Society of Behavioral Medicine 2007
The Importance of Context in Understanding Behavior and Promoting Health Edwin B. Fisher Department of Health Behavior and Health Education School of Public Health The University of North Carolina at Chapel Hill
[email protected]
Interaction and Moderation in All Things!
Overview: The Importance of Context • • • • • • •
SBM’s Links with Behaviorism Social Ecological Perspectives How to Study Influences of Environments Genetics as Model for Effects of Context Multilevel Analysis Implications for Research How We Think About Contexts
Behavioral Medicine’s Links with Behaviorism • First meeting of SBM at annual meeting of the Association for the Advancement of Behavior Therapy • 1st and 3rd Presidents – Stewart Agras and Gene Abel – leaders in Behavior Therapy • Neil Miller – Dollard & Miller: Personality & Psychotherapy (1950) – Early leader of SBM
Intervention Roots in Behavior Therapy
• Biofeedback • Stress management interventions featuring relaxation and active coping with stressors
• Weight management (e.g. Stuart) • Smoking cessation (e.g., Lichtenstein) • Self control – Mahoney & Thoresen: Self-control: Power to the person (1974). – Thoresen & Mahoney: Behavioral Self Control (1974)
• Contingency management, e.g., Geller’s approaches to auto safety
Misunderstanding Behaviorism Behaviorism does not: – View complex behavior as simple aggregate of stimulus-response associations – View behavior as response only to the current stimuli present.
Fundamental point of behaviorism: – Behavior is learned – Current behavior is integration of past experience with similar situations
Behaviorism is fundamentally historical, fundamentally directed to how 1. Past Experience 2. Governs the Impacts of the Present
Past Experience Governs Impacts of Present Example: How We Respond To Ambiguous Stimuli Unambiguous Threats • Teacher scolding you when others were the troublemakers • Storekeeper turns sign from “Come on in, We’re Open” to “Sorry Closed” just as he sees you approaching through the glass door.
Ambiguous Threat Mr. Stubbs the Geometry Teacher • Going to give back the tests. • But first, there’s been cheating and if I find out who.... • Hands back grades. • Billy, who had been concerned, gets good grade, is pleased. • Ok, class dismissed. • Oh, Billy, could you wait a minute. I want to talk with you. • Sure Mr. Stubbs, but what’s this all about? • Just wait. I’ll be with you in a minute.
Low SES and Past Experience Lower socioeconomic status confers: • More experience with negative outcomes • In ambiguous situations: – Greater likelihood of negative outcomes – Greater sense of perceived threat
Influence of Past Experience/SES on Response to Threat Unambiguous Negative Video Low Parental Educ & Occup
β = .09
Perception of Threat
Ambiguous Video Low Parental Educ & Occup
β = .43
Perception of Threat
Chen et al. Child Development 2004 75: 1039-1052
SES, Perception of Threat, and CVD Risk Ambiguous Video
Low Parental Educ & Occup
Perception of Threat
Heart Rate DBP
Chen et al. Child Development 2004 75: 1039-1052
Overview: The Importance of Context • SBM’s Links with Behaviorism
• Social Ecological Perspectives • • • • •
How to Study Influences of Environments Genetics as Model for Effects of Context Multilevel Analysis Implications for Research How We Think About Contexts
Social-Ecological Model
Over the life span
(Assuring the Public Health in the 21st Century, IOM, 2002)
Marmot and the Causes of Causes Disparities from Material conditions, Income poverty Country
GNP per capita (US $s)
Life Expectancy
USA
$34,000
76.9 years
Greece
$17,000
78.1 years
Costa Rica
< $10,000
77.9 years
Cuba
< $10,000
76.5 years
Social Determinants • Stress, Early life circumstances, Social exclusion, Work, Unemployment, Social support, Addiction Marmot The Lancet 2005 365:1099-1104
Diabetes Initiative of the Robert Wood Johnson Foundation Fourteen programs demonstrating feasibility of self management as part of quality care in real-world primary care and community settings
diabetesinitiative.org
Core Concept: Resources & Support for Self Management • Individualized assessment, including consideration of individual’s perspectives, cultural factors • Collaborative goal setting • Building skills Diabetes specific skills Self-management skills Includes skills for “Healthy Coping” and dealing with negative emotions
