodic changes to the menus to adjust calories up or down as needed to maintain weight
loss within a safe range (approximately .5 to 1.5 lb.. weekly). The computer used visual
(icons and text) and auditory prompts to remind subjects to eat, exercise, and drink
water, thereby encouraging the development of stimulus control over these behaviors. In
response to cues, users picked the appropriate action by highlighting an item from a list
of actions and pressing a button. The computer then provided a series of screens that
allowed them to make appropriate selections and record their behaviors. Following
selection of a meal, the caloric content and percent calories from fat were displayed, and
subjects were given the option of recording their meal or first changing item quantities
or modifying the menu by using a substitution list to replace specific items with
nutritionally equivalent foods.
Following a one-week baseline period, exercise targets
were provided for a wide range of exercises selected by the user. Subjects were prompted
by an icon and a text message to exercise three times per week and the amount of exercise
per session was very gradually increased up to a moderate expenditure of 300 - 400
calories.
The program included an extensive feedback system that
provided messages at several different times: immediately following the entry of certain
behaviors, as a summary at the end of the day, as a reminder or "to do" list in
the morning, and as a summary at the end of each week. The feedback system tracked
important variables such as total caloric intake, percent calories from fat, number of
exercise sessions, and total calories expended during exercise. From this historical data,
variables were classified according to their discreet patterns. For example, the first
missed exercise session following compliance with exercise would be classified as a
"slip." Similarly, a variety of other patterns were defined on the basis of the
frequency and timing of the behaviors recorded. Each classification of behavior for a
given variable was associated with a set of feedback messages that varied in frequency,
phrasing, and tone according to the anticipated needs of the user..
An additional source of daily feedback was provided by a
summary screen--accessible at any time--that documented progress toward meeting daily
goals for caloric intake, percent calories from fat, and exercise. Longer-term feedback
was provided by a weekly summary and by charts and graphs that showed history of weight
loss, calories expended through exercise, and caloric intake.
General Procedures
Recruitment and screening. Subjects were recruited via
newspaper ads and notices placed at local worksites. Initial screening was conducted by
telephone and interested subjects who appeared to meet the screening criteria were
scheduled for an introductory meeting at our lab.
During the meeting: 1) volunteers were shown a brief
educational video discussing the impact of blood cholesterol on risk for heart disease and
the basics of dietary treatment for high cholesterol; 2) the design of the study was
described and subject participation detailed; and 3) physician consent forms were handed
out. Subjects were told to get the form signed, return them to us, and have their
physician authorize blood tests.
Physician consent to participate. All subjects were
required to have written consent from a physician to participate in the study. Volunteers
were provided with consent forms, instructions, and a project description to give to their
physician. Physicians were asked to sign the form and contact Access of Reston to
authorize three cholesterol blood tests. Forms were returned to PICS via mail or
hand-delivered by participants.
Blood tests. Blood tests were conducted at pretreatment,
3-month and 6-month follow-up. Blood was drawn by Access of Reston (Reston, Virginia) and
full lipid panels tests conducted by Friends Medical Laboratory (Catonsville, Maryland).
Results were faxed to PICS. Copies of results were provided to subjects or their
physicians upon verbal request.
Assignment to treatment conditions. Volunteers were
randomly assigned to one of the two treatment conditions and scheduled for a pretreatment
assessment if they met selection criteria and had obtained their physician's signature on
the consent form.
Pretreatment assessment. During the pretreatment
assessment: 1) informed consent was obtained; 2) height, weight, circumference measures,
and body fat were measured; 3) questionnaires assessing demographics, cholesterol history,
weight loss history, medical history, motivation, and confidence were administered; 4)
treatment materials were distributed; and 5) brief instructions were provided for getting
started with treatment.
Follow-up assessments. Follow-up assessments were
conducted 3- and 6-months after the pretreatment assessment. For each follow-up, subjects
were contacted, asked to return to Access of Reston to get their blood drawn for a
cholesterol test, and scheduled for individual follow-up visits at our lab. Assessments
were conducted by research associates following a standard protocol. During follow-up
assessments: 1) weight and circumference measures were recorded; 2) questionnaires
assessing compliance with treatments, motivation, and confidence were administered; and 3)
a structured interview exploring likes, dislikes, and suggestions for improvement was
administered.
