1
|
Defelippe VM, Brilstra EH, Otte WM, Cross HJ, O'Callaghan F, De Giorgis V, Poduri A, Lerche H, Sisodiya S, Braun KPJ, Jansen FE, Perucca E. N-of-1 trials in epilepsy: A systematic review and lessons paving the way forward. Epilepsia 2024. [PMID: 39254637 DOI: 10.1111/epi.18068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Revised: 06/28/2024] [Accepted: 07/10/2024] [Indexed: 09/11/2024]
Abstract
OBJECTIVE Defined as prospective single-patient crossover studies with repeated paired cycles of active and control intervention, N-of-1 trials have gained attention as an option to obtain high-quality evidence of efficacy, particularly for patients with rare epilepsies in whom conduction of well-powered randomized controlled trials can be challenging. The objective of this systematic review is to provide an appraisal of the literature on N-of-1 trials in individuals with epilepsy. METHODS We searched PubMed and Embase on January 12, 2024, for studies meeting the following criteria: prospectively planned, within-patient, multiple-crossover design in individuals with epilepsy and outcomes related to comorbidities. Information on design, outcome measurements, intervention, and analyses was retrieved. Risk of bias assessment was performed using the Risk of Bias in N-of-1 Trials (RoBiNT) scale. We highlighted methodological aspects of the N-of-1 trials identified and discuss future recommendations. RESULTS Five studies met our inclusion criteria. An additional multiple-crossover trial that evaluated treatment effects exclusively at group level was also included because of its relevance to N-of-1 study methodology. The studies enrolled individuals with focal seizures, absences or cognitive impairement and electrographic discharges. Treatments included established or investigational antiseizure medications, off-label medications, neurostimulation or lifestyle intervention. Three of the five N-of-1 trials reported on individual cases. The studies' strengths were the use of individualized treatment dosages and symptom-specific patient-reported outcomes. Limitations were related to minimal reporting of baseline characteristics and seizure burden. SIGNIFICANCE The trials identified by our search exemplify how the N-of-1 design can be applied to assess interventions in individuals with epilepsy-related disorders. Future N-of-1 trials of antiseizure interventions should take into account baseline seizure frequency, should apply statistical models suited to capture seizure frequency changes reliably and make predefined interim assessments. Non-seizure outcome measures evaluable over short periods should be considered. Tailored N-of-1 methodology could pave the way to evidence-based, treatment selection for patients with rare epilepsies.
Collapse
Affiliation(s)
- Victoria M Defelippe
- Department of Child Neurology, UMCU Brain Center, University Medical Center Utrecht, Utrecht, The Netherlands
- (Affiliated) member or collaborating partner of the European Reference Network (ERN) for rare and complex epilepsies (EpiCARE), Barcelona, Spain
| | - Eva H Brilstra
- Department of Genetics, UMCU Brain Center, University Medical Center Utrecht, Utrecht, The Netherlands
- (Affiliated) member or collaborating partner of the European Reference Network (ERN) for rare and complex epilepsies (EpiCARE), Barcelona, Spain
| | - Willem M Otte
- Department of Child Neurology, UMCU Brain Center, University Medical Center Utrecht, Utrecht, The Netherlands
- (Affiliated) member or collaborating partner of the European Reference Network (ERN) for rare and complex epilepsies (EpiCARE), Barcelona, Spain
| | - Helen J Cross
- Developmental Neurosciences, University College London (UCL) Great Ormond Street NIHR BRC, Institute of Child Health, London, UK
- (Affiliated) member or collaborating partner of the European Reference Network (ERN) for rare and complex epilepsies (EpiCARE), Barcelona, Spain
| | - Finbar O'Callaghan
- Developmental Neurosciences, University College London (UCL) Great Ormond Street NIHR BRC, Institute of Child Health, London, UK
- (Affiliated) member or collaborating partner of the European Reference Network (ERN) for rare and complex epilepsies (EpiCARE), Barcelona, Spain
| | - Valentina De Giorgis
- (Affiliated) member or collaborating partner of the European Reference Network (ERN) for rare and complex epilepsies (EpiCARE), Barcelona, Spain
- Fondazione Mondino National Institute of Neurology/University of Pavia, Pavia, Italy
| | - Annapurna Poduri
- Epilepsy Genetics Program, Boston Children's Hospital and Department of Neurology, Harvard Medical School, Boston, Massachusetts, USA
| | - Holger Lerche
- (Affiliated) member or collaborating partner of the European Reference Network (ERN) for rare and complex epilepsies (EpiCARE), Barcelona, Spain
- Department of Neurology and Epileptology, Hertie Institute for Clinical Brain Research, University and University Hospital of Tübingen, Tubingen, Germany
| | - Sanjay Sisodiya
- (Affiliated) member or collaborating partner of the European Reference Network (ERN) for rare and complex epilepsies (EpiCARE), Barcelona, Spain
- Department of Clinical and Experimental Epilepsy, UCL Queen's Square Institute of Neurology, London, UK
| | - Kees P J Braun
- Department of Child Neurology, UMCU Brain Center, University Medical Center Utrecht, Utrecht, The Netherlands
- (Affiliated) member or collaborating partner of the European Reference Network (ERN) for rare and complex epilepsies (EpiCARE), Barcelona, Spain
| | - Floor E Jansen
- Department of Child Neurology, UMCU Brain Center, University Medical Center Utrecht, Utrecht, The Netherlands
- (Affiliated) member or collaborating partner of the European Reference Network (ERN) for rare and complex epilepsies (EpiCARE), Barcelona, Spain
| | - Emilio Perucca
- (Affiliated) member or collaborating partner of the European Reference Network (ERN) for rare and complex epilepsies (EpiCARE), Barcelona, Spain
- Department of Medicine, University of Melbourne (Austin Health), Heidelberg, Victoria, Australia
- Australia and Department of Neuroscience, Monash University, Melbourne, Victoria, Australia
| |
Collapse
|
2
|
den Hollander B, Rothuizen-Lindenschot M, Geertjens L, Vaz FM, Brands MM, Le HL, van Eeghen AM, van de Ven PM, Cornel MC, Jacobs BA, Bruining H, van Karnebeek CD. Effectiveness of L-serine supplementation in children with a GRIN2B loss-of-function mutation: Rationale and protocol for single patient (n-of-1) multiple cross-over trials. Contemp Clin Trials Commun 2023; 36:101233. [PMID: 38144875 PMCID: PMC10746402 DOI: 10.1016/j.conctc.2023.101233] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2023] [Revised: 09/20/2023] [Accepted: 11/12/2023] [Indexed: 12/26/2023] Open
Abstract
Rationale Loss-of-function (LoF) mutations in GRIN2B result in neurologic abnormalities due to N-methyl-D-aspartate receptor (NMDAR) dysfunction. Affected persons present with various symptoms, including intellectual developmental disability (IDD), hypotonia, communication deficits, motor impairment, complex behavior, seizures, sleep disorders and gastrointestinal disturbance. Recently, in vitro experiments showed that D-serine mitigates function to GluN2B (mutation)-containing NMDARs. 11 previous case reports are published on (experimental) L-serine treatment of patients between 1.5 and 12 years old with GRIN2B missense or null mutations, some of whom showed notable improvement in motor and cognitive performance, communication, behavior and abnormalities on electro encephalography (EEG). Our objective is to further evaluate the effectiveness of L-serine for GRIN2B-related neurodevelopmental disorder (GRIN2B-NDD), using an n-of-1 trial design, increasing the level of evidence. Methods/design These n-of-1 trials, consisting of 2 cycles of 6 months, will be performed to evaluate the effect of L-serine compared to placebo in 4 patients with a GRIN2B LoF mutation. The aggregation of multiple n-of-1 trials will provide an estimate of the average treatment effects.The primary outcome is the Perceive-Recall-Plan-Perform of Task Analysis, assessing developmental skills. Secondary outcomes include Goal Attainment Scaling, seizure log books, EEGs, sleep log books, the irritability subscale of the Aberrant Behavior Checklist, the Bristol Stool Scale and the Pediatric Quality of Life Inventory. Conclusion This study employs an innovative methodological approach to evaluate the effectiveness of L-serine for patients with a GRIN2B LoF mutation. The results will establish a foundation for implementing L-serine as a disease-modifying treatment in GRIN2B-NDD.
Collapse
Affiliation(s)
- Bibiche den Hollander
- Amsterdam UMC Location University of Amsterdam, Department of Pediatrics, Emma Children's Hospital, Amsterdam Gastroenterology Endocrinology Metabolism, Meibergdreef 9, Amsterdam, the Netherlands
- Emma Personalized Medicine Center, Amsterdam UMC, Amsterdam, the Netherlands
- United for Metabolic Diseases, Amsterdam, the Netherlands
| | | | - Lisa Geertjens
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Child and Adolescent Psychiatry and Psychosocial Care, Emma Children's Hospital, Boelelaan 1117, Amsterdam, the Netherlands
- Amsterdam UMC Location University of Amsterdam, N=You Neurodevelopmental Precision Center, Amsterdam Neuroscience, Amsterdam Reproduction and Development, Meibergdreef 9, Amsterdam, the Netherlands
| | - Frédéric M. Vaz
- United for Metabolic Diseases, Amsterdam, the Netherlands
- Amsterdam UMC Location University of Amsterdam, Department of Clinical Chemistry and Pediatrics, Laboratory Genetic Metabolic Diseases, Emma Children's Hospital, Meibergdreef 9, Amsterdam, the Netherlands
- Amsterdam Gastroenterology Endocrinology Metabolism, Inborn Errors of Metabolism, Amsterdam, the Netherlands
- Amsterdam UMC Location University of Amsterdam, Department of Core Facility Metabolomics, Meibergdreef 9, Amsterdam, the Netherlands
| | - Marion M. Brands
- Amsterdam UMC Location University of Amsterdam, Department of Pediatrics, Emma Children's Hospital, Amsterdam Gastroenterology Endocrinology Metabolism, Meibergdreef 9, Amsterdam, the Netherlands
- Emma Personalized Medicine Center, Amsterdam UMC, Amsterdam, the Netherlands
- United for Metabolic Diseases, Amsterdam, the Netherlands
| | - Hoang Lan Le
- Amsterdam UMC Location University of Amsterdam, Department of Hospital Pharmacy, Meibergdreef 9, Amsterdam, the Netherlands
- Medicine for Society, Platform at Amsterdam UMC, University of Amsterdam, 1105 AZ Amsterdam, the Netherlands
| | - Agnies M. van Eeghen
- Emma Personalized Medicine Center, Amsterdam UMC, Amsterdam, the Netherlands
- Advisium, ‘s Heerlen Loo Zorggroep, Amersfoort, the Netherlands
- Amsterdam UMC location University of Amsterdam, Department of Pediatrics, Emma Children’s Hospital, Amsterdam Public Health Research Institute, Methodology and Mental Health and Personalized Medicine, Meibergdreef 9, Amsterdam, the Netherlands
- Amsterdam UMC location University of Amsterdam, Department of Pediatrics, Emma Children’s Hospital, Amsterdam Reproduction & Development, Child Development, Meibergdreef 9, Amsterdam, the Netherlands
| | - Peter M. van de Ven
- University Medical Center Utrecht, Department of Data Science and Biostatistics, Julius Center for Health Sciences and Primary Care, Heidelberglaan 100, Utrecht, the Netherlands
| | - Martina C. Cornel
- Emma Personalized Medicine Center, Amsterdam UMC, Amsterdam, the Netherlands
- Amsterdam UMC Location Vrije Universiteit van Amsterdam, Department of Human Genetics, Amsterdam Reproduction and Development, Meibergdreef 9, Amsterdam, the Netherlands
| | - Bart A.W. Jacobs
- Medicine for Society, Platform at Amsterdam UMC, University of Amsterdam, 1105 AZ Amsterdam, the Netherlands
- Antoni van Leeuwenhoek, Department of Pharmacy and Clinical Pharmacology, Plesmanlaan 121, Amsterdam, the Netherlands
| | - Hilgo Bruining
- Emma Personalized Medicine Center, Amsterdam UMC, Amsterdam, the Netherlands
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Child and Adolescent Psychiatry and Psychosocial Care, Emma Children's Hospital, Boelelaan 1117, Amsterdam, the Netherlands
- Amsterdam UMC Location University of Amsterdam, N=You Neurodevelopmental Precision Center, Amsterdam Neuroscience, Amsterdam Reproduction and Development, Meibergdreef 9, Amsterdam, the Netherlands
| | - Clara D. van Karnebeek
- Amsterdam UMC Location University of Amsterdam, Department of Pediatrics, Emma Children's Hospital, Amsterdam Gastroenterology Endocrinology Metabolism, Meibergdreef 9, Amsterdam, the Netherlands
- Emma Personalized Medicine Center, Amsterdam UMC, Amsterdam, the Netherlands
- United for Metabolic Diseases, Amsterdam, the Netherlands
- Amsterdam UMC Location Vrije Universiteit van Amsterdam, Department of Human Genetics, Amsterdam Reproduction and Development, Meibergdreef 9, Amsterdam, the Netherlands
| |
Collapse
|
3
|
Samuel JP, Wootton SH, Tyson JE. N-of-1 trials: The epitome of personalized medicine? J Clin Transl Sci 2023; 7:e161. [PMID: 37528940 PMCID: PMC10388431 DOI: 10.1017/cts.2023.583] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 06/21/2023] [Accepted: 06/26/2023] [Indexed: 08/03/2023] Open
Abstract
Observational studies are notoriously susceptible to bias, and parallel-group randomized trials are important to identify the best overall treatment for eligible patients. Yet, such trials can be expected to be a misleading indicator of the best treatment for some subgroups or individual patients. In selected circumstances, patients can be treated in n-of-1 trials to address the inherent heterogeneity of treatment response in clinical populations. Such trials help to accomplish the ultimate goal of all biomedical research, to optimize the care of individual patients.
