TY - JOUR
T1 - Clinical Trial Enrollment Enrichment in Resource-Constrained Research Environments
T2 - Multivariable Apnea Prediction (MAP) Index in SCIP-PA Trial
AU - Yang, Hyunju
AU - Watach, Alexa
AU - Varrasse, Miranda
AU - King, Tonya S.
AU - Sawyer, Amy M.
N1 - Funding Information:
supported by Award Number R00NR011173 (Sawyer AM, PI) from the National Institutes of Health/National Institute of Nursing Research. The content is solely the responsibility of the authors and does not represent the official views of National Institute of Nursing Research or National Institutes of Health. The parent trial was also supported by American Nurses Foundation and Sigma Theta Tau International (Sawyer AM, PI). The authors report no conflicts of interest.
Funding Information:
Author contributions: Yang: Study design, statistical analysis and manuscript writing; Watach: Study design, data preparation and manuscript writing; Varrasse: Study design, data collection, and manuscript writing; King: Principal biostatistician and manuscript writing; Sawyer: Principal investigator (parent study and secondary study) and manuscript writing. The parent trial from which the data for the secondary analysis were derived was supported by Award Number R00NR011173 (Sawyer AM, PI) from the National Institutes of Health/National Institute of Nursing Research. The content is solely the responsibility of the authors and does not represent the official views of National Institute of Nursing Research or National Institutes of Health. The parent trial was also supported by American Nurses Foundation and Sigma Theta Tau International (Sawyer AM, PI). The authors report no conflicts of interest.
PY - 2018/2/15
Y1 - 2018/2/15
N2 - Study Objectives: Determine the Multivariable Apnea Prediction (MAP) index predictive utility for enrollment enrichment in a clinical trial wherein enrollment was prior to obstructive sleep apnea diagnosis. Methods: Secondary analysis of screening data (n = 264) from randomized, double-blind, pilot trial. Clinical sleep center patients with complete screening and polysomnography data were included. To determine diagnostic test accuracy of the MAP index using apnea-hypopnea index criterion ? 10 events/h (primary) and ? 5, ? 15, and ? 30 events/h (secondary), sensitivity, specificity, negative and positive predictive values, likelihood positive and negative ratios, and receiver operating characteristic curves were calculated. Predictive utility was examined by characteristic variables. Results: Middle-aged, overweight or obese, men and women were included. Employing a MAP index threshold ? 0.5, sensitivity for obstructive sleep apnea (apnea-hypopnea index ? 10 events/h) was 83.6%; specificity was 46.4%; area under the curve = 0.74. Sensitivity was higher in males than females (95.3%, 68.7%, respectively); specificity was lower in males than females (30.4%, 57.6%, respectively) with similar area under the curve (0.74 versus 0.72, respectively). MAP accuracy was higher in younger versus older adults (younger than 50 years, or 50 years or older; area under the curve 0.82 versus 0.63, respectively). Varied apnea-hypopnea index criteria produced stable accuracy estimates. Conclusions: Recruitment/enrollment is a high-cost endeavor. Screening procedures may confer resource savings but careful evaluation prior to study implementation assures effectiveness and efficiency.
AB - Study Objectives: Determine the Multivariable Apnea Prediction (MAP) index predictive utility for enrollment enrichment in a clinical trial wherein enrollment was prior to obstructive sleep apnea diagnosis. Methods: Secondary analysis of screening data (n = 264) from randomized, double-blind, pilot trial. Clinical sleep center patients with complete screening and polysomnography data were included. To determine diagnostic test accuracy of the MAP index using apnea-hypopnea index criterion ? 10 events/h (primary) and ? 5, ? 15, and ? 30 events/h (secondary), sensitivity, specificity, negative and positive predictive values, likelihood positive and negative ratios, and receiver operating characteristic curves were calculated. Predictive utility was examined by characteristic variables. Results: Middle-aged, overweight or obese, men and women were included. Employing a MAP index threshold ? 0.5, sensitivity for obstructive sleep apnea (apnea-hypopnea index ? 10 events/h) was 83.6%; specificity was 46.4%; area under the curve = 0.74. Sensitivity was higher in males than females (95.3%, 68.7%, respectively); specificity was lower in males than females (30.4%, 57.6%, respectively) with similar area under the curve (0.74 versus 0.72, respectively). MAP accuracy was higher in younger versus older adults (younger than 50 years, or 50 years or older; area under the curve 0.82 versus 0.63, respectively). Varied apnea-hypopnea index criteria produced stable accuracy estimates. Conclusions: Recruitment/enrollment is a high-cost endeavor. Screening procedures may confer resource savings but careful evaluation prior to study implementation assures effectiveness and efficiency.
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U2 - 10.5664/jcsm.6926
DO - 10.5664/jcsm.6926
M3 - Article
C2 - 29246264
AN - SCOPUS:85042084622
SN - 1550-9389
VL - 14
SP - 173
EP - 181
JO - Journal of Clinical Sleep Medicine
JF - Journal of Clinical Sleep Medicine
IS - 2
ER -