J Am Acad Child Adolesc Psychiatry,39:12,1571-1274 December 2000


Richard D. Todd, Ph.D., M.D.

We believe that a valid classification is an essential step in science. In medicine, and hence in psychiatry, classification is diagnosis.
—Robins and Guze, 1970, p. 107
As conceptualized in DSM-IV, attention-deficit/hyperactivity disorder (ADHD) is a common syndrome of childhood characterized by problems of inattention and/or hyperactive-impulsive behavior that is frequently associated with comorbid psychiatric conditions and educational or vocational failure. The prevalence of ADHD is estimated to be between 3% and 9% in children and several-fold higher in boys. These prevalence estimates and recent prescription patterns for stimulant medications have led to controversies in the lay press regarding possible overdiagnosis and overtreatment of ADHD.
The results of modern twin studies suggest that much of the controversy surrounding the supposed epidemic of ADHD is secondary to fundamental misconceptualizations about its nature. Notwithstanding the tremendous advances in treatment and research that have been made possible by the adoption of a standard diagnostic nomenclature, the DSM approach is categorical. In contrast, the results of several population-based twin studies from around the world are most compatible with ADHD representing the extreme of one or more continua of problems with inattention and hyperactivity-impulsivity (for example, Levy et al., 1997). If correct, ADHD is akin to common medical conditions such as hypertension or diabetes in that the criteria for defining who is ill represent an arbitrary cutoff along a continuum of blood pressure or serum glucose level, respectively. The definition of a case, then, becomes entwined with the efficacy of our treatment approaches, whether pharmacological or behavioral. The conceptualization of ADHD as a quantitative trait is in keeping with the noncategorical tradition such as represented by the Attention Problems (AP) scale of Achenbach (1977).
Whether viewed as a discrete disorder or as a quantitative trait, estimates of the heritability of ADHD are uniformly high (reviewed by Faraone and Biederman, 1998; Todd, 2000). It is unclear whether the same basic heritable elements predispose to the presence of problems with attention, hyperactivity, and impulsivity or whether unique genetic elements contribute to each problem area. Similarly, it is unclear whether the presence of comorbid psychiatric problems or learning difficulties is due to pleotrophic genes that may result in different disorders, to coheritability of genetic elements predisposing to different problem areas, or to other mechanisms such as environmental effects or assortative mating among parents.
Which children are seen in our clinics is determined by complex referral patterns. Hence, clinically based studies of ADHD have potential biases, particularly regarding comorbidity. School-based studies overcome some of these difficulties, but they exclude individuals who are not in school. The most severely affected cases, and perhaps the most interesting from a genetic point of view, are thereby undersampled.
A complementary approach that may overcome some of these difficulties is to sample individuals from birth records. Though not without possible shortcomings, birth records–based twin studies have the advantage of sampling the entire spectrum of possibly affected individuals using genetically informative designs. Coupled with analytic approaches that are agnostic regarding the nature of the disorder or the mechanisms of comorbidity, such population-based twin studies offer a powerful approach to resolving these issues. We are in the process of collecting data from such a birth records–based twin sample from the state of Missouri (Hudziak et al., 1998, 2000). Our initial results from this study suggest that ADHD is underdiagnosed, has complex mechanisms of comorbidity, and is genetically heterogeneous.
Our basic approach has been to collect full DSM-IV symptom information on all twins irrespective of whether or not they qualify for a diagnosis. Using a categorical version of traditional factor analysis called latent class analysis (McCutcheon, 1987), we subdivide the population sample of twins into mutually exclusive classes based on twin or parent report of DSM symptoms. Defining topologies of phenotypes in this manner has the advantage that information about the occurrence of symptom clusters from different diagnostic domains is extracted without previous conceptualizations of diagnostic boundaries or patterns of comorbidity. A latent class approach also naturally tests whether the derived classes represent distinct entities or points along a continuum of severity. It should be emphasized that as with all statistical approaches, the results of any latent class analysis are dependent on the quality of the data analyzed, the sample size, and the underlying reality of nature.
Our currently published work is compatible with the presence of 2 latent classes which identify 2 of the 3 DSM-IV ADHD subtypes: primarily inattentive and a combined inattentive/hyperactive-impulsive subtype (Hudziak et al., 1998; Neuman et al., 1999). The majority of individuals in these subclasses qualify for a diagnosis of ADHD. Classes also identify many individuals who do not meet DSM-IV diagnostic criteria. These classes generalize across age and sex of the children as well as across different methods of ascertainment and data collection and diagnostic nomenclatures (Neuman et al., 1999). In our larger analysis of female twins, we also identified a relatively uncommon latent class consistent with the DSM-IV hyperactive-impulsive subtype of ADHD (Hudziak et al., 1998). This class also contains a number of individuals who did not meet DSM-IV diagnostic criteria. In contrast to most clinic-based studies of ADHD, we find that the inattentive ADHD latent class is not associated with an increased frequency of symptoms or diagnoses of disruptive behavior disorders, anxiety disorders, or depression.
Although the presence of these 3 ADHD latent classes is superficially compatible with the categorical definition of DSM-IV ADHD, the patterns of symptoms in these classes closely follows patterns of symptoms in other, less severe, latent classes. We have interpreted this to mean that there are 2 or more continua or domains (inattentive, hyperactive-impulsive, or combined) of ADHD problems in the general population and that the latent classes we observe are points along these continua. More recently, however, we have found that the individual latent classes appear to “breed true” in that we do not find the expected increased frequency of twin pairs having a mild and severe form of latent class membership as would be predicted by a continuum model. That is, when both twins have ADHD symptoms, they tend to be in the same latent class. A general model illustrating the difference between such multiple heterogeneity and continuum views is shown in Figure 1.
In summary, our current studies are most compatible with a number of genetically independent forms of ADHD that differ in severity of the symptom domains defined in DSM-IV and vary in comorbidity pattern. This suggests that the use of DSM-IV diagnostic criteria for genetic studies may be problematic. Perhaps the use of latent class categories or other phenotype definitions will allow the identification of more genetically homogeneous subtypes for study. Furthermore, these results may offer an explanation of why children differentially respond to different treatment paradigms. Different genetic forms of illness might be expected to respond to different interventions.