Results
Treatment groups. Fifty-three subjects were assigned to
the Eater's Choice condition (EC) and 55 were assigned to the DietMate condition (DM).
Treatment groups did not differ significantly on mean pretreatment weight, LDL, HDL, or
triglycerides. The proportion of overweight subjects did not differ by group.
Follow-up period. The first follow-up evaluation was
conducted a mean of 10.7 weeks (SD=5.8) following the pretreatment evaluation and the
second assessment occurred a mean of 26.9 weeks (SD =5.9) following the pretreatment
evaluation. The length of time between the initial visit and the second visit did not
differ between the groups; however; the length of time between the first and third visits
was significantly longer for subjects in the DM group (M=27.1, SD=3.2 vs. M=25.6, SD=1.8;
t(68.4)=2.8, p<.01).
Attrition rate. Eighty-nine subjects (82%) completed all
follow-up evaluations and blood tests (45 in the EC group and 44 in the DM group).
Subjects who completed all evaluations and blood tests had more years of education than
subjects who missed one or more appointments (16.1 years vs. 14.9 years, t(106)=2.15,
p<.05), but did not differ significantly on age, sex, cholesterol levels,
triglycerides, weight, or BMI at pretreatment.
For analyses of treatment outcome, the 89 subjects who
completed all of the assessments are included. LDL readings could not be obtained for
three subjects at various visits, therefore analyses involving LDL levels are based on
fewer than 89 subjects as noted below in the pertinent sections.
DietMate program failures. Ten of 44 subjects (23%) in the
DietMate condition who completed treatment reported hardware or software problems that
were sufficiently severe enough to interfere with their treatment progress (e.g., complete
program "crash," loss of historical data, display going blank or becoming
unreadable). Computer problems were rectified as soon as they were reported by fixing or
replacing the defective unit. In the analyses that follow, we took the most conservative
approach and included subjects with computer problems with all other subjects.
Outcome measures. Changes in cholesterol, weight and other
physical measures were analyzed using separate mixed model Analyses of Variance (ANOVAs)
for 3-month and 6-month follow-ups. For these analyses, the between subjects factor was
treatment group (DM vs. EC) and the time factor was assessment point (pretreatment vs.
3-month follow-up or pretreatment vs. 6-month follow-up). Means for cholesterol-related
variables are listed in Table 1; means for other physical data are presented in Table 3.
Cholesterol. At the 3-month follow-up, there were
significant effects of time for total cholesterol, LDL, and HDL ,(F(1, 84) = 55.7,
p<.001, F(1, 84) = 245.1, p<.001, and F(1, 84) = 19.5,p <.05), indicating that
both groups significantly reduced their total and LDL cholesterol and significantly
increased their HDL cholesterol. Similarly, at the 6-month follow-up, there were
significant effects of time for total cholesterol and LDL (F(1, 85) = 6.9, p=.01 and F(1,
85) = 5.8, p<.05), but changes in HDL were not significant. There were no significant
group or group by treatment interactions at either follow
Table 1.
Means and Standard Deviations for Cholesterol and Related
Variables at Pretreatment and Across Visits.
