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Relative Efficiency of Unequal Versus Equal Cluster Sizes for the Nonparametric Weighted Sign Test Estimators in Clustered Binary Data. 非参数加权符号检验估计在聚类二值数据中的相对效率。
Pub Date : 2012-07-02 DOI: 10.1177/0092861512449818
Chul Ahn, Fan Hu, Seung-Chun Lee

We consider analysis of clustered binary data from multiple observations for each subject in which any two observations from a subject are assumed to have a common correlation coefficient. In the weighted sign test on proportion in clustered binary data, three weighting schemes are considered: equal weights to observations, equal weights to clusters and the optimal weights that minimize the variance of the estimator. Since the distribution of cluster sizes may not be exactly specified before the trial starts, the sample size is usually determined using an average cluster size without taking into account any potential imbalance in cluster size even though cluster size usually varies among clusters. In this paper we investigate the relative efficiency (RE) of unequal versus equal cluster sizes for clustered binary data using the weighted sign test estimators. The REs are computed as a function of correlation among observations within each subject and the various cluster size distributions. The required sample size for unequal cluster sizes will not exceed the sample size for an equal cluster size multiplied by the maximum RE. It is concluded that the maximum RE for various cluster size distributions considered here does not exceed 1.50, 1.61 and 1.12 for equal weights to observations, equal weights to clusters and optimal weights, respectively. It suggests sampling 50%, 61% and 12% more clusters depending on the weighting schemes than the number of clusters computed using an average cluster size.

我们考虑对来自每个受试者的多个观测值的聚类二进制数据进行分析,其中假设来自一个受试者的任意两个观测值具有共同的相关系数。在聚类二值数据比例的加权符号检验中,考虑了三种加权方案:观测值等权、聚类等权和使估计量方差最小的最优权。由于在试验开始之前,簇大小的分布可能无法精确指定,因此通常使用平均簇大小来确定样本大小,而不考虑簇大小中任何潜在的不平衡,尽管簇大小通常在簇之间变化。本文利用加权符号检验估计量研究了不等簇大小与等簇大小对聚类二值数据的相对效率。REs是作为每个主题内的观测值与各种群集大小分布之间的相关性的函数来计算的。不等簇大小所需的样本量不会超过相等簇大小的样本量乘以最大RE。得出结论,本文所考虑的各种簇大小分布的最大RE分别不超过1.50,1.61和1.12,分别为相等的观测权,相等的簇权和最优权。它建议根据加权方案,比使用平均簇大小计算的簇数多抽样50%、61%和12%。
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引用次数: 1
A Patient Focused Solution for Enrolling Clinical Trials in Rare and Selective Cancer Indications: A Landscape of Haystacks and Needles. 在罕见和选择性癌症适应症中招募临床试验的以患者为中心的解决方案:干草堆和针的景观。
Pub Date : 2012-07-01 DOI: 10.1177/0092861512443436
Eric B Lynam, Jiin Leaw, Matthew B Wiener

Participation of adult cancer patients in US based clinical trials has remained near 3% for decades. Traditional research methodology reaches a small fraction of the target population with a fixed number of predetermined sites. Solutions are needed to ethically increase patient participation and accelerate cancer trial completion. We compared enrollment outcomes of traditional and patient focused research methodologies. A patient prioritized method (Just-In-Time, JIT) was implemented in parallel with traditionally managed sites in three cancer trials. JIT research sites were initiated after candidate patients presented, while traditional sites were initiated in advance. JIT sites enrolled with mean rates no less than, and up to 2.75 fold greater than, traditional sites. Mean patients enrolled per site was comparable (JIT-1.82, traditional-1.78). There were fewer non-enrolling JIT sites (2/28, 7%) compared to traditional sites 19/52, 37%). This retrospective analysis supports JIT as a prospective solution to increase cancer clinical trial enrollment and the efficiency of clinical trial administrative activities.

