Ex-Gaussian, Frequency and Reward Analyses Reveal Specificity of Reaction Time Fluctuations to ADHD and Not Autism Traits

Nicoletta Adamo, John Hodsoll, Philip Asherson, Jan K Buitelaar, Jonna Kuntsi, Nicoletta Adamo, John Hodsoll, Philip Asherson, Jan K Buitelaar, Jonna Kuntsi

Abstract

Both attention-deficit/hyperactivity disorder (ADHD) and autism spectrum disorder (ASD) have been linked to increased reaction time variability (RTV), a marker of attentional fluctuation. Here we test whether specificity to either trait emerges when we examine (1) detailed ex-Gaussian and frequency RTV subcomponents, (2) effects while controlling for the other trait and (3) improvement in the RTV measures following rewards or a faster event rate. 1110 children aged 7-10 years from a population-based sample completed a Go/No-Go task under three conditions (slow, fast and incentives). We measured RTV with standard deviation of RT (SDRT), ex-Gaussian distribution measures (Sigma and Tau), RT fluctuations in cycles of ~14-90 s in all conditions (Slow-4 and Slow-5), and RT fluctuations in cycles of 2-14 s in the fast condition (Slow-2 and Slow-3). Parent-rated ADHD and ASD traits were obtained. All refined RTV components were linked to ADHD traits only and not to ASD traits, while Sigma did not relate to either trait. Although both ADHD and ASD social-communication traits were associated with SDRT, the association with social-communication impairments disappeared when controlling for ADHD traits. A reward-induced improvement in RTV measures, indicating malleability, emerged in relation to ADHD traits but not ASD traits. Under closer inspection, specificity emerges of high RTV to ADHD traits. For the clinician, our findings indicate that attentional fluctuation in children with high ASD traits may be due to co-occurring ADHD traits and emphasise how the effectiveness of rewards does not generalise from ADHD to ASD traits.

Keywords: ADHD; Autism; Reaction-time variability; Reward sensitivity.

Conflict of interest statement

Conflict of Interest

PA has received honoraria paid to King’s College London research and educational support funds for consultancy, speaking at sponsored events, educational support or research for Shire, Eli-Lilly, Novartis, Jannssen, Vifor Pharma, GW Pharma and QbTech. JKB has been consultant to/member of advisory board of and/ or speaker for Janssen Cilag BV, Eli Lilly, Bristol-Myer Squibb, Shering Plough, UCB, Shire, Novartis and Servier; he is not an employee of any of these companies, nor a stock shareholder of any of these companies; he has no other financial or material support, including expert testimony, patents, and royalties. NA, JH and JK report no biomedical financial interests.

Ethical Approval

All procedures performed in studies involving human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Helsinki declaration and its later amendments or comparable ethical standards.

Informed Consent

The parents of all participating children provided informed consent.

Figures

Fig. 1
Fig. 1
Mean (SE) of the standard deviation of reaction time (SDRT), Sigma, Tau, Slow-5 and Slow-4 RT fluctuations in slow, fast and incentive conditions
Fig. 2
Fig. 2
Relationship of the ex-Gaussian Tau with ASD and ADHD traits in slow, fast and incentive conditions. Means and 95% CIs are based on estimated marginal means of Tau as a function of mean centered ADHD and ASD traits, corrected for age and sex

