Empirically derived symptom profiles in adults with attention-Deficit/hyperactivity disorder: An unsupervised machine learning approach

References

• Abramson, D. A., White, D. J., Rhoads, T., Carter, D. A., Hansen, N. D., Resch, Z. J., Jennette, K. J., Ovsiew, G. P., & Soble, J. R. (2023). Cross-validating the dot counting test among an adult ADHD clinical sample and analyzing the effect of ADHD subtype and comorbid psychopathology. Assessment, 30(2), 264–273. https://doi.org/10.1177/10731911211050895
   PubMed Web of Science ®Google Scholar
• American Psychiatric Association. (2013). Diagnostic and statistical manual of mental disorders.
   Google Scholar
• Ashendorf, L., Clark, E. L., & Humphreys, C. T. (2021). The Rey 15-item memory test in US veterans. Journal of Clinical and Experimental Neuropsychology, 43(3), 324–331. https://doi.org/10.1080/13803395.2021.1932761
   PubMed Web of Science ®Google Scholar
• Bax, A. C., Bard, D. E., Cuffe, S. P., McKeown, R. E., & Wolraich, M. L. (2019, February/March) The Association Between Race/Ethnicity and Socioeconomic Factors and the Diagnosis and Treatment of Children with Attention-Deficit Hyperactivity Disorder. Journal of Developmental and Behavioral Pediatrics: JDBP, 40(2), 81–91. https://doi.org/10.1097/dbp.0000000000000626
   PubMed Web of Science ®Google Scholar
• Beck, A. T., Epstein, N., Brown, G., & Steer, R. A. (1988, December). An inventory for measuring clinical anxiety: psychometric properties. Journal of Consulting and Clinical Psychology, 56(6), 893–897. https://doi.org/10.1037//0022-006x.56.6.893
   PubMed Web of Science ®Google Scholar
• Beck, A. T., Steer, R. A., & Brown, G. (1996). Beck Depression Inventory–II (BDI-II). APA PsycTests. https://doi.org/10.1037/t00742-000
   Google Scholar
• Ben-Porath, Y. S., Tellegen, A., (2008). Minnesota Multiphasic Inventory-2-Restructured Form (MMPI-2-RF): Manual for administration, scoring, and interpretation. University of Minnesota Press.
   Google Scholar
• Biederman, J., Faraone, S., Milberger, S., Curtis, S., Chen, L., Marrs, A., Ouellette, C., Moore, P., & Spencer, T. (1996, March). Predictors of persistence and remission of ADHD into adolescence: results from a four-year prospective follow-up study. Journal of the American Academy of Child and Adolescent Psychiatry, 35(3), 343–351. https://doi.org/10.1097/00004583-199603000-00016
   PubMed Web of Science ®Google Scholar
• Biederman, J., Mick, E., & Faraone, S. V. (2000, May). Age-dependent decline of symptoms of attention deficit hyperactivity disorder: impact of remission definition and symptom type. The American Journal of Psychiatry, 157(5), 816–818. https://doi.org/10.1176/appi.ajp.157.5.816
   PubMed Web of Science ®Google Scholar
• Bledsoe, J. C., Xiao, C., Chaovalitwongse, A., Mehta, S., Grabowski, T. J., Semrud-Clikeman, M., Pliszka, S., & Breiger, D. (2020, September). Diagnostic classification of ADHD versus control: Support vector machine classification using brief neuropsychological assessment. Journal of Attention Disorders, 24(11), 1547–1556. https://doi.org/10.1177/1087054716649666
   PubMed Web of Science ®Google Scholar
• Bracken, B., & Boatwright, B. (2005). Examiner’s manual: Clinical assessment of attention deficit - adult.
   Google Scholar
• Coalson, D. L., Wechsler, D., & Raiford, S. E. (2008). WAIS®-IV Wechsler Adult Intelligence Scale®: Technical and interpretive manual. Pearson.
