Response-Time Variability Is Related to Parent Ratings of Inattention, Hyperactivity, and Executive Function
Open accessAbstract
OBJECTIVE: Individuals with ADHD are often characterized as inconsistent across many contexts. ADHD is also associated with deficits in executive function. We examined the relationships between response time (RT) variability on five brief computer tasks to parents' ratings of ADHD-related features and executive function in a group of children with a broad range of ADHD symptoms from none to full diagnosis. METHODS: We tested 98 children (mean age 9.9 ± 1.4 years; 66 boys) from community clinics on short tasks of executive control (TEC) and the Eriksen Flanker task, while a parent completed the Conners' Parent Rating Scale and Behavior Rating Inventory of Executive Function. RESULTS: Variability for two of the TEC tasks explained significant proportions of the variance of all five ADHD-related Conners' subscales and several executive function subscales. By contrast, variability on the flanker task or mean RTs for any task were not associated with any rating scale. CONCLUSION: The significant dimensional relationships observed between variability measures and parent ratings supported the utility of RT variability as an objective measure in ADHD and aspects of executive functioning that is superior to RT means or accuracy measures.
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Reaction time variability correlates with measures of behavioral inattention, and in a minority of studies also with hyperactivity-impulsivity.
“Where relations between RTV and the ADHD symptom domains have been examined, RTV has correlated with measures of behavioral inattention [48,52,53] but has also been found to correlate with hyperactivityimpulsivity in a minority of studies”
From Reaction Time Variability in ADHD: A Review (2012) · cites this paper as [54]
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Cites
R: A Language and Environment for Statistical Computing
R Core Team (2000) · doi:10.32614/r.manuals · Cited by 355,706 · see citing works
Willcutt, E. G., Doyle, A. E., Nigg, J. T., Faraone, S. V., & Pennington, B. F. (2005) · Biological Psychiatry · doi:10.1016/j.biopsych.2005.02.006 · Cited by 3,568 · see citing works
A continuous performance test of brain damage
Rosvold, H. E., Mirsky, A. F., Sarason, I., Bransome, E. D., & Beck, L. H. (1956) · Journal of Consulting Psychology · doi:10.1037/h0043220 · Cited by 2,261 · see citing works
TEST REVIEW behavior rating inventory of executive function.
Gioia, G. A., Isquith, P. K., Guy, S. C., & Kenworthy, L. (2000) · Child Neuropsychology · doi:10.1076/chin.6.3.235.3152 · Cited by 1,925 · see citing works
Self-citationNeuroscience of attention-deficit/hyperactivity disorder: the search for endophenotypes
Castellanos, F. X., & Tannock, R. (2002) · Nature Reviews Neuroscience · doi:10.1038/nrn896 · Cited by 1,827 · see citing works
Self-citationBehavior Rating Inventory for Executive Function
Gioia, G. A., Isquith, P. Κ., & Roth, R. M. (2017) · Springer eBooks · doi:10.1007/978-3-319-56782-2_1881-2 · Cited by 1,571 · see citing works
Self-citationCharacterizing cognition in ADHD: beyond executive dysfunction
Castellanos, F. X., Sonuga-Barke, E. J. S., Milham, M. P., & Tannock, R. (2006) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2006.01.011 · Cited by 1,170 · see citing works
Self-citationConners' rating scales-revised : technical manual
Conners, C. K. (1997) · Medical Entomology and Zoology · Cited by 1,014 · see citing works
LEVY, F., HAY, D. A., McSTEPHEN, M., WOOD, C., & WALDMAN, I. (1997) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1097/00004583-199706000-00009 · Cited by 956 · see citing works
DSM-IV field trials for attention deficit hyperactivity disorder in children and adolescents
(1994) · American Journal of Psychiatry · doi:10.1176/ajp.151.11.1673 · Cited by 935 · see citing works
Behavior Rating Inventory of Executive Function
Gioia, G., lsquith, P. K., Guy, S. C., & Kenworthy, L. (2000) · PsycTESTS Dataset · doi:10.1037/t73087-000 · Cited by 914 · see citing works
Self-citationSonuga-Barke, E. J. S., & Castellanos, F. X. (2007) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2007.02.005 · Cited by 890 · see citing works
Self-citationHappé, F., Booth, R., Charlton, R., & Hughes, C. (2006) · Brain and Cognition · doi:10.1016/j.bandc.2006.03.004 · Cited by 638 · see citing works
Leth-Steensen, C., King Elbaz, Z., & Douglas, V. I. (2000) · Acta Psychologica · doi:10.1016/s0001-6918(00)00019-6 · Cited by 580 · see citing works
Varieties of Attention-Deficit/Hyperactivity Disorder-Related Intra-Individual Variability
Castellanos, F. X., Sonuga-Barke, E. J. S., Scheres, A., Di Martino, A., Hyde, C., & Walters, J. R. (2005) · Biological Psychiatry · doi:10.1016/j.biopsych.2004.12.005 · Cited by 540 · see citing works
Self-citationNigg, J. T. (2005) · Biological Psychiatry · doi:10.1016/j.biopsych.2004.11.011 · Cited by 513 · see citing works
Profiles of everyday executive function in acquired and developmental disorders.