References

    1. Adamo, N., Di Martino, A., Esu, L., Petkova, E., Johnson, K., Kelly, S., et al. (2012). Increased response-time variability across different cognitive tasks in children with ADHD. Journal of Attention Disorders. 10.1177/1087054712439419.
    1. Adamo, N., Huo, L., Adelsberg, S., Petkova, E., Castellanos, F. X., & Di Martino, A. (2013). Response time intra-subject variability: Commonalities between children with autism spectrum disorders and children with ADHD. European Child & Adolescent Psychiatry. 10.1007/s00787-013-0428-4.
    1. Adamo N, Baumeister S, Hohmann S, Wolf I, Holz N, Boecker R, et al. Frequency-specific coupling between trial-to-trial fluctuations of neural responses and response-time variability. Journal of Neural Transmission (Vienna, Austria : 1996) 2015;122(8):1197–1202.
    1. American Psychiatric Association . Diagnostic and statistical manual of mental disorders. 5. Washington, DC: Author; 2013.
    1. Andreou P, Neale BM, Chen W, Christiansen H, Gabriels I, Heise A, et al. Reaction time performance in ADHD: Improvement under fast-incentive condition and familial effects. Psychological Medicine. 2007;37(12):1703–1715.
    1. Benjamini, Y., & Hochberg, Y. (1995). Controlling the false discovery rate: A practical and powerful approach to multiple testing. Journal of the Royal Statistical Society. Series B, Statistical Methodology, 289–300.
    1. Borger, N., van der Meere, J., Ronner, A., Alberts, E., Geuze, R., & Bogte, H. (1999). Heart rate variability and sustained attention in ADHD children. Journal of Abnormal Child Psychology, 27(1), 25–33.
    1. Castellanos FX, Sonuga-Barke EJ, Scheres A, Di Martino A, Hyde C, Walters JR. Varieties of attention-deficit/hyperactivity disorder-related intra-individual variability. Biological Psychiatry. 2005;57(11):1416–1423.
    1. Cheung, C. H. M., McLoughlin, G., Brandeis, D., Banaschewski, T., Asherson, P., & Kuntsi, J. (2017). Neurophysiological correlates of attentional fluctuation in attention-deficit/hyperactivity disorder. Brain Topography. 10.1007/s10548-017-0554-2.
    1. Conners CK, editor. Conners' rating scales-revised user's manual. North Tonawanda: Multi-Health Systems, Inc.; 1997.
    1. Crosbie J, Arnold P, Paterson A, Swanson J, Dupuis A, Li X, et al. Response inhibition and ADHD traits: Correlates and heritability in a community sample. Journal of Abnormal Child Psychology. 2013;41(3):497–507.
    1. Delmonte S, Balsters JH, McGrath J, Fitzgerald J, Brennan S, Fagan AJ, et al. Social and monetary reward processing in autism spectrum disorders. Molecular Autism. 2012;3(1):7.
    1. Dykiert D, Der G, Starr JM, Deary IJ. Sex differences in reaction time mean and intraindividual variability across the life span. Developmental Psychology. 2012;48(5):1262–1276.
    1. Epstein JN, Brinkman WB, Froehlich T, Langberg JM, Narad ME, Antonini TN, et al. Effects of stimulant medication, incentives, and event rate on reaction time variability in children with ADHD. Neuropsychopharmacology: official publication of the American College of Neuropsychopharmacology. 2011;36(5):1060–1072.
    1. Feige B, Biscaldi M, Saville CW, Kluckert C, Bender S, Ebner-Priemer U, et al. On the temporal characteristics of performance variability in attention deficit hyperactivity disorder (ADHD) PLoS One. 2013;8(10):e69674.
    1. Foss-Feig JH, Kwakye LD, Cascio CJ, Burnette CP, Kadivar H, Stone WL, et al. An extended multisensory temporal binding window in autism spectrum disorders. Experimental Brain Research. 2010;203(2):381–389.
    1. Geurts HM, Grasman RP, Verte S, Oosterlaan J, Roeyers H, van Kammen SM, et al. Intra-individual variability in ADHD, autism spectrum disorders and Tourette's syndrome. Neuropsychologia. 2008;46(13):3030–3041.
    1. Gjone H, Novik TS. Parental ratings of behaviour problems: A twin and general population comparison. Journal of Child Psychology and Psychiatry, and Allied Disciplines. 1995;36(7):1213–1224.
    1. Gotham K, Pickles A, Lord C. Trajectories of autism severity in children using standardized ADOS scores. Pediatrics. 2012;130(5):E1278–E1284.