Collapse
Affiliation(s)
- Joyce P. Samuel
- Department of Pediatrics, Center for Clinical Research and Evidence-Based Medicine, McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Susan H. Wootton
- Department of Pediatrics, Center for Clinical Research and Evidence-Based Medicine, McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Jon E. Tyson
- Department of Pediatrics, Center for Clinical Research and Evidence-Based Medicine, McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, TX, USA
| |
Collapse
|
4
|
Storebø OJ, Storm MRO, Pereira Ribeiro J, Skoog M, Groth C, Callesen HE, Schaug JP, Darling Rasmussen P, Huus CML, Zwi M, Kirubakaran R, Simonsen E, Gluud C. Methylphenidate for children and adolescents with attention deficit hyperactivity disorder (ADHD). Cochrane Database Syst Rev 2023; 3:CD009885. [PMID: 36971690 PMCID: PMC10042435 DOI: 10.1002/14651858.cd009885.pub3] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/29/2023]
Abstract
BACKGROUND Attention deficit hyperactivity disorder (ADHD) is one of the most commonly diagnosed and treated psychiatric disorders in childhood. Typically, children and adolescents with ADHD find it difficult to pay attention and they are hyperactive and impulsive. Methylphenidate is the psychostimulant most often prescribed, but the evidence on benefits and harms is uncertain. This is an update of our comprehensive systematic review on benefits and harms published in 2015. OBJECTIVES To assess the beneficial and harmful effects of methylphenidate for children and adolescents with ADHD. SEARCH METHODS We searched CENTRAL, MEDLINE, Embase, three other databases and two trials registers up to March 2022. In addition, we checked reference lists and requested published and unpublished data from manufacturers of methylphenidate. SELECTION CRITERIA We included all randomised clinical trials (RCTs) comparing methylphenidate versus placebo or no intervention in children and adolescents aged 18 years and younger with a diagnosis of ADHD. The search was not limited by publication year or language, but trial inclusion required that 75% or more of participants had a normal intellectual quotient (IQ > 70). We assessed two primary outcomes, ADHD symptoms and serious adverse events, and three secondary outcomes, adverse events considered non-serious, general behaviour, and quality of life. DATA COLLECTION AND ANALYSIS Two review authors independently conducted data extraction and risk of bias assessment for each trial. Six review authors including two review authors from the original publication participated in the update in 2022. We used standard Cochrane methodological procedures. Data from parallel-group trials and first-period data from cross-over trials formed the basis of our primary analyses. We undertook separate analyses using end-of-last period data from cross-over trials. We used Trial Sequential Analyses (TSA) to control for type I (5%) and type II (20%) errors, and we assessed and downgraded evidence according to the GRADE approach. MAIN RESULTS We included 212 trials (16,302 participants randomised); 55 parallel-group trials (8104 participants randomised), and 156 cross-over trials (8033 participants randomised) as well as one trial with a parallel phase (114 participants randomised) and a cross-over phase (165 participants randomised). The mean age of participants was 9.8 years ranging from 3 to 18 years (two trials from 3 to 21 years). The male-female ratio was 3:1. Most trials were carried out in high-income countries, and 86/212 included trials (41%) were funded or partly funded by the pharmaceutical industry. Methylphenidate treatment duration ranged from 1 to 425 days, with a mean duration of 28.8 days. Trials compared methylphenidate with placebo (200 trials) and with no intervention (12 trials). Only 165/212 trials included usable data on one or more outcomes from 14,271 participants. Of the 212 trials, we assessed 191 at high risk of bias and 21 at low risk of bias. If, however, deblinding of methylphenidate due to typical adverse events is considered, then all 212 trials were at high risk of bias. PRIMARY OUTCOMES methylphenidate versus placebo or no intervention may improve teacher-rated ADHD symptoms (standardised mean difference (SMD) -0.74, 95% confidence interval (CI) -0.88 to -0.61; I² = 38%; 21 trials; 1728 participants; very low-certainty evidence). This corresponds to a mean difference (MD) of -10.58 (95% CI -12.58 to -8.72) on the ADHD Rating Scale (ADHD-RS; range 0 to 72 points). The minimal clinically relevant difference is considered to be a change of 6.6 points on the ADHD-RS. Methylphenidate may not affect serious adverse events (risk ratio (RR) 0.80, 95% CI 0.39 to 1.67; I² = 0%; 26 trials, 3673 participants; very low-certainty evidence). The TSA-adjusted intervention effect was RR 0.91 (CI 0.31 to 2.68). SECONDARY OUTCOMES methylphenidate may cause more adverse events considered non-serious versus placebo or no intervention (RR 1.23, 95% CI 1.11 to 1.37; I² = 72%; 35 trials 5342 participants; very low-certainty evidence). The TSA-adjusted intervention effect was RR 1.22 (CI 1.08 to 1.43). Methylphenidate may improve teacher-rated general behaviour versus placebo (SMD -0.62, 95% CI -0.91 to -0.33; I² = 68%; 7 trials 792 participants; very low-certainty evidence), but may not affect quality of life (SMD 0.40, 95% CI -0.03 to 0.83; I² = 81%; 4 trials, 608 participants; very low-certainty evidence). AUTHORS' CONCLUSIONS The majority of our conclusions from the 2015 version of this review still apply. Our updated meta-analyses suggest that methylphenidate versus placebo or no-intervention may improve teacher-rated ADHD symptoms and general behaviour in children and adolescents with ADHD. There may be no effects on serious adverse events and quality of life. Methylphenidate may be associated with an increased risk of adverse events considered non-serious, such as sleep problems and decreased appetite. However, the certainty of the evidence for all outcomes is very low and therefore the true magnitude of effects remain unclear. Due to the frequency of non-serious adverse events associated with methylphenidate, the blinding of participants and outcome assessors is particularly challenging. To accommodate this challenge, an active placebo should be sought and utilised. It may be difficult to find such a drug, but identifying a substance that could mimic the easily recognised adverse effects of methylphenidate would avert the unblinding that detrimentally affects current randomised trials. Future systematic reviews should investigate the subgroups of patients with ADHD that may benefit most and least from methylphenidate. This could be done with individual participant data to investigate predictors and modifiers like age, comorbidity, and ADHD subtypes.
Collapse
Affiliation(s)
- Ole Jakob Storebø
- Psychiatric Research Unit, Region Zealand Psychiatry, Slagelse, Denmark
- Child and Adolescent Psychiatric Department, Region Zealand, Roskilde, Denmark
- Department of Psychology, University of Southern Denmark, Odense, Denmark
| | | | | | - Maria Skoog
- Clinical Study Support, Clinical Studies Sweden - Forum South, Lund, Sweden
| | - Camilla Groth
- Pediatric Department, Herlev University Hospital, Herlev, Denmark
| | | | | | | | | | - Morris Zwi
- Islington Child and Adolescent Mental Health Service, Whittington Health, London, UK
| | - Richard Kirubakaran
- Cochrane India-CMC Vellore Affiliate, Prof. BV Moses Centre for Evidence Informed Healthcare and Health Policy, Christian Medical College, Vellore, India
| | - Erik Simonsen
- Research Unit, Mental Health services, Region Zealand Psychiatry, Roskilde, Denmark
- Institute of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Christian Gluud
- Copenhagen Trial Unit, Centre for Clinical Intervention Research, The Capital Region, Copenhagen University Hospital ─ Rigshospitalet, Copenhagen, Denmark
- Department of Regional Health Research, The Faculty of Health Sciences, University of Southern Denmark, Odense, Denmark
| |
Collapse
|
5
|
Nikles J, Onghena P, Vlaeyen JW, Wicksell RK, Simons LE, McGree JM, McDonald S. Establishment of an International Collaborative Network for N-of-1 Trials and Single-Case Designs. Contemp Clin Trials Commun 2021; 23:100826. [PMID: 34401597 PMCID: PMC8350373 DOI: 10.1016/j.conctc.2021.100826] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2020] [Revised: 06/15/2021] [Accepted: 07/26/2021] [Indexed: 11/24/2022] Open
Abstract
In this article we briefly examine the unique features of Single-Case Designs (SCDs) (studies in a single participant), their history and current trends, and real-world clinical applications. The International Collaborative Network for N-of-1 Trials and Single-Case Designs (ICN) is a formal collaborative network for individuals with an interest in SCDs. The ICN was established in 2017 to support the SCD scientific community and provide opportunities for collaboration, a global communication channel, resource sharing and knowledge exchange. In May 2021, there were more than 420 members in 31 countries. A member survey was undertaken in 2019 to identify priorities for the ICN for the following few years. This article outlines the key priorities identified and the ICN's progress to date in these key areas including network activities (developing a communications strategy to increase awareness, collecting/sharing a comprehensive set of resources, guidelines and tips, and incorporating the consumer perspective) and scientific activities (writing position papers and guest editing special journal issues, exploring key stakeholder perspectives about SCDs, and working to streamline ethical approval processes for SCDs). The ICN provides a practical means to engage with this methodology through membership. We encourage clinicians, researchers, industry, and healthcare consumers to learn more about and conduct SCDs, and to join us in our mission of using SCDs to improve health outcomes for individuals and populations.
Collapse
Affiliation(s)
- Jane Nikles
- Centre for Clinical Research, The University of Queensland, Australia
| | | | | | | | | | | | - Suzanne McDonald
- Centre for Clinical Research, The University of Queensland, Australia
| |
Collapse
|
6
|
Zuidersma M, Riese H, Snippe E, Booij SH, Wichers M, Bos EH. Single-Subject Research in Psychiatry: Facts and Fictions. Front Psychiatry 2020; 11:539777. [PMID: 33281636 PMCID: PMC7691231 DOI: 10.3389/fpsyt.2020.539777] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/02/2020] [Accepted: 10/08/2020] [Indexed: 12/12/2022] Open
Abstract
Scientific evidence in the field of psychiatry is mainly derived from group-based ("nomothetic") studies that yield group-aggregated results, while often the need is to answer questions that apply to individuals. Particularly in the presence of great inter-individual differences and temporal complexities, information at the individual-person level may be valuable for personalized treatment decisions, individual predictions and diagnostics. The single-subject study design can be used to make inferences about individual persons. Yet, the single-subject study is not often used in the field of psychiatry. We believe that this is because of a lack of awareness of its value rather than a lack of usefulness or feasibility. In the present paper, we aimed to resolve some common misconceptions and beliefs about single-subject studies by discussing some commonly heard "facts and fictions." We also discuss some situations in which the single-subject study is more or less appropriate, and the potential of combining single-subject and group-based study designs into one study. While not intending to plea for single-subject studies at the expense of group-based studies, we hope to increase awareness of the value of single-subject research by informing the reader about several aspects of this design, resolving misunderstanding, and providing references for further reading.
Collapse
Affiliation(s)
- Marij Zuidersma
- Department of Psychiatry, Interdisciplinary Center Psychopathology and Emotion Regulation, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Harriëtte Riese
- Department of Psychiatry, Interdisciplinary Center Psychopathology and Emotion Regulation, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Evelien Snippe
- Department of Psychiatry, Interdisciplinary Center Psychopathology and Emotion Regulation, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Sanne H. Booij
- Department of Psychiatry, Interdisciplinary Center Psychopathology and Emotion Regulation, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
- Department of Developmental Psychology, Faculty of Behavioural and Social Sciences, University of Groningen, Groningen, Netherlands
| | - Marieke Wichers
- Department of Psychiatry, Interdisciplinary Center Psychopathology and Emotion Regulation, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Elisabeth H. Bos
- Department of Developmental Psychology, Faculty of Behavioural and Social Sciences, University of Groningen, Groningen, Netherlands
| |
Collapse
|
7
|
Senarathne SGJ, Overstall AM, McGree JM. Bayesian adaptive N‐of‐1 trials for estimating population and individual treatment effects. Stat Med 2020; 39:4499-4518. [DOI: 10.1002/sim.8737] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2019] [Revised: 07/18/2020] [Accepted: 07/28/2020] [Indexed: 12/20/2022]
Affiliation(s)
| | - Antony M. Overstall
- Southampton Statistical Sciences Research Institute University of Southampton Southampton UK
| | - James M. McGree
- School of Mathematical Sciences Queensland University of Technology Brisbane Queensland Australia
| |
Collapse
|
8
|
Kravitz RL, Aguilera A, Chen EJ, Choi YK, Hekler E, Karr C, Kim KK, Phatak S, Sarkar S, Schueller SM, Sim I, Yang J, Schmid CH. Feasibility, Acceptability, and Influence of mHealth-Supported N-of-1 Trials for Enhanced Cognitive and Emotional Well-Being in US Volunteers. Front Public Health 2020; 8:260. [PMID: 32695740 PMCID: PMC7336867 DOI: 10.3389/fpubh.2020.00260] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2019] [Accepted: 05/22/2020] [Indexed: 12/01/2022] Open
Abstract
Although group-level evidence supports the use of behavioral interventions to enhance cognitive and emotional well-being, different interventions may be more acceptable or effective for different people. N-of-1 trials are single-patient crossover trials designed to estimate treatment effectiveness in a single patient. We designed a mobile health (mHealth) supported N-of-1 trial platform permitting US adult volunteers to conduct their own 30-day self-experiments testing a behavioral intervention of their choice (deep breathing/meditation, gratitude journaling, physical activity, or helpful acts) on daily measurements of stress, focus, and happiness. We assessed uptake of the study, perceived usability of the N-of-1 trial system, and influence of results (both reported and perceived) on enthusiasm for the chosen intervention (defined as perceived helpfulness of the chosen intervention and intent to continue performing the intervention in the future). Following a social media and public radio campaign, 447 adults enrolled in the study and 259 completed the post-study survey. Most were highly educated. Perceived system usability was high (mean scale score 4.35/5.0, SD 0.57). Enthusiasm for the chosen intervention was greater among those with higher pre-study expectations that the activity would be beneficial for them (p < 0.001), those who obtained more positive N-of-1 results (as directly reported to participants) (p < 0.001), and those who interpreted their N-of-1 study results more positively (p < 0.001). However, reported results did not significantly influence enthusiasm after controlling for participants' interpretations. The interaction between pre-study expectation of benefit and N-of-1 results interpretation was significant (p < 0.001), such that those with the lowest starting pre-study expectations reported greater intervention enthusiasm when provided with results they interpreted as positive. We conclude that N-of-1 behavioral trials can be appealing to a broad albeit highly educated and mostly female audience, that usability was acceptable, and that N-of-1 behavioral trials may have the greatest utility among those most skeptical of the intervention to begin with.