VARIABLE |
PRETREATMENT |
|
3-MONTH |
|
|
6-MONTH |
|
|
|
|
|
|
|
|
|
|
|
|
|
DM |
EC |
Total |
DM |
EC |
Total |
DM |
EC |
Total |
|
|
|
|
|
|
|
|
|
|
Total
Cholesterol (mg/dL) |
|
|
|
|
|
|
|
|
|
M |
237 |
238.3 |
237.6 |
215.9 |
223.4 |
219.7 |
228.4 |
231.4 |
229.9 |
SD |
25.5 |
25.4 |
25.3 |
32.9 |
26 |
29.7 |
33.3 |
26.9 |
30.1 |
|
|
|
|
|
|
|
|
|
|
LDL
(mg/dL) |
|
|
|
|
|
|
|
|
|
M |
152 |
153.5 |
152.8 |
136.7 |
144 |
140.4 |
144 |
147.5 |
145.8 |
SD |
21.8 |
20.1 |
20.9 |
24.7 |
21.5 |
23.3 |
27.8 |
23.6 |
25.7 |
|
|
|
|
|
|
|
|
|
|
HDL
(mg/dL) |
|
|
|
|
|
|
|
|
|
M |
55.3 |
50.5 |
52.9 |
51.9 |
46.51 |
49.2 |
53.72 |
51.3 |
52.5 |
SD |
20.5 |
12.5 |
17 |
19.6 |
11.2 |
16.1 |
20.42 |
11.4 |
16.4 |
|
|
|
|
|
|
|
|
|
|
Triglycerides
(mg/dL) |
|
|
|
|
|
|
|
|
|
M |
155.6 |
177.6 |
166.7 |
148.3 |
164.2 |
156.3 |
164.4 |
162.4 |
163.4 |
SD |
91.6 |
99.4 |
95.7 |
97.1 |
80 |
88.7 |
104.4 |
79.8 |
92.2 |
|
Note: Except for LDL, sample sizes are 44
for DM and 45 for EC. Sample sizes for LDL: pretreatment DM=43, EC=44; 3-month follow-up
DM=43, EC=43; at 6-month follow-up DM=43, EC=44 .
The magnitude and distribution of changes in LDL
cholesterol can be seen more clearly by examining Table 2 below.
Table 2.
Frequency Distribution of Percentage Decrease in LDL
Cholesterol by Group Across Visits
PERCENT
DECREASE |
3-MONTH FOLLOW-UP |
6-MONTH FOLLOW-UP |
|
|
|
|
|
|
DM |
EC |
DM |
EC |
|
|
|
|
|
None
or increase |
11(25.6%) |
17(39.5%) |
13(30.2%) |
19(43.2%) |
up
to 10% |
12(27.6%) |
10(23.0%) |
12(27.6%) |
10(23.0%) |
11
- 20% |
10(23.0%) |
10(23.0%) |
12(27.6%) |
10(23.0%) |
21
- 30% |
6(13.8%) |
6(13.8%) |
6(13.8%) |
7(16.1%) |
Over
30 % |
4(9.2%) |
0(0.0%) |
2(4.6%) |
2(4.6%) |
|
Note: Numbers refer to number of subjects;
numbers in parentheses are group percentages.
n=43 for DM at 3-months and 6-months; n=43 for EC at
3-months and n=44 at 6-months.
Weight loss and changes in Body Mass Index. Significant
effects of time were seen for weight and body mass index at both the 3-month (F(1, 84) =
76.8, p<.001 and (F(1, 84) = 76.3, p<.001) and 6-month assessments (F(1, 85) = 6.9,
p=.01 and (F(1, 87) = 35.2, p<.001). Group and group by time effects were not
significant. These results indicate that subjects in both groups evidenced significant
reductions in weight and BMI, but the magnitude of changes did not differ between groups.
Means and standard deviations are presented in Table 3.
Table 3.
Means and Standard Deviations for Weight and Body Mass
Index Across Visits.
VARIABLE |
|
PRETREATMENT |
|
3-MONTH |
|
|
6-MONTH |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
DM |
EC |
Total |
DM |
EC |
Total |
DM |
EC |
Total |
|
|
|
|
|
|
|
|
|
|
|
BMI |
M |
30.2 |
29.7 |
29.9 |
29.2 |
28.7 |
28.9 |
29 |
28.6 |
28.8 |
|
SD |
5 |
4.5 |
4.8 |
4.7 |
4.4 |
4.5 |
4.8 |
4.6 |
4.7 |
|
|
|
|
|
|
|
|
|
|
|
Weight |
M |
187.6 |
188.8 |
188.2 |
181.5 |
182.5 |
182 |
180.5 |
181.7 |
181.1 |
|
SD |
34.3 |
33.2 |
33.5 |
32.4 |
32.1 |
32.1 |
34 |
33.1 |
33.3 |
|
Note: For all measurements n= 44 for DM
group and n=45 for EC group.
Changes in weight and BMI were analyzed further by
comparing subjects of normal weight with overweight subjects (based on pretreatment BMI).
