Use of risk reclassification with multiple biomarkers improves mortality prediction in acute lung injury

被引:104
作者
Calfee, Carolyn S. [1 ,2 ,4 ]
Ware, Lorraine B. [5 ]
Glidden, David V. [3 ]
Eisner, Mark D. [1 ,2 ,4 ]
Parsons, Polly E. [6 ]
Thompson, Taylor [7 ,8 ]
Matthay, Michael A. [1 ,2 ,4 ]
机构
[1] Univ Calif San Francisco, Pulm & Crit Care Div, Dept Med, San Francisco, CA 94143 USA
[2] Univ Calif San Francisco, Dept Anesthesia, San Francisco, CA 94143 USA
[3] Univ Calif San Francisco, Dept Epidemiol & Biostat, San Francisco, CA 94143 USA
[4] Univ Calif San Francisco, Cardiovasc Res Inst, San Francisco, CA 94143 USA
[5] Vanderbilt Univ, Dept Med, Div Allergy Pulm & Crit Care, Nashville, TN USA
[6] Univ Vermont, Dept Med, Div Pulm & Crit Care Med, Burlington, VT USA
[7] Massachusetts Gen Hosp, Dept Med, Pulm & Crit Care Med Unit, Boston, MA 02114 USA
[8] Massachusetts Gen Hosp, Biostat Unit, Boston, MA 02114 USA
基金
美国国家卫生研究院;
关键词
acute respiratory distress syndrome; biological marker; pulmonary edema; risk prediction; risk reclassification; CLINICAL-OUTCOMES; HOSPITAL MORTALITY; MARKER; CURVE; ICU;
D O I
10.1097/CCM.0b013e318207ec3c
中图分类号
R4 [临床医学];
学科分类号
1002 ; 100602 ;
摘要
Objective: Multiple single biomarkers have been associated with poor outcomes in acute lung injury; however, no single biomarker has sufficient discriminating power to clearly indicate prognosis. Using both derivation and replication cohorts, we tested novel risk reclassification methods to determine whether measurement of multiple plasma biomarkers at the time of acute lung injury diagnosis would improve mortality prediction in acute lung injury. Design: Analysis of plasma biomarker levels and prospectively collected clinical data from patients enrolled in two randomized controlled trials of ventilator therapy for acute lung injury. Setting: Intensive care units of university hospitals participating in the National Institutes of Health Acute Respiratory Distress Syndrome Network. Patients: Subjects enrolled in a trial of lower tidal volume ventilation (derivation cohort) and subjects enrolled in a trial of higher vs. lower positive end-expiratory pressure (replication cohort). Interventions: None. Measurements and Main Results: The plasma biomarkers were intercellular adhesion molecule-1, von Willebrand factor, interleukin-8, soluble tumor necrosis factor receptor-1, and surfactant protein-D. In the derivation cohort (n = 547), adding data on these biomarkers to clinical predictors (Acute Physiology and Chronic Health Evaluation III score) at the time of study enrollment improved the accuracy of risk prediction, as reflected by a net reclassification improvement of 22% (95% confidence interval 13% to 32%; p < .001). In the replication cohort (n = 500), the net reclassification improvement was 17% (95% confidence interval 7% to 26%; p < .001). A reduced set of three biomarkers (interleukin-8, soluble tumor necrosis factor receptor-1, and surfactant protein-D) had nearly equivalent prognostic value in both cohorts. Conclusions: When combined with clinical data, plasma biomarkers measured at the onset of acute lung injury can improve the accuracy of risk prediction. Combining three or more biomarkers may be useful for selecting a high-risk acute lung injury population for enrollment in clinical trials of novel therapies. (Crit Care Med 2011; 39:711-717)
引用
收藏
页码:711 / 717
页数:7
相关论文
共 32 条
[1]   Biomarker evidence of myocardial cell injury is associated with mortality in acute respiratory distress syndrome [J].
Bajwa, Ednan K. ;
Boyce, Paul D. ;
Januzzi, James L. ;
Gong, Michelle N. ;
Thompson, B. Taylor ;
Christiani, David C. .
