Dose finding using the biased coin up-and-down design and isotonic regression

被引:195
作者
Stylianou, M
Flournoy, N
机构
[1] NHLBI, Off Biostat Res, Bethesda, MD 20892 USA
[2] American Univ, Dept Math & Stat, Washington, DC 20016 USA
关键词
adaptive designs; inference for stochastic processes; logistic regression; quantal estimation; random walk designs; response-driven designs; toxicity studies;
D O I
10.1111/j.0006-341X.2002.00171.x
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We are interested in finding a dose that has a prespecified toxicity rate in the target population. In this article, we investigate five estimators of the target dose to be used with the up-and-down biased coin design (BCD) introduced by Durham and Flournoy (1994, Statistical Decision Theory and Related Topics). These estimators are derived using maximum likelihood, weighted least squares, sample averages, and isotonic regression. A linearly interpolated isotonic regression estimate is shown to be simple to derive and to perform as well as or better than the other target dose estimators in terms of mean square error and average number of subjects needed for convergence in most scenarios studied.
引用
收藏
页码:171 / 177
页数:7
相关论文
共 14 条
[1]   Application of the logistic function to bio-assay [J].
Berkson, J .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1944, 39 (227) :357-365
[3]   MINIMUM CHI-SQUARE, NOT MAXIMUM-LIKELIHOOD [J].
BERKSON, J ;
EFRON, B ;
GHOSH, JK ;
LECAM, L ;
PFANZAGL, J ;
RAO, CR .
ANNALS OF STATISTICS, 1980, 8 (03) :457-487
[4]   THE UP-AND-DOWN METHOD WITH SMALL SAMPLES [J].
BROWNLEE, KA ;
HODGES, JL ;
ROSENBLATT, M .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1953, 48 (262) :262-277
[5]  
DAVIS M, 1971, J R STAT SOC B, V33, P78
[6]   A METHOD FOR OBTAINING AND ANALYZING SENSITIVITY DATA [J].
DIXON, WJ ;
MOOD, AM .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1948, 43 (241) :109-126
[7]  
Durham SD, 1995, INST MATH S, V25, P158, DOI 10.1214/lnms/1215451484
[8]   A random walk rule for phase I clinical trials [J].
Durham, SD ;
Flournoy, N ;
Rosenberger, WF .
BIOMETRICS, 1997, 53 (02) :745-760
[9]   Properties of frequency distributions induced by general 'up-and-down' methods for estimating quantiles [J].
Giovagnoli, A ;
Pintacuda, N .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 1998, 74 (01) :51-63
[10]   A COMPARISON OF N ESTIMATORS FOR THE BINOMIAL-DISTRIBUTION [J].
OLKIN, I ;
PETKAU, AJ ;
ZIDEK, JV .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1981, 76 (375) :637-642