TY - JOUR
T1 - Multi-center randomized clinical trials in oral and maxillofacial surgery
T2 - Modeling of fixed and random effects
AU - Chuang, Sung Kiang
AU - Hatch, J. P.
AU - Rugh, J.
AU - Dodson, T. B.
N1 - Funding Information:
This research is supported in part by Oral and Maxillofacial Surgery Foundation (OMSF) Clinical Investigation Training Fellowship (S.K.C.), Dentist Scientist Award NIH/NIDCR K16 DE000275 (S.K.C.), NIH/NIDCR DE09630 (J.P.H., J.R.), Mid-Career Investigator Award in Patient-Oriented Research, NIH/NIDCR K24 DE000448 (T.B.D.) and the Oral and Maxillofacial Surgery Research Fund, Massachusetts General Hospital (S.K.C., T.B.D.). The authors would also like to thank Dr. Chester W. Douglass, Professor and Chairman, Department of Oral Health Policy and Epidemiology at the Harvard School of Dental Medicine, and Dr. Marcia Testa, Senior Lecturer, Department of Biostatistics at the Harvard School of Public Health for valuable comments on the earlier drafts of the manuscript.
Copyright:
Copyright 2018 Elsevier B.V., All rights reserved.
PY - 2005/6
Y1 - 2005/6
N2 - The multi-center randomized clinical trial (MCCT) is an important tool to evaluate treatment of rare diseases. An important and challenging analytic consideration is how to model the variability of the set of clinical centers composing an MCCT. The purpose of this paper was to demonstrate how changing the assumptions regarding the variability (fixed effect versus random effect) of the set of clinical centers may alter the results. The data for this paper were derived from a recently completed MCCT. The MCCT was designed as a prospective, randomized clinical trial comparing the stability of two techniques, i.e., wire versus rigid internal fixation (RIF), for stabilizing the mandible after bilateral sagittal split ramus osteotomy (BSSO) for patients requiring mandibular advancement. Three treatment centers were involved. The key outcome variable was change in mandibular position (B-point) over time. We developed two different analytic models by varying the underlying statistical assumptions regarding the variability of the clinical treatment centers, i.e., random or fixed effects. Analyses based on the random-effects model demonstrated no significant difference between treatment groups in terms of relapse (P = 0.13). With the fixed-effects model, however, wire fixation had significantly more relapse at B-point over time than RIF (P = 0.02). The results from these two sets of analyses demonstrate how changing assumptions regarding the variability of the set of clinical centers can alter the interpretation of the treatment effect. The choice of statistical modeling of the set of clinical centers is an important consideration when performing analyses of MCCTs and it is a decision that should be made prior to initiating the study.
AB - The multi-center randomized clinical trial (MCCT) is an important tool to evaluate treatment of rare diseases. An important and challenging analytic consideration is how to model the variability of the set of clinical centers composing an MCCT. The purpose of this paper was to demonstrate how changing the assumptions regarding the variability (fixed effect versus random effect) of the set of clinical centers may alter the results. The data for this paper were derived from a recently completed MCCT. The MCCT was designed as a prospective, randomized clinical trial comparing the stability of two techniques, i.e., wire versus rigid internal fixation (RIF), for stabilizing the mandible after bilateral sagittal split ramus osteotomy (BSSO) for patients requiring mandibular advancement. Three treatment centers were involved. The key outcome variable was change in mandibular position (B-point) over time. We developed two different analytic models by varying the underlying statistical assumptions regarding the variability of the clinical treatment centers, i.e., random or fixed effects. Analyses based on the random-effects model demonstrated no significant difference between treatment groups in terms of relapse (P = 0.13). With the fixed-effects model, however, wire fixation had significantly more relapse at B-point over time than RIF (P = 0.02). The results from these two sets of analyses demonstrate how changing assumptions regarding the variability of the set of clinical centers can alter the interpretation of the treatment effect. The choice of statistical modeling of the set of clinical centers is an important consideration when performing analyses of MCCTs and it is a decision that should be made prior to initiating the study.
KW - Fixed effects
KW - Generalized linear models
KW - Multi-center clinical trials
KW - Oral and maxillofacial surgery
KW - Orthognathic surgery
KW - Random effects
UR - https://www.scopus.com/pages/publications/18244381776
UR - https://www.scopus.com/pages/publications/18244381776#tab=citedBy
U2 - 10.1016/j.ijom.2004.12.001
DO - 10.1016/j.ijom.2004.12.001
M3 - Article
C2 - 16053839
AN - SCOPUS:18244381776
SN - 0901-5027
VL - 34
SP - 341
EP - 344
JO - International Journal of Oral and Maxillofacial Surgery
JF - International Journal of Oral and Maxillofacial Surgery
IS - 4
ER -