Collapse
Affiliation(s)
- Richard L Kravitz
- Division of General Medicine, UC Davis Health, Sacramento, CA, United States
| | - Adrian Aguilera
- School of Social Welfare, University of California, Berkeley, Berkeley, CA, United States
| | | | - Yong K Choi
- Betty Irene Moore School of Nursing, University of California, Davis, Sacramento, CA, United States
| | - Eric Hekler
- Center for Wireless & Population Health Systems, Qualcomm Institute, Department of Family Medicine & Public Health, Design Lab, University of California, San Diego, San Diego, CA, United States
| | - Chris Karr
- Audacious Software, Inc., Chicago, IL, United States
| | - Katherine K Kim
- Betty Irene Moore School of Nursing, University of California, Davis, Sacramento, CA, United States
| | - Sayali Phatak
- College of Health Solutions, Arizona State University, Tempe, AZ, United States
| | - Sayantani Sarkar
- Betty Irene Moore School of Nursing, University of California, Davis, Sacramento, CA, United States
| | - Stephen M Schueller
- Department of Psychological Science, University of California, Irvine, Irvine, CA, United States
| | - Ida Sim
- Department of Medicine, University of California, San Francisco, San Francisco, CA, United States
| | - Jiabei Yang
- Department of Biostatistics and Center for Evidence Synthesis in Health, School of Public Health, Brown University, Providence, RI, United States
| | - Christopher H Schmid
- Department of Biostatistics and Center for Evidence Synthesis in Health, School of Public Health, Brown University, Providence, RI, United States
| |
Collapse
|
9
|
Mellis CM. How to choose your study design. J Paediatr Child Health 2020; 56:1018-1022. [PMID: 32479703 DOI: 10.1111/jpc.14929] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/23/2020] [Accepted: 04/23/2020] [Indexed: 11/27/2022]
Abstract
Research designs are broadly divided into observational studies (i.e. cross-sectional; case-control and cohort studies) and experimental studies (randomised control trials, RCTs). Each design has a specific role, and each has both advantages and disadvantages. Moreover, while the typical RCT is a parallel group design, there are now many variants to consider. It is important that both researchers and paediatricians are aware of the role of each study design, their respective pros and cons, and the inherent risk of bias with each design. While there are numerous quantitative study designs available to researchers, the final choice is dictated by two key factors. First, by the specific research question. That is, if the question is one of 'prevalence' (disease burden) then the ideal is a cross-sectional study; if it is a question of 'harm' - a case-control study; prognosis - a cohort and therapy - a RCT. Second, by what resources are available to you. This includes budget, time, feasibility re-patient numbers and research expertise. All these factors will severely limit the choice. While paediatricians would like to see more RCTs, these require a huge amount of resources, and in many situations will be unethical (e.g. potentially harmful intervention) or impractical (e.g. rare diseases). This paper gives a brief overview of the common study types, and for those embarking on such studies you will need far more comprehensive, detailed sources of information.
Collapse
Affiliation(s)
- Craig M Mellis
- Department of Medicine, Sydney Medical School, Faculty of Medicine and Health, University of Sydney, Sydney, New South Wales, Australia
| |
Collapse
|
10
|
Benefits of Methylphenidate for Long-Term Attention Problems After Traumatic Brain Injury in Childhood: A Randomized, Double-Masked, Placebo-Controlled, Dose-Titration, Crossover Trial. J Head Trauma Rehabil 2020; 34:E1-E12. [PMID: 30169436 PMCID: PMC6395577 DOI: 10.1097/htr.0000000000000432] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVE To characterize the benefits and optimal dose of long-acting methylphenidate for management of long-term attention problems after childhood traumatic brain injury (TBI). DESIGN Phase 2, randomized, double-masked, placebo-controlled, dose-titration, crossover clinical trial. SETTING Outpatient, clinical research. PARTICIPANTS Twenty-six children aged 6 to 17 years who were at least 6 months post-TBI and met criteria for attention-deficit hyperactivity disorder (ADHD) at the time of enrollment. OUTCOME MEASURES Vanderbilt Rating Scale of attention problems, Pittsburgh Side Effects Rating Scale, and vital signs. RESULTS Among the 26 participants randomized, 20 completed the trial. The mean ages at injury and enrollment were 6.3 and 11.5 years, respectively. Eight participants had a severe TBI. On an optimal dose of medication, greater reductions were found on the Vanderbilt Parent Rating Scale for the medicated condition than for placebo (P = .022, effect size = 0.59). The mean optimal dose of methylphenidate was 40.5 mg (1.00 mg/kg/day). Preinjury ADHD diagnosis status was not associated with a differential medication response. Methylphenidate was associated with weight loss (∼1 kg), increased systolic blood pressure (∼3- to 6-point increase), and mild reported changes in appetite. CONCLUSION Findings support use of long-acting methylphenidate for management of long-term attention problems after pediatric TBI. Larger trials are warranted of stimulant medications, including comparative effectiveness and combination medication and nonmedication interventions.
Collapse
|
11
|
Golden E, Johnson M, Jones M, Viglizzo R, Bobe J, Zimmerman N. Measuring the Effects of Caffeine and L-Theanine on Cognitive Performance: A Protocol for Self-Directed, Mobile N-of-1 Studies. FRONTIERS IN COMPUTER SCIENCE 2020. [DOI: 10.3389/fcomp.2020.00004] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
|
12
|
Personalised Medicine Using N-of-1 Trials: Overcoming Barriers to Delivery. Healthcare (Basel) 2019; 7:healthcare7040134. [PMID: 31694150 PMCID: PMC6956166 DOI: 10.3390/healthcare7040134] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2019] [Revised: 10/28/2019] [Accepted: 10/30/2019] [Indexed: 11/21/2022] Open
Abstract
In this paper we discuss the value of N-of-1 trials in personalising health care. We describe the challenges faced in implementing N-of-1 trials in the United Kingdom’s National Health Service and suggest how making greater use of these personalised trials might be facilitated.
Collapse
|
13
|
Margolis A, Giuliano C. Making the switch: From case studies to N-of-1 trials. Epilepsy Behav Rep 2019; 12:100336. [PMID: 31754660 PMCID: PMC6854058 DOI: 10.1016/j.ebr.2019.100336] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2019] [Revised: 09/11/2019] [Accepted: 09/18/2019] [Indexed: 11/25/2022] Open
Abstract
Case studies can generate hypothesis based on unique clinical patient encounters and provide guidance among populations with limited numbers of patients. However, case studies are not blinded and are susceptible to a variety of factors that can influence study outcomes. One potential solution to minimize this bias is to use an N-of-1 trial. N-of-1 trials are a double-blinded randomized crossover trial within a limited number of patients, often as small as a single patient. These trials borrow many concepts from randomized controlled trials (RCTs), which in turn increases the validity of findings compared with a case report. Situations best suited for an N-of-1 trial include chronic disease states and therapies with quick onset and offset, such as in patients with seizures. There are many opportunities to use N-of-1 trials among patients with epilepsy, and providers are encouraged to explore and employ these methods. The purpose of this article was to describe N-of-1 trials along with considerations for conducting, publishing, and evaluating N-of-1 trials. The use of N-of-1 trials can minimize bias found in traditional case studies. N-of-1 trials are a double-blinded randomized crossover trial within a single patient. There are methods and reporting standards to guide the development and interpretation of N-of-1 trials.
Collapse
Affiliation(s)
- Amanda Margolis
- University of Wisconsin-Madison School of Pharmacy, 777 Highland Ave, Madison, WI 53705, United States of America
| | - Christopher Giuliano
- Wayne State University Eugene Applebaum College of Pharmacy and Health Sciences, 259 Mack Ave, Detroit, MI 48201, United States of America
| |
Collapse
|
14
|
Misra B. Individualized metabolomics: opportunities and challenges. Clin Chem Lab Med 2019; 58:939-947. [DOI: 10.1515/cclm-2019-0130] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2019] [Accepted: 03/04/2019] [Indexed: 12/23/2022]
Abstract
Abstract
The goal of advancing science in health care is to provide high quality treatment and therapeutic opportunities to patients in need. This is especially true in precision medicine, wherein the ultimate goal is to link disease phenotypes to targeted treatments and novel therapeutics at the scale of an individual. With the advent of -omics technologies, such as genomics, proteomics, microbiome, among others, the metabolome is of wider and immediate interest for its important role in metabolic regulation. The metabolome, of course, comes with its own questions regarding technological challenges. In this opinion article, I attempt to interrogate some of the main challenges associated with individualized metabolomics, and available opportunities in the context of its clinical application. Some questions this article addresses and attempts to find answers for are: Can a personal metabolome (n = 1) be inexpensive, affordable and informative enough (i.e. provide predictive yet validated biomarkers) to represent the entirety of a population? How can a personal metabolome complement advances in other -omics areas and the use of monitoring devices, which occupy our personal space?
Collapse
Affiliation(s)
- Biswapriya Misra
- Center for Precision Medicine, Department of Internal Medicine, Section on Molecular Medicine , Wake Forest University School of Medicine , Medical Center Boulevard , Winston-Salem, 27157 NC , USA
| |
Collapse
|
15
|
Samuel JP, Tyson JE, Green C, Bell CS, Pedroza C, Molony D, Samuels J. Treating Hypertension in Children With n-of-1 Trials. Pediatrics 2019; 143:e20181818. [PMID: 30842257 PMCID: PMC6564074 DOI: 10.1542/peds.2018-1818] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 01/14/2019] [Indexed: 12/23/2022] Open
Abstract
OBJECTIVES Clinicians prescribe antihypertensive medication to children with primary hypertension, but without data to define a particular choice as first-line therapy. A one-size-fits-all approach may not be appropriate for these patients. Our aim was to develop a personalized approach to hypertension treatment, using repeated ambulatory blood pressure monitoring (ABPM) in n-of-1 trials (single-patient randomized crossover trials). METHODS Children undergoing hypertension management at a single pediatric referral center were offered participation in an n-of-1 trial with repeated ABPM to compare 3 commonly used medications. The medication producing the greatest blood pressure reduction, and without unacceptable side effects, was selected as the preferred therapy for the individual. RESULTS Forty-two children agreed to participate; 7 were normotensive without medication; and 3 failed to complete one treatment cycle. Of the remaining 32 patients, lisinopril was preferred for 16, amlodipine for 8, hydrochlorothiazide for 4, and 4 had uncontrolled blood pressure on maximum doses of monotherapy. In conservative Bayesian analyses, the proportion of patients who preferred lisinopril was 49% (95% credible interval [CrI]: 32% to 69%), 24% (95% CrI: 12% to 41%) preferred amlodipine, and 12% (95% CrI: 4% to 26%) preferred hydrochlorothiazide. The preferred therapy for the majority (67%) of African American participants was lisinopril. Unacceptable side effects were reported in 24% of assessments for hydrochlorothiazide, 16% for lisinopril, and 13% for amlodipine. CONCLUSIONS No single medication was preferred for more than half of hypertensive children. n of-1 trials with repeated ABPM may promote better informed and individualized decisions in pediatric hypertension management.
Collapse
Affiliation(s)
| | | | | | | | | | - Don Molony
- McGovern Medical School at University of Texas Health Science Center, Houston, Texas
| | - Joshua Samuels
- Department of Pediatrics
- McGovern Medical School at University of Texas Health Science Center, Houston, Texas
| |
Collapse
|
16
|
Kravitz RL, Schmid CH, Marois M, Wilsey B, Ward D, Hays RD, Duan N, Wang Y, MacDonald S, Jerant A, Servadio JL, Haddad D, Sim I. Effect of Mobile Device-Supported Single-Patient Multi-crossover Trials on Treatment of Chronic Musculoskeletal Pain: A Randomized Clinical Trial. JAMA Intern Med 2018; 178:1368-1377. [PMID: 30193253 PMCID: PMC6233756 DOI: 10.1001/jamainternmed.2018.3981] [Citation(s) in RCA: 53] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Abstract
IMPORTANCE Individually designed single-patient multi-crossover (n-of-1) trials can facilitate tailoring of treatments directed at various conditions, including chronic musculoskeletal pain (CMSP) but are potentially burdensome, which may limit uptake in research and practice. OBJECTIVES To determine whether patients randomized to participate in an n-of-1 trial supported by a mobile health (mHealth) app would experience less pain and improved global health, adherence, satisfaction, and shared decision making compared with patients assigned to usual care. DESIGN, SETTING, AND PARTICIPANTS This randomized clinical trial compared participation in an individualized, mHealth-supported n-of-1 trial vs usual care. The participating 215 patients had CMSP for at least 6 weeks, had a smartphone or tablet with a data plan, were enrolled in northern California from July 2014 through July 2016, and were followed for up to 1 year by 48 clinicians in academic, community, Veterans Affairs, and military settings. INTERVENTIONS Intervention patients met with their clinicians and used a desktop interface to select treatments and trial parameters for an n-of-1 trial comparing 2 pain-management regimens. The mHealth app provided reminders to take designated treatments on assigned days and to upload responses to daily questions on pain and treatment-associated adverse effects. Control patients received care as usual. MAIN OUTCOMES AND MEASURES The primary outcome was change in the PROMIS (Patient-Reported Outcomes Measurement Information System) pain-related interference 8-item short-form scale (full scale range, 41-78) from baseline to 6 months. Secondary outcomes included patient-reported pain intensity, overall health, analgesic adherence, trust in clinician, satisfaction with care, medication-related shared decision making, and, for the n-of-1 group only, participant engagement and experience. RESULTS Among 215 patients (108 randomized to the n-of-1 intervention and 107 to control), 102 (47%) were women, and the mean (SD) age was 55.5 (11.1) years. At the 6-month follow-up, pain interference was reduced in both groups, though there was no difference between the intervention and control groups (-1.36 points; 95% CI, -2.91 to 0.19 points; P = .09). There were no advantages in secondary outcomes for intervention patients vs control patients except for higher medication-related shared decision making at 6 months (between-group difference, 11.9 points; 95% CI, 2.6-21.2 points; P = .01). Among patients assigned to the n-of-1 group, 88% (n = 86) affirmed that the mHealth app could help people like them manage their pain. CONCLUSIONS AND RELEVANCE In this population of patients with CMSP, mHealth-supported n-of-1 trials were feasible and associated with a satisfactory user experience, but n-of-1 trial participation did not significantly improve pain interference at 6 months vs usual care. TRIAL REGISTRATION ClinicalTrials.gov identifier: NCT02116621.
