Pooled Cohort Probability Score for Subclinical Airflow Obstruction

被引:4
作者
Bhatt, Surya P. [1 ,2 ]
Balte, Pallavi P. [4 ]
Schwartz, Joseph E. [4 ,5 ]
Jaeger, Byron C. [3 ]
Cassano, Patricia A. [6 ]
Chaves, Paulo H. [7 ]
Couper, David [8 ]
Jacobs, David R., Jr. [9 ]
Kalhan, Ravi [10 ]
Kaplan, Robert [12 ]
Lloyd-Jones, Donald [11 ]
Newman, Anne B. [13 ]
O'Connor, George [15 ]
Sanders, Jason L. [16 ]
Smith, Benjamin M. [17 ]
Sun, Yifei [18 ]
Umans, Jason G. [20 ]
White, Wendy B. [21 ]
Yende, Sachin [14 ,22 ]
Oelsner, Elizabeth C. [4 ,19 ]
机构
[1] Univ Alabama Birmingham, Div Pulm Allergy & Crit Care Med, THT 422,1720,2nd Ave South, Birmingham, AL 35294 USA
[2] Univ Alabama Birmingham, Lung Hlth Ctr, Birmingham, AL 35294 USA
[3] Univ Alabama Birmingham, Dept Biostat, Birmingham, AL 35294 USA
[4] Columbia Univ, Med Ctr, Div Gen Med, New York, NY USA
[5] SUNY Stony Brook, Renaissance Sch Med, Dept Psychiat & Behav Hlth, Stony Brook, NY 11794 USA
[6] Weill Cornell Med Coll, Div Nutr Sci, Ithaca, NY USA
[7] Florida Int Univ, Herbert Wertheim Coll Med, Benjamin Leon Ctr Geriatr Res & Educ, Miami, FL 33199 USA
[8] Univ N Carolina, Gillings Sch Global Publ Hlth, Dept Biostat, Chapel Hill, NC 27515 USA
[9] Univ Minnesota, Sch Publ Hlth, Div Epidemiol & Community Hlth, Minneapolis, MN USA
[10] Northwestern Univ, Div Pulm & Crit Care Med, Chicago, IL 60611 USA
[11] Northwestern Univ, Dept Prevent Med, Chicago, IL 60611 USA
[12] Albert Einstein Coll Med, New York, NY USA
[13] Univ Pittsburgh, Dept Epidemiol, Pittsburgh, PA 15261 USA
[14] Univ Pittsburgh, Dept Crit Care Med, Pittsburgh, PA USA
[15] Boston Univ, Div Pulm Allergy Sleep & Crit Care, Boston, MA 02215 USA
[16] Brigham & Womens Hosp, Div Pulm & Crit Care Med, 75 Francis St, Boston, MA 02115 USA
[17] McGill Univ, Dept Med, Montreal, PQ, Canada
[18] Columbia Univ, Mailman Sch Publ Hlth, Med Ctr, Dept Biostat, New York, NY USA
[19] Columbia Univ, Mailman Sch Publ Hlth, Med Ctr, Dept Epidemiol, New York, NY USA
[20] Georgetown Howard Univ Ctr Clin & Translat Sci, Washington, DC USA
[21] Tougaloo Coll, Undergrad Training & Educ Ctr, Tougaloo, MS USA
[22] Vet Affairs Pittsburgh Healthcare Syst, Pittsburgh, PA USA
基金
美国国家卫生研究院;
关键词
subclinical; airflow obstruction; chronic obstructive pulmonary disease; probability score; LUNG-DISEASE; ATHEROSCLEROSIS RISK; CARDIOVASCULAR RISK; UNITED-STATES; TASK-FORCE; COPD; DESIGN; ADULTS; ASSOCIATION; MORTALITY;
D O I
10.1513/AnnalsATS.202109-1020OC
中图分类号
R56 [呼吸系及胸部疾病];
学科分类号
摘要
Rationale: Early detection of chronic obstructive pulmonary disease (COPD) is a public health priority. Airflow obstruction is the single most important risk factor for adverse COPD outcomes, but spirometry is not routinely recommended for screening. Objectives: To describe the burden of subclinical airflow obstruction (SAO) and to develop a probability score for SAO to inform potential detection and prevention programs. Methods: Lung function and clinical data were harmonized and pooled across nine U.S. general population cohorts. Adults with respiratory symptoms, inhaler use, or prior diagnosis of COPD or asthma were excluded. A probability score for prevalent SAO (forced expiratory volume in 1 second/forced vital capacity <0.70) was developed via hierarchical group-lasso regularization from clinical variables in strata of sex and smoking status, and its discriminative accuracy for SAO was assessed in the pooled cohort as well as in an external validation cohort (NHANES [National Health and Nutrition Examination Survey] 2011-2012). Incident hospitalizations and deaths due to COPD (respiratory events) were defined by adjudication or administrative criteria in four of nine cohorts. Results: Of 33,546 participants (mean age 52 yr, 54% female, 44% non-Hispanic White), 4,424 (13.2%) had prevalent SAO. The incidence of respiratory events (Nat-risk = 14,024) was threefold higher in participants with SAO versus those without (152 vs. 39 events/10,000 person-years). The probability score, which was based on six commonly available variables (age, sex, race and/or ethnicity, body mass index, smoking status, and smoking pack-years) was well calibrated and showed excellent discrimination in both the testing sample (C-statistic, 0.81; 95% confidence interval [CI], 0.80-0.82) and in NHANES (C-statistic, 0.83; 95% CI, 0.80-0.86). Among participants with predicted probabilities >= 15%, 3.2 would need to undergo spirometry to detect one case of SAO. Conclusions: Adults with SAO demonstrate excess respiratory hospitalization and mortality. A probability score for SAO using commonly available clinical risk factors may be suitable for targeting screening and primary prevention strategies.