几十年来,成人癌症患者在美国临床试验中的参与率一直保持在3%左右。传统的研究方法通过固定数量的预定地点到达目标人群的一小部分。我们需要解决方案,从伦理上增加患者的参与,加速癌症试验的完成。我们比较了传统研究方法和以患者为中心的研究方法的入组结果。在三个癌症试验中,患者优先方法(准时制,JIT)与传统管理地点并行实施。JIT研究地点在候选患者出现后启动,而传统地点则提前启动。JIT站点的平均注册率不低于传统站点,最高可达2.75倍。每个站点入组的平均患者数相当(JIT-1.82,传统-1.78)。与传统网站(19/ 52,37 %)相比,非注册JIT网站(2/ 28,7 %)较少。这一回顾性分析支持JIT作为一个前瞻性的解决方案,以增加癌症临床试验登记和临床试验管理活动的效率。
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引用次数: 12
Testing in a Prespecified Subgroup and the Intent-to-Treat Population. 在预先指定的亚组和意向治疗人群中进行测试。
Pub Date : 2012-03-01 DOI: 10.1177/0092861512436579
Mark D Rothmann, Jenny J Zhang, Laura Lu, Thomas R Fleming

In many settings, testing has been proposed to assess the effect of an experimental regimen within a biomarker-positive subgroup where it is biologically plausible that benefit is stronger in such patients, and in the overall population that also includes biomarker-negative subjects less likely to benefit from that regimen. A statistically favorable result in the biomarker-positive subgroup would lead to a claim for that subgroup, whereas a statistically favorable result for the overall population would lead to a claim that includes both biomarker subgroups. The latter setting is problematic when biomarker-negative patients truly do not benefit from the experimental regimen. When it is prespecified that biomarker-negative patients should not be included in the primary analysis of treatment effect in biomarker-positive patients because of the likelihood that treatment effects would differ between the 2 subgroups, it is logically inconsistent to include biomarker-positive patients in the primary analysis of treatment effect in biomarker-negative patients.

在许多情况下,已经提出了测试来评估实验方案在生物标志物阳性亚组中的效果,在生物学上合理的情况下,这些患者的获益更强,而在包括生物标志物阴性受试者在内的总体人群中,不太可能从该方案中获益。在生物标志物阳性亚组中,统计学上有利的结果将导致对该亚组的权利要求,而在总体上有利的结果将导致包括两个生物标志物亚组的权利要求。当生物标志物阴性的患者确实不能从实验方案中获益时,后一种设置是有问题的。如果预先规定生物标志物阴性患者不应纳入生物标志物阳性患者治疗效果的初步分析,因为两个亚组之间的治疗效果可能不同,那么将生物标志物阳性患者纳入生物标志物阴性患者治疗效果的初步分析在逻辑上是不一致的。
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引用次数: 28
The Correction of Product Information in Drug References and Medical Textbooks 药品参考文献和医学教科书中产品信息的更正
Pub Date : 2012-01-01 DOI: 10.1177/0092861511427875
Ching Lum PharmD, Soo Mi Ahn PharmD
The purpose of this project was to correct inaccurate information about Novo Nordisk products in drug references and medical textbooks. Twenty-six commonly used drug references (print or electronic) and 11 medical textbooks were reviewed for accuracy of information for all Novo Nordisk products; errors or omissions were identified in 32 of the 37 references reviewed. Inaccurate drug information most commonly involved product omissions or outdated product information. Letters describing the identified errors and suggested corrections were sent via US mail or e-mail to the authors, editors, or publishers. Within 18 months of sending the letters, 21 of the 32 references reviewed had published updated editions, which were then reviewed again to assess the impact of the communication. A total of 190 of 448 identified errors (42%) had been corrected.
该项目的目的是纠正药物参考文献和医学教科书中关于诺和诺德产品的不准确信息。审查了所有诺和诺德产品的26个常用药物参考文献(印刷或电子)和11个医学教科书的信息准确性;被审查的37篇参考文献中有32篇存在错误或遗漏。不准确的药品信息最常见的是产品遗漏或过时的产品信息。描述已发现的错误和建议更正的信件通过美国邮件或电子邮件发送给作者、编辑或出版商。在发出信件后的18个月内,审评的32篇参考文献中有21篇发表了更新版本,然后再次审评以评估该通讯的影响。发现的448个错误中,总共有190个(42%)得到了纠正。
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引用次数: 5
Evaluation of Data Entry Errors and Data Changes to an Electronic Data Capture Clinical Trial Database. 电子数据采集临床试验数据库的数据输入错误和数据更改评估。
Pub Date : 2011-07-01 DOI: 10.1177/009286151104500404
Jules T Mitchel, Yong Joong Kim, Joonhyuk Choi, Glen Park, Silvana Cappi, David Horn, Morgan Kist, Ralph B D Agostino