Collapse
Affiliation(s)
- Richard L Kravitz
- Department of Internal Medicine, University of California, Davis, Sacramento.,Center for Health Care Policy and Research, University of California, Davis, Sacramento
| | - Christopher H Schmid
- Department of Biostatistics and Center for Evidence Synthesis in Health, Brown University School of Public Health, Providence, Rhode Island
| | - Maria Marois
- Center for Health Care Policy and Research, University of California, Davis, Sacramento
| | - Barth Wilsey
- Veterans Affairs Northern California Health Care System, Sacramento Medical Center, Mather.,Department of Psychiatry, University of California, San Diego, San Diego
| | - Deborah Ward
- Betty Irene Moore School of Nursing, University of California, Davis, Sacramento
| | - Ron D Hays
- Division of General Internal Medicine & Health Services Research, Department of Medicine, University of California, Los Angeles, Los Angeles
| | - Naihua Duan
- Department of Psychiatry, Columbia University, New York, New York
| | - Youdan Wang
- Department of Biostatistics and Center for Evidence Synthesis in Health, Brown University School of Public Health, Providence, Rhode Island
| | - Scott MacDonald
- Department of Clinical Informatics, University of California, Davis Medical Center, Sacramento
| | - Anthony Jerant
- Department of Family and Community Medicine, University of California, Davis, Sacramento
| | - Joseph L Servadio
- Department of Biostatistics and Center for Evidence Synthesis in Health, Brown University School of Public Health, Providence, Rhode Island.,Division of Environmental Health Sciences, University of Minnesota School of Public Health, Minneapolis
| | | | - Ida Sim
- Open mHealth, New York, New York.,Department of General Internal Medicine, University of California, San Francisco, San Francisco
| |
Collapse
|
17
|
Van Schaik KD. The Applicability of N: Ancient Debates and Modern Experimental Design. Healthcare (Basel) 2018; 6:E118. [PMID: 30720794 PMCID: PMC6165139 DOI: 10.3390/healthcare6030118] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2018] [Revised: 09/16/2018] [Accepted: 09/17/2018] [Indexed: 01/01/2023] Open
Abstract
Medicine has always been characterized by a tension between the particular and the general. A clinician is obligated to treat the individual in front of her, yet she accomplishes this task by applying generalized knowledge that describes an abstract average but not necessarily a specific person. Efforts to systematize this process of moving between the particular and the general have led to the development of randomized controlled trials and large observational studies. Inclusion of tens of thousands of people in such studies, it is argued, will enhance the applicability of the data to more individual circumstances. Yet, as genetic sequencing data have become more widely obtained and used, there has been an increased focus on what has been broadly termed "precision medicine", a highly individualized approach to therapeutics. Moreover, advances in statistical methods have enabled researchers to use N-of-1 study data-traditionally considered too individualized to be broadly applicable-in new ways. This paper contextualizes these apparently modern debates with reference to historical arguments about methods of disease diagnosis and treatment, and earlier physicians' concerns about the tension between the particular and the general that is intrinsic to medical practice.
Collapse
|
18
|
Arnold SE, Betensky RA. Multicrossover Randomized Controlled Trial Designs in Alzheimer Disease. Ann Neurol 2018; 84:168-175. [PMID: 30014506 DOI: 10.1002/ana.25280] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2018] [Revised: 05/28/2018] [Accepted: 06/24/2018] [Indexed: 12/17/2022]
Affiliation(s)
- Steven E Arnold
- Interdisciplinary Brain Center for Clinical and Translational Research and Department of Neurology, Massachusetts General Hospital, Charlestown, MA
| | - Rebecca A Betensky
- Department of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, MA
| |
Collapse
|
19
|
Cohen A, Plonsky-Toder M, Tirosh E. The Short-Term Placebo Response in Children With Attention-Deficit Hyperactivity Disorder (ADHD). J Child Neurol 2018; 33:340-346. [PMID: 29451082 DOI: 10.1177/0883073818756403] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
To assess short-term placebo response in 6- to 13-year-old children with ADHD, children who were administered a double-blind placebo-methylphenidate trial, 1 week each, were included in the analysis. Conners' parents and Teacher Rating scales, the Aggregate Neurobehavioral Student Health and Educational Review inventory, and the Matching Familiar Figure Test were employed. A reduction of 30% or more in one or more of the teachers report subscales was observed in 18.8% of the participants. Attention test performance resulted in 58% of children exhibiting reduction in error rates and 36.2% exhibited longer latency period. Significant correlations between placebo response and methylphenidate response in all of the teachers report subscales were found. Base line severity, learning problem and emotional status were found associated with placebo response. Short-term placebo response should be accounted for in children with ADHD.
Collapse
Affiliation(s)
- Ayala Cohen
- 1 Faculty of Industrial Engineering and Management, The Technion, Israel Institute of Technology, Haifa, Israel
| | - Moran Plonsky-Toder
- 2 Department of Pediatrics, The Ruth Rappaport Children's Hospital, Haifa, Israel
| | - Emanuel Tirosh
- 3 The Hannah Khoushy Child Development Center, Bnai Zion Medical Center and The Faculty of Medicine, Technion, Haifa, Israel
| |
Collapse
|
20
|
Huang H, Yang P, Wang J, Wu Y, Zi S, Tang J, Wang Z, Ma Y, Zhang Y. Investigation into the Individualized Treatment of Traditional Chinese Medicine through a Series of N-of-1 Trials. EVIDENCE-BASED COMPLEMENTARY AND ALTERNATIVE MEDICINE : ECAM 2018; 2018:5813767. [PMID: 29552084 PMCID: PMC5820571 DOI: 10.1155/2018/5813767] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/30/2017] [Revised: 11/08/2017] [Accepted: 01/10/2018] [Indexed: 12/02/2022]
Abstract
PURPOSE To compare the efficacy of individualized herbal decoction with standard decoction for patients with stable bronchiectasis through N-of-1 trials. METHODS We conducted a single center N-of-1 trials in 17 patients with stable bronchiectasis. Each N-of-1 trial contains three cycles. Each cycle is divided into two 4-week intervention including individualized decoction and fixed decoction (control). The primary outcome was patient self-reported symptoms scores on a 1-7 point Likert scale. Secondary outcomes were 24-hour sputum volume and CAT scores. RESULTS Among 14 completed trials, five showed that the individualized decoction was statistically better than the control decoction on symptom scores (P < 0.05) but was not clinically significant. The group data of all the trials showed that individualized decoction was superior to control decoction on symptom scores (2.13 ± 0.58 versus 2.30 ± 0.65, P = 0.002, mean difference and 95% CI: 0.18 (0.10, 0.25)), 24 h sputum volume (P = 0.009), and CAT scores (9.69 ± 4.89 versus 11.64 ± 5.59, P = 0.013, mean difference and 95% CI: 1.95 (1.04, 2.86)) but not clinically significant. CONCLUSION Optimizing the combined analysis of individual and group data and the improvement of statistical models may make contribution in establishing a method of evaluating clinical efficacy in line with the characteristics of traditional Chinese medicine individual diagnosis and treatment.
Collapse
Affiliation(s)
- Haiyin Huang
- Department of Respiratory Disease and Department of Pharmacy, Yueyang Hospital of Integrated Traditional Chinese and Western Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai 200437, China
| | - Peilan Yang
- Department of Respiratory Disease and Department of Pharmacy, Yueyang Hospital of Integrated Traditional Chinese and Western Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai 200437, China
| | - Jie Wang
- Department of Respiratory Disease and Department of Pharmacy, Yueyang Hospital of Integrated Traditional Chinese and Western Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai 200437, China
| | - Yingen Wu
- Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai 200032, China
| | - Suna Zi
- Department of Respiratory Disease and Department of Pharmacy, Yueyang Hospital of Integrated Traditional Chinese and Western Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai 200437, China
| | - Jie Tang
- Department of Respiratory Disease and Department of Pharmacy, Yueyang Hospital of Integrated Traditional Chinese and Western Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai 200437, China
| | - Zhenwei Wang
- Department of Respiratory Disease and Department of Pharmacy, Yueyang Hospital of Integrated Traditional Chinese and Western Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai 200437, China
| | - Ying Ma
- Department of Respiratory Disease and Department of Pharmacy, Yueyang Hospital of Integrated Traditional Chinese and Western Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai 200437, China
| | - Yuqing Zhang
- Guang'anmen Hospital, China Academy of Chinese Medical Science, Xicheng District, Beijing, China
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, ON, Canada L8S 4K1
| |
Collapse
|
21
|
Daza EJ. Causal Analysis of Self-tracked Time Series Data Using a Counterfactual Framework for N-of-1 Trials. Methods Inf Med 2018; 57:e10-e21. [PMID: 29621835 PMCID: PMC6087468 DOI: 10.3414/me16-02-0044] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2016] [Accepted: 08/16/2017] [Indexed: 11/11/2022]
Abstract
Many of an individual's historically recorded personal measurements vary over time, thereby forming a time series (e.g., wearable-device data, self-tracked fitness or nutrition measurements, regularly monitored clinical events or chronic conditions). Statistical analyses of such n-of-1 (i.e., single-subject) observational studies (N1OSs) can be used to discover possible cause-effect relationships to then self-test in an n-of-1 randomized trial (N1RT). However, a principled way of determining how and when to interpret an N1OS association as a causal effect (e.g., as if randomization had occurred) is needed.Our goal in this paper is to help bridge the methodological gap between risk-factor discovery and N1RT testing by introducing a basic counterfactual framework for N1OS design and personalized causal analysis.We introduce and characterize what we call the average period treatment effect (APTE), i.e., the estimand of interest in an N1RT, and build an analytical framework around it that can accommodate autocorrelation and time trends in the outcome, effect carryover from previous treatment periods, and slow onset or decay of the effect. The APTE is loosely defined as a contrast (e.g., difference, ratio) of averages of potential outcomes the individual can theoretically experience under different treatment levels during a given treatment period. To illustrate the utility of our framework for APTE discovery and estimation, two common causal inference methods are specified within the N1OS context. We then apply the framework and methods to search for estimable and interpretable APTEs using six years of the author's self-tracked weight and exercise data, and report both the preliminary findings and the challenges we faced in conducting N1OS causal discovery.Causal analysis of an individual's time series data can be facilitated by an N1RT counterfactual framework. However, for inference to be valid, the veracity of certain key assumptions must be assessed critically, and the hypothesized causal models must be interpretable and meaningful.
Collapse
Affiliation(s)
- Eric J. Daza
- Stanford Prevention Research Center, Stanford University School of Medicine, Stanford, CA, USA
| |
Collapse
|
22
|
Affiliation(s)
- RD Mirza
- Faculty of Health Sciences, McMaster University, Hamilton, ON L8S 4L8 Ontario, Canada
| | - S Punja
- Department of Pediatrics, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB T6G 2R3 Alberta, Canada
| | - S Vohra
- Department of Pediatrics, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB T6G 2R3 Alberta, Canada
| | - G Guyatt
- Faculty of Health Sciences, McMaster University, Hamilton, ON L8S 4L8 Ontario, Canada
| |
Collapse
|
23
|
Xie T, Yu Z. N-of-1 Design and Its Applications to Personalized Treatment Studies. STATISTICS IN BIOSCIENCES 2016; 9:662-675. [PMID: 29225716 PMCID: PMC5711967 DOI: 10.1007/s12561-016-9165-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2014] [Revised: 09/17/2015] [Accepted: 08/11/2016] [Indexed: 11/30/2022]
Abstract
N-of-1 trial is a type of clinical trial which has been applied in chronic recurrent conditions that require long-term non-curative treatment. In this type of trials, each patient will be randomly assigned to one of the treatment sequences and repeatedly crossed over two or more treatments of interests. Through this cross-comparing method (cross-over phase), investigator can identify an optimal treatment (medicine or therapy) for the patient and treat the patient with the optimal treatment in an extension phase. This design could efficiently reduce the placebo effect, which is often seen in clinical trials, and maximize the true treatment effect. This type of design has been used in some traditional Chinese medicine (TCM) clinical trials lately. However, it brings some challenges for collecting and analyzing the data. Research on statistical methodology of this type of design is rarely found in the literature. The goal of this research is to discuss the application of the N-of-1 design to personalized treatment studies. We will demonstrate a real study conducted in TCM and present some theoretical and simulation results.
Collapse
Affiliation(s)
- Tailiang Xie
- Brightech International, 285 Davidson Avenue, Suite 504, Somerset, NJ 08873 USA
| | - Zhuoxin Yu
- Brightech International, 285 Davidson Avenue, Suite 504, Somerset, NJ 08873 USA
| |
Collapse
|
24
|
Punja S, Xu D, Schmid CH, Hartling L, Urichuk L, Nikles CJ, Vohra S. N-of-1 trials can be aggregated to generate group mean treatment effects: a systematic review and meta-analysis. J Clin Epidemiol 2016; 76:65-75. [DOI: 10.1016/j.jclinepi.2016.03.026] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2015] [Revised: 03/23/2016] [Accepted: 03/24/2016] [Indexed: 10/21/2022]
|
25
|
Shamseer L, Sampson M, Bukutu C, Schmid CH, Nikles J, Tate R, Johnston BC, Zucker D, Shadish WR, Kravitz R, Guyatt G, Altman DG, Moher D, Vohra S. CONSORT extension for reporting N-of-1 trials (CENT) 2015: explanation and elaboration. J Clin Epidemiol 2016; 76:18-46. [PMID: 26272791 DOI: 10.1016/j.jclinepi.2015.05.018] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/05/2015] [Indexed: 11/16/2022]
Abstract
N-of-1 trials are a useful tool for clinicians who want to determine the effectiveness of a treatment in a particular individual. The reporting of N-of-1 trials has been variable and incomplete, hindering their usefulness in clinical decision making and by future researchers. This document presents the CONSORT (Consolidated Standards of Reporting Trials) extension for N-of-1 trials (CENT 2015). CENT 2015 extends the CONSORT 2010 guidance to facilitate the preparation and appraisal of reports of an individual N-of-1 trial or a series of prospectively planned, multiple, crossover N-of-1 trials. CENT 2015 elaborates on 14 items of the CONSORT 2010 checklist, totalling 25 checklist items (44 sub-items), and recommends diagrams to help authors document the progress of one participant through a trial or more than one participant through a trial or series of trials, as applicable. Examples of good reporting and evidence based rationale for CENT 2015 checklist items are provided.
