Cited by 24Anxiety, Depression, Psychometrics, Treatment, Cognitive ProcessesChild and Adolescent Psychosocial and Emotional DevelopmentNeural and Behavioral Psychology Studies

A Diagnostic Biomarker for Pediatric Generalized Anxiety Disorder Using the Error-Related Negativity

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Hanna, Gregory L., Liu, Yanni, Rough, Haley E., Surapaneni, Mihir, Hanna, Barbara S., Arnold, Paul D., Gehring, William J.·2020·Child Psychiatry & Human Development

Abstract

The error-related negativity (ERN) is a negative deflection in the event-related potential following a mistake that is a putative biomarker of anxiety. The study assessed the ERN as a diagnostic biomarker using receiver operating characteristic (ROC) analyses in 96 cases with anxiety disorders (AD) and 96 matched healthy controls (HC) ages 8 to 18 years. Forty-one cases had generalized anxiety disorder (GAD); 55 cases had other anxiety disorders (OAD) without GAD. ERN amplitude was significantly increased in AD cases compared to HC. The area under the curve (AUC) in the ROC analysis was 0.64, indicating the ERN is an inadequate diagnostic test for AD altogether. The ERN was significantly increased in cases with either GAD or OAD compared to HC. The AUC in ROC analyses with GAD and OAD was 0.75 and 0.56, respectively, suggesting the ERN provides an adequate diagnostic test for GAD but not for OAD.

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Crossref · 10.1007/s10578-020-01021-5

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  • The results support the hypothesis that an enlarged ERN may serve as a transdiagnostic biomarker for OCD and tic disorders as well as some anxiety disorders.

    “The results support the hypothesis that an enlarged ERN may serve as a transdiagnostic biomarker for OCD and tic disorders as well as some anxiety disorders [8, 17–22].”

    From Altered Error Monitoring and Decreased Flanker Task Accuracy in Pediatric Obsessive–Compulsive Disorder (2026) · cites this paper as [22]

    The Discussion (page unavailable) reports enlarged ERN amplitudes in children with generalized and other anxiety disorders, and compares the finding with an earlier OCD study. This supports the anxiety-disorder portion and provides some context for OCD, but the paper does not establish an enlarged ERN as a biomarker for tic disorders; tics are mentioned only in the participant exclusions. (LLM, conf=0.84)

    Experimental — accuracy not yet measured
  • ERN and CRN standardized residual scores may be preferable to subtraction-based difference scores in separating error processing from response monitoring.

    “ERN and CRN standardized residual scores (ERNresid and CRNresid) were calculated based on measuring the variance leftover in a regression equation in which one score is modeled as a predictor of another score, because they may be preferable to subtraction-based difference scores in separating error processing from response monitoring [22, 40].”
  • We found normal flanker task accuracy in youth with anxiety disorders compared to healthy controls.

    “In contrast, we found augmented ERN amplitudes but normal flanker task accuracy in youth with anxiety disorders compared to HC [22] and no differences between youth with major depressive disorder and HC in either ERN amplitudes or flanker task accuracy [21].”
  • We found augmented ERN amplitudes in youth with anxiety disorders compared to healthy controls.

    “In contrast, we found augmented ERN amplitudes but normal flanker task accuracy in youth with anxiety disorders compared to HC [22] and no differences between youth with major depressive disorder and HC in either ERN amplitudes or flanker task accuracy [21].”

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Research works printed but not linked: 45