   Google Scholar
• Coker, T. R., Elliott, M. N., Toomey, S. L., Schwebel, D. C., Cuccaro, P., Tortolero Emery, S., Davies, S. L., Visser, S. N., & Schuster, M. A. (2016, September). Racial and ethnic disparities in ADHD diagnosis and treatment. PEDIATRICS, 138(3), e20160407–e20160407. https://doi.org/10.1542/peds.2016-0407
   PubMed Web of Science ®Google Scholar
• D’Agati, E., Curatolo, P., & Mazzone, L. (2019). Comorbidity between ADHD and anxiety disorders across the lifespan. International Journal of Psychiatry in Clinical Practice, 23(4), 238–244. https://doi.org/10.1080/13651501.2019.1628277
   PubMed Web of Science ®Google Scholar
• Duan, K., Jiang, W., Rootes-Murdy, K., Schoenmacker, G. H., Arias-Vasquez, A., Buitelaar, J. K., Hoogman, M., Oosterlaan, J., Hoekstra, P. J., Heslenfeld, D. J., Hartman, C. A., Calhoun, V. D., Turner, J. A., & Liu, J. (2021, March 25). Gray matter networks associated with attention and working memory deficit in ADHD across adolescence and adulthood. Translational Psychiatry, 11(1), 184. https://doi.org/10.1038/s41398-021-01301-1
   PubMed Web of Science ®Google Scholar
• Fairman, K. A., Peckham, A. M., & Sclar, D. A. (2020, January). Diagnosis and treatment of ADHD in the United States: Update by gender and race. Journal of Attention Disorders, 24(1), 10–19. https://doi.org/10.1177/1087054716688534
   PubMed Web of Science ®Google Scholar
• Finley, J. C. A., Cerny, B., Khalid, E., VanLandingham, H., Ulrich, D. M., Resch, Z., & Soble, J. (2023). Multivariate examination of embedded indicators of performance validity for ADHD evaluations: A targeted approach. Applied Neuropsychology: Adult. Advanced online publication. https://doi.org/10.1080/23279095.2023.2256440
   PubMed Web of Science ®Google Scholar
• Finley, J. C. A., Kaddis, L., & Parente, F. (2022). Measuring subjective clustering of verbal information after moderate-severe traumatic brain injury: a preliminary study. Brain Injury, 36(8), 1019–1024. https://doi.org/10.1080/02699052.2022.2109751
   PubMed Web of Science ®Google Scholar
• Finley, J. C. A., Rodriguez, V. J., Cerny, B. M., Chang, F., Brooks, J. M., Ovsiew, G. P., Ulrich, D. M., & Soble, J. R. (2024). Comparing embedded performance validity indicators within the WAIS-IV Letter-Number Sequencing subtest to Reliable Digit Span among adults referred for Evaluation of Attention Deficit/Hyperactivity Disorder. The Clinical Neuropsychologist. Advanced online publication. https://doi.org/10.1080/13854046.2024.2315738
   Web of Science ®Google Scholar
• Finley, J. A., Cerny, B. M., Brooks, J. M., Obolsky, M. A., Haneda, A., Ovsiew, G. P., Ulrich, D. M., Resch, Z. J., & Soble, J. R. (2023). Cross-validating the Clinical Assessment of Attention Deficit–Adult symptom validity scales for assessment of attention deficit/hyperactivity disorder in adults. Journal of Clinical and Experimental Neuropsychology. Advanced online publication. . https://doi.org/10.1080/13803395.2023.2283940
   Web of Science ®Google Scholar
• Finley, J. A., Cladek, A., Gonzalez, C., & Brook, M. (2023). Perceived cognitive impairment is related to internalizing psychopathology but unrelated to objective cognitive performance among nongeriatric adults presenting for outpatient neuropsychological evaluation. The Clinical Neuropsychologist, 38(3), 644–667. https://doi.org/10.1080/13854046.2023.2241190
   PubMed Web of Science ®Google Scholar
• Gallagher, R., & Blader, J. (2001). The diagnosis and neuropsychological assessment of adult attention deficit/hyperactivity disorder. Scientific study and practical guidelines. Annals of the New York Academy of Sciences, 931(1), 148–171. https://doi.org/10.1111/j.1749-6632.2001.tb05778.x
   PubMedGoogle Scholar
• Greven, C. U., Richards, J. S., & Buitelaar, J. K. (2018). Sex differences in ADHD. In Oxford textbook of attention deficit hyperactivity disorder (pp. 154–160).