CRITICAL CARE MEDICINE, 2007, 35 (11) :2484-2490
[2]  
Brower RG, 2004, NEW ENGL J MED, V351, P327
[3]   Ventilation with lower tidal volumes as compared with traditional tidal volumes for acute lung injury and the acute respiratory distress syndrome. [J].
Brower, RG ;
Matthay, MA ;
Morris, A ;
Schoenfeld, D ;
Thompson, BT ;
Wheeler, A ;
Wiedemann, HP ;
Arroliga, AC ;
Fisher, CJ ;
Komara, JJ ;
Perez-Trepichio, P ;
Parsons, PE ;
Wolkin, R ;
Welsh, C ;
Fulkerson, WJ ;
MacIntyre, N ;
Mallatratt, L ;
Sebastian, M ;
McConnell, R ;
Wilcox, C ;
Govert, J ;
Thompson, D ;
Clemmer, T ;
Davis, R ;
Orme, J ;
Weaver, L ;
Grissom, C ;
Eskelson, M ;
Young, M ;
Gooder, V ;
McBride, K ;
Lawton, C ;
d'Hulst, J ;
Peerless, JR ;
Smith, C ;
Brownlee, J ;
Pluss, W ;
Kallet, R ;
Luce, JM ;
Gottlieb, J ;
Elmer, M ;
Girod, A ;
Park, P ;
Daniel, B ;
Gropper, M ;
Abraham, E ;
Piedalue, F ;
Glodowski, J ;
Lockrem, J ;
McIntyre, R .
NEW ENGLAND JOURNAL OF MEDICINE, 2000, 342 (18) :1301-1308
[4]   Plasma receptor for advanced glycation end products and clinical outcomes in acute lung injury [J].
Calfee, C. S. ;
Ware, L. B. ;
Eisner, M. D. ;
Parsons, P. E. ;
Thompson, B. T. ;
Wickersham, N. ;
Matthay, M. A. .
THORAX, 2008, 63 (12) :1083-1089
[5]  
Calfee CS, 2009, AM J RESP CRIT CARE, V179
[6]   Trauma-associated lung injury differs clinically and biologically from acute lung injury due to other clinical disorders [J].
Calfee, Carolyn S. ;
Eisner, Mark D. ;
Ware, Lorraine B. ;
Thompson, B. Taylor ;
Parsons, Polly E. ;
Wheeler, Arthur P. ;
Korpak, Anna ;
Matthay, Michael A. .
CRITICAL CARE MEDICINE, 2007, 35 (10) :2243-2250
[7]   Soluble intercellular adhesion molecule-1 and clinical outcomes in patients with acute lung injury [J].
Calfee, Carolyn S. ;
Eisner, Mark D. ;
Parsons, Polly E. ;
Thompson, B. Taylor ;
Conner, Edward R., Jr. ;
Matthay, Michael A. ;
Ware, Lorraine B. .
INTENSIVE CARE MEDICINE, 2009, 35 (02) :248-257
[8]   Use and misuse of the receiver operating characteristic curve in risk prediction [J].
Cook, Nancy R. .
CIRCULATION, 2007, 115 (07) :928-935
[9]   Predictors of hospital mortality in a population-based cohort of patients with acute lung injury [J].
Cooke, Colin R. ;
Kahn, Jeremy M. ;
Caldwell, Ellen ;
Okamoto, Valdelis N. ;
Heckbert, Susan R. ;
Hudson, Leonard D. ;
Rubenfeld, Gordon D. .
CRITICAL CARE MEDICINE, 2008, 36 (05) :1412-1420
[10]   IDENTIFICATION OF PATIENTS WITH ACUTE LUNG INJURY - PREDICTORS OF MORTALITY [J].
DOYLE, RL ;
SZAFLARSKI, N ;
MODIN, GW ;
WIENERKRONISH, JP ;
MATTHAY, MA .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 1995, 152 (06) :1818-1824