  1. [1]Merikangas KR, He JP, Burstein M, Swanson SA, Avenevoli S, Cui L, Benjet C, Georgiades K, Swendsen J (2010) Lifetime prevalence of mental disorders in U.S. adolescents: results from the National Comorbidity Survey Replication - Adolescent Supplement (NCS-A). J Am Acad Child Adolesc Psychiatry 49(10): 980– 989. 20855043 PMC2946114
  2. [2]Kessler RC, Avenevoli S, Costello EJ, Georgiades K, Green JG, Gruber MJ, He JP, Koretz D, McLaughlin Ka, Petukhova M, Sampson NA, Zaslavsky AM, Merikangas KR (2012) Prevalence, persistence, and sociodemographic correlates of DSM-IV disorders in the National Comorbidity Survey Replication Adolescent Supplement. Arch Gen Psychiatry 69(4): 372– 380. 22147808 PMC3445020
  3. [5]Boden JM, Fergusson DM, Horwood LJ (2007) Anxiety disorders and suicidal behaviours in adolescence and young adulthood: findings from a longitudinal study. Psychol Med 37(3): 431– 440. 17109776
  4. [6]Meyer A (2016) Developing psychiatric biomarkers: a review focusing on the error-related negativity as a biomarker for anxiety. Curr Treat Options Psych 3(4): 356– 364.
  5. [7]Meyer A (2017) A biomarker of anxiety in children and adolescents: a review focusing on the error-related negativity (ERN) and anxiety across development. Dev Cogn Neurosci 27: 58– 68. 28818707 PMC6987910
  6. [8]Pine DS, Leibenluft E (2015) Biomarkers with a mechanistic focus. JAMA Psychiatry 72(7): 633– 634. 25992716
  7. [10]Gehring WJ, Goss B, Coles MGH, Meyer DE, Donchin E (1993) A neural system for error detection and compensation. Psychol Sci 4(6): 385– 390.
  8. [11]Gehring WJ, Liu Y, Orr JM, Carp J (2012) The error-related negativity (ERN/Ne) In: Luck SK, Kappenman E (eds) Oxford handbook of event-related potential components. Oxford University Press, New York, NY, pp 231– 291
  9. [12]Meyer A, Bress JN, Proudfit GH (2014) Psychometric properties of the error-related negativity in children and adolescents. Psychophysiology 51(7): 602– 610. 24646380
  10. [13]Anokhin AP, Golosheykin S, Heath AC (2008) Heritability of frontal brain function related to action monitoring. Psychophysiology 45: 524– 534. 18503487
  11. [14]Tamnes CK, Walhovd KB, Torstveit M, Sells VT, Fjell AM (2013) Performance monitoring in children and adolescents: a review of developmental changes in the error-related negativity and brain maturation. Dev Cogn Neurosci 6: 1– 13. 23777674 PMC6987843
  12. [15]Holroyd CB, Coles GH (2002) The neural basis of human error processing: reinforcement learning, dopamine, and the error-related negativity. Psychol Rev 109(4): 679– 709. 12374324
  13. [16]Bartholow BD, Pearson MA, Dickter CL, Sher KJ, Fabiani M, Gratton G (2005) Strategic control and medial frontal negativity: beyond errors and response conflict. Psychophysiology 42: 33– 42. 15720579
  14. [17]Hajcak G, Moser JS, Yeung N, Simons RF (2005) On the ERN and the significance of errors. Psychophysiology 42(2): 151– 161. 15787852
  15. [19]Brooker RJ, Buss KA (2014) Toddler fearfulness is linked to individual differences in error-related negativity during preschool. Dev Neuropsychol 39(1): 1– 8. 24405180 PMC3889174
  16. [20]Meyer A, Weinberg A, Klein DN, Hajcak G (2012) The development of the error-related negativity (ERN) and its relationship with anxiety: evidence from 8 to 13 year-olds. Dev Cogn Neurosci 2(1): 152– 161. 22308177 PMC3269914
  17. [21]Hajcak G, McDonald N, Simons RF (2003) Anxiety and error-related brain activity. Biol Psychol 64(1–2): 77– 90. 14602356
  18. [22]Agam Y, Hamlainen MS, Lee AKC, Dyckman KA, Friedman JS, Isom M, Makris N, Manoach DS (2011) Multimodal neuroimaging dissociate hemodynamic and electrophysiology correlates of error processing. Proc Natl Acad Sci 108: 17556– 17561. 21969565 PMC3198335
  19. [23]Buzzell GA, Richards JE, White LK, Barker TV, Pine DS, Fox NA (2017) Development of the error-monitoring system from ages 9–35: unique insight provided by MRI-constrained source localization of EEG. NeuroImage 157: 13– 26. 28549796 PMC5600828
  20. [24]Luu P, Tucker DM, Makeig S (2004) Frontal midline theta and the error-related negativity; neurophysiological mechanisms of action regulation. Clin Neurophysiol 115: 1821– 1835. 15261861
  21. [27]Cavanagh JF, Shackman AJ (2015) Frontal midline theta reflects anxiety and cognitive control: meta-analytic evidence. J Physiol Paris 109(1–3): 3– 15. 24787485 PMC4213310
  22. [29]Moser JS (2017) The nature of the relationship between anxiety and the error-related negativity across development. Curr Behav Neurosci Rep 4(4): 309– 321. PMC9037840 35475020
  23. [30]Ladouceur CD, Dahl RE, Birmaher B, Axelson DA, Ryan ND (2006) Increased error‐related negativity (ERN) in childhood anxiety disorders: ERP and source localization. J Child Psychol Psychiatry 47(10): 1073– 1082. 17073986