   Google Scholar
• Heaton, R. K. (2004). Revised comprehensive norms for an expanded Halstead-Reitan Battery: Demographically adjusted neuropsychological norms for African American and Caucasian adults, professional manual. Psychological Assessment Resources.
   Google Scholar
• Jain, A. K., Murty, M. N., & Flynn, P. J. (1999). Data clustering: a review. ACM Computing Surveys, 31(3), 264–323. https://doi.org/10.1145/331499.331504
   Web of Science ®Google Scholar
• Kessler, R. C., Green, J. G., Adler, L. A., Barkley, R. A., Chatterji, S., Faraone, S. V., Finkelman, M., Greenhill, L. L., Gruber, M. J., Jewell, M., Russo, L. J., Sampson, N. A., & Van Brunt, D. L. (2010, November) Structure and diagnosis of adult attention-deficit/hyperactivity disorder: analysis of expanded symptom criteria from the Adult ADHD Clinical Diagnostic Scale. Archives of General Psychiatry, 67(11), 1168–1178. https://doi.org/10.1001/archgenpsychiatry.2010.146
   PubMed Web of Science ®Google Scholar
• Knouse, L. E., Sprich, S., Cooper-Vince, C., & Safren, S. A. (2009). Attention-deficit/hyperactivity disorder symptom profiles in medication-treated adults entering a psychosocial treatment program. Journal of ADHD and Related Disorders, 1(1), 34–48.
   PubMedGoogle Scholar
• Lahey, B. B., Pelham, W. E., Loney, J., Lee, S. S., & Willcutt, E. (2005). Instability of the DSM-IV subtypes of ADHD from preschool through elementary school. Archives of General Psychiatry, 62(8), 896–902. https://doi.org/10.1001/archpsyc.62.8.896
   PubMed Web of Science ®Google Scholar
• Lange, K. W., Hauser, J., Lange, K. M., Makulska-Gertruda, E., Takano, T., Takeuchi, Y., Tucha, L., & Tucha, O. (2014, December). Utility of cognitive neuropsychological assessment in attention-deficit/hyperactivity disorder. Attention Deficit and Hyperactivity Disorders, 6(4), 241–248. https://doi.org/10.1007/s12402-014-0132-3
   PubMedGoogle Scholar
• Marshall, P., Schroeder, R., O’Brien, J., Fischer, R., Ries, A., Blesi, B., & Barker, J. (2010). Effectiveness of symptom validity measures in identifying cognitive and behavioral symptom exaggeration in adult attention deficit hyperactivity disorder. The Clinical Neuropsychologist, 24(7), 1204–1237. https://doi.org/10.1080/13854046.2010.514290
   PubMed Web of Science ®Google Scholar
• Mayer, J. S., Bernhard, A., Fann, N., Boxhoorn, S., Hartman, C. A., Reif, A., & Freitag, C. M. (2021, February). Cognitive mechanisms underlying depressive disorders in ADHD: A systematic review. Neuroscience and Biobehavioral Reviews, 121, 307–345. https://doi.org/10.1016/j.neubiorev.2020.12.018
   PubMed Web of Science ®Google Scholar
• McKnight-Eily, L. R., Okoro, C. A., Strine, T. W., Verlenden, J., Hollis, N. D., Njai, R., Mitchell, E. W., Board, A., Puddy, R., & Thomas, C. (2021, February 5). Racial and ethnic disparities in the prevalence of stress and worry, mental health conditions, and increased substance use among adults during the COVID-19 pandemic - United States, April and May 2020. MMWR. Morbidity and Mortality Weekly Report, 70(5), 162–166. https://doi.org/10.15585/mmwr.mm7005a3
   PubMed Web of Science ®Google Scholar
• Nikolin, S., Tan, Y. Y., Schwaab, A., Moffa, A., Loo, C. K., & Martin, D. (2021). An investigation of working memory deficits in depression using the n-back task: A systematic review and meta-analysis. Journal of Affective Disorders, 284, 1–8. https://doi.org/10.1016/j.jad.2021.01.084