Gioia, G. A., Isquith, P. K., Kenworthy, L., & Barton, R. M. (2002) · Child Neuropsychology · doi:10.1076/chin.8.2.121.8727 · Cited by 498 · see citing works
Self-citationIntra-Subject Variability in Attention-Deficit Hyperactivity Disorder
Klein, C., Wendling, K., Huettner, P., Ruder, H., & Peper, M. (2006) · Biological Psychiatry · doi:10.1016/j.biopsych.2006.04.003 · Cited by 410 · see citing works
Toplak, M. E., Bucciarelli, S. M., Jain, U., & Tannock, R. (2008) · Child Neuropsychology · doi:10.1080/09297040802070929 · Cited by 401 · see citing works
Toward a Pathophysiology of Attention-Deficit/Hyperactivint Disorder
Castellanos, F. X. (1997) · Clinical Pediatrics · doi:10.1177/000992289703600702 · Cited by 386 · see citing works
Self-citationSonuga-Barke, E. J. S., Sergeant, J. A., Nigg, J., & Willcutt, E. (2008) · Child and Adolescent Psychiatric Clinics of North America · doi:10.1016/j.chc.2007.11.008 · Cited by 348 · see citing works
Anderson, V. A., Anderson, P., Northam, E., Jacobs, R., & Mikiewicz, O. (2002) · Child Neuropsychology · doi:10.1076/chin.8.4.231.13509 · Cited by 338 · see citing works
A lack of default network suppression is linked to increased distractibility in ADHD
Fassbender, C., Zhang, H., Buzy, W. M., Cortes, C. R., Mizuiri, D., Beckett, L., & Schweitzer, J. B. (2009) · Brain Research · doi:10.1016/j.brainres.2009.02.070 · Cited by 316 · see citing works
Reaction Time Distribution Analysis of Neuropsychological Performance in an ADHD Sample
Hervey, A. S., Epstein, J. N., Curry, J. F., Tonev, S., Eugene Arnold, L., Keith Conners, C., Hinshaw, S. P., Swanson, J. M., & Hechtman, L. (2006) · Child Neuropsychology · doi:10.1080/09297040500499081 · Cited by 262 · see citing works
Johnson, K. A., Kelly, S. P., Bellgrove, M. A., Barry, E., Cox, M., Gill, M., & Robertson, I. H. (2007) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2006.03.034 · Cited by 262 · see citing works
Vaurio, R. G., Simmonds, D. J., & Mostofsky, S. H. (2009) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2009.01.022 · Cited by 240 · see citing works
Bellgrove, M. A., Hawi, Z., Kirley, A., Gill, M., & Robertson, I. H. (2005) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2005.03.011 · Cited by 218 · see citing works
Intra-individual variability in ADHD, autism spectrum disorders and Tourette's syndrome
Geurts, H. M., Grasman, R. P. P. P., Verté, S., Oosterlaan, J., Roeyers, H., van Kammen, S. M., & Sergeant, J. A. (2008) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2008.06.013 · Cited by 192 · see citing works
Reaction time performance in ADHD: improvement under fast-incentive condition and familial effects
ANDREOU, P., NEALE, B. M., CHEN, W., CHRISTIANSEN, H., GABRIELS, I., HEISE, A., MEIDAD, S., MULLER, U. C., UEBEL, H., BANASCHEWSKI, T., et al. (2007) · Psychological Medicine · doi:10.1017/s0033291707000815 · Cited by 182 · see citing works
Scheres, A., Oosterlaan, J., & Sergeant, J. A. (2001) · Journal of Child Psychology and Psychiatry · doi:10.1111/1469-7610.00728 · Cited by 160 · see citing works
Decomposing Intra-Subject Variability in Children with Attention-Deficit/Hyperactivity Disorder
Di Martino, A., Ghaffari, M., Curchack, J., Reiss, P., Hyde, C., Vannucci, M., Petkova, E., Klein, D. F., & Castellanos, F. X. (2008) · Biological Psychiatry · doi:10.1016/j.biopsych.2008.03.008 · Cited by 146 · see citing works
Self-citationPsychological Mechanisms in Hyperactivity: II The Role of Genetic Factors
Kuntsi, J., & Stevenson, J. (2001) · Journal of Child Psychology and Psychiatry · doi:10.1111/1469-7610.00712 · Cited by 146 · see citing works