Monitoring of clinical trials includes several disciplines, stakeholders, and skill sets. The aim of the present study was to identify database changes and data entry errors to an electronic data capture (EDC) clinical trial database, and to access the impact of the changes. To accomblish the aim, Target e*CRF was used as the EDC tool for a multinational, dose-finding, multicenter, double-blind, randomized, parallel, placebo-controlled trial to investigate efficacy and safety of a new treatment in men with lower urinary tract symptoms associated with benign prostatic hyperplasia. The main errors observed were simple transcription errors from the paper source documents to the EDC database. This observation was to be expected, since every transaction has an inherant error rate. What and how to monitor must be assessed within the risk-based monitoring section of the comprehensive data monitoring plan. With the advent of direct data entry, and the elimination of the requirement to transcribe from a paper source record to an EDC system, error rates should go down dramatically. In addition, protocol violations and data outside the normal range can be identified at the time of data entry and not days, weeks, and months after the fact.

临床试验的监测包括几个学科、利益相关者和技能集。本研究的目的是确定电子数据采集(EDC)临床试验数据库的数据库更改和数据输入错误,并获取这些更改的影响。为了实现这一目标,Target e*CRF被用作EDC工具,用于一项多国、剂量发现、多中心、双盲、随机、平行、安慰剂对照试验,以研究一种新疗法对男性良性前列腺增生相关下尿路症状的疗效和安全性。观察到的主要错误是从纸质源文档到EDC数据库的简单转录错误。这种观察结果是意料之中的,因为每个事务都有一个固有的错误率。监测什么和如何监测必须在综合数据监测计划的基于风险的监测部分进行评估。随着直接数据输入的出现,以及从纸质源记录转录到EDC系统的需求的消除,错误率应该会显著下降。此外,可以在数据输入时识别协议违规和超出正常范围的数据,而不是在事实发生后的几天、几周和几个月。
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引用次数: 38
A New Mechanism for Tracking Publicly Available Study Volunteer Demographics. 跟踪公开可用的研究志愿者人口统计的新机制。
Pub Date : 2011-01-01 DOI: 10.1177/009286151104500106
Rachael Zuckerman, Kenneth Getz, Kenneth Kaitin

The importance of gathering and monitoring aggregate demographic data on the annual population of study volunteers in FDA-regulated clinical trials is widely acknowledged. To date, no formal mechanism exists to capture this information. The Tufts Center for the Study of Drug Development identified and tested a publicly available source of information on clinical trial participant data, NDA Reviews stored in the FDA's drugs@FDA database, to determine its accuracy, reliability, and feasibility. Thirty-seven new drug applications approved between 2006 and 2008 were evaluated and compared with published sources of demographic data. The authors conclude that the approach described here-NDA review extraction-provides reasonably reliable and conservative estimates of study volunteer demographics and can serve as a useful baseline until Clinicaltrials.gov or other, more complete, public sources become available.

在fda监管下的临床试验中,收集和监测志愿者年度总体人口统计数据的重要性已得到广泛认可。到目前为止,还没有正式的机制来捕获这些信息。Tufts药物开发研究中心确定并测试了一个公开的临床试验参与者数据信息来源,即存储在FDA drugs@FDA数据库中的NDA审查,以确定其准确性、可靠性和可行性。2006年至2008年期间批准的37种新药申请进行了评估,并与公布的人口统计数据来源进行了比较。作者得出结论,这里描述的方法——nda审查提取——提供了合理可靠和保守的研究志愿者人口统计估计,可以作为有用的基线,直到Clinicaltrials.gov或其他更完整的公共资源可用。
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引用次数: 2
SCORE Study Report 8: Closed Tests for All Pair-Wise Comparisons of Means. SCORE研究报告8:所有两两比较方法的封闭检验。
Pub Date : 2010-07-01 DOI: 10.1177/009286151004400405
Neal Oden, Paul C Vanveldhuisen, Ingrid U Scott, Michael S Ip