引用
收藏
页码:1294 / 1304
页数:11
相关论文
共 56 条
[11]  
Fortis S, 2017, BMJ OPEN RESPIR RES, V4, DOI 10.1136/bmjresp-2017-000213
[12]  
Fried Linda P., 1991, Annals of Epidemiology, V1, P263
[13]   CARDIA - STUDY DESIGN, RECRUITMENT, AND SOME CHARACTERISTICS OF THE EXAMINED SUBJECTS [J].
FRIEDMAN, GD ;
CUTTER, GR ;
DONAHUE, RP ;
HUGHES, GH ;
HULLEY, SB ;
JACOBS, DR ;
LIU, K ;
SAVAGE, PJ .
JOURNAL OF CLINICAL EPIDEMIOLOGY, 1988, 41 (11) :1105-1116
[14]   2013 ACC/AHA Guideline on the Assessment of Cardiovascular Risk A Report of the American College of Cardiology/American Heart Association Task Force on Practice Guidelines [J].
Goff, David C., Jr. ;
Lloyd-Jones, Donald M. ;
Bennett, Glen ;
Coady, Sean ;
D'Agostino, Ralph B., Sr. ;
Gibbons, Raymond ;
Greenland, Philip ;
Lackland, Daniel T. ;
Levy, Daniel ;
O'Donnell, Christopher J. ;
Robinson, Jennifer G. ;
Schwartz, J. Sanford ;
Shero, Susan T. ;
Smith, Sidney C., Jr. ;
Sorlie, Paul ;
Stone, Neil J. ;
Wilson, Peter W. F. .
JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2014, 63 (25) :2935-2959
[15]   Attenuation of skeletal muscle and strength in the elderly: The Health ABC Study [J].
Goodpaster, BH ;
Carlson, CL ;
Visser, M ;
Kelley, DE ;
Scherzinger, A ;
Harris, TB ;
Stamm, E ;
Newman, AB .
JOURNAL OF APPLIED PHYSIOLOGY, 2001, 90 (06) :2157-2165
[16]   Predicting risk of undiagnosed COPD: development and validation of the TargetCOPD score [J].
Haroon, Shamil ;
Adab, Peymane ;
Riley, Richard D. ;
Fitzmaurice, David ;
Jordan, Rachel E. .
EUROPEAN RESPIRATORY JOURNAL, 2017, 49 (06)
[17]  
Hill K, 2011, CAN FAM PHYSICIAN, V57, pE51
[18]   The de-biased group Lasso estimation for varying coefficient models [J].
Honda, Toshio .
ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS, 2021, 73 (01) :3-29
[19]   Cost Effectiveness of Case Detection Strategies for the Early Detection of COPD [J].
Johnson, Kate M. ;
Sadatsafavi, Mohsen ;
Adibi, Amin ;
Lynd, Larry ;
Harrison, Mark ;
Tavakoli, Hamid ;
Sin, Don D. ;
Bryan, Stirling .
APPLIED HEALTH ECONOMICS AND HEALTH POLICY, 2021, 19 (02) :203-215
[20]   GENERAL CARDIOVASCULAR RISK PROFILE - FRAMINGHAM STUDY [J].
KANNEL, WB ;
MCGEE, D ;
GORDON, T .
AMERICAN JOURNAL OF CARDIOLOGY, 1976, 38 (01) :46-51