Do Optimal Prognostic Thresholds in Continuous Physiological Variables Really Exist? Analysis of Origin of Apparent Thresholds, with Systematic Review for Peak Oxygen Consumption, Ejection Fraction and BNP

被引:31
作者
Giannoni, Alberto [1 ,2 ]
Baruah, Resham [1 ]
Leong, Tora [1 ]
Rehman, Michaela B. [4 ]
Pastormerlo, Luigi Emilio [2 ]
Harrell, Frank E. [5 ]
Coats, Andrew J. S. [1 ,3 ]
Francis, Darrel P. [1 ]
机构
[1] Univ London Imperial Coll Sci Technol & Med, Natl Heart & Lung Inst, Int Ctr Circulatory Hlth, London, England
[2] Fdn Toscana G Monasterio, Dept Cardiovasc Med, Pisa, Italy
[3] Univ E Anglia, Norfolk & Norwich Hosp, Norwich NR4 7TJ, Norfolk, England
[4] Univ Poitiers Hosp, Dept Cardiol, Poitiers, France
[5] Vanderbilt Univ, Sch Med, Nashville, TN 37212 USA
来源
PLOS ONE | 2014年 / 9卷 / 01期
关键词
CONGESTIVE-HEART-FAILURE; BRAIN NATRIURETIC PEPTIDE; CARDIAC TROPONIN-T; RISK STRATIFICATION; RATE-VARIABILITY; CARDIOVASCULAR MORTALITY; VENTRICULAR-ARRHYTHMIAS; INDEPENDENT PREDICTOR; AMBULATORY PATIENTS; EXERCISE CAPACITY;
D O I
10.1371/journal.pone.0081699
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: Clinicians are sometimes advised to make decisions using thresholds in measured variables, derived from prognostic studies. Objectives: We studied why there are conflicting apparently-optimal prognostic thresholds, for example in exercise peak oxygen uptake (pVO(2)), ejection fraction (EF), and Brain Natriuretic Peptide (BNP) in heart failure (HF). Data Sources and Eligibility Criteria: Studies testing pVO(2), EF or BNP prognostic thresholds in heart failure, published between 1990 and 2010, listed on Pubmed. Methods: First, we examined studies testing pVO(2), EF or BNP prognostic thresholds. Second, we created repeated simulations of 1500 patients to identify whether an apparently-optimal prognostic threshold indicates step change in risk. Results: 33 studies (8946 patients) tested a pVO(2) threshold. 18 found it prognostically significant: the actual reported threshold ranged widely (10-18 ml/kg/min) but was overwhelmingly controlled by the individual study population's mean pVO(2) (r = 0.86, p<0.00001). In contrast, the 15 negative publications were testing thresholds 199% further from their means (p = 0.0001). Likewise, of 35 EF studies (10220 patients), the thresholds in the 22 positive reports were strongly determined by study means (r = 0.90, p<0.0001). Similarly, in the 19 positives of 20 BNP studies (9725 patients): r = 0.86 (p<0.0001). Second, survival simulations always discovered a "most significant" threshold, even when there was definitely no step change in mortality. With linear increase in risk, the apparently-optimal threshold was always near the sample mean (r = 0.99, p<0.001). Limitations: This study cannot report the best threshold for any of these variables; instead it explains how common clinical research procedures routinely produce false thresholds. Key Findings: First, shifting (and/or disappearance) of an apparently-optimal prognostic threshold is strongly determined by studies' average pVO(2), EF or BNP. Second, apparently-optimal thresholds always appear, even with no step in prognosis. Conclusions: Emphatic therapeutic guidance based on thresholds from observational studies may be ill-founded. We should not assume that optimal thresholds, or any thresholds, exist.
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页数:16
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共 106 条
  • [1] DANGERS OF USING OPTIMAL CUTPOINTS IN THE EVALUATION OF PROGNOSTIC FACTORS
    ALTMAN, DG
    LAUSEN, B
    SAUERBREI, W
    SCHUMACHER, M
    [J]. JOURNAL OF THE NATIONAL CANCER INSTITUTE, 1994, 86 (11) : 829 - 835
  • [2] Cheyne-Stokes respiration and prognosis in congestive heart failure
    Andreas, S
    Hagenah, G
    Moller, C
    Werner, GS
    Kreuzer, H
    [J]. AMERICAN JOURNAL OF CARDIOLOGY, 1996, 78 (11) : 1260 - 1264
  • [3] Wasting as independent risk factor for mortality in chronic heart failure
    Anker, SD
    Ponikowski, P
    Varney, S
    Chua, TP
    Clark, AL
    WebbPeploe, KM
    Harrington, D
    Kox, WJ
    PooleWilson, PA
    Coats, AJS
    [J]. LANCET, 1997, 349 (9058) : 1050 - 1053
  • [4] Impact of time past exercise testing on prognostic variables in heart failure
    Arena, R
    Myers, J
    Aslam, SS
    Varughese, EB
    Peberdy, MA
    [J]. INTERNATIONAL JOURNAL OF CARDIOLOGY, 2006, 106 (01) : 88 - 94
  • [5] The partial pressure of resting end-tidal carbon dioxide predicts major cardiac events in patients with systolic heart failure
    Arena, Ross
    Myers, Jonathan
    Abella, Joshua
    Pinkstaff, Sherry
    Brubaker, Peter
    Moore, Brian
    Kitzman, Dalane
    Peberdy, Mary Ann
    Bensimhon, Daniel
    Chase, Paul
    Guazzi, Marco
    [J]. AMERICAN HEART JOURNAL, 2008, 156 (05) : 982 - 988
  • [6] The prognostic value of the heart rate response during exercise and recovery in patients with heart failure: Influence of beta-blockade
    Arena, Ross
    Myers, Jonathan
    Abella, Joshua
    Peberdy, Mary Ann
    Bensimhon, Daniel
    Chase, Paul
    Guazzi, Marco
    [J]. INTERNATIONAL JOURNAL OF CARDIOLOGY, 2010, 138 (02) : 166 - 173
  • [7] Arslan S, 2007, TEX HEART I J, V34, P166
  • [8] UK guidelines for referral and assessment of adults for heart transplantation
    Banner, Nicholas R.
    Bonser, Robert S.
    Clark, Andrew L.
    Clark, Stephen
    Cowburn, Peter J.
    Gardner, Roy S.
    Kalra, Paul R.
    McDonagh, Theresa
    Rogers, Chris A.
    Swan, Lorna
    Parameshwar, Jayan
    Thomas, Helen L.
    Williams, Simon G.
    [J]. HEART, 2011, 97 (18) : 1520 - 1527
  • [9] Determining the best ventilatory efficiency measure to predict mortality in patients with heart failure
    Bard, Robert L.
    Gillespie, Brenda W.
    Clarke, Nicholas S.
    Egan, Timothy G.
    Nicklas, John M.
    [J]. JOURNAL OF HEART AND LUNG TRANSPLANTATION, 2006, 25 (05) : 589 - 595
  • [10] Prognostic value of cardiac troponin T in patients with both acute and chronic stable congestive heart failure: comparison with atrial natriuretic peptide brain natriuretic peptide and plasma norepinephrine
    Bertinchant, JP
    Combes, N
    Polge, A
    Fabbro-Peray, P
    Raczka, F
    Beck, L
    Cade, S
    Ledermann, B
    [J]. CLINICA CHIMICA ACTA, 2005, 352 (1-2) : 143 - 153