We compare five closed tests for strong control of family-wide type I error (FWE) while making all pair-wise comparisons of means in clinical trials with multiple arms such as the SCORE Study. We simulated outcomes of the SCORE Study under its design hypotheses, and used p-values from chi-squared tests to compare performance of a "pairwise" closed test described below to Bonferroni and Hochberg adjusted p-values. "Pairwise" closed testing was more powerful than Hochberg's method by several definitions of multiple-test power. Simulations over a wider parameter space, and considering other closed methods, confirmed this superiority for p-values based on normal, logistic, and Poisson distributions. The power benefit of "pair-wise" closed testing begins to disappear with 5 or more arms, and with unbalanced designs. For trials with 4 or fewer arms and balanced designs, investigators should consider using "pair-wise" closed testing in preference to Shaffer's, Hommel's, and Hochberg's approaches when making all pairwise comparisons of means. If not all p-values from the closed family are available, Shaffer's method is a good choice.

我们比较了5个对全家族I型误差(FWE)的强控制的封闭试验,同时对多组临床试验(如SCORE研究)的均值进行了两两比较。我们在其设计假设下模拟SCORE研究的结果,并使用卡方检验的p值来比较下面描述的“两两”封闭检验的性能与Bonferroni和Hochberg调整的p值。从多重测试能力的几个定义来看,“两两”封闭测试比Hochberg的方法更有效。在更广泛的参数空间上进行模拟,并考虑其他封闭方法,证实了基于正态分布、逻辑分布和泊松分布的p值的这种优势。对于5个或更多的手臂,以及不平衡的设计,“成对”封闭测试的力量优势开始消失。对于4个或更少的试验臂和平衡设计,在进行所有两两比较时,研究者应考虑使用“两两”封闭检验,而不是Shaffer’s、Hommel’s和Hochberg’s方法。如果不是所有封闭族的p值都是可用的,那么Shaffer方法是一个很好的选择。
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引用次数: 4
Nonparametric Sample Size Estimation for Sensitivity and Specificity with Multiple Observations per Subject. 非参数样本量估计的敏感性和特异性与多个观察每个受试者。
Pub Date : 2010-01-01 DOI: 10.1177/009286151004400508
Fan Hu, William R Schucany, Chul Ahn

We propose a sample size calculation approach for the estimation of sensitivity and specificity of diagnostic tests with multiple observations per subjects. Many diagnostic tests such as diagnostic imaging or periodontal tests are characterized by the presence of multiple observations for each subject. The number of observations frequently varies among subjects in diagnostic imaging experiments or periodontal studies. Nonparametric statistical methods for the analysis of clustered binary data have been recently developed by various authors. In this paper, we derive a sample size formula for sensitivity and specificity of diagnostic tests using the sign test while accounting for multiple observations per subjects. Application of the sample size formula for the design of a diagnostic test is discussed. Since the sample size formula is based on large sample theory, simulation studies are conducted to evaluate the finite sample performance of the proposed method. We compare the performance of the proposed sample size formula with that of the parametric sample size formula that assigns equal weight to each observation. Simulation studies show that the proposed sample size formula generally yields empirical powers closer to the nominal level than the parametric method. Simulation studies also show that the number of subjects required increases as the variability in the number of observations per subject increases and the intracluster correlation increases.

我们提出了一种样本量计算方法来估计诊断试验的敏感性和特异性,每个受试者有多个观察结果。许多诊断测试,如诊断成像或牙周测试,其特点是对每个受试者进行多次观察。在诊断成像实验或牙周研究中,观察的次数经常因受试者而异。非参数统计方法用于分析聚类二值数据已被许多作者发展。在本文中,我们推导了一个样本大小公式的敏感性和特异性的诊断测试使用符号检验,同时考虑到每个受试者的多个观察。讨论了样本量公式在诊断试验设计中的应用。由于样本量公式基于大样本理论,因此进行了仿真研究,以评估所提出方法的有限样本性能。我们比较了所提出的样本量公式与参数样本量公式的性能,参数样本量公式为每个观测值分配了相同的权重。仿真研究表明,所提出的样本量公式通常比参数方法产生更接近名义水平的经验幂。模拟研究还表明,随着每个受试者观测数量的变异性增加和簇内相关性增加,所需的受试者数量也会增加。
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引用次数: 3
Effective Strategies for Maintaining Research Participation in Clinical Trials. 保持研究人员参与临床试验的有效策略。
Pub Date : 2009-07-01 DOI: 10.1177/009286150904300411
Allen Zweben, Lisa M Fucito, Stephanie S O'Malley