An independent samples t-test revealed that mean weight reduction from the initial visit
to the second visit was significantly greater for overweight subjects than for normal
weight subjects (M=6.9 lb., SD=6.8 vs. M=3.9 lb., SD=4.2; t(55.3) = 2.47, p<.05);
however, this difference was no longer significant at the third visit. Repeating the mixed
model ANOVAs on weight and BMI using only overweight subjects revealed the same pattern of
results as the original analyses: A significant effect of time, but no significant effect
of group or group by time interaction. The changes in weight among overweight subjects are
shown in Table 4 below.
Table 4.
Frequency Distribution of Weight Loss by Group Across
Visits for Overweight Subjects
Weightloss
(lb.) |
3-MONTH FOLLOW-UP |
6-MONTH FOLLOW-UP |
|
|
|
|
|
|
DM |
EC |
DM |
EC |
|
|
|
|
|
None
or increase |
5(15.2%) |
6(17.1%) |
9(27.3%) |
8(22.9%) |
up
to 5 |
9(27.2%) |
11(31.5%) |
7(21.2%) |
13(37.1%) |
5.1-10 |
9(27.2%) |
7(20.0%) |
6(18.2%) |
3(37.1%) |
10.1-20 |
8(24.2%) |
11(31.5%) |
7(21.2%) |
7(20.0%) |
20.1-30 |
2(6.1%) |
0(0.0%) |
2(6.0%) |
3(8.6%) |
Over
30 |
0(0.0%) |
0(0.0%) |
2(6.0%) |
1(2.9%) |
|
Note: Numbers refer to number of subjects;
group percentages are in parentheses.
Sample sizes are 33 for DM and 35 for EC at 3- and
6-months, respectively.
Changes in other physical measures. Subjects in both
groups improved on all physical measures between their initial visit and the 3-month
follow-up (i.e., there was a significant effect for time for all variables in the
analyses; see Table 5 for results of tests of significance, see Table 6 for means and
standard deviations). For both groups, these improvements remained significant at the
6-month follow-up, except for changes in systolic and diastolic blood pressure which were
no longer significant (see Table 5). Regarding group differences, diastolic blood pressure
dropped to a greater degree for subjects in the EC condition at the second visit than for
subjects in the DM condition (see Tables 5 and 6), but this difference was not
significantly different at 6-month follow-up. No other main effects for group or
interaction effects for group by time were significant.
Table 5.
F Statistics and Associated Probabilities (p) for Type I
Error for Physical Measurements Across Visits
Main
Effect of Time: |
PRETREATMENT TO 3 MONTHS |
PRETREATMENT TO 6 MONTHS |
|
|
|
|
|
|
VARIABLE |
F |
P |
F |
P |
|
|
|
|
|
|
|
Systolic
Blood Pressure (mg/Hg) |
3.89 |
0.05 |
0.02 |
ns |
|
Diastolic
Blood Pressure (mg/Hg) |
7.82 |
<.01 |
1.6 |
ns |
|
Resting
Heart Rate (bpm) |
27.67 |
<.001 |
16.53 |
<.001 |
|
Left
Biceps (circumference in cm) |
40.91 |
<.001 |
49.17 |
<.001 |
|
Right
Biceps (circumference in cm) |
60.1 |
<.001 |
52.1 |
<.001 |
|
Waist
(circumference in cm) |
17.91 |
<.001 |
16 |
<.001 |
|
Hips
(circumference in cm) |
98.42 |
<.001 |
56 |
<.001 |
|
|
Note: Degrees of freedom are 1, 85 for
comparisons at 3-month and 1, 86 for comparisons at 6-months.
Table 6.
Means and Standard Deviations for Physical Data Across
Visits.