• Continuity of quality clinical care • Follow-up and support • Community resources
Tri-Level Model of Self Management and Chronic Care
Organization & System e.g., Chronic Care Model
Built Environment
Community Resources and Policies
Health System Self Management Support
Worksites
Informal Community Social Organizations Networks
Organization of Health Care Delivery System Design
Decision Support
Clinical Information Systems
Families
Implementation e.g, Resources & Supports for Self Management
Impacts e.g., AADE 7 Self-Care Behaviors
Community Resources
Healthy Eating
Ongoing Follow Up and Support
Being Active
Skills Instruction
Monitoring
Collaborative Goal Setting
Taking Medication
Individualized Assessment
Problem Solving
Clinical Status & Quality of Life
Healthy Coping
Continuity of Quality Clinical Care
Reducing Risks
Professors at SUNY at Stony Brook Gerald Davison and Stuart Valins Complex social influences that surround and contribute to behavior influence
Howard Rachlin How to understand complex human behavior from a rigorous, positivistic perspective
Robin Winkler Token economies Æ Behavioral economics
Leonard Krasner & Leonard Ullmann Krasner & Ullmann Research in behavior modification. 1965. Ullmann & Krasner Case studies in behavior modification. 1965. Krasner & Ullmann Behavior Influence and Personality: The Social Matrix of Human Action (1973) Models of psychopathology products of social influences of professional and science establishments Krasner Environmental Design and Human Behavior (1980) “Community Mental health and Environmental Design” “Environmental Design in Alternative Societies: The People’s Republic of China,”
Behavioral & Ecological Similarities Behaviorism: • History and experience of individual guides behavior Ecological perspective: • Social, organizational layers as architecture of experience Share • Experiences shapes behavior • Policies, governments, organizations shape behavior • Groups, organizations, governments are subject to same influences of reinforcers, etc.
Behavioral & Ecological Similarities Shared aversion to victim blaming Recognize how behaviors, lifestyles, and choices reflect sane responses to circumstances
9
Hillary Clinton – It takes a village Nancy Reagan – Just say “no”!
Overview: The Importance of Context • SBM’s Links with Behaviorism • Social Ecological Perspectives
• How to Study Influences of Environments • • • •
Genetics as Model for Effects of Context Multilevel Analysis Implications for Research How We Think About Contexts
The Unfulfilled Legacy of Kurt Lewin
B = f (I x E)
Lewin’s Dream: Spatial Analysis
St. Louis, Missouri
Tobacco Billboards in St. Louis
Luke et al. Tobacco Control. 2000 9:16-23.
Supermarket in healthiest third Supermarket in least healthy third
Baker EA, Schootman M, Barnidge E, Kelly C. The role of race and poverty in access to foods that enable individuals to adhere to dietary guidelines. Preventing Chronic Disease [serial online]. July 2006;3(3).
Neighborhood Food Sources and Relative Likelihood of Obesity
Supermarkets in census tract, 0.83 relative to census tracts with no supermarkets Convenience stores in census tract 1.16 relative to neighborhoods with no convenience stores. ONLY Convenience Stores in census tract 1.45 relative to tracts with only supermarkets Adjusting for gender, race, age, income, education, and physical activity Morland et al. Am J Prev Med 2006 30: 333-339.
Overview: The Importance of Context • SBM’s Links with Behaviorism • Social Ecological Perspectives • How to Study Influences of Environments
• Genetics as Model for Effects of Context • Multilevel Analysis • Implications for Research • How We Think About Contexts
Epigenetics
Gosden & Feinberg, editorial, NEJM 2007 356: 731-733, regarding Hitchins et al., NEJM 2007 356: 697-705
Trangenerational Epigenetic Inheritance • Hypermethylation of allele of MLH1 conveys predisposition to cancer • Evidence of transmission of epimutation from mother to son
Hitchins et al. NEJM 2007 356: 697-705
Maternal Nurturance and Adult Stress Response
Low Maternal Nurturance
Hormonal Stress Response
Meany & Szyf Trends in Neuroscience. 28: 456-463.