  24. [32]Meyer A, Hajcak G, Torpey DC, Kujawa A, Kim J, Bufferd S, Carlson G, Klein DN (2013) Increased error-related brain activity in six-year-old children with clinical anxiety. J Abnorm Child Psychol 41(8): 1257– 1266. 23700171 PMC5274547
  25. [33]Meyer A, Hajcak G, Glenn CR, Kujawa AJ, Klein DN (2017) Error-related brain activity is related to aversive potentiation of the startle response in children, but only the ERN is associated with anxiety disorders. Emotion 17(3): 487. 27819443 PMC5367943
  26. [34]Kujawa A, Weinberg A, Bunford N, Fitzgerald KD, Hanna GL, Monk CS, Kennedy AE, Klumpp H, Hajcak G, Phan KL (2016) Error-related brain activity in youth and young adults before and after treatment for generalized or social anxiety disorder. Prog Neuro-Psychopharmacol Biol Psychiatry 71: 162– 168. PMC4996697 27495356
  27. [35]Ladouceur CD, Tan PZ, Sharma V, Bylsma LM, Silk JS, Siegle GJ, Forbes EE, McMakin DL, Dahl RE, Kendall PC, Mannarino A, Ryan ND (2018) Error‐related brain activity in pediatric anxiety disorders remains elevated following individual therapy: a randomized clinical trial. J Child Psychol Psychiatry 59(11): 1152– 1161. 29603219 PMC6165715
  28. [36]McDermott JM, Perez-Edgar K, Henderson HA, Chronis-Tuscano A, Pine DS, Fox NA (2009) A history of childhood behavioral inhibition and enhanced response monitoring in adolescence are linked to clinical anxiety. Biol Psychiatry 65(5): 445– 448. 19108817 PMC2788124
  29. [38]Meyer A, Nelson B, Perlman G, Klein DN, Kotov R (2018) A neural biomarker, the error‐related negativity, predicts the first onset of generalized anxiety disorder in a large sample of adolescent females. J Child Psychol Psychiatry 59(11): 1162– 1170. 29665048 PMC6192876
  30. [40]Hajcak G, Meyer A, Kotov R (2017) Psychometrics and the neuroscience of individual differences: internal consistency limits between-subjects effects. J Abnorm Psychol 126(6): 823. 28447803
  31. [41]Hosmer DW, Lemeshow S (2000) Applied logistic regression. John Wiley and Sons, New York, NY
  32. [43]Kaufman J, Birmaher B, Brent D, Rao U, Flynn C, Moreci P, Williamson D, Ryan N (1997) Schedule for affective disorders and schizophrenia for school-age children-present and lifetime version (K-SADS-PL): initial reliability and validity data. J Am Acad Child Adolesc Psychiatry 36(7): 980– 988. 9204677
  33. [46]Eriksen BA, Eriksen CW (1974) Effects of noise letters upon the identification of a target letter in a non-search task. Percept Psychophys 16(1): 143– 149.
  34. [48]Gratton G, Coles MGH, Donchin E (1983) A new method for offline removal of ocular artifact. Electroencephalogr Clin Neurophysiol 55(4): 468– 484. 6187540
  35. [49]Meyer A, Lerner MD, De Los Reyes A, Laird RD, Hajcak G (2017) Considering ERP difference scores as individual difference measures: issues with subtraction and alternative approaches. Psychophysiology 54(1): 114– 122. 28000251
  36. [50]Cohen J (1992) A power primer. Psychol Bull 112(1): 155– 159. 19565683
  37. [51]Youden WJ (1950) Index for rating diagnostic tests. Cancer 3(1): 32– 35. 15405679
  38. [52]Perkins NJ, Schisterman EF (2006) The inconsistency of “optimal” cutpoints obtained using two criteria based on the receiver operating characteristic curve. Am J Epidemiol 163(7): 670– 675. 16410346 PMC1444894
  39. [53]Hanna GL, Liu Y, Isaacs YE, Ayoub AM, Torres JJ, O’Hara NB, Gehring WJ (2016) Withdrawn/depressed behaviors and error-related brain activity in youth with obsessive-compulsive disorder. J Am Acad Child Adolesc Psychiatry 55(10): 906– 913. 27663946 PMC5577943
  40. [54]Patriquin MA, Mathew SJ (2017) The neurobiological mechanisms of generalized anxiety disorder and chronic stress. Chronic Stress 1: 1– 10. PMC5832062 29503978
  41. [55]Carrasco M, Harbin SM, Nienhuis JK, Fitzgerald KD, Gehring WJ, Hanna GL (2013) Increased error-related brain activity in youth with obsessive-compulsive disorder and unaffected siblings. Depress Anxiety 30(1): 39– 46. 23225541
  42. [56]Patrick CJ, Hajcak G (2016) RDoC: translating promise into progress. Psychophysiology 53(3): 415– 424. 26877135
  43. [57]Cavanagh JF, Meyer A, Hajcak G (2017) Error-specific cognitive control alterations in generalized anxiety disorder. Biol Psychiatry Cogn Neurosci Neuroimaging 2(5): 413– 420. 28871288 PMC5580396
  44. [58]Canen MJ, Brooker RJ (2017) ERN, theta power, and risk for anxiety problems in preschoolers. Biol Psychol 123: 103– 110. 27939699 PMC5292075
  45. [60]Weinberg A, Kotov R, Proudfit GH (2015) Neural indicators of error processing in generalized anxiety disorder, obsessive-compulsive disorder, and major depressive disorder. J Abnorm Psychol 124(1): 172– 185. 25384068

