Title: Initial Evaluation of Breakthrough Series 1999
1(No Transcript)
2Prevention of Type 2 Diabetes
- Marshall H. Chin, MD Carol M. Mangione, MD
- Assoc. Prof. Of Medicine Prof. Of Medicine
- University of Chicago David Geffen School of
Medicine at UCLA
3Outline
- Background and Study Questions
- Intervention and Measures
- 2 Study Designs
- RCT with randomized encouragement
- Quasi-experimental with staggered enrollment
- Tradeoffs
- Discussion
4Diabetes in the United States
- More than 16 million people in the US have
diabetes - 90 have Type 2 diabetes
- 6 of the population
- 13 of the population older than age 40
- 19 of the population older than age 65
- 35 of persons with diabetes are undiagnosed
- 798,000 new cases are diagnosed every year
CDC National Diabetes Fact Sheet 1998
5Estimated Growth in Type 2 Diabetes and US
Population From 2000-2050
Bagust A, et al. Diabetes 50, Suppl 2 A205, 2001
6Risk Factors for Type 2 Diabetes
- Age
- Obesity
- Body fat distribution
- Physical inactivity
- Family history of diabetes
- Race/ethnicity
- Previous gestational diabetes (GDM)
- Elevated fasting glucose levels
- Impaired glucose tolerance (IGT)
7Weight Gain and Sedentary Life-style Increase
Risk of Developing Diabetes
- Every 1 kilogram (2.2 pounds) of weight
- gain per 10 years is associated with a
- 4.5 increased risk to develop diabetes.
- 68 - 72 of diabetes risk in the U.S. is
- attributable to or associated with excess
- weight.
- Numerous studies have documented an
- association between low levels of physical
- activity and risk to develop diabetes
Ford et al. Amer J Epidemiol 146214,1997
8Impaired Glucose Tolerance
- Major risk factor for cardiovascular disease
- IGT may be optimal time for intervention
- Asymptomatic
- Potentially reversible
- Diabetes-specific complications have not developed
9Stages in the History of Type 2 Diabetes
Type 2 Diabetes
Normal
IGT
Disability Death
Complications
Clinical disease
Preclinical state
Complications
20,000,000 16,000,000
Primary Secondary
Tertiary prevention prevention
prevention
10Feasibility of PreventionPrevention of Type 2
diabetesshould be feasible since
- There is a long period of glucose intolerance
that precedes the development of diabetes - Screening tests can identify persons at high risk
- There are safe, potentially effective
interventions
11Modifiable Risk Factors for Type 2 Diabetes
- Obesity
- Body fat distribution
- Physical inactivity
- Elevated fasting and 2 hr glucose levels
12Study Interventions
Eligible participants Randomized Standard
lifestyle recommendations
13Primary Outcomes
- Annual fasting plasma glucose (FPG) and 75 gm
Oral Glucose Tolerance Test - FPG 126 mg/dL (7.0 mmol/L) or
- 2-hr 200 mg/dL (11.0 mmol/L),
- Either confirmed with repeat test
- Semi-annual FPG
- 126 mg/dL, confirmed
14Screening and eligibility
Number of participants
Step 1 screening
158,177
Step 2 OGTT
30,985
Step 3 start run-in
4,719
4,080
Step 3 end run-in
3,819
Step 4 randomization
3,234 in 3 arm study (585 in troglitazone arm)
15Lifestyle Intervention
- An intensive program with the following
specific goals
- 7 loss of body weight and maintenance of
weight loss - Fat gram goal -- 25 of calories from fat
- Calorie intake goal -- 1200-1800 kcal/day
- 150 minutes per week of physical activity
16 Lifestyle Intervention Structure
- 16 session core curriculum (over 24 weeks)
- Long-term maintenance program
- Supervised by a case manager
- Access to Lifestyle support staff
- Dietitian
- Behaviorist
- Exercise physiologist
17The Core Curriculum
- 16 session course conducted over 24 weeks
- Education and training in diet and exercise
methods and behavior modification skills - Emphasis on
- Self monitoring techniques
- Problem solving
- Individualizing programs
- Self esteem, empowerment, and social support
- Frequent contact with case manager and DPP
support staff
18Mean Weight Change
Placebo
Metformin
Lifestyle
0 6 12 18 24 30 36 42
48
Months
19 Lifestyle Intervention
Summary
- 74 of volunteers assigned to intensive life
style achieved the minimum study goal of 150
minutes of activity per week - Mean activity level
- At end of core curriculum 224 minutes
- At most recent visit 189 minutes
20Percent developing diabetes
All participants
Lifestyle (n1079, pPlac )
40
Metformin (n1073, p
Placebo (n1082)
30
Cumulative incidence ()
20
10
0
0
1
2
3
4
Years from randomization
21Pre-diabetes
- A new post-DPP term, includes those with
- Impaired fasting glucose
- FPG 100125 mg/dl (5.66.9 mmol/l)
- Impaired glucose tolerance
- 2-h postload glucose 140199 mg/dl (7.811.1
mmol/l) - 40,000,000 with pre-diabetes!