VARIABLE |
PRETREATMENT |
|
3-MONTH |
|
|
6-MONTH |
|
|
|
|
|
|
|
|
|
|
|
|
|
DM |
EC |
Total |
DM |
EC |
Total |
DM |
EC |
Total |
|
|
|
|
|
|
|
|
|
|
M |
119.8 |
120.3 |
120.1 |
118 |
117.5 |
117.8 |
121.1 |
119.5 |
120.3 |
SD |
11.5 |
9.6 |
10.5 |
13.3 |
9.9 |
11.6 |
13.1 |
12.4 |
12.7 |
|
|
|
|
|
|
|
|
|
|
Diastolic Blood Pressure (mm Hg) |
|
|
|
|
|
|
|
M |
77.5 |
80.33 |
78.9 |
76.8 |
75.9 |
76.4 |
78.1 |
76.9 |
77.5 |
SD |
7.7 |
9.5 |
8.7 |
9.9 |
8.7 |
9.3 |
9.3 |
9.2 |
9.3 |
|
|
|
|
|
|
|
|
|
|
Resting Heart Rate (beats per minute) |
|
|
|
|
|
|
M |
70.6 |
71.6 |
71.1 |
63.4 |
67.8 |
65.7 |
68.5 |
66.4 |
67.4 |
SD |
9.7 |
8.9 |
9.2 |
9.2 |
8.6 |
9.1 |
11.4 |
8.7 |
10.1 |
|
|
|
|
|
|
|
|
|
|
Left Biceps (Circumference in cm) |
|
|
|
|
|
|
|
M |
31.1 |
31.2 |
31.2 |
30.2 |
30.5 |
30.4 |
29.8 |
30.1 |
30 |
SD |
2.8 |
3.6 |
3.2 |
2.7 |
3.5 |
3.2 |
2.7 |
3.8 |
3.2 |
|
|
|
|
|
|
|
|
|
|
Right Biceps (Cirumference in cm) |
|
|
|
|
|
|
|
M |
31 |
31.2 |
31.1 |
30.3 |
30.7 |
30.5 |
29.8 |
30.15 |
30 |
SD |
2.7 |
3.6 |
3.1 |
2.8 |
3.6 |
3.2 |
2.6 |
3.6 |
3.1 |
|
Body satisfaction. Ratings of overall
satisfaction with body appearance and average satisfaction with eight body parts
(shoulders, chest, arms, waist, stomach, buttocks, hips and thighs) were analyzed with
mixed model ANOVAs. Results revealed a significant effect of time for overall satisfaction
and satisfaction with body parts at both follow-up periods F(1, 84) = 21.91, p<.001 and
F(1, 87) = 18.64, p<.001 at 3-month follow-up; and F(1, 84) = 27.8, p<.001) and F(1,
87) = 30.5, p<.001 at 6-month follow-up. Consistent with findings for other outcome
variables, group and group by treatment effects were not significant, thereby indicating
that the magnitude of changes did not differ as a function of treatment group.
Compliance. Compliance with monitoring food intake was
assessed by reviewing retrospective self-reports of the number of meals recorded, on
average, each week during treatment. For each week, subjects were rated as being
"compliant" if they reported recorded, on average, at least one meal per day in
their computer or diary. From these data a "percent compliance" score was
calculated by dividing the number of compliant weeks by the number of treatment weeks for
each subject. Results showed that subjects in the DM condition were compliant for a
significantly greater percentage of total treatment weeks (68%, SD = 34) than subjects in
the EC condition (48%, SD = 35), t(49)=2.5, p<.05). A frequency distribution reflecting
the extent of compliance among subjects across groups is presented in Table 7. Consistent
with the comparison of means, a chi-square analysis on categories in this table revealed a
significant advantage for the DM condition, c2(3, N=89) = 8.67, p<.05).
Table 7 .
Frequency Distribution of Extent of Compliance Across
First 30 Weeks.
PERCENT
COMPLIANCE |
DM |
EC |
|
|
|
Up
to 25% |
8(18.2%) |
13(28.9%) |
25-50% |
6(13.6%) |
15(33.3%) |
51-75% |
8(18.2%) |
5(11.1%) |
Over
75% |
22(50.0%) |
12(26.7%) |
|
Note: Numbers refer to number of subjects;
numbers in parentheses are
group percentages. Sample sizes are 44 for DM group and 45
for EC group.
Bivariate Pearson Correlation Coefficients were calculated
between each of the outcome measures discussed above and the percentage of weeks subjects
were compliant (see Table 8 below). In general, there was a significant association
between compliance and measures of body size and body satisfaction. No significant
relationships between compliance and other outcome measures emerged.