Cited by

Sorted by citations

Authors
Hanna, G. L., Liu, Y., Rough, H. E., Surapaneni, M., Hanna, B. S., Arnold, P. D., & Gehring, W. J.
Affiliations
  • University of Michigan (US)
  • University of Calgary (CA)
Corresponding author
Hanna, Gregory L.
Venue
Child Psychiatry & Human Development
Published
2020-07-12
Volume
51
Issue
5
Pages
827-838
ISSN
  • 0009-398X (ISSN-L)
  • 1573-3327
OpenAlex
W3041569606
Cited by
24
References
13
Citations by year
2026: 1 · 2025: 6 · 2024: 4 · 2023: 1 · 2022: 7 · 2021: 3 · 2020: 2
FWCI
2.96
Type
journal article
Language
en
Open access
Locations
  • Child Psychiatry & Human Development (publishedVersion)
  • PubMed (publishedVersion)
  • Europe PMC (PubMed Central) (acceptedVersion)
  • PubMed Central (acceptedVersion)
Funders
National Institute of Mental Health (R01MH101493)
Topics
  • Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
  • Social Sciences › Psychology › Clinical Psychology › Child and Adolescent Psychosocial and Emotional Development
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
Keywords
error-related negativity, generalized anxiety disorder, childhood anxiety disorders, diagnostic biomarkers, event-related potentials, anxiety diagnosis, children and adolescents
MeSH terms
Adolescent, Anxiety Disorders, Child, Electroencephalography, Evoked Potentials, Female, Humans, Male, Biomarkers

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