Collapse
Affiliation(s)
- Larissa Shamseer
- Clinical Epidemiology Program, Ottawa Hospital Research Institute; University of Ottawa, Canada
| | - Margaret Sampson
- Library Services, Children's Hospital of Eastern Ontario, Canada
| | - Cecilia Bukutu
- Child and Youth Data Laboratory, Alberta Centre for Child, Family and Community Research, Canada
| | - Christopher H Schmid
- Department of Biostatistics and Center for Evidence Based Medicine, Brown University, USA
| | | | - Robyn Tate
- Centre for Rehabilitation Research, Sydney Medical School - Northern, University of Sydney, Australia
| | - Bradley C Johnston
- Department of Anesthesia and Pain Medicine, The Hospital for Sick Children, University of Toronto, Canada; Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Canada
| | | | | | - Richard Kravitz
- Department of Internal Medicine, University of California, Davis, USA
| | - Gordon Guyatt
- Department of Clinical Epidemiology & Biostatistics, McMaster University, Canada
| | | | - David Moher
- Clinical Epidemiology Program, Ottawa Hospital Research Institute; University of Ottawa, Canada
| | - Sunita Vohra
- Department of Pediatrics, Faculty of Medicine and Dentistry, University of Alberta, Canada.
| |
Collapse
|
26
|
Affiliation(s)
- Gordon Guyatt
- Departments of Clinical Epidemiology and Biostatistics and of Medicine, McMaster University, Hamilton, ON, Canada.
| |
Collapse
|
27
|
Punja S, Shamseer L, Hartling L, Urichuk L, Vandermeer B, Nikles J, Vohra S. Amphetamines for attention deficit hyperactivity disorder (ADHD) in children and adolescents. Cochrane Database Syst Rev 2016; 2:CD009996. [PMID: 26844979 PMCID: PMC10329868 DOI: 10.1002/14651858.cd009996.pub2] [Citation(s) in RCA: 59] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
BACKGROUND Attention deficit hyperactivity disorder (ADHD) is one of the most common psychiatric conditions affecting children and adolescents. Amphetamines are among the most commonly prescribed medications to manage ADHD. There are three main classes of amphetamines: dexamphetamine, lisdexamphetamine and mixed amphetamine salts, which can be further broken down into short- and long-acting formulations. A systematic review assessing their efficacy and safety in this population has never been conducted. OBJECTIVES To assess the efficacy and safety of amphetamines for ADHD in children and adolescents. SEARCH METHODS In August 2015 we searched CENTRAL, Ovid MEDLINE, Embase, PsycINFO, ProQuest Dissertation and Theses, and the Networked Digital Library of Theses and Dissertations. We also searched ClinicalTrials.gov, and checked the reference lists of relevant studies and reviews identified by the searches. No language or date restrictions were applied. SELECTION CRITERIA Parallel-group and cross-over randomized controlled trials (RCTs) comparing amphetamine derivatives against placebo in a pediatric population (< 18 years) with ADHD. DATA COLLECTION AND ANALYSIS Two authors independently extracted data on participants, settings, interventions, methodology, and outcomes for each included study. For continuous outcomes, we calculated the standardized mean difference (SMD) and for dichotomous outcomes we calculated the risk ratio (RR). Where possible, we conducted meta-analyses using a random-effects model. We also performed a meta-analysis of the most commonly reported adverse events in the primary studies. MAIN RESULTS We included 23 trials (8 parallel-group and 15 cross-over trials), with 2675 children aged three years to 17 years. All studies compared amphetamines to placebo. Study durations ranged from 14 days to 365 days, with the majority lasting less than six months. Most studies were conducted in the United States; three studies were conducted across Europe. We judged 11 included studies to be at a high risk of bias due to insufficient blinding methods, failing to account for dropouts and exclusions from the analysis, and failing to report on all outcomes defined a priori. We judged the remaining 12 studies to be at unclear risk of bias due to inadequate reporting.Amphetamines improved total ADHD core symptom severity according to parent ratings (SMD -0.57; 95% confidence interval (CI) -0.86 to -0.27; 7 studies; 1247 children/adolescents; very low quality evidence), teacher ratings (SMD -0.55; 95% CI -0.83 to -0.27; 5 studies; 745 children/adolescents; low quality evidence), and clinician ratings (SMD -0.84; 95% CI -1.32 to -0.36; 3 studies; 813 children/adolescents; very low quality evidence). In addition, the proportion of responders as rated by the Clinical Global Impression - Improvement (CGI-I) scale was higher when children were taking amphetamines (RR 3.36; 95% CI 2.48 to 4.55; 9 studies; 2207 children/adolescents; very low quality evidence).The most commonly reported adverse events included decreased appetite, insomnia/trouble sleeping, abdominal pain, nausea/vomiting, headaches, and anxiety. Amphetamines were associated with a higher proportion of participants experiencing decreased appetite (RR 6.31; 95% CI 2.58 to 15.46; 11 studies; 2467 children/adolescents), insomnia (RR 3.80; 95% CI 2.12 to 6.83; 10 studies; 2429 children/adolescents), and abdominal pain (RR 1.44; 95% CI 1.03 to 2.00; 10 studies; 2155 children/adolescents). In addition, the proportion of children who experienced at least one adverse event was higher in the amphetamine group (RR 1.30; 95% CI 1.18 to 1.44; 6 studies; 1742 children/adolescents; low quality evidence).We performed subgroup analyses for amphetamine preparation (dexamphetamine, lisdexamphetamine, mixed amphetamine salts), amphetamine release formulation (long acting versus short acting), and funding source (industry versus non industry). Between-group differences were observed for proportion of participants experiencing decreased appetite in both the amphetamine preparation (P < 0.00001) and amphetamine release formulation (P value = 0.008) subgroups, as well as for retention in the amphetamine release formulation subgroup (P value = 0.03). AUTHORS' CONCLUSIONS Most of the included studies were at high risk of bias and the overall quality of the evidence ranged from low to very low on most outcomes. Although amphetamines seem efficacious at reducing the core symptoms of ADHD in the short term, they were associated with a number of adverse events. This review found no evidence that supports any one amphetamine derivative over another, and does not reveal any differences between long-acting and short-acting amphetamine preparations. Future trials should be longer in duration (i.e. more than 12 months), include more psychosocial outcomes (e.g. quality of life and parent stress), and be transparently reported.
Collapse
Affiliation(s)
- Salima Punja
- University of AlbertaDepartment of Medicine8B16B‐ 11111 Jasper AveEdmontonABCanadaT5K 0L4
| | - Larissa Shamseer
- Ottawa Hospital Research Institute501 Smyth RoadBox 201BOttawaONCanadaK1H 8L6
| | - Lisa Hartling
- University of AlbertaDepartment of Pediatrics4‐472 ECHA11405 87 Ave NWEdmontonABCanadaT6G 1C9
| | - Liana Urichuk
- University of AlbertaDepartment of Psychiatry6th Floor, 9942‐108 StreetEdmontonABCanadaT5K 2J5
- Addiction and Mental Health, Alberta Health ServicesInformation & Evaluation ServicesRm 642, 9942‐108 StreetEdmontonABCanadaT5K 2J5
| | - Ben Vandermeer
- University of AlbertaDepartment of Pediatrics4‐472 ECHA11405 87 Ave NWEdmontonABCanadaT6G 1C9
| | - Jane Nikles
- The University of QueenslandSchool of MedicineSalisbury RoadIpswichQueenslandAustralia4072
| | - Sunita Vohra
- University of AlbertaDepartment of Pediatrics4‐472 ECHA11405 87 Ave NWEdmontonABCanadaT6G 1C9
| | | |
Collapse
|
28
|
Storebø OJ, Ramstad E, Krogh HB, Nilausen TD, Skoog M, Holmskov M, Rosendal S, Groth C, Magnusson FL, Moreira‐Maia CR, Gillies D, Buch Rasmussen K, Gauci D, Zwi M, Kirubakaran R, Forsbøl B, Simonsen E, Gluud C. Methylphenidate for children and adolescents with attention deficit hyperactivity disorder (ADHD). Cochrane Database Syst Rev 2015; 2015:CD009885. [PMID: 26599576 PMCID: PMC8763351 DOI: 10.1002/14651858.cd009885.pub2] [Citation(s) in RCA: 156] [Impact Index Per Article: 17.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
BACKGROUND Attention deficit hyperactivity disorder (ADHD) is one of the most commonly diagnosed and treated psychiatric disorders in childhood. Typically, children with ADHD find it difficult to pay attention, they are hyperactive and impulsive.Methylphenidate is the drug most often prescribed to treat children and adolescents with ADHD but, despite its widespread use, this is the first comprehensive systematic review of its benefits and harms. OBJECTIVES To assess the beneficial and harmful effects of methylphenidate for children and adolescents with ADHD. SEARCH METHODS In February 2015 we searched six databases (CENTRAL, Ovid MEDLINE, EMBASE, CINAHL, PsycINFO, Conference Proceedings Citations Index), and two trials registers. We checked for additional trials in the reference lists of relevant reviews and included trials. We contacted the pharmaceutical companies that manufacture methylphenidate to request published and unpublished data. SELECTION CRITERIA We included all randomised controlled trials (RCTs) comparing methylphenidate versus placebo or no intervention in children and adolescents aged 18 years and younger with a diagnosis of ADHD. At least 75% of participants needed to have an intellectual quotient of at least 70 (i.e. normal intellectual functioning). Outcomes assessed included ADHD symptoms, serious adverse events, non-serious adverse events, general behaviour and quality of life. DATA COLLECTION AND ANALYSIS Seventeen review authors participated in data extraction and risk of bias assessment, and two review authors independently performed all tasks. We used standard methodological procedures expected within Cochrane. Data from parallel-group trials and first period data from cross-over trials formed the basis of our primary analyses; separate analyses were undertaken using post-cross-over data from cross-over trials. We used Trial Sequential Analyses to control for type I (5%) and type II (20%) errors, and we assessed and downgraded evidence according to the Grades of Recommendation, Assessment, Development and Evaluation (GRADE) approach for high risk of bias, imprecision, indirectness, heterogeneity and publication bias. MAIN RESULTS The studies.We included 38 parallel-group trials (5111 participants randomised) and 147 cross-over trials (7134 participants randomised). Participants included individuals of both sexes, at a boys-to-girls ratio of 5:1, and participants' ages ranged from 3 to 18 years across most studies (in two studies ages ranged from 3 to 21 years). The average age across all studies was 9.7 years. Most participants were from high-income countries.The duration of methylphenidate treatment ranged from 1 to 425 days, with an average duration of 75 days. Methylphenidate was compared to placebo (175 trials) or no intervention (10 trials). Risk of Bias.All 185 trials were assessed to be at high risk of bias. Primary outcomes. Methylphenidate may improve teacher-rated ADHD symptoms (standardised mean difference (SMD) -0.77, 95% confidence interval (CI) -0.90 to -0.64; 19 trials, 1698 participants; very low-quality evidence). This corresponds to a mean difference (MD) of -9.6 points (95% CI -13.75 to -6.38) on the ADHD Rating Scale (ADHD-RS; range 0 to 72 points; DuPaul 1991a). A change of 6.6 points on the ADHD-RS is considered clinically to represent the minimal relevant difference. There was no evidence that methylphenidate was associated with an increase in serious (e.g. life threatening) adverse events (risk ratio (RR) 0.98, 95% CI 0.44 to 2.22; 9 trials, 1532 participants; very low-quality evidence). The Trial Sequential Analysis-adjusted intervention effect was RR 0.91 (CI 0.02 to 33.2). SECONDARY OUTCOMES Among those prescribed methylphenidate, 526 per 1000 (range 448 to 615) experienced non-serious adverse events, compared with 408 per 1000 in the control group. This equates to a 29% increase in the overall risk of any non-serious adverse events (RR 1.29, 95% CI 1.10 to 1.51; 21 trials, 3132 participants; very low-quality evidence). The Trial Sequential Analysis-adjusted intervention effect was RR 1.29 (CI 1.06 to 1.56). The most common non-serious adverse events were sleep problems and decreased appetite. Children in the methylphenidate group were at 60% greater risk for trouble sleeping/sleep problems (RR 1.60, 95% CI 1.15 to 2.23; 13 trials, 2416 participants), and 266% greater risk for decreased appetite (RR 3.66, 95% CI 2.56 to 5.23; 16 trials, 2962 participants) than children in the control group.Teacher-rated general behaviour seemed to improve with methylphenidate (SMD -0.87, 95% CI -1.04 to -0.71; 5 trials, 668 participants; very low-quality evidence).A change of seven points on the Child Health Questionnaire (CHQ; range 0 to 100 points; Landgraf 1998) has been deemed a minimal clinically relevant difference. The change reported in a meta-analysis of three trials corresponds to a MD of 8.0 points (95% CI 5.49 to 10.46) on the CHQ, which suggests that methylphenidate may improve parent-reported quality of life (SMD 0.61, 95% CI 0.42 to 0.80; 3 trials, 514 participants; very low-quality evidence). AUTHORS' CONCLUSIONS The results of meta-analyses suggest that methylphenidate may improve teacher-reported ADHD symptoms, teacher-reported general behaviour, and parent-reported quality of life among children and adolescents diagnosed with ADHD. However, the low quality of the underpinning evidence means that we cannot be certain of the magnitude of the effects. Within the short follow-up periods typical of the included trials, there is some evidence that methylphenidate is associated with increased risk of non-serious adverse events, such as sleep problems and decreased appetite, but no evidence that it increases risk of serious adverse events.Better designed trials are needed to assess the benefits of methylphenidate. Given the frequency of non-serious adverse events associated with methylphenidate, the particular difficulties for blinding of participants and outcome assessors point to the advantage of large, 'nocebo tablet' controlled trials. These use a placebo-like substance that causes adverse events in the control arm that are comparable to those associated with methylphenidate. However, for ethical reasons, such trials should first be conducted with adults, who can give their informed consent.Future trials should publish depersonalised individual participant data and report all outcomes, including adverse events. This will enable researchers conducting systematic reviews to assess differences between intervention effects according to age, sex, comorbidity, type of ADHD and dose. Finally, the findings highlight the urgent need for large RCTs of non-pharmacological treatments.
