Using Twin Data To Identify Alternative Drug Abuse Phenotypes Ming T. Tsuang, MD, Ph.D. University Professor, University of California & Director, Institute.

Slides:



Advertisements
Similar presentations
April 5 th, 2011 FAMILY HISTORY AND THE PUBLICS HEALTH.
Advertisements

Gene-environment interaction models
Early Use of Alcohol or Cigarettes in Relation to Alcohol and Nicotine Use Disorders: A Retrospective Co-twin Control Study Qiang Fu, a M.D., Ph.D. Andrew.
P3 Event-Related Potential Amplitude and the Risk for Disinhibitory Behavior Disorders W.G. Iacono University of Minnesota.
Genetic research designs in the real world Vishwajit L Nimgaonkar MD, PhD University of Pittsburgh
Effects of childhood exposure to paternal alcoholism on substance use disorders in adolescents and young adults A.E. Duncan,Q. Fu, K.K. Bucholz, J.F. Scherrer,
Early Alcohol Use as a Risk Factor for Drug Use and Dependence.
Mapping Genes for SLE: A Paradigm for Human Disease? Stephen S. Rich, Ph.D. Department of Public Health Sciences Wake Forest University School of Medicine.
Virginia Rodriguez Funes, MD, FACS El Salvador. Background  The Latin American population it is now the largest single ethnic group in the United States,
Behavioral Disinhibition and the Development of Early-Onset Addiction: Common and Specific Influences William G. Iacono, Stephaen M. Malone, and Matt McGue.
Models of Psychopathology. Examining the Diathesis ► Classic Question: Which is more important, heredity or environment? (main effects model) ► Evolution.
The Inheritance of Complex Traits
Behavioral Genetics Jeffrey Clothier, M.D.. Objectives Describe the genetic methods applied to behavior Describe role of genetics and environment in conditions.
Genetic Epidemiological Perspectives on Alcohol Use and Dependence Society for Neuroscience: Henri Begleiter Symposium 11/2/07 Kenneth S Kendler MD Virginia.
Genetic Epidemiology Lecture 13 PS Timiras. A Few Definitions GENOME: THE COMPLETE SET OF GENES OF AN ORGANISM GENOTYPE: THE GENETIC CONSTITUTION OF.
Chapter 5 Human Heredity by Michael Cummings ©2006 Brooks/Cole-Thomson Learning Chapter 5 Complex Patterns of Inheritance.
 It is when one is dependent on any kind of substance, illegal drug or a medication  You may not be able to control your drug use  It can cause an.
Genetics & Addiction Jonathan D. Pollock, Ph.D. Division of Neuroscience & Behavioral Research National Institute on Drug Abuse National Institutes of.
Chapter 7 Multifactorial Traits
Offspring of Alcoholism Discordant Twins Study
Rare and common variants: twenty arguments G.Gibson Homework 3 Mylène Champs Marine Flechet Mathieu Stifkens 1 Bioinformatics - GBIO K.Van Steen.
Multifactorial Traits
Process of Genetic Epidemiology Migrant Studies Familial AggregationSegregation Association StudiesLinkage Analysis Fine Mapping Cloning Defining the Phenotype.
MARC Project 4: Australian Children of Alcoholic Female Twins.
Karri Silventoinen University of Helsinki Osaka University.
Jeffrey F. Scherrer, Kathleen K. Bucholz, Pamela A.F. Madden, Andrew C. Heath, Theodore Jacob, Hong Xian The Contribution of Parent, Sibling and Friend.
Jeffrey F. Scherrer (1,2); Hong Xian (2); Andrew C. Heath (1,2); Theodore Jacob (1); William R. True (1,3), Kathleen K. Bucholz (1,2) Smoking in Offspring.
1 How Complete is California’s HIV Status Determination Among 2008 TB Cases? Darryl Kong, MPH TB Control Branch California Department of Public Health.
Comorbidity between Alcohol Dependence (AD) and Nicotine Dependence (ND): The Genetic Contributions from Antisocial Personality Disorder (ASPD) and Major.
Jeffrey F. Scherrer 1,2, Hong Xian 2,3, Julia D. Grant 1, Kathleen K. Bucholz 1 1 Dept. of Psychiatry, Washington University School of Medicine, St. Louis,
MARC Project 4: Australian Children of Alcoholic Female Twins Wendy S. Slutske, Valerie S. Knopik, Theodore Jacob, Michael T. Lynskey, & Anne Glowinski.
Predicting Offspring Conduct Disorder Using Parental Alcohol and Drug Dependence Paul T. Korte, B.A. J. Randolph Haber, Ph.D.
How Does Trauma contribute to Substance Abuse and HIV Infection Among Ethnic Women Gail E. Wyatt, Ph.D. Professor, UCLA Department of Psychiatry and Biobehavioral.
Introduction Introduction Alcohol Abuse Characteristics Results and Conclusions Results and Conclusions Analyses comparing primary substance of abuse indicated.