In order to further explore the impact of compliance on
treatment outcome, we identified a subgroup of the 89 subjects that were compliant
(recorded, on average, at least one meal per day in their computer or diary) for at least
four weeks during the initial treatment period. Using this definition, 74 of 89 subjects
were identified as being compliant. The proportion of subjects classified as compliant did
not differ by group.
Analyses of outcome variables were repeated using this
subgroup of subjects. Results showed a significant treatment by time interaction for LDL
cholesterol at the 3-month follow-up (M=144.4 mg/dL, SD=19.8 for DM subjects; M=149.0,
SD=18.3 for EC subjects; (F(1, 70)= 5.4, p<.05), indicating that DM subjects had
significantly greater decreases in LDL cholesterol during the first 3-months of the
intervention. A significant time effect also emerged for reduction in triglycerides for
all subjects at 3-month follow-up (M=166.7, SD=95.7 at pretreatment, M=156.3, SD=88.7 at
3-months), F(1, 70)= 4.6, p<.05. The significance of the results changed little for
outcome measures at the six-month follow-up, except that the reduction in LDL for all
subjects was no longer significant at p<.05 (p=.056). The pattern of significance for
the main and interaction effects for all other comparisons was the same as the results
obtained by using all subjects (see above).
Table 8 .
Pearson Correlation Coefficients for Variables Related to
Percent Compliance.
|
FOLLOW-UP
PERIOD |
3-MONTHS |
|
6-MONTHS |
|
|
|
|
|
|
VARIABLE (change from pretreatment) |
r |
N |
r |
N |
|
|
|
|
|
|
Cholesterol-Related |
|
|
|
|
|
Total |
0.19 |
89 |
0.85 |
89 |
|
LDL |
0.12 |
86 |
0.07 |
87 |
|
HDL |
0.04 |
89 |
0.05 |
89 |
|
Triglycerides |
0.03 |
89 |
-0.12 |
89 |
Blood
Pressure |
|
|
|
|
|
|
Systolic |
0.01 |
89 |
0.2 |
89 |
|
Diastolic |
-0.01 |
89 |
0.1 |
89 |
|
Resting
Heart Rate |
0.08 |
87 |
0.08 |
87 |
Body
Size |
|
|
|
|
|
|
Weight |
.37*** |
89 |
.43*** |
89 |
|
BMI |
.37*** |
89 |
.37*** |
89 |
|
Left
Biceps (circumference in cm) |
.27* |
89 |
88 |
.41*** |
|
Right
Biceps (circumference in cm) |
.39*** |
89 |
.38*** |
88 |
|
Waist
(circumference in cm) |
0.18 |
89 |
.31*** |
88 |
|
Hips
(circumference in cm) |
0.19 |
89 |
.30*** |
88 |
Body Satisfaction |
|
|
|
|
|
Overall
BSS |
-0.35 |
86 |
-0.27 |
89 |
|
BSS
for Body Parts |
-0.28 |
86 |
-0.26 |
89 |
|
Note: Negative correlations for body satisfaction
variables reflect improved satisfaction with greater compliance; for all other variables,
positive coefficients indicate improvement in health risk indicators with increased
compliance. *p<.05, **p<.01, ***p<.001
Exercise. Changes in exercise from pretreatment to each
follow-up assessment were analyzed by comparing the number of exercise sessions per week
and the average duration of each session reported during the four-week period preceding
each visit. Mixed model ANOVAs revealed significant main effects of time for the number
and duration of exercise sessions at both the 3-month (F(1, 76)= 33.4, p<.001 and (F(1,
76)= 10.1, p<.01) and 6-month assessments (F(1, 80)= 14.5, p<.001 and F(1, 80)= 4.5,
p<.05). Collapsed across groups, mean number of sessions per week were 1.8 (SD=2.3),
3.7 (SD=2.3), and 3.1, and overall mean duration of sessions (in minutes) were 28.1
(SD=28.3), 38.0 (SD=24.5), and 34.2 (SD=27). Tests for the effects of group and the time
by group interaction were not significant. Thus, subjects in both groups made positive
changes in exercise during the first three months of treatment and maintained these
changes during the follow-up period.