From the 2004 American Diabetes Association
Guideline
22Background
- Diabetes Prevention Program (DPP) Intensive
lifestyle intervention (diet and exercise)
reduces relative risk of DM by 58 over 3 years - But, can it be translated to real world settings??
23Challenge of Translating DPP to the Community
- Enrolling more generalizable population
- Funnel of study enrollment for DPP
- Measurement of Impaired glucose tolerance in the
community FBS versus OGTT - DPP lifestyle intervention intensive realistic?
- Training of study personnel
- Intensity of intervention and F/U
- Sustainability
24General Translation Challenges in Minority
Communities
- Trust
- Enrollment
- Value of the placebo or low intensity study
arm - Is losing weight and diabetes prevention a
community priority?
25Primary Study Question
- Can community interventions designed to increase
physical activity and change diet prevent the
onset of type 2 diabetes among overweight and
obese persons with pre-diabetes?
26Subquestion
- What intensity of implementation occurs when
organizations are presented with a menu of
choices in a program to increase physical
activity and cause dietary change?
27Common Elements of Study DesignCommunity-based
Participatory Research
- Community and researchers are equal partners
- Build on existing strengths / infrastructure in
community - Community / patient empowerment
- Improving community health overriding goal
- Takes into account community and individual
preferences
28Study Population
- Study setting Churches in African American and
Latino communities of Chicago and Los Angeles
Aim 50 people per church - Pre-diabetes Impaired fasting glucose ( 100 to
125 mg/dl), age 50 yrs, BMI 30 - Fallback Overweight or obese with DM risk
factors? - Exclusions DM, severe disability, dementia,
short life expectancy
29Enrollment and Study Period
- Work with local PIs with longstanding community
church ties - Pastor
- Church senior ambassador / opinion leader
- Respected senior citizen with condition
30Length of Study
- Intensive intervention Weekly x 16 weeks
- Maintenance intervention Monthly x 8 months
- Follow-up 3 years
31Intervention Menu of ChoicesPhysical Activity
- Goal Increase walking
- Guideline goal 150 minutes/week of walking
- In practice, patient selects own goals
32Physical Activity Menu
- Self-monitoring, pedometer
- Buddy system walking program
- Group walking sessions
- Collaborate with local Y or public parks
- Exercise classes taught by high school / college
congregants - Other suggested by community participants
- Particpants are encouraged to select activities
from the list that they feel will work best for
them
33Nutrition / Diet Intervention
- Goal Decrease calories Decrease fat / sugar
- Goals based upon weight and personal tailoring
(Age, BMI, readiness to change) - Health educator facilitator and 4-5 volunteer lay
coaches
34Nutrition / Diet Menu
- 1-on-1 individual sessions health educator, lay
coach, home visits - Group classes
- Church social marketing campaign
- Support groups problem-solving goal setting
- Buddy system
- Involve family
- Other suggested by community participants
- Participants are encouraged to select activities
from the list that they feel will work best for
them
35Outcome
- Primary onset of DM (fasting plasma glucose
greater than 125 mg/dl) - Secondary
- Physical activity - Weight, BMI
- Dietary change - Knowledge
- HgbA1c, lipids - Blood pressure
- Self-efficacy - Quality of life
36Process AssessmentFidelity of the Intervention
- Checklists content and intensity of
intervention - When given a choice, what do participants select
to participate in? - Do certain elements in the intervention have
better uptake? - Qualitative interviews of participants
37Randomized Controlled Trials
- Considered to be the gold standard
- randomly allocated to either intervention or
control group - best way to insure that both known and unknown
factors that may influence the effectiveness of
the intervention are balanced in the 2 comparison
groups - Time consuming, expensive, complex, may require a
large number of clusters, tight inclusion
criteria limit generalizabilty - Unlikely to tell you whether an intervention will
improve routine practice
38Study Design Selection
- Challenge is translation research is that the
interventions are usually complex (multifaceted
with simultaneous changes in different parts of
the community) - Researcher has variable control over how the
intervention is implemented - In translation research there can be political,
practical, and ethical barriers to randomized
designs and other choices may be the best options
Eccles M, et al. Qual Saf Health Care
20031247-52
39Design 1 Randomized Encouragement Trial (RET)
- Retains experimental structure but emphasizes a
pragmatic public health perspective - Combines strengths of the RCT and Observational
studies - Instead of mandating treatment assignment,
randomizes participants to encouragement for the
target intervention - Promotes a more equitable relationship between
the researcher and the participant/community
Duan N, et al. Randomized Encouragement Trial A
Pragmatic, Public Health Oriented Paradigm for
Clinical Research. In preparation 2004
40Randomized Encouragement Trial (RET)
- Facilitates participants autonomy with regard to
treatment decisions -- may be an important
feature for sustaining a life style intervention
over time - Maintains many of the real world aspects of
facilitation of behavioral change in community
and medical settings. - Unit of randomization can be at the participant
level or at a higher level
41Randomized Encouragement Trial (RET)
- Requires recruitment, consent, enrollment, and
randomization - Intervention group
- Randomized to encouragement rather than mandatory
treatment assignment - Control group
- no encouragement
- Maintaining personal choice, much as one would
have to in practice or community settings is a
critical element of this design
42What is Encouragement?
