Estimating the NIH Efficient Frontier

被引:11
作者
Bisias, Dimitrios [1 ]
Lo, Andrew W. [1 ,2 ,3 ,4 ]
Watkins, James F. [5 ,6 ]
机构
[1] MIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
[2] MIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02139 USA
[3] MIT, Dept Elect Engn & Comp Sci, Cambridge, MA 02139 USA
[4] AlphaSimplex Grp LLC, Cambridge, MA USA
[5] Brigham & Womens Hosp, Dept Surg, Boston, MA 02115 USA
[6] Harvard Univ, Sch Med, Boston, MA 02115 USA
来源
PLOS ONE | 2012年 / 7卷 / 05期
关键词
BIOMEDICAL-RESEARCH; PORTFOLIO;
D O I
10.1371/journal.pone.0034569
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: The National Institutes of Health (NIH) is among the world's largest investors in biomedical research, with a mandate to: "...lengthen life, and reduce the burdens of illness and disability." Its funding decisions have been criticized as insufficiently focused on disease burden. We hypothesize that modern portfolio theory can create a closer link between basic research and outcome, and offer insight into basic-science related improvements in public health. We propose portfolio theory as a systematic framework for making biomedical funding allocation decisions-one that is directly tied to the risk/reward trade-off of burden-of-disease outcomes. Methods and Findings: Using data from 1965 to 2007, we provide estimates of the NIH "efficient frontier", the set of funding allocations across 7 groups of disease-oriented NIH institutes that yield the greatest expected return on investment for a given level of risk, where return on investment is measured by subsequent impact on U.S. years of life lost (YLL). The results suggest that NIH may be actively managing its research risk, given that the volatility of its current allocation is 17% less than that of an equal-allocation portfolio with similar expected returns. The estimated efficient frontier suggests that further improvements in expected return (89% to 119% vs. current) or reduction in risk (22% to 35% vs. current) are available holding risk or expected return, respectively, constant, and that 28% to 89% greater decrease in average years-of-life-lost per unit risk may be achievable. However, these results also reflect the imprecision of YLL as a measure of disease burden, the noisy statistical link between basic research and YLL, and other known limitations of portfolio theory itself. Conclusions: Our analysis is intended to serve as a proof-of-concept and starting point for applying quantitative methods to allocating biomedical research funding that are objective, systematic, transparent, repeatable, and expressly designed to reduce the burden of disease. By approaching funding decisions in a more analytical fashion, it may be possible to improve their ultimate outcomes while reducing unintended consequences.
引用
收藏
页数:10
相关论文
共 24 条
[1]   NIH BUDGET - A NEW KIND OF EARMARKING [J].
ANDERSON, C .
SCIENCE, 1993, 260 (5107) :483-483
[2]   A general approach to Bayesian portfolio optimization [J].
Bade, Alexander ;
Frahm, Gabriel ;
Jaekel, Uwe .
MATHEMATICAL METHODS OF OPERATIONS RESEARCH, 2009, 70 (02) :337-356
[3]   Health services research: the gradual encroachment of ideas [J].
Black, Nick .
JOURNAL OF HEALTH SERVICES RESEARCH & POLICY, 2009, 14 (02) :120-123
[4]   Adapting portfolio theory for the evaluation of multiple investments in health with a multiplicative extension for treatment synergies [J].
Bridges J.F.P. ;
Stewart M. ;
King M.T. ;
Van Gool K. .
The European Journal of Health Economics, 2002, 3 (1) :47-53
[6]   SCIENTIFIC BASIS FOR SUPPORT OF BIOMEDICAL SCIENCE [J].
COMROE, JH ;
DRIPPS, RD .
SCIENCE, 1976, 192 (4235) :105-111
[7]   Financing of US Biomedical Research and New Drug Approvals across Therapeutic Areas [J].
Dorsey, E. Ray ;
Thompson, Joel P. ;
Carrasco, Melisa ;
de Roulet, Jason ;
Vitticore, Philip ;
Nicholson, Sean ;
Johnston, S. Claiborne ;
Holloway, Robert G. ;
Moses, Hamilton, III .
PLOS ONE, 2009, 4 (09)
[8]  
Freeman R, 2009, 931 CTR EC PERF
[9]   Evaluating "payback" on biomedical research from papers cited in clinical guidelines: applied bibliometric study [J].
Grant, J ;
Cottrell, R ;
Cluzeau, F ;
Fawcett, G .
BMJ-BRITISH MEDICAL JOURNAL, 2000, 320 (7242) :1107-1111
[10]  
Hanney S, 2003, BENCH BEDSIDE TRACIN