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Initial Evaluation of Breakthrough Series 1999

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Prevention of Type 2 Diabetes. Marshall H. Chin, MD Carol M. Mangione, MD. Assoc. ... Prof. Of Medicine Prof. Of Medicine. University of Chicago David Geffen ... – PowerPoint PPT presentation

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Title: Initial Evaluation of Breakthrough Series 1999


1
(No Transcript)
2
Prevention 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

3
Outline
  • Background and Study Questions
  • Intervention and Measures
  • 2 Study Designs
  • RCT with randomized encouragement
  • Quasi-experimental with staggered enrollment
  • Tradeoffs
  • Discussion

4
Diabetes 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
5
Estimated Growth in Type 2 Diabetes and US
Population From 2000-2050
Bagust A, et al. Diabetes 50, Suppl 2 A205, 2001
6
Risk 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)

7
Weight 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
8
Impaired Glucose Tolerance
  • Major risk factor for cardiovascular disease
  • IGT may be optimal time for intervention
  • Asymptomatic
  • Potentially reversible
  • Diabetes-specific complications have not developed

9
Stages 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
10
Feasibility 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

11
Modifiable Risk Factors for Type 2 Diabetes
  • Obesity
  • Body fat distribution
  • Physical inactivity
  • Elevated fasting and 2 hr glucose levels

12
Study Interventions
Eligible participants Randomized Standard
lifestyle recommendations
13
Primary 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

14
Screening 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)
15
Lifestyle 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

17
The 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

18
Mean 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

20
Percent 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
21
Pre-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
22
Background
  • 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??

23
Challenge 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

24
General 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?

25
Primary 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?

26
Subquestion
  • 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?

27
Common 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

28
Study 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

29
Enrollment and Study Period
  • Work with local PIs with longstanding community
    church ties
  • Pastor
  • Church senior ambassador / opinion leader
  • Respected senior citizen with condition

30
Length of Study
  • Intensive intervention Weekly x 16 weeks
  • Maintenance intervention Monthly x 8 months
  • Follow-up 3 years

31
Intervention Menu of ChoicesPhysical Activity
  • Goal Increase walking
  • Guideline goal 150 minutes/week of walking
  • In practice, patient selects own goals

32
Physical 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

33
Nutrition / 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

34
Nutrition / 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

35
Outcome
  • 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

36
Process 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

37
Randomized 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

38
Study 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
39
Design 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
40
Randomized 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

41
Randomized 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

42
What 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

43
Why 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

44
Randomized 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

45
Randomized 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

46
Randomized Encouragement Trial Strengths
  • Can provide important information about what can
    actually be delivered in real world settings

47
Randomized 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.

48
RET Strengths and Weaknesses
Moderate dominance, strong dominance
Duan N., et al. Personal Communication
49
RET 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!

50
Sample size needed based on the observed effect
size in the DPP
51
Design 2 Quasi-Experimental with Staggered
Enrollment
  • Randomization of initial assignment into
    intervention or control arm
  • After 1 year, control participants transfer into
    intervention arm

52
Staggered Enrollment Analyses
  • Intervention vs. control
  • Among control subjects that crossover into
    intervention, each subject can serve as own
    control

53
Staggered 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

54
Staggered 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

55
Back-up slides
56
RET 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
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