    1. Heathcote A, Brown S, Cousineau D. QMPE: Estimating lognormal, Wald, and Weibull RT distributions with a parameter-dependent lower bound. Behavior Research Methods, Instruments, & Computers: a Journal of the Psychonomic Society, Inc. 2004;36(2):277–290.
    1. Hervey AS, Epstein JN, Curry JF, Tonev S, Eugene Arnold L, Keith Conners C, et al. Reaction time distribution analysis of neuropsychological performance in an ADHD sample. Child Neuropsychology : a Journal on Normal and Abnormal Development in Childhood and Adolescence. 2006;12(2):125–140.
    1. Hoekstra RA, Happe F, Baron-Cohen S, Ronald A. Limited genetic covariance between autistic traits and intelligence: Findings from a longitudinal twin study. American Journal of Medical Genetics. Part B, Neuropsychiatric Genetics : the Official Publication of the International Society of Psychiatric Genetics. 2010;153b(5):994–1007.
    1. James SN, Cheung CH, Rijsdijk F, Asherson P, Kuntsi J. Modifiable arousal in attention-deficit/hyperactivity disorder and its etiological association with fluctuating reaction times. Biological Psychiatry: Cognitive Neuroscience and Neuroimaging. 2016;1(6):539–547.
    1. Johnson KA, Robertson IH, Kelly SP, Silk TJ, Barry E, Daibhis A, et al. Dissociation in performance of children with ADHD and high-functioning autism on a task of sustained attention. Neuropsychologia. 2007;45(10):2234–2245.
    1. Karalunas SL, Geurts HM, Konrad K, Bender S, Nigg JT. Annual research review: Reaction time variability in ADHD and autism spectrum disorders: Measurement and mechanisms of a proposed trans-diagnostic phenotype. Journal of Child Psychology and Psychiatry, and Allied Disciplines. 2014;55(6):685–710.
    1. Kofler MJ, Rapport MD, Sarver DE, Raiker JS, Orban SA, Friedman LM, et al. Reaction time variability in ADHD: A meta-analytic review of 319 studies. Clinical Psychology Review. 2013;33(6):795–811.
    1. Kuntsi J, Andreou P, Ma J, Borger NA, van der Meere JJ. Testing assumptions for endophenotype studies in ADHD: Reliability and validity of tasks in a general population sample. BMC Psychiatry. 2005;5:40.
    1. Kuntsi J, Rogers H, Swinard G, Borger N, van der Meere J, Rijsdijk F, et al. Reaction time, inhibition, working memory and 'delay aversion' performance: Genetic influences and their interpretation. Psychological Medicine. 2006;36(11):1613–1624.
    1. Kuntsi J, Wood AC, Van Der Meere J, Asherson P. Why cognitive performance in ADHD may not reveal true potential: Findings from a large population-based sample. Journal of the International Neuropsychological Society : JINS. 2009;15(4):570–579.
    1. Kuntsi J, Wood AC, Rijsdijk F, Johnson KA, Andreou P, Albrecht B, et al. Separation of cognitive impairments in attention-deficit/hyperactivity disorder into 2 familial factors. Archives of General Psychiatry. 2010;67(11):1159–1167.
    1. Kuntsi J, Frazier-Wood AC, Banaschewski T, Gill M, Miranda A, Oades RD, et al. Genetic analysis of reaction time variability: Room for improvement? Psychological Medicine. 2013;43(6):1323–1333.
    1. Kuntsi, J., Pinto, R., Price, T. S., van der Meere, J. J., Frazier-Wood, A. C., & Asherson, P. (2013b). The separation of ADHD inattention and hyperactivity-impulsivity symptoms: Pathways from genetic effects to cognitive impairments and symptoms. Journal of Abnormal Child Psychology. 10.1007/s10802-013-9771-7.
    1. Lee RW, Jacobson LA, Pritchard AE, Ryan MS, Yu Q, Denckla MB, et al. Jitter reduces response-time variability in ADHD: An ex-Gaussian analysis. Journal of Attention Disorders. 2015;19(9):794–804.
    1. Leth-Steensen C, Elbaz ZK, Douglas VI. Mean response times, variability, and skew in the responding of ADHD children: A response time distributional approach. Acta Psychologica. 2000;104(2):167–190.
    1. Levy F, Hay D, McLaughlin M, Wood C, Waldman I. Twin sibling differences in parental reports of ADHD, speech, reading and behaviour problems. Journal of Child Psychology and Psychiatry, and Allied Disciplines. 1996;37(5):569–578.
    1. Luman M, Tripp G, Scheres A. Identifying the neurobiology of altered reinforcement sensitivity in ADHD: A review and research agenda. Neuroscience and Biobehavioral Reviews. 2010;34(5):744–754.