Epigenetic Changes Mediate Effects of Maternal Nurturance
Low Maternal Nurturance
DNA Methylation
Hormonal Stress Response
Meany & Szyf Trends in Neuroscience. 28: 456-463.
Genes, Environment, Serotonin and CVD Risk
negative emotions CVD Risk ↑ BP from stress
Adapted from Williams et al., Psychosom Med 2001 63:300-305.
Genes, Environment, Serotonin and CVD Risk
negative emotions low CNS serotonin
CVD Risk ↑ BP from stress
Adapted from Williams et al., Psychosom Med 2001 63:300-305.
Genes, Environment, Serotonin and CVD Risk
negative emotions long allele promoter region, serotonin transporter gene
low CNS serotonin
CVD Risk ↑ BP from stress
Adapted from Williams et al., Psychosom Med 2001 63:300-305.
Serotonin Function by Rearing and Genotype 60 50 40 30 20 10 0 -10 -20 -30 -40
Peer Reared
l/l
l/s
Parent Reared
l/l
l/s
z scores for index of CNS serotonin function by long and short allele genotypes and early rearing environment (Bennett, Lesch et al., Mol Psychiat 2002 7: 118122.)
Genes, Environment, Serotonin and CVD Risk Maternal deprivation
negative emotions long allele promoter region, serotonin transporter gene
low CNS serotonin
CVD Risk ↑ BP from stress
Adapted from Williams et al., Psychosom Med 2001 63:300-305.
Genes, Environment, Serotonin and CVD Risk Maternal deprivation
negative emotions long allele promoter region, serotonin transporter gene
Ethnicity < 30% China, Japan 50-60% Europe > 70% Africa
low CNS serotonin
CVD Risk ↑ BP from stress
Adapted from Williams et al., Psychosom Med 2001 63:300-305.
Genes, Environment, Serotonin and CVD Risk Low Socioeconomic Status
Maternal deprivation
negative emotions long allele promoter region, serotonin transporter gene
Ethnicity < 30% China, Japan 50-60% Europe > 70% Africa
low CNS serotonin
CVD Risk ↑ BP from stress
Adapted from Williams et al., Psychosom Med 2001 63:300-305.
Genotype & Phenotype & Environment Michael Meany, ICBM, Bangkok, 2006
• The phenotype of the cell is the setting for gene expression • Phenotype precedes genotype • Development as fundamentally adaptational process • There is no blueprint
Influences of Genetics are
fundamentally dependent on context
Phenotype
Genotype Situation
Group
Behavior
Individual Environment
Context
Person
Agent
Genetic Profiling as Model for Understanding Contexts of Behavior
Genetic Profiling and Br CA Metastasis
van de Vijver et al. NEJM 2002 347:1999-2009
van de Vijver et al. NEJM 2002 347:1999-2009
Conclusions Influences on behavior are: • Multiple (Genetic, Environmental, Social, Psychological,…) • Multidirectional • Multiply contingent (heavily moderated) • Layered with interactions among layers
Genomics ----- Populomics??
Overview: The Importance of Context • • • •
SBM’s Links with Behaviorism Social Ecological Perspectives How to Study Influences of Environments Genetics as Model for Effects of Context
• Multilevel Analysis • Implications for Research • How We Think About Contexts
Multilevel Analysis of Adolescent Alcohol Use Neighborhood
Low SES
Parents
A
Parental Monitoring
B High SES
C
Adolescents
-
Adolescent Alcohol Use
+ Parent Alcohol Use
+ Peer Alcohol Use
Chuang, Ennett, Bauman & Foshee J Health and Soc Beh 2005 46: 187–204
Neighborhood Climate Social Networks Social Support
Neighborhood Climate
? →
? Social Integration
→
Social Support
Neighborhood Climate
? →
? Social Integration
→
? Social Support
→
Cynical Mistrust
Risk for CVD “No one cares much what happens to you.” “Most people make friends because friends are likely to be useful to them.”
Neighborhood Climate
? →
? Social Integration
“If you fell on the sidewalk or street in your neighborhood, would people help you?” “Do you see people in angry arguments in your neighborhood?”