Evidence for Specificity of Transmission of Alcohol and Nicotine Dependence in an Offspring of Twins Sample Heather E Volk MPH, Jeffrey F Scherrer PhD,
Presented by Alicia Naegle Twin Studies. Important Vocabulary Monozygotic Twins (MZ)- who are identical twins Dizygotic Twins (DZ)- who are twins that.
Linkage Signals for Illicit Drug Phenotypes The Nicotine Addiction Genetics (NAG) Project Arpana Agrawal, Andrew C. Heath, Scott Saccone, Michele Pergadia,
Deficient feedback processing during risky decision-making in adolescents with a parental history of Substance Use Disorders Anja Euser Erasmus University.
Achievement & Ascription in Educational Attainment Genetic & Environmental Influences on Adolescent Schooling François Nielsen.
Predicting Stage Transitions in the Development of Nicotine Dependence Carolyn E. Sartor, Hong Xian, Jeffrey F. Scherrer, Michael Lynskey, William True,
Computational Approaches for Biomarker Discovery SubbaLakshmiswetha Patchamatla.
Psychiatric Disorder: Is It All In The Genes? Why might a disorder run in families? §Shared genes §Shared environment §A combination of the two.
An quick overview of human genetic linkage analysis
Genetic and Environmental Influences on Perceived Peer Alcohol Use During Adolescence Julia D. Grant 1, Kathleen K. Bucholz 1, Pamela A.F. Madden 1, Wendy.
Unit 9: Genetic Epidemiology. Unit 9 Learning Objectives: 1. Understand characteristics, uses, strengths, and limitations of genetic epidemiology study.
Do genetic influences on abuse and dependence overlap? Explorations using cannabis and alcohol diagnoses. Julia D. Grant and Kathleen K. Bucholz Washington.
Chapter Six Genetics, Evolution, and Personality Genetics, Evolution, and Personality.
Introduction Results and Conclusions Comparisons of psychiatric hospitalization rates in the 12 months prior to and after baseline assessment revealed.
TM Substance Use Transitions from Initial Use to Regular Use to Discontinuance Ralph S. Caraballo, Ph.D., MPH Office on Smoking and Health, CDC, Atlanta.
Jeffrey F. Scherrer (1,2); Hong Xian (2); Andrew C. Heath (1,2); Theodore Jacob (1); William R. True (1,3), Kathleen K. Bucholz (1,2) Are the Measured.
Genetic simplex modeling of personality in adolescent Australian twins N.A. GILLESPIE 1, D. M. EVANS 1, N.G. MARTIN 1 1 Queensland Institute of Medical.
Lesson 14: Heritability learn about the methods for studying traits to determine if genes influence them; specifically learn about how to analyze data.
ALDH2 and Conduct Disorder Mediate Ethnicity and Alcohol Dependence in Chinese-, Korean-, and White-American College Students S.E. Luczak, T.A.R. Cook,
Introduction Results and Conclusions Numerous demographic variables were found to be associated with treatment completion. Completers were more likely.
Biological Approach Methods. Other METHODS of studying biological traits??? How else can you examine biological links to behaviour? Brain storm.
An atlas of genetic influences on human blood metabolites Nature Genetics 2014 Jun;46(6)
11 | 1 Copyright © Cengage Learning. All rights reserved. Raymond Cattell, The Big Five Personality Traits, Genetic and Evolutionary Developments.
 Builds on what we know about the differences between species and applies these concepts to studying humans  Deals with understanding how both genetics.
LO #10: With reference to relevant research studies, to what extent does genetics influence behavior?
Explanations of Autism Individual Differences. Biological Explanations Individual Differences.
Virginia Summer Institute for Addiction Studies July 11, 2016 Malcolm V. King MS CSAC Child and Family Program Specialists Virginia Department of Behavioral.
Keith Chen Danielle M. Dick, Ph.D. Virginia Commonwealth University
METHODS of studying biological traits???
Quantitative and Behavior Genetics
METHODS of studying biological traits???
Schizophrenia Family studies, show that the more closely related an individual to a schizophrenic patient the higher the risk to develop it . Kendler.
Behavioral Genetics Study of the influence of genetic factors on behavioral traits.
Schizophrenia Family studies, show that the more closely related an individual to a schizophrenic patient the higher the risk to develop it . Kendler.
Why are the causal effects of shared environment so small?
Chapter 7 Multifactorial Traits
Presentation transcript:

Using Twin Data To Identify Alternative Drug Abuse Phenotypes Ming T. Tsuang, MD, Ph.D. University Professor, University of California & Director, Institute of Behavioral Genomics, Dept. of Psychiatry, UC San Diego; Director, Harvard Institute of Psychiatric Epidemiology and Genetics, Depts. of Epidemiology & Psychiatry, Harvard University

Background Some of the difficulty in identifying genes for drug abuse stems from underlying etiologic complexity of this phenotype. Unlike disorders such as Huntington’s disease, drug abuse is presumed to have a multifactorial polygenic etiology, in which numerous genes and environmental factors all make small contributions to the overall risk for the illness.

Moving Beyond “Off the Shelf” DSM Phenotypes Empirical methods, such as factor analysis, may help to identify useful “quantitative traits.” Transitions may reflect different phenotypes with different genetic determinants Psychiatric disorders that co-occur with substance abuse may reflect the same genetic vulnerability

Previous Relevant Research Using the Vietnam Era Twin Registry

Sample Demographics Mean age years (+2.8 years) Age range - 36 to 55 years Ethnicity non-Hispanic white 90.4% African American 4.9% Hispanic 2.7% Native American 1.3% “Other” 0.7%

Sample Size Number of individuals: 8,169 response rate: 79.7% completed pairs: MZ - 1,874 DZ - 1,498

Vietnam Era Twin Registry Consists of 7,375 male-male twin pairs Both served on active duty during the Vietnam Era ( ) Born between 1939 and 1957 Identified from Dept. of Defense data files by computer algorithm

Vietnam Era Twin Registry Zygosity determined by questions on sibling similarity and blood group typing data from military records All were raised together

Using Transitions in Drug Use to Define Phenotypes for Genetic Research “Unaffected” phenotype should be restricted to individuals with the opportunity to become “abusers” who did not become “abusers” Individuals without the opportunity to become “abusers” should be classified “phenotype unknown”

Exposure to Drug Initiation – “First Use” Regular Use Abuse (Problematic Use) Dependence Discontinuation of Use Stages in Drug Usage Phenotype Unknown Affected Phenotype ?

Conclusions There is no single, unitary “drug phenotype” that will encompass all aspects of the relevant phenomena. There is considerable overlap among the various “drug phenotypes” that could be formulated.

Univariate Analyses of Drug Abuse

Pairwise Concordance Rates for Drug Abuse

Correlations for Drug Abuse P<.001

Influences on Drug Abuse/Dependence

Conclusions from Univariate Analyses Genetic factors are the most important determinants of heroin addiction. Genetic factors may be more important for heroin addiction than for addiction to other drugs. Results for heroin suggest there may be both polygenic effects and a single gene of major effect or epistasis.

Question for Multivariate Analyses To what extent are determinants of addiction shared among all drugs versus unique to each individual drug?

Vulnerability to Drug Dependence Common Vulnerability Stimulants 77% Heroin/ Opiates 50% Psychedelics 85% Marijuana 71% Sedatives 69%

Determinants of Common Vulnerability to Drug Dependence

Family Environmental Influences on Drug Dependence Common Family Environmental Vulnerability 100% Stimulants (c 2 =18%) (c 2 =15%) Heroin/ Opiates 100% (c 2 =19%) Psychedelics 100% 59% Marijuana (c 2 =29%) 100% Sedatives (c 2 =17%)

Non-Family Environmental Influences on Drug Dependence Common Non-Family Environmental Vulnerability 71% Stimulants (e 2 =48%) (e 2 =33%) Heroin/ Opiates 64% (e 2 =52%) Psychedelics 71% 84% Marijuana (e 2 =38%) 54% Sedatives (e 2 =56%)

Genetic Influences on Drug Dependence Common Genetic Vulnerability 73% Stimulants (h 2 =33%) (h 2 =54%) Heroin/ Opiates 30% (h 2 =26%) Psychedelics 100% (h 2 =33%) Marijuana 67% (h 2 =27%) Sedatives 81%

Conclusions from Multivariate Analyses The best model to explain the co-occurrence of addiction to different drugs is a common latent vulnerability. The “Marijuana Gateway” model is a poor fit to the data.

Conclusions from Multivariate Analyses About half of the influences on heroin addiction also impart risk for addiction to other illicit drugs. About half of the influences on heroin addiction are unique to heroin (i.e, they don’t affect the risk for addiction to other drugs).

Conclusions from Multivariate Analyses Everything about the family environment that imparts risk for heroin addiction also imparts risk for addiction to all other illicit drugs. Only marijuana is affected by family environmental factors that don’t also influence other illicit drugs.

Conclusions from Multivariate Analyses Some aspects of the non-family environment that affect heroin addiction also affect addiction to other drugs. Some aspects of the non-family environment that affect heroin addiction are unique to heroin addiction (i.e., don’t affect addiction to other drugs).

Conclusions from Multivariate Analyses 70% of the genetic influence on heroin addiction is unique to heroin addiction (more than for any other drug). Heroin addiction is the most “heritable” addiction to an illicit drug (at least given the environmental circumstances of our sample).

Future Directions for Investigating Phenotypes for Genetic Research on Drug Abuse

Background & Significance A genetic contribution to the liability toward illicit drug use has been firmly established. The task is now to identify specific genes that influence the liability to substance use disorders (SUDs). Defining genetically homogenous phenotypes is critical to the success of genetic linkage and association studies.

Alternative Phenotypes Heterogeneous nature of phenotypes compounds difficulty of identifying genes that impart risk. DSM diagnosis of drug abuse may not map neatly onto its genetic foundations.

Alternative Phenotypes May provide a stronger ‘signal’ in the search for underlying risk genes. We propose to utilize data from both twin and molecular genetic samples to generate and refine alternative phenotypic definitions of substance use disorders (SUDs).

Summary There is good evidence for genetic influences on SUDs. The specific genes that influence SUDs have remained elusive. A rate-limiting step in finding genes for SUDs may be specifying the best phenotypes.