   PubMed Web of Science ®Google Scholar
• Parente, F., & Finley, J. C. (2018). Using association rules to measure subjective organization after acquired brain injury. NeuroRehabilitation, 42(1), 9–15. DOI: 10.3233/NRE-172227
   PubMed Web of Science ®Google Scholar
• Pehlivanidis, A., Papanikolaou, K., Spyropoulou, A. C., & Papadimitriou, G. N. (2014, October) Comorbid attention-deficit/hyperactivity disorder in adult psychiatric outpatients with depressive or anxiety disorders. International Journal of Psychiatry in Clinical Practice, 18(4), 265–271. https://doi.org/10.3109/13651501.2014.941878
   PubMed Web of Science ®Google Scholar
• Reed, J. C., & Reed, H. B. C. (1997). The Halstead—Reitan neuropsychological battery. In G. Goldstein & T. M. Incagnoli (Eds.), Contemporary approaches to neuropsychological assessment (pp. 93–129). Springer US. https://doi.org/10.1007/978-1-4757-9820-3_4
   Google Scholar
• Riboldi, I., Crocamo, C., Callovini, T., Capogrosso, C. A., Piacenti, S., Calabrese, A., Lucini Paioni, S., Moretti, F., Bartoli, F., & Carrà, G. (2022, August 30). Testing the impact of depressive and anxiety features on the association between attention-deficit/hyperactivity disorder symptoms and academic performance among university students: A mediation analysis. Brain Sciences, 12(9), 1155. https://doi.org/10.3390/brainsci12091155
   PubMed Web of Science ®Google Scholar
• Roberts, B. A., Martel, M. M., & Nigg, J. T. (2017, February). Are there executive dysfunction subtypes within ADHD? Journal of Attention Disorders, 21(4), 284–293. https://doi.org/10.1177/1087054713510349
   PubMed Web of Science ®Google Scholar
• Salvi, V., Ribuoli, E., Servasi, M., Orsolini, L., & Volpe, U. (2021, May 10). ADHD and bipolar disorder in adulthood: Clinical and treatment implications. Medicina (Kaunas, Lithuania), 57(5), 1-11. https://doi.org/10.3390/medicina57050466
   Web of Science ®Google Scholar
• Schroeder, R. W., Twumasi-Ankrah, P., Baade, L. E., & Marshall, P. S. (2012). Reliable digit span: A systematic review and cross-validation study. Assessment, 19(1), 21–30. https://doi.org/10.1177/1073191111428764
   PubMed Web of Science ®Google Scholar
• Scrucca, L., Fop, M., Murphy, T. B., & Raftery, A. E. (2016, August. mclust 5: Clustering, classification and density estimation using gaussian finite mixture models. The R Journal, 8(1), 289–317. https://doi.org/10.32614/RJ-2016-021
   PubMedGoogle Scholar
• Shi, Y., Hunter Guevara, L. R., Dykhoff, H. J., Sangaralingham, L. R., Phelan, S., Zaccariello, M. J., & Warner, D. O. (2021, March 1) Racial disparities in diagnosis of attention-deficit/hyperactivity disorder in a US national birth cohort. JAMA Network Open, 4(3), e210321. https://doi.org/10.1001/jamanetworkopen.2021.0321
   PubMed Web of Science ®Google Scholar
• Silverstein, M. J., Faraone, S. V., Leon, T. L., Biederman, J., Spencer, T. J., & Adler, L. A. (2020, January) The Relationship Between Executive Function Deficits and DSM-5-Defined ADHD Symptoms. Journal of Attention Disorders, 24(1), 41–51. https://doi.org/10.1177/1087054718804347
   PubMed Web of Science ®Google Scholar