Collapse
Affiliation(s)
- Ole Jakob Storebø
- Region ZealandChild and Adolescent Psychiatric DepartmentBirkevaenget 3RoskildeDenmark4300
- Region Zealand PsychiatryPsychiatric Research UnitSlagelseDenmark
- University of Southern DenmarkDepartment of Psychology, Faculty of Health ScienceCampusvej 55OdenseDenmark5230
| | - Erica Ramstad
- Region ZealandChild and Adolescent Psychiatric DepartmentBirkevaenget 3RoskildeDenmark4300
- Region Zealand PsychiatryPsychiatric Research UnitSlagelseDenmark
| | - Helle B. Krogh
- Region ZealandChild and Adolescent Psychiatric DepartmentBirkevaenget 3RoskildeDenmark4300
- Region Zealand PsychiatryPsychiatric Research UnitSlagelseDenmark
| | | | | | | | - Susanne Rosendal
- Psychiatric Centre North ZealandThe Capital Region of DenmarkDenmark
| | - Camilla Groth
- Herlev University HospitalPediatric DepartmentCapital RegionHerlevDenmark
| | | | - Carlos R Moreira‐Maia
- Federal University of Rio Grande do SulDepartment of PsychiatryRua Ramiro Barcelos, 2350‐2201APorto AlegreRSBrazil90035‐003
| | - Donna Gillies
- Western Sydney Local Health District ‐ Mental HealthCumberland HospitalLocked Bag 7118ParramattaNSWAustralia2124
| | | | - Dorothy Gauci
- Department of HealthDirectorate for Health Information and Research95 G'Mangia HillG'MangiaMaltaPTA 1313
| | - Morris Zwi
- Whittington HealthIslington Child and Adolescent Mental Health Service580 Holloway RoadLondonLondonUKN7 6LB
| | - Richard Kirubakaran
- Christian Medical CollegeCochrane South Asia, Prof. BV Moses Center for Evidence‐Informed Health Care and Health PolicyCarman Block II FloorCMC Campus, BagayamVelloreTamil NaduIndia632002
| | - Bente Forsbøl
- Psychiatric Department, Region ZealandChild and Adolescent Psychiatric ClinicHolbaekDenmark
| | - Erik Simonsen
- Region Zealand PsychiatryPsychiatric Research UnitSlagelseDenmark
- Copenhagen UniversityInstitute of Clinical Medicine, Faculty of Health and Medical SciencesCopenhagenDenmark
| | - Christian Gluud
- Copenhagen Trial Unit, Centre for Clinical Intervention Research, Department 7812, Rigshospitalet, Copenhagen University HospitalThe Cochrane Hepato‐Biliary GroupBlegdamsvej 9CopenhagenDenmarkDK‐2100
- Copenhagen University HospitalCopenhagen Trial Unit, Centre for Clinical Intervention ResearchCopenhagenDenmark
| | | |
Collapse
|
29
|
Monteiro JP, Kussmann M, Kaput J. The genomics of micronutrient requirements. GENES & NUTRITION 2015; 10:466. [PMID: 25981693 PMCID: PMC4434349 DOI: 10.1007/s12263-015-0466-2] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/18/2015] [Accepted: 04/22/2015] [Indexed: 01/04/2023]
Abstract
Healthy nutrition is accepted as a cornerstone of public health strategies for reducing the risk of noncommunicable conditions such as obesity, cardiovascular disease, and related morbidities. However, many research studies continue to focus on single or at most a few factors that may elicit a metabolic effect. These reductionist approaches resulted in: (1) exaggerated claims for nutrition as a cure or prevention of disease; (2) the wide use of empirically based dietary regimens, as if one fits all; and (3) frequent disappointment of consumers, patients, and healthcare providers about the real impact nutrition can make on medicine and health. Multiple factors including environment, host and microbiome genetics, social context, the chemical form of the nutrient, its (bio)availability, and chemical and metabolic interactions among nutrients all interact to result in nutrient requirement and in health outcomes. Advances in laboratory methodologies, especially in analytical and separation techniques, are making the chemical dissection of foods and their availability in physiological tissues possible in an unprecedented manner. These omics technologies have opened opportunities for extending knowledge of micronutrients and of their metabolic and endocrine roles. While these technologies are crucial, more holistic approaches to the analysis of physiology and environment, novel experimental designs, and more sophisticated computational methods are needed to advance our understanding of how nutrition influences health of individuals.
Collapse
Affiliation(s)
- Jacqueline Pontes Monteiro
- />Department of Pediatrics, Faculty of Medicine, Nutrition and Metabolism, University of São Paulo, Bandeirantes Avenue, HCFMRP Campus USP, 3900, Ribeirão Preto, SP 14049-900 Brazil
| | - Martin Kussmann
- />Nestlé Institute of Health Sciences, Innovation Square, EPFL Campus, 1015 Lausanne, Switzerland
- />Ecole Polytechnique Fédérale Lausanne, Lausanne, Switzerland
| | - Jim Kaput
- />Nestlé Institute of Health Sciences, Innovation Square, EPFL Campus, 1015 Lausanne, Switzerland
- />Service d’endorcrinologie, diabetologie et metabolosime du CHUV, University of Lausanne, Lausanne, Switzerland
| |
Collapse
|
30
|
Rostain A, Jensen PS, Connor DF, Miesle LM, Faraone SV. Toward quality care in ADHD: defining the goals of treatment. J Atten Disord 2015; 19:99-117. [PMID: 23422237 DOI: 10.1177/1087054712473835] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
OBJECTIVE Therapeutic goals for chronic mental disorders like major depressive disorder (MDD) and schizophrenia have evolved in parallel with the growing medical knowledge about the course and treatment of these disorders. Although the knowledge base regarding the clinical course of ADHD, a chronic psychiatric disorder, has evolved beyond symptomatic improvement and short-term treatment response, long-term goals, such as functional remission, have not yet been clearly defined. METHOD A PubMed literature search was conducted to investigate the therapeutic goals of pharmacologic treatment referenced in the published literature from January 1998 through February 2010 using the following commonly used ADHD treatments as keywords: amphetamine, methylphenidate, atomoxetine, lisdexamfetamine, guanfacine, and clonidine. This search was then combined with an additional search that included the following outcome keywords: remission, relapse, remit, response, normal, normalization, recovery, and effectiveness. RESULTS Our search identified 102 publications. The majority (88.2% [90/102]) of these contained predefined criteria for treatment response. Predefined criteria for normalization and remission and/or relapse were presented in 4.9% (5/102), 12.7% (13/102), and 3.9% (4/102) of publications, respectively. There was a lack of consistency between the instruments used to measure outcomes as well as the criteria used to define treatment response, normalization, and remission as well as relapse. CONCLUSION The therapeutic goals in treating ADHD should address optimal treatment outcomes that go beyond modest reductions of ADHD symptoms to include syndromatic, symptomatic, and functional remission. Future work should focus on reliable and valid tools to measure these outcomes in the clinical trial setting.
Collapse
Affiliation(s)
| | - Peter S Jensen
- The REACH Institute, New York, NY, USA Mayo Clinic, Rochester, MN, USA
| | - Daniel F Connor
- University of Connecticut School of Medicine, Farmington, USA
| | | | | |
Collapse
|
31
|
Nikles CJ, McKinlay L, Mitchell GK, Carmont SAS, Senior HE, Waugh MCA, Epps A, Schluter PJ, Lloyd OT. Aggregated n-of-1 trials of central nervous system stimulants versus placebo for paediatric traumatic brain injury--a pilot study. Trials 2014; 15:54. [PMID: 24524676 PMCID: PMC3925439 DOI: 10.1186/1745-6215-15-54] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2013] [Accepted: 01/22/2014] [Indexed: 11/10/2022] Open
Abstract
Background In 2006 there were 432,700 people in Australia who had acquired brain injury (ABI) with some limitation of activities; 90% of these were traumatic brain injuries (TBIs) and nearly a third sustained injury below age 15 years. One to four years post injury, 20% to 46% of children with traumatic brain injury (TBI) have clinically significant disorders of attention. There is controversy as to whether central nervous system (CNS) stimulants can be an effective method of treating these. Objectives were to determine the efficacy of CNS stimulants for children with TBI, and to calculate the sample size for a larger trial using the Conners’ 3 Parent Rating Scales Score as the primary endpoint. Methods Pilot series of aggregated prospective randomised, double-blind, n-of-1 trials of stimulant versus placebo within individual patients. Setting: tertiary children’s public hospital. Participants: ten children aged 6 to 16 years more than 12 months post TBI with attention, concentration and behavioral difficulties on stimulants. Interventions: Three cycles of methylphenidate or dexamphetamine orally at doses titrated by physician compared to placebo. Main Outcome Measures: Conners 3 Parent (Conners 3-P) and Teacher (Conners 3-T) Rating Scales (Global Index), Behaviour Rating Inventory of Executive Function (BRIEF) and Eyberg Child Behaviour Inventory (ECBI). Results Five of ten patients completed the study. Data from 18 completed cycles from seven patients were analysed. The posterior mean difference between stimulant and placebo scores for the Conners 3-PS (Global Index) was 2.3 (SD 6.2; 95% credible region -1.0 to 6.1; posterior probability that this mean difference was greater than zero was 0.92), and for the Conners 3-T (Global Index) the posterior mean difference was 5.9 (SD 4.5; 95% credible region -3.1 to 14.9; posterior probability 0.93). Posterior mean differences suggest improvement in behaviour and executive function and a decrease in number and intensity of child behaviour problems when taking stimulants compared to placebo. Taken together these data are suggestive of a small benefit at group level. Conclusions In this pilot study, there was sufficient evidence that stimulants may be useful in management of behavioral and cognitive sequelae following TBI, to warrant a larger trial. Trial registration he trial was registered with the Australian and New Zealand Clinical Trials Registry: registration number ACTRN12609000873224.
Collapse
Affiliation(s)
- Catherine J Nikles
- School of Medicine, The University of Queensland, Ipswich campus, Building 12, Salisbury Rd, Ipswich 4305, Australia.
| | | | | | | | | | | | | | | | | |
Collapse
|
32
|
An n-of-1 Trial Service in Clinical Practice: Testing the Effectiveness of Liuwei Dihuang Decoction for Kidney-Yin Deficiency Syndrome. EVIDENCE-BASED COMPLEMENTARY AND ALTERNATIVE MEDICINE 2013; 2013:827915. [PMID: 24174983 PMCID: PMC3794636 DOI: 10.1155/2013/827915] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/11/2013] [Revised: 07/31/2013] [Accepted: 08/07/2013] [Indexed: 11/17/2022]
Abstract
Objective. To describe the clinical use of n-of-1 RCTs for kidney-Yin deficiency syndrome that is a traditional Chinese medicine syndrome in publicly clinical practice in China. Methods. Our study included patients with kidney-Yin deficiency syndrome, using a within-patient, randomized, double-blind, crossover comparison of Liuwei Dihuang decoction versus placebo. Outcome Measures. Primary outcome measures included number of individual completion rates, response rate, and post-n-of-1 RCTs decisions. Secondary measures were the whole group score of individual Likert scale, SF-36 questionnaire. Results. Fifty patients were recruited and 3 were not completed. Forty-seven patients completed 3 pairs of periods, 3 (6.38%) were responders, 28 (59.57%) were nonresponders, and 16 (34.05%) were possible responders. Doctors and patients used the trial results to making decision. Three responders stayed on the medication management, 28 nonresponders ceased the LDD, 7 patients of the 16 possible responders could not give clear decision, and the others kept the same medication station. Among the whole group, neither the individual Likert score nor the SF-36 showed any statistical differences between LDD and placebo. Discussion. More attention should be paid to choose experienced TCM doctor as investigator and keep the simulant same with test medication in n-of-1 RCTs of TCM and sufficiently biological half-life period of Chinese medicine compound.
Collapse
|
33
|
Central nervous system stimulants for secondary attention deficit-hyperactivity disorder after paediatric traumatic brain injury: a rationale and protocol for single patient (n-of-1) multiple cross-over trials. BMC Pediatr 2013; 13:89. [PMID: 23710976 PMCID: PMC3668233 DOI: 10.1186/1471-2431-13-89] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/22/2013] [Accepted: 05/22/2013] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND It is estimated that 22,800 children were living with an Acquired Brain Injury (ABI) (0.6% of children aged under 15 years) in Australia during 2003. Many children after a traumatic brain injury will experience difficulties with attention and concentration; a condition termed secondary Attention Deficit-Hyperactivity Disorder. There is conflicting evidence on whether treatment with stimulant therapy with medications such as methylphenidate or dexamphetamine will improve the attention and behavior of children with this condition. METHODS/DESIGN Single patient trials (n-of-1s or SPTs) evaluate the effect of titrated doses of psychostimulants methylphenidate or dexamphetamine compared to placebo on attention and behavior, in children with TBI and secondary ADHD. The aggregation of multiple SPTs will produce a population estimate of the benefit. Forty-two children will be registered into the trial through rehabilitation services at three large children's hospitals in Australia. Patients will complete up to 3 cycles of treatment. Each cycle is 2 weeks long comprising seven days each of treatment and placebo, with the first two days of each cycle considered a washout period and the data not analysed. The order of treatment and placebo is randomly allocated for each cycle. The Conners' Parent Rating Scales long forms will be employed to measure change in attention-deficit/hyperactivity and related problems of the child, and the primary outcome measure is the Conners' Global Index Parent Version. Secondary outcomes include the teacher and child (if aged > 12 years) Conners' Rating Scales, the Behaviour Rating Inventory of Executive Function among other measures. This study will provide high-level evidence using a novel methodological approach to inform clinicians about the most appropriate treatment for individual children. Through aggregation of individual trials, a population estimate of treatment effect will be provided to guide clinical practice in the treatment of children with secondary ADHD after a traumatic brain injury. DISCUSSION This study employs an innovative methodological approach on the effectiveness of CNS stimulants for secondary ADHD from a brain injury. The findings will both guide clinicians on treatment recommendations, and inform the concept and acceptance of SPTs in paediatric research. TRIAL REGISTRATION Australian New Zealand Clinical Trials Registry. ACTRN12609000873224.