Ratings of program satisfaction. Four measures of program
satisfaction were assessed at each follow-up: 1) overall satisfaction with the program; 2)
likelihood of purchasing the program; 3) likelihood of using the program consistently for
at least 12 months; and 4) likelihood of recommending the program to a friend. All
variables were measured on a 1-10 scale (where 1 is "extremely dissatisfied" and
10 is "extremely satisfied"). As can be seen by examining Table 9, all of the
averaged ratings were relatively high, indicating general satisfaction with both of the
programs. Group comparisons using t-tests were made on these four satisfaction variables
at each of the two visits to yield eight between-group comparisons. At the 3-month
follow-up, subjects in the DM condition reported that they would be more likely to use the
program for 12 months than subjects in the EC condition (M=7.6 for DM; M=6.3 for EC;
t(95)=2.31<.05). No other analysis was statistically significant.
Table 9 .
Mean Satisfaction Ratings for All Subjects
RATING
VARIABLE: |
|
3-MONTH |
|
|
6-MONTH |
|
|
|
|
M |
SD |
N |
M |
SD |
N |
|
|
|
|
|
|
|
|
Likelihood of using consistently for 12 months |
|
|
|
|
|
|
|
7 |
2.9 |
97 |
5.7 |
3.2 |
92 |
Overall
Satisfaction |
|
|
|
|
|
|
|
|
|
7.8 |
2.2 |
98 |
7.5 |
2.3 |
92 |
Likelihood of purchasing |
|
|
|
|
|
|
|
|
6.7 |
2.8 |
96 |
6.3 |
3 |
90 |
Likelihood of recommending |
|
|
|
|
|
|
|
|
8.4 |
2.3 |
98 |
7.8 |
2.6 |
91 |
|
Note: All scales are measured from 1 to 10
where 1 is unfavorable and 10 is favorable.
Summary and Conclusions
Primary results of the study were that subjects in both
treatment groups evidenced statistically significant reductions in total cholesterol, LDL,
weight, BMI, and various circumference measures at 3-month and 6-month follow-ups.
Reductions in blood pressure were apparent at 3-months but not at 6-months. Among the
entire sample of subjects who completed both follow-ups, there were no significant
differences between groups on the magnitude of change on any of these variables. However,
when subjects who were not at least minimally compliant with their treatment were removed
from the analyses, subjects in the DM condition had significantly greater decreases in LDL
than subjects in the EC condition at the 3-month visit.
Analyses of compliance (defined as number of weeks that
subjects continued to record food intake) indicated that subjects in the DM condition
continued recording food intake longer than subjects in the EC condition. Among all
subjects who completed both follow-ups, length of compliance was signficantly correlated
with changes in weight, BMI, and various body circumference measures.
Analyses of changes in exercise were consistent with
findings for other outcome variables: At both the 3-month and 6-month assessments mean
number of exercise sessions per week and mean duration of exercise sessions were greater
than pretreatment levels for subjects in both treatment conditions.
A final notable finding was generally high levels of
satisfaction, reported at both follow-up points, which did not differ between groups.
Overall, these findings support the effectiveness of both
computerized and self-help methods for weight loss and cholesterol reduction. Some support
for the hypothesized advantage of the CCRP over paper and pencil methods was also
demonstrated. First, subjects in the DM condition continued monitoring food intake longer
than subjects in the EC condition, and among subjects who monitored food intake for at
least four weeks, DM subjects evidenced significantly greater reductions in LDL at the
3-month follow-up.
And second, although not statistically significant, all
but one of the observed differences on primary outcome variables were in the anticipated
direction (favoring the DM group).
These results suggest that one of the primary advantages
of the CCRP is that it facilitates self-monitoring. Compliance with self-monitoring was
shown in this study to be significantly correlated with changes in weight and body
circumference, and has been shown in other studies to be a significant predictor of
successful weight loss.
References
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Goor, R., & Goor, N. (1995). Eater's choice: A food
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Stanford Center for Research in Disease Prevention.
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Stanford Center for Research in Disease Prevention.
(1994). The walking kit (3rd ed.) Stanford, CA: Author.
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|