→
? Social Support
→
Cynical Mistrust
Neighborhood Climate
? →
? Social Integration
→
? Social Support
→
Cynical Mistrust
Social Integration (Orth-Gomer) Network: Overall, how many people – with similar interests to you – do you have contact with? Intimacy: Do you feel there is one particular person who feels very close to you?
Neighborhood Climate
? →
? Social Integration
→
? Social Support
→
Cynical Mistrust
Nondirective – Cooperative without “taking over” “Make it easy for you to talk about anything you think is important” “Offer a range of suggestions” Directive – Take control, tell you what to feel, what to choose “Don't let you dwell on upsetting thoughts” “Tell you what to do”
Structural Equation Model -.257
-.232 .499
Neighborhood Climate
.301
Nondirective
-.270
Cynical Mistrust
Social Integration
Directive -.156 301 community members in St. Louis, MO 76.7% Female, 52.2% African American 76% Beyond High School (41% College Graduate)
.170
Overview: The Importance of Context • • • • •
SBM’s Links with Behaviorism Social Ecological Perspectives How to Study Influences of Environments Genetics as Model for Effects of Context Multilevel Analysis
• Implications for Research • How We Think About Contexts
Design Considerations Experimental Designs • Randomized controlled trials • Within-subjects, repeated measures designs • Multiple baseline designs Intended to evaluate an object controlling for effects of context How do we evaluate the effects of context?
Structural Equation Analysis of Neighborhood Asthma Coalition .912
Mother’s Social Isolation
Classes .968
.271
Engagement in Program
.206
.241
Attitudes
Contacts with Neighborhood Workers
-.242
Asthma Management
-.105
Acute Care in 3rd Year
.223
Mother’s Education
-.174
Baseline Acute Care
.281
Mark Walker in Fisher et al Pediatrics 2004 114: 116-123.
Generalizing the Model Exposure Indicator Exposure Moderators
Exposure Indicator
Exposure Engagement
Predisposing, Enabling Factors
Social, demographic confounders
Key Behaviors
Outcomes
Pre-Measure of Outcome
Generalizing the Model Policy Neighborhood Community
Intervention Setting
Predisposing, Enabling Factors
Intervention Implementation
Intervention: Exposure, Engagement
Genetic, Constitutional Factors
Key Behaviors
Social, demographic variables
Exposure Indicator Exposure Indicator
Outcomes
Pre-Measure of Outcome
Evaluating Community Interventions
COMMIT • Community based promotion of smoking cessation • 11 pairs of communities, randomized to community based intervention or comparison • Community was the unit of randomization and of analysis • Results – Quit Rates in Intervention & Comparison Communities – Heavy Smokers: 0.180 vs 0.187, NS – Light Smokers: 0.306 vs 0.275, p = 0.004 The COMMIT Research Group. Am J Public Health. 1995 85:183-192)
Rethinking COMMIT Randomized Control Design • Specifying content of community based intervention • Evaluate the impacts of the specified intervention, broad as it was, independent of its context • Missed opportunity?? – Broader policy, environmental approaches – Grass roots community organization approaches
Rethinking COMMIT Alternative Design • Descriptive, multi-level analysis • Encourage intervention variation • Study effects of variation • Study interactions of context with intervention elements • NB: COMMIT cohort > 20,000
Fisher’s Dream COMMIT Cohort > 20,000 Policy Neighborhood Community
Intervention Setting
Smoking History o Personality SmokingRelated Genotypes
Breadth and Extent of Implementation
Exposure Indicator Exposure Indicator
Intervention: Exposure, Engagement
Quitting Behaviors; Processes of Change
Individual-Level Social, Economic and Demographic Variables
Quit Attempts
Smoking Status
Baseline Smoking & History
For Unreconstructed Experimentalists Intervention Setting Policy Neighborhood Community
Exposure Indicator Experimental Intervention Smoking History o Personality
SmokingRelated Genotypes
Breadth and Extent of Implementation
Exposure Indicator
Intervention: Exposure, Engagement
Quitting Behaviors; Processes of Change Individual-Level Social, Economic and Demographic Variables
Quit Attempts
Smoking Status
Baseline Smoking & History
Earliest Multilevel Analysis Papers Listed in PubMed Multilevel analysis Kim, I.K. A multilevel analysis of fertility behavior in Korea. Stud Comp Int Dev. 1985 Summer;20(2):6590.