Collapse
|
34
|
Epstein JN, Langberg JM, Lichtenstein PK, Kolb R, Simon JO. The myADHDportal.com Improvement Program: An innovative quality improvement intervention for improving the quality of ADHD care among community-based pediatricians. CLINICAL PRACTICE IN PEDIATRIC PSYCHOLOGY 2013; 1:55-67. [PMID: 24163788 DOI: 10.1037/cpp0000004] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Though the American Academy of Pediatrics has developed and disseminated clear evidence-based guidelines for ADHD care, community-based pediatricians often have difficulty implementing these guidelines. New strategies are needed to improve the quality of care received by children with ADHD and to improve utilization of the AAP consensus guidelines by pediatricians. An evidence-based quality improvement intervention has been developed that effectively improves the quality of ADHD care delivered by community-based pediatricians. In order to facilitative widespread dissemination of this intervention model, the entire intervention has been modified for online delivery. The intervention is called the myADHDportal.com Improvement Program. The full functionality of this online intervention is described including the collection of online ADHD rating scales from parents and teachers and online communication between parents, teachers, and physicians. In addition, the web portal integrates several innovative quality improvement features including an online wizard for mapping ADHD patient flow, an online report card for monitoring quality of care, and an online wizard for guiding practices through the Plan-Do-Study-Act (PDSA) cycle process. The combination of clinical utility and quality improvement tools facilitates delivery of quality ADHD care and reduces several of the obstacles to implementing AAP-recommended practice behaviors. Initial results with this intervention model are reviewed and goals for dissemination are described.
Collapse
Affiliation(s)
- Jeffery N Epstein
- University of Cincinnati College of Medicine ; Cincinnati Children's Hospital Medical Center
| | | | | | | | | |
Collapse
|
35
|
Adatia I, Haworth SG, Wegner M, Barst RJ, Ivy D, Stenmark KR, Karkowsky A, Rosenzweig E, Aguilar C. Clinical trials in neonates and children: Report of the pulmonary hypertension academic research consortium pediatric advisory committee. Pulm Circ 2013; 3:252-66. [PMID: 23662203 PMCID: PMC3641736 DOI: 10.4103/2045-8932.109931] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Drug trials in neonates and children with pulmonary hypertensive vascular disease pose unique but not insurmountable challenges. Childhood is defined by growth and development. Both may influence disease and outcomes of drug trials. The developing pulmonary vascular bed and airways may be subjected to maldevelopment, maladaptation, growth arrest, or dysregulation that influence the disease phenotype. Drug therapy is influenced by developmental changes in renal and hepatic blood flow, as well as in metabolic systems such as cytochrome P450. Drugs may affect children differently from adults, with different clearance, therapeutic levels and toxicities. Toxicity may not be manifested until the child reaches physical, endocrine and neurodevelopmental maturity. Adverse effects may be revealed in the next generation, should the development of ova or spermatozoa be affected. Consideration of safe, age-appropriate tablets and liquid formulations is an obvious but often neglected prerequisite to any pediatric drug trial. In designing a clinical trial, precise phenotyping and genotyping of disease is required to ensure appropriate and accurate inclusion and exclusion criteria. We need to explore physiologically based pharmacokinetic modeling and simulations together with statistical techniques to reduce sample size requirements. Clinical endpoints such as exercise capacity, using traditional classifications and testing cannot be applied routinely to children. Many lack the necessary neurodevelopmental skills and equipment may not be appropriate for use in children. Selection of endpoints appropriate to encompass the developmental spectrum from neonate to adolescent is particularly challenging. One possible solution is the development of composite outcome scores that include age and a developmentally specific functional classification, growth and development scores, exercise data, biomarkers and hemodynamics with repeated evaluation throughout the period of growth and development. In addition, although potentially costly, we recommend long-term continuation of blinded dose ranging after completion of the short-term, double-blind, placebo-controlled trial for side-effect surveillance, which should include neurodevelopmental and peripubertal monitoring. The search for robust evidence to guide safe therapy of children and neonates with pulmonary hypertensive vascular disease is a crucial and necessary goal.
Collapse
Affiliation(s)
- Ian Adatia
- Stollery Children's Hospital, University of Alberta, Edmonton, Canada
| | | | | | | | - Dunbar Ivy
- Children's Hospital of Colorado, University of Colorado, Denver, Colorado, USA
| | - Kurt R. Stenmark
- Children's Hospital of Colorado, University of Colorado, Denver, Colorado, USA
| | | | | | | |
Collapse
|
36
|
Brinkman WB, Epstein JN. Promoting productive interactions between parents and physicians in the treatment of children with attention-deficit/hyperactivity disorder. Expert Rev Neurother 2011; 11:579-88. [PMID: 21469930 DOI: 10.1586/ern.10.151] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Attention-deficit/hyperactivity disorder (ADHD) is a common neurobehavioral condition that impairs functioning throughout childhood and adolescence. Evidence-based guidelines for the treatment of ADHD recommend recognizing ADHD as a chronic condition. The chronic care model for child health emphasizes the need for productive interactions between an informed, activated family and a prepared, proactive practice team. Key parent-physician interactions in the treatment of a child with ADHD include: family education, treatment goal setting, treatment plan formation, cardiovascular screening, medication titration and ongoing monitoring and treatment plan revision. Most care for children/adolescents with ADHD is provided in community-based primary care settings where there are significant barriers to delivering high-quality care to children with chronic conditions. This article reviews recommended physician-parent interactions, examines current practice patterns and identifies facilitators and barriers to the implementation of recommended practices for ADHD care.
Collapse
Affiliation(s)
- William B Brinkman
- Department of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
| | | |
Collapse
|
37
|
Abstract
BACKGROUND N-of-1 trials (multiple crossover studies conducted in single individuals) may be ideal for determining individual treatment effects and as a tool to estimate heterogeneity of treatment effects (HTE) in a population. However, comprehensive data on n-of-1 trial methodology and analysis is lacking. We performed this study to describe n-of-1 trial characteristics, examine treatment changes resulting from n-of-1 trial participation, and to determine if trial reporting is adequate for estimating HTE. METHODS We undertook a systematic review of n-of-1 trials published between 1985 and December 2010. Included trials were those having individual treatment episodes as the unit of randomization and reporting individual-specific treatment effects. We abstracted trial characteristics, treatment change information, and analytic methods. RESULTS We included 108 trials reporting on 2154 participants. Approximately half (49%) of the trials used a statistical cutoff to determine a superior treatment, whereas the remainder used a graphical comparison (25%) or a clinical significance cutoff (20%). Sixty-seven trials, reporting on 488 people, provided treatment change information: 54% of participants had subsequent treatment decisions consistent with the results of the trial, 8% had decisions inconsistent with trial results, and 38% had ambiguous results. Less than half of the trials (45%) reported adequate information to facilitate the calculation of HTE. CONCLUSION N-of-1 trials are a useful tool for enhancing therapeutic precision in a range of conditions and should be conducted more often. To facilitate future meta-analysis, and the estimation of HTE, researchers reporting n-of-1 trial results should clearly describe individual data.
Collapse
|
38
|
van de Loo-Neus GHH, Rommelse N, Buitelaar JK. To stop or not to stop? How long should medication treatment of attention-deficit hyperactivity disorder be extended? Eur Neuropsychopharmacol 2011; 21:584-99. [PMID: 21530185 DOI: 10.1016/j.euroneuro.2011.03.008] [Citation(s) in RCA: 66] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/31/2010] [Revised: 03/01/2011] [Accepted: 03/19/2011] [Indexed: 11/19/2022]
Abstract
ADHD is a common neuropsychiatric disorder with a strong persistence over time. Medication is frequently used in the clinical management of ADHD. After response, medication is typically prescribed for months to years. It is unclear whether extended medication treatment provides long-term benefits and how long it should be continued. Furthermore, there is concern about the long-term safety of ADHD medication. The aim of this systematic review is to address these issues and provide recommendations about the decision to stop or not to stop ADHD medication. We performed a search in PubMed and focused on medication studies with a treatment longer than 12weeks in subjects 6-18years old. Extended placebo-controlled double-blind parallel studies are not available. Placebo-controlled discontinuation studies and prospective long-term observational treatment studies provide evidence that medication management leads to a substantial reduction of ADHD symptoms and less impairment of functioning for a period of about 2years. There is limited and inconsistent evidence for long-term advantage of medication treatment beyond symptom control, such as improved social functioning, academic achievement, employment status and less adverse psychiatric outcome. In terms of safety, long-term effects of medication on growth, blood pressure and heart rate are limited and the occurrence of suicidal, psychotic and manic symptoms is rare. Animal data about neurotoxic effects of psycho stimulants cannot be directly extrapolated to humans. Therefore, clinical decisions about starting, continuing, and stopping of ADHD medication should be made on an individual basis. Medication free periods should be implemented at regular times to investigate the need for an ongoing benefit of medication. Unfounded assumptions about continuing benefit of medication use should be abandoned. Careful monitoring of side effects is necessary and must be able to detect early alarming signals.
Collapse
|
39
|
Lavigne JV, Dulcan MK, LeBailly SA, Binns HJ, Cummins TK, Jha P. Computer-assisted management of attention-deficit/hyperactivity disorder. Pediatrics 2011; 128:e46-53. [PMID: 21669891 PMCID: PMC3124100 DOI: 10.1542/peds.2010-2684] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 03/02/2011] [Indexed: 11/24/2022] Open
Abstract
OBJECTIVES Medication management of attention-deficit/hyperactivity disorder (ADHD) is often suboptimal. We examined whether (1) brief physician training plus computer-assisted medication management led to greater reduction in ADHD symptoms and (2) adherence to the recommended titration protocol produced greater symptomatic improvement. METHODS A randomized medication trial was conducted that included 24 pediatric practices. Children who met criteria for ADHD were randomly assigned by practice to treatment-as-usual or a specialized care group in which physicians received 2 hours of didactic training on medication management of ADHD plus training on a software program to assist in monitoring improvement. Parent and teacher reports were obtained before treatment and 4, 9, and 12 months after starting medication. RESULTS Children in both specialized care and treatment-as-usual groups improved on the ADHD Rating Scales and SNAP-IV, but there were no group differences in improvement rates. Brief physician training alone did not produce improvements. When recommended titration procedures were followed, however, outcomes were better for total and inattentive ADHD symptoms on both the ADHD Rating Scales and SNAP-IV parent and teacher scales. Results were not attributable to discontinuation because of adverse effects or failure to find an effective medication dose. CONCLUSIONS Brief physician training alone did not lead to reductions in ADHD symptoms, but adherence to a protocol that involved titration until the child's symptoms were in the average range and had shown a reliable change led to better symptom reduction. Computer-assisted medication management can contribute to better treatment outcomes in primary care medication treatment of ADHD.
Collapse
Affiliation(s)
- John V Lavigne
- Department of Child and Adolescent Psychiatry (#10), Children's Memorial Hospital, 2300 Children's Plaza, Chicago, IL 60614, USA.
| | | | | | | | | | | |
Collapse
|
40
|
Aggregating single patient (n-of-1) trials in populations where recruitment and retention was difficult: The case of palliative care. J Clin Epidemiol 2011; 64:471-80. [PMID: 20933365 DOI: 10.1016/j.jclinepi.2010.05.009] [Citation(s) in RCA: 65] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2009] [Revised: 02/26/2010] [Accepted: 05/28/2010] [Indexed: 11/22/2022]
|
41
|
Lillie EO, Patay B, Diamant J, Issell B, Topol EJ, Schork NJ. The n-of-1 clinical trial: the ultimate strategy for individualizing medicine? Per Med 2011; 8:161-173. [PMID: 21695041 PMCID: PMC3118090 DOI: 10.2217/pme.11.7] [Citation(s) in RCA: 393] [Impact Index Per Article: 30.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
N-of-1 or single subject clinical trials consider an individual patient as the sole unit of observation in a study investigating the efficacy or side-effect profiles of different interventions. The ultimate goal of an n-of-1 trial is to determine the optimal or best intervention for an individual patient using objective data-driven criteria. Such trials can leverage study design and statistical techniques associated with standard population-based clinical trials, including randomization, washout and crossover periods, as well as placebo controls. Despite their obvious appeal and wide use in educational settings, n-of-1 trials have been used sparingly in medical and general clinical settings. We briefly review the history, motivation and design of n-of-1 trials and emphasize the great utility of modern wireless medical monitoring devices in their execution. We ultimately argue that n-of-1 trials demand serious attention among the health research and clinical care communities given the contemporary focus on individualized medicine.
