RT Journal Article SR Electronic T1 LATE-BREAKING ABSTRACT: A novel approach for identifying patients with undiagnosed clinically-significant COPD JF European Respiratory Journal JO Eur Respir J FD European Respiratory Society SP OA3284 DO 10.1183/13993003.congress-2015.OA3284 VO 46 IS suppl 59 A1 Fernando Martinez A1 David M. Mannino A1 Nancy K. Leidy A1 Karen G. Malley A1 Elizabeth D. Bacci A1 R. Graham Barr A1 Russ P. Bowler A1 Meilan K. Han A1 Julia F. Houfek A1 Barry J. Make A1 Catherine A. Meldrum A1 Stephen Rennard A1 Byron M. Thomashow A1 John W. Walsh A1 Barbara P. Yawn YR 2015 UL http://erj.ersjournals.com/content/46/suppl_59/OA3284.abstract AB Background: COPD is underdiagnosed, often uncovered during exacerbations or after significant loss of lung function. We are developing a new method (simple questionnaire + peak expiratory flow [PEF]) for identifying patients needing spirometric evaluation for clinically significant COPD (FEV1 <60% pred) or at risk of acute exacerbation (AECOPD) in general practice. 46 candidate questions were created based on literature, mining existing datasets, and qualitative research.Purpose: This study used random forests (RF) to identify the best, smallest set of questions (with and without PEF) capable of case identification.Methods: Prospective, cross-sectional, multi-site, case-control study. Subjects: ≥40 years from US pulmonary and primary care clinics. Cases (clinically significant COPD): ≥1 AECOPD past 12 months or FEV1 <60% pred and AECOPD-free ≥12 months. Controls: mild COPD (FEV1 >60% pred) and AECOPD-free ≥12 months or no COPD. Subjects completed questionnaires, PEF, spirometry (if not on record).Results: N=346; 186 Cases (184 with PEF), 160 Controls. Mean (SD) age=62.7 (10.1) years; 55% female; 86% white; 41% ≤high school; 16% never smoked. Cases: mean (SD) FEV1% pred=42.5(14.2); Controls=82.5(15.7). RF case-control sensitivity/specificity estimates for the final 5-item questionnaire: 83.5/69.7; questionnaire followed by score-driven use of PEF: 90.2/78.8%. Case-no COPD with score-driven PEF: 90.2/92.0. Questions ask about exposure, breathing, tire easily, and acute respiratory illness, and do not ask about smoking, cough, or sputum.Conclusions: These 5 questions + selective use of PEF may be an effective and efficient approach for identifying patients needing diagnostic evaluation for COPD.