Structural Equation Modeling Cox CL, Roghmann KJ. Empirical test of the interaction model of client health behavior. Res Nurs Health. 1984 Dec;7(4):275-85.
Spatial analysis – 672 articles in Pub Med – First in 1950 – 508 of the 672 since 1997 (search, 3/18/07)
Dissemination • RE-AIM (Glasgow and colleagues, www.re-aim.org) – – – – –
Reach Efficacy/Effectiveness Adoption Implementation Maintenance
• Practical Clinical Trials • Preference Designs
Overview: The Importance of Context • • • • • •
SBM’s Links with Behaviorism Social Ecological Perspectives How to Study Influences of Environments Genetics as Model for Effects of Context Multilevel Analysis Implications for Research
• How We Think About Contexts
Wisdom of Lazarus
Arnold Lazarus 1966, Sausalito, California “Science is defined not by its methods but by the way we talk about our data”
Fundamental, Irreducible Role of Scholarly Judgment No matter how well designed the studies from which evidence gathered No matter how many times studies replicated No matter how strong the meta-analytic reviews Still need judgment: • For an individual problem • In an individual setting and circumstance • Previous findings may be wisely applied
Jane Loevinger: “The world is not orthogonal” Fisher’s Corollary Interactions and moderation are the ways of the world, not main effects Conventional experimental designs not well suited to study multilevel interactions How should we best frame our questions to study contexts and their interactions?
Gail Kennedy, Folger Professor of Philosophy, Amherst College, 1968:
“Getting the right answer is the easy part. It’s asking the right question that’s important.”
SBM Leaders – Collegial Support
Colleagues – Friends – Teachers David Abrams Barbara Anderson Victoria Anwuri Cynthia Arfken Zev Ashenberg Wendy Auslander Stephen Ayres Ray Battalio Terry Bazzarre Laura Bayer Robert Birney Don Bishop Gordon Bloomberg Carol Brownson Ross Brownson Bob Carney Edith Chen Rod Coe Jerry Cohen Cathleen Connell Richard Crespo Bill Daughaday Jim Davis Kim Davis Wayne Davis Jerry Davison Alan Delamater Bob DeVellis Brenda DeVellis Tom DiLorenzo Jo Anne Earp George Eberle
Susan Ennett Hege Eriksen Kelly Everard Patricia Fazzone Irene Fischer Vangie Foshee Ken Freedland Carol Friedling Jeanne Gabriele Russ Glasgow Richard Gram Sol Garfield Len Green Ellen Gritz Debra Haire-Joshu Kent Harber Laura Hayman Bernadette Heckman Joan Heins Susan Hopper David Jaffe Donna Jeffe Randi Joffe John Kagel Peter Kaufmann Gail Kennedy David Kipnis Betty Kirkley Judy Kopp Maria Kopp Nick Kotchabhakdi Nittaya Kotchabhakdi
Len Krasner Jean Kristeller Linda Krug-Porzelius Steve Kurtz Annette La Greca Jeff Levenkron Tami Levitt-Gilmour Ed Lichtenstein Marcia Lange Jeff Levenkron Laura Linnan Bert Loro Michael Lowe Roland Maiuro David Marrero Joni Mayer Rosemary McConkey Bill McReynolds Karen Meredith Rich Milich Greg Miller Phil Miller Karen Monaco Glen Morgan Hiltrud Mueller Jan Munro Judy Ockene Brian Oldenburg Tracy Orleans Mary O’Toole Fran Porter Gabe Reed Highstein
Howard Rachlin Veronica Richardson Barbara Rimer Katharine Rost Julio Santiago Ken Schechtman Joanne Schneider Mario Schootman Catina Scott Judy Skala Celette Skinner Walton Sumner Linda Susman Adrienne Stauder Bob Strunk Roslyn Sykes Deb Tate Tiffany Tibbs Helen Todora Kim Trinkaus Antti Uutela Stuart Valins Elaine Walker Elizabeth Walker Mark Walker Elizabeth WarrenBoulton Patti Watkins Redford Williams Virginia Williams Kevin Whitney Robin Winkler