Achieving high protocol adherence is essential for ensuring the overall success and scientific merit of clinical trials. Strategies for maximizing recruitment and treatment adherence have been previously explored in the literature. There has been less focus, however, on effective methods for maintaining participants in research follow-up. This article examines factors associated with poor follow-up rates as well as strategies for facilitating research commitment and addressing sources of nonadherence. Special attention is devoted to alcohol- and substance-dependent populations, groups known to have poor adherence rates. Examples are drawn from the COMBINE Study, an NIAAA-funded, nationwide, multisite, combined behavioral and pharmacotherapy trial for alcohol problems that achieved high one-year follow-up rates. The important role of coordinating centers in facilitating research retention is also discussed.

要确保临床试验的整体成功和科学价值,就必须严格遵守方案。此前已有文献探讨了最大限度地扩大招募和治疗依从性的策略。然而,人们较少关注在研究随访中维持参与者的有效方法。本文探讨了与随访率低有关的因素,以及促进研究承诺和解决不坚持问题的策略。文章特别关注酗酒和药物依赖人群,这些人群是众所周知的坚持率较低的群体。该研究由美国国立卫生研究院(NIAAA)资助,在全国范围内开展,是一项针对酒精问题的行为和药物治疗联合试验,一年的随访率很高。此外,还讨论了协调中心在促进研究坚持方面的重要作用。
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引用次数: 0
Statistical Thinking for Non-Statisticians in Drug Regulation 药品监管中非统计人员的统计思考
Pub Date : 2008-09-01 DOI: 10.1177/009286150804200513
M. DeWyngaert
One of the major fascinations of Space Technology is the interdependence of the systems involved in spacecraft design. A significant modification to the power consumption of one unit can lead to changes in radiator size, collecting area of the array, structural design and mass increments, which then affect attitude control and so on. Since the scope of such a variety of systems and fields is wide and beyond the grasp of single individuals, it is helpful to have at hand a volume such as this containing definitions, explanations and links to further investigation. Although the author has in general steered clear of any temptation to create an encyclopaedia, there is the inclusion of descriptions of some relevant historical or significant missions which help to recall the configurations used and the diversity of earlier designs. A typical example is the Giotto mission to Halley’s comet, the entry for which contains reference to the Whipple shield concept for hypersonic impact defence—a thread which leads through to the selective protection design strategy for the International Space Station. It is difficult to review a dictionary since there is no real theme or plot to comment upon; one can only select subjects of particular personal experience and examine them for accuracy. I was able to draw upon my own background to assess a number of programme entries and found them to be of high quality and accuracy. There is an interesting mix of scientific background and technology where the subjects become complementary. I was particularly struck by the impressive, but succinct, explanation of the libration or LaGrange points of gravitational balance. This was used as a solar orbit location for the SOHO research spacecraft, which needed to observe the sun for long periods uninterrupted by eclipsing the Earth. In reading the entry I was surprised to be led further to discover that the Trojan asteroids occupy the libration points for Jupiter, orbiting the sun in tandem ahead and trailing the giant planet. In fact, although the title implies technology there are a considerable number of entries concerning space science, including magnetospheric physics, astronomy, solar physics, planetary exploration and earth observation. All of these are dealt with in easily understood terms and for the most part are related to actual missions, giving an insight into objectives and results. Other terms caught the attention; adaptations of physical principles lead to synthetic aperture radar—a means of scanning a subject with a single pass but building up a much larger picture. Another is very long baseline interferometry (VLBI) using widely separated locations to view the same stellar object. This has the effect of simulating the use of a very large telescope (in radio astronomy this can be the diameter of the Earth!). Coverage with more general topics includes a balanced coverage of US and other launcher programmes. This extends to rocket engine types and principles includin
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引用次数: 0
期刊
Drug Information Journal
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