Precision prevention and tailored screening public
1. Precision Prevention and Tailored
Screening: who gains and who loses?
Graham Colditz, MD, DrPH
April 26, 2018
Department of Surgery
Division of Public Health Sciences
2. Department of Surgery
Division of Public Health Sciences
Disclosures
I have no conflicts of interest
• Talk – slides at
http://bit.ly/precision-prevention-gainers-losers
3. Department of Surgery
Division of Public Health Sciences
Goals
• Identify overarching issues
• Identify trade-offs
• Gap between evidence and implementation
• Benefits, harms, and measures of success
• Time horizon or “Are we there yet”?
4. Department of Surgery
Division of Public Health Sciences
Goals - Implementation Science in “Precision”
settings
Ensure that knowledge and materials produced by
health research actually lead to improved population
health:
1. Reaching intended audience
2. Adapted to local circumstances
3. Implemented effectively, safely, equitably, and in a timely manner
that keeps patient at forefront of decision making
5. Department of Surgery
Division of Public Health Sciences
Key Terms
Precision medicine – uses information about a person’s genes,
environment, and lifestyle to prevent, detect, diagnose, and treat disease
• Allows for more accurate prediction of which treatment and prevention strategies
for a particular disease will work in which groups of people
Precision prevention – tailored approach that considers genetic
variants, mechanisms, and environmental and lifestyle factors to reduce the
risk of disease
• Mainly related to reducing the risk of cancer
Tailored screening – tailored approach based on level of risk
classified by lifestyle/~omics/or other biomarkers to maximize
benefits and reduce harms.
6. Department of Surgery
Division of Public Health Sciences
Criteria for evaluation of screening program
Scientific
• Validity and reliability of test
• Natural history of disease
• Effective treatment available
Ethics
• Does treatment prolong life (lead time, length bias)
• Is program acceptable to target population?
Economics
• Can we afford false positives
• Can we afford follow-up of positive patients
• Is program cost effective?
Wilson J, Jungner G. 1968.
Screening for Disease.
Geneva, Switz.:World Health Organ.
7. Department of Surgery
Division of Public Health Sciences
Precision prevention and tailored screening –
50 years later
The right intervention
In the right person
At the right time in disease process (life)
Why precision approaches?
Maximizes benefit
Reduces harm
Increases efficiency
10. Department of Surgery
Division of Public Health Sciences
Overlapping relative
frequency distributions
in affected and
unaffected individuals
Wald et al. BMJ 1999
12. Department of Surgery
Division of Public Health Sciences
High risk vs population strategy
Lynch syndrome
Identify all families – prevent 7,000 cases of CRC per year in
USA
Population wide screening
Increase US population-wide screening from 60% to 80%
reduce CRC incidence by over 30,000 cases per year
13. Department of Surgery
Division of Public Health Sciences
Integrated breast risk prediction: lifestyle score,
mammographic breast density, polygene score
• Lifestyle = age, age at menopause, age at first birth, biopsy
confirmed benign breast disease, family history, current use
of estrogen or estrogen plus progestin therapy, current BMI,
height, current alcohol
• Mammographic breast density
• Polygene score – 147 SNPs
14. Department of Surgery
Division of Public Health Sciences
0
2
4
6
8
10
12
14
16
18
20
<4.0 4.0-4.9 5.0-5.9 6.0-6.9 7.0-7.9 8.0-8.9 9.0-9.9 10.0-11.9 12.0-14.9 15.0-19.9 ≥ 20.0
Percent
18 year score 2
case control
33% cases arise from
14% of total population
Case
noncase
16% 10% 12% 10% 8% 7% 7% 8% 8% 7% 7%
Plot of case non case distribution by predicted 18yr risk score
15. Department of Surgery
Division of Public Health Sciences
Precision, high risk / tailored vs population approach
• What are our outcomes using this approach?
16. Department of Surgery
Division of Public Health Sciences
Precision, high-risk / tailored vs population approach
What are our outcomes using this approach?
Some ideas
• Intervene / screen high-risk
• Offer second level intervention on intermediate risk
• Reassure low risk
• Offer lower frequency, lower cost approaches to lower risk
population
• Increased costs?
• Fewer adverse events from screening?
17. Department of Surgery
Division of Public Health Sciences
Framework for
precision prevention
and tailored
screening for
cancer
Figure 1.
http://cebp.aacrjournals.org/content/cebp/23/12/2713.full.pdf
Rebbeck CEBP 2014
$
Prevention and
Screening
Guidelines
18. Department of Surgery
Division of Public Health Sciences
Institute of Medicine
Crossing the quality chasm
A new health system for the 21st Century,
National Academy Press
2001
Name guidelines not fully implemented?
19. Department of Surgery
Division of Public Health Sciences
Does precision prevention and tailored screening
increase cost efficiency?
Name examples please?
What is evidence?
20. Department of Surgery
Division of Public Health Sciences
Getting the right intervention to the right individual
at the right time in life
List challenges?
21. Department of Surgery
Division of Public Health Sciences
Getting the right intervention to the right individual
at the right time in life
List challenges?
Ease of use
Comprehension
Language
Concepts of disease and prevention
– health literacy of end user
Purpose and benefits clear?
Risks in context?
22. Department of Surgery
Division of Public Health Sciences
Getting the right intervention to the right individual
at the right time in life
Are we studying how to get the precision intervention
to the end user?
Is it
Understandable?
Engaging?
Actionable?
23. Department of Surgery
Division of Public Health Sciences
Getting the right intervention to the right individual
at the right time in life
Technology
Social setting/cultural belief structures
Time frame
24. Department of Surgery
Division of Public Health Sciences
Does precision classification improve enough over
cheaper and broader (more accessible) classifier to
impact health outcomes?
25. Department of Surgery
Division of Public Health Sciences
Does precision classification improve enough over
cheaper and broader (more accessible) classifier to
impact health outcomes?
• Population satisfaction with practice (acceptability)
• System more effective?
• (benefits outweigh risks at population level)
• System more cost-effective?
• Have we avoided exacerbating disparities &
maximized health equity?
27. Department of Surgery
Division of Public Health Sciences
Can we define and measure benefits? Name a few…
Health system level?
At the provider level?
At the patient level?
At the community level?
29. Department of Surgery
Division of Public Health Sciences
Key questions across applications of precision
prevention and tailored screening
1. Can we clearly define benefits of precision approach
vs population approach?
2. Can we communicate the benefits of this approach?
3. Does precision approach increase cost efficiency?
4. Are we studying the end user in sufficient detail?
5. Does precision classification improve enough over
cheaper and broader classifier?
6. Can we measure benefits?
7. Can we measure harms?