OBJECTIVE: Using serial N-of-1 trials and subsequent analysis with Bayesian methods may allow study of therapies using small numbers of subjects. Our research questions were: (1) Can serial N-of-1 trials analyzed with Bayesian statistical techniques be used to estimate the population effect of a therapeutic intervention? (2) Compared to placebo, how likely is it that low-dose amitriptyline therapy in children aged 10-18 years with active polyarticular-course juvenile idiopathic arthritis (JIA) results in a significant improvement in pain? METHODS:Six children (age 10.3-16.3 yrs, 4 girls) were enrolled. There were 3 pairs of randomized, double-blinded treatments (amitriptyline 25 mg or placebo) per participant. Each treatment lasted 2 weeks, with a 1 week washout. The primary outcome was pain, measured by 10 cm visual analog scale. Assessments were at the beginning and end of each treatment. A Bayesian statistical model was used to determine the treatment effect. Values < 0 indicated superiority of amitriptyline. RESULTS: Bayesian techniques were used successfully to obtain estimates of population effect, despite the small number of participants. The mean treatment effect for pain was 0.67 (SD 0.89, 95% credible interval -0.99, 2.55). The probability that the treatment effect was < 0 was only 16%. CONCLUSION: These methods can be used successfully to estimate population effects when sample sizes are small. It is unlikely that amitriptyline reduced pain by a clinically significant amount in these children with polyarticular JIA. These methods may be particularly suited to pilot studies and the study of rare illnesses.
RCT Entities:
OBJECTIVE: Using serial N-of-1 trials and subsequent analysis with Bayesian methods may allow study of therapies using small numbers of subjects. Our research questions were: (1) Can serial N-of-1 trials analyzed with Bayesian statistical techniques be used to estimate the population effect of a therapeutic intervention? (2) Compared to placebo, how likely is it that low-dose amitriptyline therapy in children aged 10-18 years with active polyarticular-course juvenile idiopathic arthritis (JIA) results in a significant improvement in pain? METHODS: Six children (age 10.3-16.3 yrs, 4 girls) were enrolled. There were 3 pairs of randomized, double-blinded treatments (amitriptyline 25 mg or placebo) per participant. Each treatment lasted 2 weeks, with a 1 week washout. The primary outcome was pain, measured by 10 cm visual analog scale. Assessments were at the beginning and end of each treatment. A Bayesian statistical model was used to determine the treatment effect. Values < 0 indicated superiority of amitriptyline. RESULTS: Bayesian techniques were used successfully to obtain estimates of population effect, despite the small number of participants. The mean treatment effect for pain was 0.67 (SD 0.89, 95% credible interval -0.99, 2.55). The probability that the treatment effect was < 0 was only 16%. CONCLUSION: These methods can be used successfully to estimate population effects when sample sizes are small. It is unlikely that amitriptyline reduced pain by a clinically significant amount in these children with polyarticular JIA. These methods may be particularly suited to pilot studies and the study of rare illnesses.
Authors: Tess E Cooper; Lauren C Heathcote; Jacqui Clinch; Jeffrey I Gold; Richard Howard; Susan M Lord; Neil Schechter; Chantal Wood; Philip J Wiffen Journal: Cochrane Database Syst Rev Date: 2017-08-05
Authors: Bas C Stunnenberg; Joost Raaphorst; Hans M Groenewoud; Jeffrey M Statland; Robert C Griggs; Willem Woertman; Dick F Stegeman; Janneke Timmermans; Jaya Trivedi; Emma Matthews; Christiaan G J Saris; Bas J Schouwenberg; Gea Drost; Baziel G M van Engelen; Gert Jan van der Wilt Journal: JAMA Date: 2018-12-11 Impact factor: 56.272
Authors: Elizabeth O Lillie; Bradley Patay; Joel Diamant; Brian Issell; Eric J Topol; Nicholas J Schork Journal: Per Med Date: 2011-03 Impact factor: 2.512
Authors: Bas C Stunnenberg; Willem Woertman; Joost Raaphorst; Jeffrey M Statland; Robert C Griggs; Janneke Timmermans; Christiaan G Saris; Bas J Schouwenberg; Hans M Groenewoud; Dick F Stegeman; Baziel G M van Engelen; Gea Drost; Gert Jan van der Wilt Journal: BMC Neurol Date: 2015-03-25 Impact factor: 2.474
Authors: Ian Adatia; Sheila G Haworth; Max Wegner; Robyn J Barst; Dunbar Ivy; Kurt R Stenmark; Abraham Karkowsky; Erika Rosenzweig; Christopher Aguilar Journal: Pulm Circ Date: 2013-01 Impact factor: 3.017