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Web Sites of Interest

New York University School of Medicine
http://www.med.nyu.edu/Psych/addc/addscr.htm

LookSmart - ADD/ADHD Books, Videos and Tapes
http://www.looksmart.com/eus1/eus317837/eus317920/eus53948/eus84236/eus84243/eus273922/eus280151/r?lm&&hl = 5&ss = 1&key = adhd

Attention-Deficit Hyperactivity Disorder (Sci Am Sept 98)
http://www.sciam.com/1998/0998issue/0998barkley.html

Accepted June 26, 2000.
Dr. Todd is the Blanche F. Ittleson Professor of Psychiatry (Child) and Professor of Genetics, Washington University School of Medicine, St. Louis; and Clinical Chief of Department of Pediatric Psychiatry, St. Louis Children’s Hospital. Correspondence to Dr. Lombroso, Child Study Center, Yale University School of Medicine, 230 South Frontage Road, New Haven, CT 06520; e-mail: Paul. Lombroso@Yale.edu. To read all the articles in this series, visit the Web site at http://info.med. yale.edu/chldstdy/plomdevelop/ 0890-8567/00/3912-1571q2000 by the American Academy of Child and Adolescent Psychiatry.

 

Additional Readings

Achenbach TM (1977), Empirically Based Taxonomy: How to Use Syndromes and Profile Types Derived From the CBCL/14–18, TRF, and YSR. Burlington: University of Vermont Department of Psychiatry

Faraone SV, Biederman J (1998), Neurobiology of attention-deficit hyperactivity disorder. Biol Psychiatry 44:951–958

Hudziak JJ, Heath AC, Madden PF et al. (1998), Latent class and factor analysis of DSM-IV ADHD: a twin study of female adolescents. J Am Acad Child Adolesc Psychiatry 37:848–857

Hudziak JJ, Rudiger LP, Neale MC, Heath AC, Todd RD (2000), A twin study of inattentive aggressive and anxious/depressed behaviors. J Am Acad Child Adolesc Psychiatry 39:469–476

Levy E, Hay DA, McStephen M, Wood C, Waldman I (1997), Attention-deficit hyperactivity disorder: a category or a continuum? Genetic analysis of a large scale twin study. J Am Acad Child Adolesc Psychiatry 36:737–744

McCutcheon AL (1987), Latent Class Analysis. Newbury Park, CA: Sage

Neuman RJ, Todd RD, Heath AC et al. (1999), Evaluation of ADHD typology in three contrasting samples: a latent class approach. J Am Acad Child Adolesc Psychiatry 38:25–33

Robins E, Guze S (1970), Establishment of diagnostic validity in psychiatric illness: its application to schizophrenia. Am J Psychiatry 126:107–111

Todd RD (2000), Genetics of attention deficit/hyperactivity disorder: are we ready for molecular genetic studies? Am J Med Genet 96:241–243