Decoupling power and type I error rate considerations when incorporating historical control data using a test-then-pool approach
被引:0
|
作者:
Okada, Kazufumi
论文数: 0引用数: 0
h-index: 0
机构:
Hokkaido Univ, Grad Sch Med, Dept Biostat, N15,W7,Kita Ku, Sapporo 0640825, JapanHokkaido Univ, Grad Sch Med, Dept Biostat, N15,W7,Kita Ku, Sapporo 0640825, Japan
Okada, Kazufumi
[1
]
Tanaka, Shiro
论文数: 0引用数: 0
h-index: 0
机构:
Kyoto Univ, Grad Sch Med, Dept Clin Biostat, Kyoto, JapanHokkaido Univ, Grad Sch Med, Dept Biostat, N15,W7,Kita Ku, Sapporo 0640825, Japan
Tanaka, Shiro
[2
]
Matsubayashi, Jun
论文数: 0引用数: 0
h-index: 0
机构:
Shiga Univ Med Sci, Ctr Clin Res & Adv Med, Otsu, JapanHokkaido Univ, Grad Sch Med, Dept Biostat, N15,W7,Kita Ku, Sapporo 0640825, Japan
Matsubayashi, Jun
[3
]
Takahashi, Keita
论文数: 0引用数: 0
h-index: 0
机构:
Hokkaido Univ, Grad Sch Med, Dept Biostat, N15,W7,Kita Ku, Sapporo 0640825, JapanHokkaido Univ, Grad Sch Med, Dept Biostat, N15,W7,Kita Ku, Sapporo 0640825, Japan
Takahashi, Keita
[1
]
Yokota, Isao
论文数: 0引用数: 0
h-index: 0
机构:
Hokkaido Univ, Grad Sch Med, Dept Biostat, N15,W7,Kita Ku, Sapporo 0640825, JapanHokkaido Univ, Grad Sch Med, Dept Biostat, N15,W7,Kita Ku, Sapporo 0640825, Japan
Yokota, Isao
[1
]
机构:
[1] Hokkaido Univ, Grad Sch Med, Dept Biostat, N15,W7,Kita Ku, Sapporo 0640825, Japan
[2] Kyoto Univ, Grad Sch Med, Dept Clin Biostat, Kyoto, Japan
[3] Shiga Univ Med Sci, Ctr Clin Res & Adv Med, Otsu, Japan
clinical trial;
historical control data;
power;
test-then-pool method;
type I error rate;
INFORMATION;
TRIALS;
PRIORS;
D O I:
10.1002/bimj.202200312
中图分类号:
Q [生物科学];
学科分类号:
07 ;
0710 ;
09 ;
摘要:
To accelerate a randomized controlled trial, historical control data may be used after ensuring little heterogeneity between the historical and current trials. The test-then-pool approach is a simple frequentist borrowing method that assesses the similarity between historical and current control data using a two-sided test. A limitation of the conventional test-then-pool method is the inability to control the type I error rate and power for the primary hypothesis separately and flexibly for heterogeneity between trials. This is because the two-sided test focuses on the absolute value of the mean difference between the historical and current controls. In this paper, we propose a new test-then-pool method that splits the two-sided hypothesis of the conventional method into two one-sided hypotheses. Testing each one-sided hypothesis with different significance levels allows for the separate control of the type I error rate and power for heterogeneity between trials. We also propose a significance-level selection approach based on the maximum type I error rate and the minimum power. The proposed method prevented a decrease in power even when there was heterogeneity between trials while controlling type I error at a maximum tolerable type I error rate larger than the targeted type I error rate. The application of depression trial data and hypothetical trial data further supported the usefulness of the proposed method.
机构:
German Canc Res Ctr, Div Biostat, Im Neuenheimer Feld 280, D-69120 Heidelberg, GermanyGerman Canc Res Ctr, Div Biostat, Im Neuenheimer Feld 280, D-69120 Heidelberg, Germany
Kopp-Schneider, Annette
Calderazzo, Silvia
论文数: 0引用数: 0
h-index: 0
机构:
German Canc Res Ctr, Div Biostat, Im Neuenheimer Feld 280, D-69120 Heidelberg, GermanyGerman Canc Res Ctr, Div Biostat, Im Neuenheimer Feld 280, D-69120 Heidelberg, Germany
Calderazzo, Silvia
Wiesenfarth, Manuel
论文数: 0引用数: 0
h-index: 0
机构:
German Canc Res Ctr, Div Biostat, Im Neuenheimer Feld 280, D-69120 Heidelberg, GermanyGerman Canc Res Ctr, Div Biostat, Im Neuenheimer Feld 280, D-69120 Heidelberg, Germany
机构:
Rockefeller Univ, New York, NY 10021 USARockefeller Univ, New York, NY 10021 USA
Matthews, Abigail G.
Haynes, Chad
论文数: 0引用数: 0
h-index: 0
机构:
Rockefeller Univ, New York, NY 10021 USARockefeller Univ, New York, NY 10021 USA
Haynes, Chad
Liu, Chang
论文数: 0引用数: 0
h-index: 0
机构:
Rockefeller Univ, New York, NY 10021 USARockefeller Univ, New York, NY 10021 USA
Liu, Chang
Ott, Jurg
论文数: 0引用数: 0
h-index: 0
机构:
Rockefeller Univ, New York, NY 10021 USA
Chinese Acad Sci, Beijing Inst Genom, Beijing 100864, Peoples R ChinaRockefeller Univ, New York, NY 10021 USA
机构:
Seoul Natl Univ, Sch Publ Hlth, Dept Biostat & Epidemiol, Seoul 110799, South KoreaSeoul Natl Univ, Sch Publ Hlth, Dept Biostat & Epidemiol, Seoul 110799, South Korea
Kim, Yoonhee
Duggal, Priya
论文数: 0引用数: 0
h-index: 0
机构:
NHGRI, Inherited Dis Res Branch, NIH, Baltimore, MD USASeoul Natl Univ, Sch Publ Hlth, Dept Biostat & Epidemiol, Seoul 110799, South Korea
Duggal, Priya
Gillanders, Elizabeth M.
论文数: 0引用数: 0
h-index: 0
机构:
NHGRI, Inherited Dis Res Branch, NIH, Baltimore, MD USASeoul Natl Univ, Sch Publ Hlth, Dept Biostat & Epidemiol, Seoul 110799, South Korea
Gillanders, Elizabeth M.
Kim, Ho
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Sch Publ Hlth, Dept Biostat & Epidemiol, Seoul 110799, South KoreaSeoul Natl Univ, Sch Publ Hlth, Dept Biostat & Epidemiol, Seoul 110799, South Korea
Kim, Ho
Bailey-Wilson, Joan E.
论文数: 0引用数: 0
h-index: 0
机构:
NHGRI, Inherited Dis Res Branch, NIH, Baltimore, MD USASeoul Natl Univ, Sch Publ Hlth, Dept Biostat & Epidemiol, Seoul 110799, South Korea