- Offer of resources, incentives, education, and
communication (persuasive messages) designed to
increase the probability that a participant will
want to adopt the treatment - Various encouragement strategies can be tested in
a bundle, in combinations, or individually - Encouragement strategies can be developed
collaboratively with communities and the
population of interest
43Why Encouragement?
- Attempts to influence treatment adoption through
participants autonomous choice, leaving ultimate
decisions to the participants - Choices are voluntary
- Some participants might reject all menu choices
in the intervention, some might select some - Some controls may figure out how to get access to
the intervention through other means
44Randomized Encouragement Trial Analyses
- Assuming that the encouragement increases
treatment adoption, it can provide an evaluation
of treatment effectiveness using an
intent-to-treat analysis - Provides important qualitative and quantitative
findings with regard to adoption and what is
desirable and feasible in the community context - Pragmatic by nature
- stronger external validity than the RCT
- stronger internal validity than observational
studies
45Randomized Encouragement Trial Strengths
- Retains aspects of naturalist treatment delivery
- May enhance the appeal of participation in
effectiveness and translational research by
maintaining autonomous choice which will enhance
recruitment of more representative samples - Rather than viewing treatment choice as a threat
to internal validity, it is part of the primary
data collection that informs the researcher about
participant decision processes
46Randomized Encouragement Trial Strengths
- Can provide important information about what can
actually be delivered in real world settings
47Randomized Encouragement Trial Weaknesses
- Internal validity is lower than in RCTs but
higher than in observational designs - By its less controlled nature RETs tend to have
smaller effect sizes and greater within group
variance therefore require bigger sample sizes.
48RET Strengths and Weaknesses
Moderate dominance, strong dominance
Duan N., et al. Personal Communication
49RET Sample Size Considerations
- DPP, assume that the treatment effect is
prevention of 6.2 cases of DM per 100
person-years - Then in the RET, if adoption Pd0.5, then RET
treatment effect is 3.1 cases of DM per 100
person years - Then inflation factor is (1/0.5)2 4 times more
sample needed for the same power!
50Sample size needed based on the observed effect
size in the DPP
51Design 2 Quasi-Experimental with Staggered
Enrollment
- Randomization of initial assignment into
intervention or control arm - After 1 year, control participants transfer into
intervention arm
52Staggered Enrollment Analyses
- Intervention vs. control
- Among control subjects that crossover into
intervention, each subject can serve as own
control
53Staggered Enrollment Strengths
- Increased enrollment compared with std RCT
- Increased subject retention compared with std RCT
- Intervention and control subjects drawn from same
population - Subjects initially randomized to control group
can serve as own controls
54Staggered Enrollment Weaknesses
- Secular trends
- Possible contamination of control groups
- Learning effects control group has 1 more year
in study - Shorter F/U time in initial control group
55Back-up slides
56RET Sample Size Considerations
- RET
- P1 Adoption rate in the intervention group
- P0 Adoption rate in the control group
- RET the incremental adoption rate is Pd
P1-P0 - RCT
- Q1 Adoption rate in the intervention group
- Q0 Adoption rate in the control group
- RCT with perfect adherence adoption rate is
Qd Q1 - Assume treatment effect is constant M, then RET
intervention effects are PdX M and RCT effects
are QdX M and the inflation factor is (Qd/ Pd )2