Collapse
Affiliation(s)
- Elizabeth O Lillie
- Scripps Health, La Jolla, CA 92037, USA
- The Scripps Translational Science Institute, La Jolla, CA 92037, USA
| | - Bradley Patay
- Scripps Health, La Jolla, CA 92037, USA
- The Scripps Translational Science Institute, La Jolla, CA 92037, USA
| | - Joel Diamant
- Scripps Health, La Jolla, CA 92037, USA
- The Scripps Translational Science Institute, La Jolla, CA 92037, USA
| | - Brian Issell
- Scripps Health, La Jolla, CA 92037, USA
- The Scripps Translational Science Institute, La Jolla, CA 92037, USA
| | - Eric J Topol
- Scripps Health, La Jolla, CA 92037, USA
- The Scripps Translational Science Institute, La Jolla, CA 92037, USA
- The Scripps Research Institute, La Jolla, CA 92047, USA
- The West Wireless Health Institute, La Jolla, CA 92037, USA
| | - Nicholas J Schork
- Scripps Health, La Jolla, CA 92037, USA
- The Scripps Translational Science Institute, La Jolla, CA 92037, USA
- The Scripps Research Institute, La Jolla, CA 92047, USA
| |
Collapse
|
42
|
Scuffham PA, Nikles J, Mitchell GK, Yelland MJ, Vine N, Poulos CJ, Pillans PI, Bashford G, del Mar C, Schluter PJ, Glasziou P. Using N-of-1 trials to improve patient management and save costs. J Gen Intern Med 2010; 25:906-13. [PMID: 20386995 PMCID: PMC2917656 DOI: 10.1007/s11606-010-1352-7] [Citation(s) in RCA: 68] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/29/2009] [Revised: 03/23/2010] [Accepted: 03/29/2010] [Indexed: 11/26/2022]
Abstract
BACKGROUND N-of-1 trials test treatment effectiveness within an individual patient. OBJECTIVE To assess (i) the impact of three different N-of-1 trials on both clinical and economic outcomes over 12 months and (ii) whether the use of N-of-1 trials to target patients' access to high-cost drugs might be cost-effective in Australia. DESIGN Descriptive study of management change, persistence, and costs summarizing three N-of-1 trials. PARTICIPANTS Volunteer patients with osteoarthritis, chronic neuropathic pain or ADHD whose optimal choice of treatment was uncertain. INTERVENTIONS Double-blind cyclical alternative medications for the three conditions. MEASURES Detailed resource use, treatment and health outcomes (response) data collected by postal and telephone surveys immediately before and after the trial and at 3, 6 and 12 months. Estimated costs to the Australian healthcare system for the pre-trial vs. 12 months post-trial. RESULTS Participants persisting with the joint patient-doctor decision 12 months after trial completion were 32% for osteoarthritis, 45% for chronic neuropathic pain and 70% for the ADHD trials. Cost-offsets were obtained from reduced usage of non-optimal drugs, and reduced medical consultations. Drug costs increased for the chronic neuropathic pain and ADHD trials due to many patients being on either low-cost or no pharmaceuticals before the trial. CONCLUSIONS N-of-1 trials are an effective method to identify optimal treatment in patients in whom disease management is uncertain. Using this evidence-based approach, patients and doctors tend to persist with optimal treatment resulting in cost-savings. N-of-1 trials are clinically acceptable and may be an effective way of rationally prescribing some expensive long-term medicines.
Collapse
Affiliation(s)
- Paul A Scuffham
- Health Economics, School of Medicine, Griffith University, Brisbane, Queensland, Australia.
| | | | | | | | | | | | | | | | | | | | | |
Collapse
|
43
|
Nikles J, Mitchell GK, Clavarino A, Yelland MJ, Del Mar CB. Stakeholders' views on the routine use of n-of-1 trials to improve clinical care and to make resource allocation decisions for drug use. AUST HEALTH REV 2010; 34:131-6. [PMID: 20334770 DOI: 10.1071/ah09654] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2008] [Accepted: 04/01/2009] [Indexed: 11/23/2022]
Abstract
N-of-1 trials are empirical formal tests using a within-patient randomised, double-blind, cross-over comparison of drug and placebo (or another drug), which we adapted to study individual patients' responses as a clinical tool to guide clinical management. We administered semi-structured interviews to gauge stakeholder perspectives on the possibility of using routine n-of-1 trials for this purpose. Stakeholders included government and non-government health care sector, and patient, clinician and consumer, organisations. Stakeholders supported more widespread implementation of n-of-1 trials, in a targeted fashion, with some caveats. Barriers to their widespread implementation included constraints on doctors' time, doctors' acceptance, drug company acceptance, patient willingness, and cost. Strategies for overcoming barriers included conditional Pharmaceutical Benefits Scheme listing if cost-effective. There was little consensus on which model of n-of-1 trial implementation would be most effective. We discuss different approaches to addressing the several concerns raised to enable widespread introduction of n-of-1 trials into routine clinical practice as a decision tool.
Collapse
Affiliation(s)
- Jane Nikles
- School of Medicine, The University of Queensland, Brisbane, QLD 4006, Australia
| | | | | | | | | |
Collapse
|
44
|
Zucker DR, Deo A, Schmid CH. Dialysis Research and N-of-1 Trials: Made for Each Other? Am J Kidney Dis 2010; 55:635-8. [DOI: 10.1053/j.ajkd.2009.11.010] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2009] [Accepted: 11/25/2009] [Indexed: 11/11/2022]
|
45
|
Cross-over trial of treatment for bradycardia attributed to gastroesophageal reflux in preterm infants. J Pediatr 2009; 155:516-21. [PMID: 19540518 PMCID: PMC2891243 DOI: 10.1016/j.jpeds.2009.03.044] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2008] [Revised: 02/02/2009] [Accepted: 03/23/2009] [Indexed: 01/21/2023]
Abstract
OBJECTIVE To determine whether anti-reflux medications reduce bradycardia episodes attributed to clinically suspected gastroesophageal reflux (GER). STUDY DESIGN We conducted a masked trial comparing metoclopramide, 0.2 mg/kg/dose q 6 hours, and ranitidine, 2 mg/kg/dose q 8 hours, with saline placebo. Each infant served as his own control. Preterm infants having >3 bradycardia episodes per 2 days were eligible if the clinician intended to begin anti-reflux medications for bradycardia attributed to GER. RESULTS The mean (SD) birth weight was 1238 (394) g and gestational age was 29 (3) weeks. Eighteen infants were enrolled at 35 (22) days of age. There were 4.6 (3.1) and 3.6 (2.7) bradycardia episodes per day in the drug and placebo periods, respectively. The mean difference (drug minus placebo) was 0.94 (95% CI, 0.04 to 1.95) (P = .04 by t test). There was a decrease in bradycardia episodes over time (P < .001 by nonparametric repeated-measures analysis of variance). CONCLUSIONS Anti-reflux medications did not reduce, and may have increased, bradycardia episodes in preterm infants with GER. Because there was an improvement of bradycardia episodes over time, unrelated to treatment, unmasked therapeutic trials of medications are likely to lead to misleading conclusions.
Collapse
|
46
|
Nikles J, Mitchell G, Walters J, Hardy J, Good P, Rowett D, Shelby-James T, Currow D. Prioritising drugs for single patient (n-of-1) trials in palliative care. Palliat Med 2009; 23:623-34. [PMID: 19605605 DOI: 10.1177/0269216309106461] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Many of the drugs prescribed commonly to palliative care patients have potentially significant side-effects and are of unproven benefit. The acquisition of evidence to support the prescribing of these drugs has been very slow. Single patient trials (SPTs) (also known as n-of-1 trials) offer a potential means of obtaining the evidence necessary to support or refute the use of several of the drugs and interventions whose use is currently based on physician experience or anecdote alone. A list of SPTs considered "most urgent", for commonly employed treatments and for the most common and most troublesome symptoms in palliative care is presented. These are drugs for which the gap between evidence and practice is greatest, where the evidence of efficacy is most lacking, where significant side effects potentially lead to the greatest morbidity, or where cost is a major patient burden. Although not all the drugs used in palliative care are suitable, SPTs provide a potential alternative method of gathering evidence in palliative care.
Collapse
Affiliation(s)
- J Nikles
- Discipline of General Practice, The University of Queensland, Herston, Brisbane, Queensland, Australia.
| | | | | | | | | | | | | | | |
Collapse
|
47
|
Langberg JM, Brinkman WB, Lichtenstein PK, Epstein JN. Interventions to promote the evidence-based care of children with ADHD in primary-care settings. Expert Rev Neurother 2009; 9:477-87. [PMID: 19344300 DOI: 10.1586/ern.09.5] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Attention-deficit/hyperactivity disorder (ADHD) is a commonly occurring behavioral disorder among children. Community-based physicians are often the primary providers of services for children with ADHD. A set of consensus guidelines has been published by the American Academy of Pediatrics that provides best-practice diagnostic procedures for primary-care physicians. These recommendations emphasize the importance of using the Diagnostic and Statistical Manual of Mental Disorders, Fourth Edition criteria as the basis for making an ADHD diagnosis and conducting systematic follow-up, including the collection of parent and teacher ratings scales to quantitatively assess response to treatment. Although these recommendations have been widely disseminated and their adoption actively promoted, guideline adherence, in general, is known to be poor. Two types of intervention models, ancillary service and office systems modification, have been proposed to promote adoption of evidence-based ADHD practice in primary-care settings. The present article reviews the efficacy of these intervention models, and discusses the cost and sustainability of each model as related to feasibility of intervention dissemination.
Collapse
Affiliation(s)
- Joshua M Langberg
- Cincinnati Children's Hospital Medical Center, Division of Behavioral Medicine and Clinical Psychology, Center for ADHD, 3333 Burnet Ave, MLC 10006, Cincinnati OH, 45229-3039, USA.
| | | | | | | |
Collapse
|
48
|
Marketing therapeutic precision: Potential facilitators and barriers to adoption of n-of-1 trials. Contemp Clin Trials 2009; 30:436-45. [PMID: 19375521 DOI: 10.1016/j.cct.2009.04.001] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2008] [Revised: 04/03/2009] [Accepted: 04/10/2009] [Indexed: 11/20/2022]
Abstract
BACKGROUND N-of-1 trials may enhance therapeutic precision by predicting the long-term effectiveness of medical treatment on an individual basis. However, the n-of-1 approach has gained little traction with the clinical community. To learn why, we interviewed physicians and patients, focusing on the perceived benefits and drawbacks of n-of-1 trials and factors influencing these perceptions. METHODS We convened focus groups and individual interviews with 21 physicians and 32 patients, most with chronic conditions. The study employed qualitative interview methods to explore and analyze subjects' views of n-of-1 trials. Analysis involved an iterative process of review and data abstraction after specific topics for coding, definitions of codes, and strategies for abstraction had been established. Previously defined domains and topics were then expanded and enriched, with key themes emerging during the analytic process. RESULTS Physicians and patients remarked on 4 salient aspects of n-of-1 trials: scientific, relational, clinical, and logistical. Neither physicians nor patients were highly familiar with the n-of-1 concept, but both groups readily grasped the fundamental logic and appreciated the potential scientific benefits. Physicians saw n-of-1 trials as promoting an exciting but possibly threatening paradigm shift in the doctor-patient relationship, while patients viewed the relational consequences as modest. The best n-of-1 candidates were felt to be proactive, cognitively intact, reliable, motivated, and engaged in a trusting physician-patient relationship. CONCLUSIONS Researchers interested in expanding the appeal of n-of-1 trials will need to address these concerns by carefully explaining the approach, emphasizing the benefits, and minimizing the effort required of doctors and patients.
Collapse
|
49
|
Kravitz RL, Duan N, Niedzinski EJ, Hay MC, Subramanian SK, Weisner TS. What ever happened to N-of-1 trials? Insiders' perspectives and a look to the future. Milbank Q 2009; 86:533-55. [PMID: 19120979 DOI: 10.1111/j.1468-0009.2008.00533.x] [Citation(s) in RCA: 69] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
Abstract
CONTEXT When feasible, randomized, blinded single-patient (n-of-1) trials are uniquely capable of establishing the best treatment in an individual patient. Despite early enthusiasm, by the turn of the twenty-first century, few academic centers were conducting n-of-1 trials on a regular basis. METHODS The authors reviewed the literature and conducted in-depth telephone interviews with leaders in the n-of-1 trial movement. FINDINGS N-of-1 trials can improve care by increasing therapeutic precision. However, they have not been widely adopted, in part because physicians do not sufficiently value the reduction in uncertainty they yield weighed against the inconvenience they impose. Limited evidence suggests that patients may be receptive to n-of-1 trials once they understand the benefits. CONCLUSIONS N-of-1 trials offer a unique opportunity to individualize clinical care and enrich clinical research. While ongoing changes in drug discovery, manufacture, and marketing may ultimately spur pharmaceutical makers and health care payers to support n-of-1 trials, at present the most promising resuscitation strategy is stripping n-of-1 trials to their essentials and marketing them directly to patients. In order to optimize statistical inference from these trials, empirical Bayes methods can be used to combine individual patient data with aggregate data from comparable patients.
Collapse
|
50
|
Epstein JN, Langberg JM, Lichtenstein PK, Mainwaring BA, Luzader CP, Stark LJ. Community-wide intervention to improve the attention-deficit/hyperactivity disorder assessment and treatment practices of community physicians. Pediatrics 2008; 122:19-27. [PMID: 18595982 DOI: 10.1542/peds.2007-2704] [Citation(s) in RCA: 60] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
OBJECTIVES The goals were to implement and to test a quality-improvement intervention aimed at improving community-based primary care providers' adherence to the American Academy of Pediatrics, evidence-based diagnostic and treatment guidelines for attention-deficit/hyperactivity disorder. METHODS Nineteen practices (with 84 primary care providers) from a large urban community were trained by using quality-improvement methods with some academic detailing. Pretraining and posttraining adherence to evidence-based practices was assessed through review of patient charts. RESULTS Preintervention rates of guideline usage were uniformly low. After the intervention, primary care providers showed substantial improvement in their use of the guidelines for the assessment and treatment of elementary school-aged patients with newly diagnosed attention-deficit/hyperactivity disorder. Use of parent and teacher assessment rating scales increased from levels of 52% to 55% to levels of nearly 100%. Systematic monitoring of responses to medication improved from a baseline level of 9% to 40%. CONCLUSIONS Quality-improvement interventions such as the one used in this study seem quite effective in improving primary care providers' practices at offices that express interest in improving the quality of care for attention-deficit/hyperactivity disorder. The design of the intervention, problems associated with improving and sustaining treatment monitoring, and issues related to generalizability of the intervention model are discussed.
Collapse
Affiliation(s)
- Jeffery N Epstein
- University of Cincinnati College of Medicine, Cincinnati, Ohio, USA.
| | | | | | | | | | | |
Collapse
|