    1. Morris SE, Cuthbert BN. Research domain criteria: Cognitive systems, neural circuits, and dimensions of behavior. Dialogues in Clinical Neuroscience. 2012;14(1):29–37.
    1. Penttonen M, Buzsáki G. Natural logarithmic relationship between brain oscillators. Thalamus and Related Systems. 2006;2(02):145.
    1. Pinto R, Rijsdijk F, Ronald A, Asherson P, Kuntsi J. The genetic overlap of attention-deficit/hyperactivity disorder and autistic-like traits: An investigation of individual symptom scales and cognitive markers. Journal of Abnormal Child Psychology. 2016;44(2):335–345.
    1. Richler J, Huerta M, Bishop SL, Lord C. Developmental trajectories of restricted and repetitive behaviors and interests in children with autism spectrum disorders. Development and Psychopathology. 2010;22(1):55–69.
    1. Robbers SC, Bartels M, van Oort FV, van Beijsterveldt CE, van der Ende J, Verhulst FC, et al. A twin-singleton comparison of developmental trajectories of externalizing and internalizing problems in 6- to 12-year-old children. Twin Research and Human Genetics: the Official Journal of the International Society for Twin Studies. 2010;13(1):79–87.
    1. Rommelse NN, Franke B, Geurts HM, Hartman CA, Buitelaar JK. Shared heritability of attention-deficit/hyperactivity disorder and autism spectrum disorder. European Child & Adolescent Psychiatry. 2010;19(3):281–295.
    1. Rommelse NN, Geurts HM, Franke B, Buitelaar JK, Hartman CA. A review on cognitive and brain endophenotypes that may be common in autism spectrum disorder and attention-deficit/hyperactivity disorder and facilitate the search for pleiotropic genes. Neuroscience and Biobehavioral Reviews. 2011;35(6):1363–1396.
    1. Scott FJ, Baron-Cohen S, Bolton P, Brayne C. The CAST (childhood Asperger syndrome test): Preliminary development of a UK screen for mainstream primary-school-age children. Autism : the International Journal of Research and Practice. 2002;6(1):9–31.
    1. Scott-Van Zeeland AA, Dapretto M, Ghahremani DG, Poldrack RA, Bookheimer SY. Reward processing in autism. Autism Research : Official Journal of the International Society for Autism Research. 2010;3(2):53–67.
    1. Simonoff E, Pickles A, Meyer JM, Silberg JL, Maes HH, Loeber R, et al. The Virginia twin study of adolescent behavioral development. Influences of age, sex, and impairment on rates of disorder. Archives of General Psychiatry. 1997;54(9):801–808.
    1. Truedsson, E., Bohlin, G., & Wahlstedt, C. (2015). The specificity and independent contribution of inhibition, working memory, and reaction time variability in relation to symptoms of ADHD and ASD. Journal of Attention Disorders. 10.1177/1087054715587093.
    1. Tye, C., Johnson, K. A., Kelly, S. P., Asherson, P., Kuntsi, J., Ashwood, K. L., et al. (2016). Response time variability under slow and fast-incentive conditions in children with ASD, ADHD and ASD+ADHD. Journal of Child Psychology and Psychiatry, and Allied Disciplines. 10.1111/jcpp.12608.
    1. Uebel H, Albrecht B, Asherson P, Borger NA, Butler L, Chen W, et al. Performance variability, impulsivity errors and the impact of incentives as gender-independent endophenotypes for ADHD. Journal of Child Psychology and Psychiatry, , and Allied Disciplines. 2010;51(2):210–218.
    1. van der Meere J, Stemerdink N, Gunning B. Effects of presentation rate of stimuli on response inhibition in ADHD children with and without tics. Perceptual and Motor Skills. 1995;81(1):259–262.
    1. West R, Murphy KJ, Armilio ML, Craik FI, Stuss DT. Lapses of intention and performance variability reveal age-related increases in fluctuations of executive control. Brain and Cognition. 2002;49(3):402–419.
    1. Williams J, Scott F, Stott C, Allison C, Bolton P, Baron-Cohen S, et al. The CAST (childhood Asperger syndrome test): Test accuracy. Autism : the International Journal of Research and Practice. 2005;9(1):45–68.
    1. Williams J, Allison C, Scott F, Stott C, Bolton P, Baron-Cohen S, et al. The childhood Asperger syndrome test (CAST): test-retest reliability. Autism : the International Journal of Research and Practice. 2006;10(4):415–427.

Source: PubMed

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