• Skymba, H. V., Shields, A. N., Rauch, A. A., Phillips, M. S., Bing-Canar, H., Finley, J. A., Khan, H., Ovsiew, G. P., Durkin, N. M., Jennette, K. J., Resch, Z. J., & Soble, J. R. (2023, February). Does comorbid depression impact executive functioning (EF) in adults diagnosed with ADHD?: A comparison of EF across diagnoses in clinically-referred individuals. Journal of Clinical and Experimental Neuropsychology, 45(1), 1–11. https://doi.org/10.1080/13803395.2023.2203464
   PubMedGoogle Scholar
• Snyder, H. R., Miyake, A., & Hankin, B. L. (2015). Advancing understanding of executive function impairments and psychopathology: bridging the gap between clinical and cognitive approaches. Frontiers in Psychology, 6, 328. https://doi.org/10.3389/fpsyg.2015.00328
   PubMed Web of Science ®Google Scholar
• Tse, P. K. Y., Finley, J.-C., Frick, L., Guilfoyle, J., Brooks, J., Khalid, E., Charara, R., Resch, Z. J., Ulrich, D. M., Ovsiew, G. P., & Soble, J. R. (2023). Cross-validating the embedded performance validity indicators in the Rey Auditory Verbal Learning Test in mixed neuropsychiatric and attention-deficit/hyperactivity disorder clinical samples. Psychology & Neuroscience, 16(2), 125–137. https://doi.org/10.1037/pne0000302
   Google Scholar
• Vaidya, C. J., You, X., Mostofsky, S., Pereira, F., Berl, M. M., & Kenworthy, L. (2020, January). Data-driven identification of subtypes of executive function across typical development, attention deficit hyperactivity disorder, and autism spectrum disorders. Journal of Child Psychology and Psychiatry, and Allied Disciplines, 61(1), 51–61. https://doi.org/10.1111/jcpp.13114
   PubMed Web of Science ®Google Scholar
• Wechsler, D. (2008). Wechsler Adult Intelligence Scale—Fourth Edition. Pearson Assessment.
   Google Scholar
• Willcutt, E. G., Nigg, J. T., Pennington, B. F., Solanto, M. V., Rohde, L., Tannock, R., Loo, S. K., Carlson, C. L., McBurnett, K., & Lahey, B. B. (2012). Validity of DSM-IV attention deficit/hyperactivity disorder symptom dimensions and subtypes. Journal of Abnormal Psychology, 121(4), 991–1010. https://doi.org/10.1037/a0027347
   PubMed Web of Science ®Google Scholar
• Wolraich, M. L., Wibbelsman, C. J., Brown, T. E., Evans, S. W., Gotlieb, E. M., Knight, J. R., Ross, E. C., Shubiner, H. H., Wender, E. H., & Wilens, T. (2005, June). Attention-deficit/hyperactivity disorder among adolescents: A review of the diagnosis, treatment, and clinical implications. Pediatrics, 115(6), 1734–1746. https://doi.org/10.1542/peds.2004-1959
   PubMed Web of Science ®Google Scholar
• Wong, A., & Landes, S. D. (2022, March). expanding understanding of racial-ethnic differences in ADHD prevalence rates among children to include Asians and Alaskan natives/American Indians. Journal of Attention Disorders, 26(5), 747–754. https://doi.org/10.1177/10870547211027932
   PubMed Web of Science ®Google Scholar
• Xu, R., & Wunsch, D. C. (2008). Recent advances in cluster analysis. International Journal of Intelligent Computing and Cybernetics, 1(4), 484–508. https://doi.org/10.1108/17563780810919087
   Google Scholar
• Zhang, S., Yang, T., Wu, Z., Wang, Y., Lui, S., Yang, B., & Chan, R. C. K. (2023). Identifying subgroups of attention-deficit/hyperactivity disorder from the psychopathological and neuropsychological profiles. Journal of Neuropsychology, 18(1), 173–189. https://doi.org/10.1111/jnp.12334
   PubMed Web of Science ®Google Scholar