KUNTSI, J., ROGERS, H., SWINARD, G., BÖRGER, N., MEERE, J. V. D., RIJSDIJK, F., & ASHERSON, P. (2006) · Psychological Medicine · doi:10.1017/s0033291706008580 · Cited by 126 · see citing works
Stimulant and Psychosocial Treatment of ADHD in Latino/Hispanic Children
Bauermeister, J. J., CANINO, G. J., Bravo, M., Ramírez, R., Jensen, P. S., Chavez, L. M., Martínez‐Taboas, A., Ribera, J. C., Alegria, M. M., & García, P. (2003) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1097/01.chi.0000046864.56865.30 · Cited by 69 · see citing works
Attention Deficit Disorder With and Without Hyperactivity
Hynd, G. W., Nieves, N., Connor, R. T., Stone, P. A., Town, P., Becker, M. G., Lahey, B. B., & Lorys, A. R. (1989) · Journal of Learning Disabilities · doi:10.1177/002221948902200910 · Cited by 68 · see citing works
Flagged first, then by citations
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Reaction Time Variability in ADHD: A Review
Tamm, L., Narad, M. E., Antonini, T. N., O'Brien, K. M., Hawk, L. W., & Epstein, J. N. (2012) · Neurotherapeutics · doi:10.1007/s13311-012-0138-5 · Cited by 324 · see citing works
Seli, P., Carriere, J. S. A., Thomson, D. R., Cheyne, J. A., Martens, K. A. E., & Smilek, D. (2013) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0035260 · Cited by 106 · see citing works
Executive functions and social skills in survivors of pediatric brain tumor
Wolfe, K. R., Walsh, K. S., Reynolds, N. C., Mitchell, F. E., Reddy, A. T., Paltin, I., & Madan‐Swain, A. (2012) · Child Neuropsychology · doi:10.1080/09297049.2012.669470 · Cited by 90 · see citing works
Dankner, Y., Shalev, L., Carrasco, M., & Yuval‐Greenberg, S. (2017) · Psychological Science · doi:10.1177/0956797617694863 · Cited by 87 · see citing works
Connectivity supporting attention in children with attention deficit hyperactivity disorder
Barber, A. D., Jacobson, L. A., Wexler, J. L., Nebel, M. B., Caffo, B. S., Pekar, J. J., & Mostofsky, S. H. (2014) · NeuroImage Clinical · doi:10.1016/j.nicl.2014.11.011 · Cited by 81 · see citing works
Adamo, N., Huo, L., Adelsberg, S., Petkova, E., Castellanos, F. X., & Di Martino, A. (2014) · European Child & Adolescent Psychiatry · doi:10.1007/s00787-013-0428-4 · Cited by 55 · see citing works
Self-citationMa, J., Lei, D., Jin, X., Du, X., Jiang, F., Li, F., Zhang, Y., & Shen, X. (2011) · Journal of Neural Transmission · doi:10.1007/s00702-011-0744-0 · Cited by 57 · see citing works
Lewis, F. C., Reeve, R. A., Kelly, S. P., & Johnson, K. A. (2017) · Attention Perception & Psychophysics · doi:10.3758/s13414-017-1351-4 · Cited by 45 · see citing works
Cubillo, A., Hermes, H., Berger, E., Winkel, K., Schunk, D., Fehr, E., & Hare, T. A. (2022) · Developmental Science · doi:10.1111/desc.13252 · Cited by 39 · see citing works
JiangFei, F. (2012) · Cited by 36 · see citing works
Johnson, K. A., White, M., Wong, P. S., & Murrihy, C. (2019) · Child Neuropsychology · doi:10.1080/09297049.2019.1639654 · Cited by 33 · see citing works
Abnormal modulation of theta oscillations in children with attention-deficit/hyperactivity disorder
Guo, J., Luo, X., Li, B., Chang, Q., Sun, L., & Song, Y. (2020) · NeuroImage Clinical · doi:10.1016/j.nicl.2020.102314 · Cited by 29 · see citing works
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Lee, R. W. Y., Jacobson, L. A., Pritchard, A. E., Ryan, M., Yu, Q., DENCKLA, M. B., Mostofsky, S. H., & Mahone, E. M. (2012) · Journal of Attention Disorders · doi:10.1177/1087054712464269 · Cited by 29 · see citing works
Age-related differences in the neural correlates of trial-to-trial variations of reaction time
Adleman, N. E., Chen, G., Reynolds, R. C., Frackman, A., Razdan, V., Weissman, D. H., Pine, D. S., & Leibenluft, E. (2016) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2016.05.001 · Cited by 27 · see citing works
Electrophysiological Correlates of Response Time Variability During a Sustained Attention Task
Machida, K., Murias, M., & Johnson, K. A. (2019) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2019.00363 · Cited by 25 · see citing works
Chugh, N., Aggarwal, S., & Balyan, A. (2023) · Clinical EEG and Neuroscience · doi:10.1177/15500594231193511 · Cited by 23 · see citing works
Mairena, M. Á., Martino, A. D., Domínguez, C., Gómez-Guerrero, L., Gioia, G. A., Petkova, E., & Castellanos, F. X. (2012) · European Child & Adolescent Psychiatry · doi:10.1007/s00787-011-0237-6 · Cited by 13 · see citing works
Self-citationFujioka, T., Takiguchi, S., Yatsuga, C., Hiratani, M., Hong, K.-E. M., Shin, M., Cho, S., Kosaka, H., & Tomoda, A. (2016) · Clinical Psychopharmacology and Neuroscience · doi:10.9758/cpn.2016.14.1.79 · Cited by 12 · see citing works
Machida, K., & Johnson, K. A. (2019) · Brain Connectivity · doi:10.1089/brain.2019.0671 · Cited by 11 · see citing works
Assessment of executive functioning using tasks of executive control
Isquith, P. K., Roth, R. M., & Gioia, G. A. (2014) · Handbook of Executive Functioning · doi:10.1007/978-1-4614-8106-5_19 · Cited by 10 · see citing works
Self-citationAli, S., Macoun, S. J., Bedir, B., & MacDonald, S. W. S. (2019) · Journal of Clinical and Experimental Neuropsychology · doi:10.1080/13803395.2019.1617249 · Cited by 10 · see citing works
Ogrodnik, M., Karsan, S., Cirone, V., & Heisz, J. J. (2023) · Brain Science · doi:10.3390/brainsci13040673 · Cited by 6 · see citing works
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Mestanikova, A., Ondrejka, I., Mestanik, M., Hrtánek, I., Šnircová, E., & Tonhajzerová, I. (2015) · Cognitive Remediation Journal · doi:10.5507/crj.2015.002 · Cited by 5 · see citing works
Racicka, E., Kuć, K., Bielecki, M., Hanć, T., Cybulska-Kłosowicz, A., & Bryńska, A. (2021) · Brain Sciences · doi:10.3390/brainsci11020178 · Cited by 5 · see citing works
Halliday, D., Kim, Y., MacDonald, S. W. S., García-Barrera, M. A., Hundza, S. R., & Macoun, S. J. (2021) · Journal of Clinical and Experimental Neuropsychology · doi:10.1080/13803395.2021.1965097 · Cited by 5 · see citing works
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Stingl, A. I., & Weiss, S. M. (2013) · Springer eBooks · doi:10.1007/978-3-531-18784-6_9 · Cited by 4 · see citing works
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Bennett, M. R., Hatton, S. N., Hermens, D. F., & Lagopoulos, J. (2016) · Progress in Neurobiology · doi:10.1016/j.pneurobio.2016.07.001 · Cited by 4 · see citing works
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DİNÇER, P. E. D., Bakar, E. E., Taner, Y. I., .SOYSAL, P. A. Ş., Turgay, A., & Karakaş, S. (2012) · Turkiye Klinikleri Journal of Medical Sciences · doi:10.5336/medsci.2011-26485 · Cited by 4 · see citing works
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Roark, C. L., Lehet, M. I., Dick, F., & Holt, L. L. (2020) · doi:10.31234/osf.io/mhbxc · Cited by 3 · see citing works
Fan, C., Zinchenko, A., Chen, L., Wu, J., Qian, Y., & Zang, X. (2024) · Attention Perception & Psychophysics · doi:10.3758/s13414-024-02926-2 · Cited by 2 · see citing works
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Michel, E., Baraczewski, L., Raßbach, C., & von Elsner, N. (2025) · Journal of Cognition and Development · doi:10.1080/15248372.2025.2566076 · Cited by 1 · see citing works
Intraindividual Variability in Attention-Deficit/Hyperactivity Disorder: An Ex-Gaussian Approach.
Ali, S., Karr, J., MacDonald, S. W. S., & Macoun, S. J. (2024) · Child Psychiatry and Human Development · doi:10.1007/s10578-024-01722-1 · Cited by 2 · see citing works
Lysenko, M. (2013) · YorkSpace (York University) · Cited by 1 · see citing works
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Dahl, V. A., Chimiklis, A. L., Peralta, S., Siddiqui, Y., & Chacko, A. (2025) · OBM Integrative and Complementary Medicine · doi:10.21926/obm.icm.2501015
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- Authors
- Gómez-Guerrero, L., Martín, C. D., Mairena, M. A., Di Martino, A., Wang, J., Mendelsohn, A. L., Dreyer, B. P., Isquith, P. K., Gioia, G., Petkova, E., & Castellanos, F. X.
- Affiliations
- Servicio de Psiquiatría, Hospital Provincial de Pontevedra, Santiago de Compostela (La Coruña), Spain
- Complejo Asistencial de Zamora, Zamora, Spain
- New York University, New York, NY
- New York University (US)
- Dartmouth Medical School, Rockville, MD
- Children’s National Medical Center, Rockville, MD
- Corresponding author
- Castellanos, F. Xavier
- Venue
- Journal of Attention Disorders
- Publisher
- SAGE Publications
- Published
- 2010-08-04
- Volume
- 15
- Issue
- 7
- Pages
- 572-582
- ISSN
- 1087-0547 (ISSN-L)
- 1557-1246
- PMC
- PMC3863378
- OpenAlex
- W2167734734
- Cited by
- 35
- References
- 35
- Citations by year
- 2026: 1 · 2025: 2 · 2024: 2 · 2023: 2 · 2022: 1 · 2021: 2 · 2020: 2 · 2019: 4 · 2017: 2 · 2016: 3 · 2015: 1 · 2014: 1 · 2013: 5 · 2012: 6
- FWCI
- 2.62
- Type
- journal article
- Language
- en
- Open access
- green
- europepmc.org
- Locations
- Journal of Attention Disorders (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas) (submittedVersion, other-oa)
- UNICA IRIS Institutional Research Information System (University of Cagliari) (submittedVersion)
- RUNA. Repositorio Institucional del Sergas (Servicio Gallego de Salud (SERGAS)) (submittedVersion, other-oa)
- Funders
- George Washington University
- Dartmouth College
- Centers for Disease Control and Prevention
- National Institute of Mental Health (R01MH081218)
- Topics
- Health Sciences › Medicine › Psychiatry and Mental health › Attention Deficit Hyperactivity Disorder
- Social Sciences › Psychology › Neuropsychology and Physiological Psychology › Developmental and Educational Neuropsychology
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Keywords
- attention deficit hyperactivity disorder, reaction time variability, executive function, inattention, hyperactivity, parent ratings, Conners' Parent Rating Scale, Behavior Rating Inventory of Executive Function, flanker task, task switching, children
- MeSH terms
- Attention, Attention Deficit Disorder with Hyperactivity, Child, Female, Humans, Hyperkinesis, Male, Neuropsychological Tests, Parents, Pilot Projects, Reaction Time, Executive Function
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