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1.
In clinical and epidemiological studies, there is a growing interest in studying the heterogeneity among patients based on longitudinal characteristics to identify subtypes of the study population. Compared to clustering a single longitudinal marker, simultaneously clustering multiple longitudinal markers allow additional information to be incorporated into the clustering process, which reveals co-existing longitudinal patterns and generates deeper biological insight. In the current study, we propose a Bayesian consensus clustering (BCC) model for multivariate longitudinal data. Instead of arriving at a single overall clustering, the proposed model allows each marker to follow marker-specific local clustering and these local clusterings are aggregated to find a global (consensus) clustering. To estimate the posterior distribution of model parameters, a Gibbs sampling algorithm is proposed. We apply our proposed model to the primary biliary cirrhosis study to identify patient subtypes that may be associated with their prognosis. We also perform simulation studies to compare the clustering performance between the proposed model and existing models under several scenarios. The results demonstrate that the proposed BCC model serves as a useful tool for clustering multivariate longitudinal data. 相似文献
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Questionnaire data may contain missing values because certain questions do not apply to all respondents. For instance, questions addressing particular attributes of a symptom, such as frequency, triggers or seasonality, are only applicable to those who have experienced the symptom, while for those who have not, responses to these items will be missing. This missing information does not fall into the category ‘missing by design’, rather the features of interest do not exist and cannot be measured regardless of survey design. Analysis of responses to such conditional items is therefore typically restricted to the subpopulation in which they apply. This article is concerned with joint multivariate modelling of responses to both unconditional and conditional items without restricting the analysis to this subpopulation. Such an approach is of interest when the distributions of both types of responses are thought to be determined by common parameters affecting the whole population. By integrating the conditional item structure into the model, inference can be based both on unconditional data from the entire population and on conditional data from subjects for whom they exist. This approach opens new possibilities for multivariate analysis of such data. We apply this approach to latent class modelling and provide an example using data on respiratory symptoms (wheeze and cough) in children. Conditional data structures such as that considered here are common in medical research settings and, although our focus is on latent class models, the approach can be applied to other multivariate models. Copyright © 2009 John Wiley & Sons, Ltd. 相似文献
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CHRISTIANE MENDRE VERONIQUE SARRADE BERNARD CALAS 《Chemical biology & drug design》1992,39(3):278-284
The continuous flow syntheses of endothelin 1, proendothelin 2. ATP binding site of the CDC2 kinase 3, and fragment 18-30 of an actin 4, have been performed by using a polyacrylamide gel resin Expansin? (about 0.6 mmol NH2/g) with the glycolamidic ester handle as labile anchorage. In addition, we report here a method of air oxidation which reduces the formation of side-products related to the formation of intermolecular disulfide bridges. 相似文献
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Yu-Te Wu Yen-Chun Chou Wan-Yuo Guo Tzu-Chen Yeh Jen-Chuen Hsieh 《Magnetic resonance in medicine》2007,57(1):181-191
The ability to cluster different perfusion compartments in the brain is critical for analyzing brain perfusion. This study presents a method based on a mixture of multivariate Gaussians (MoMG) and the expectation-maximization (EM) algorithm to dissect various perfusion compartments from dynamic susceptibility contrast (DSC) MR images so that each compartment comprises pixels of similar signal-time curves. This EM-based method provides an objective way to 1) delineate an area to serve as the in-plane arterial input function (AIF) of the feeding artery for adjacent tissues to better quantify the relative cerebral blood volume (rCBV), relative cerebral blood flow (rCBF), and mean transit time (MTT); 2) demarcate regions with abnormal perfusion derangement to facilitate diagnosis; and 3) obtain parametric maps with supplementary information, such as temporal scenarios and recirculation of contrast agent. Results from normal subjects show that perfusion cascade manifests (in order of appearance) the arteries, gray matter (GM), white matter (WM), veins and sinuses, and choroid plexus mixed with cerebrospinal fluid (CSF). The averaged rCBV, rCBF, and MTT ratios between GM and WM are in good agreement with those in the literature. Results from a patient with cerebral arteriovenous malformation (CAVM) showed distinct spatiotemporal characteristics between perfusion patterns, which allowed differentiation between pathological and nonpathological areas. 相似文献
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人参银杏合剂对模拟海拔8000米低氧大鼠的保护作用研究 总被引:1,自引:0,他引:1
目的 :研究人参银杏合剂对模拟海拔 80 0 0米低氧大鼠脑组织及血液内丙二酰二甲醛 (MDA)、乳酸含量的影响 ,并探讨其机理。方法 :用成年 SD大白鼠随机分为常氧对照组 (NC组 ) ,急性低氧组 (AH组 ) ,人参银杏合剂加低氧组 (GH组 ) ;分别测定各组的脑含水量、脑组织和血液 MDA和乳酸的含量。结果 :(1)与 NC组相比 ,AH组的脑含水量明显增高 (P<0 .0 1) ,GH组脑含水量较 AH组显著降低 (P<0 .0 5 )。(2 ) AH组脑组织匀浆和血液 MDA含量明显高于 NC组 (P<0 .0 1) ,GH组的 MDA含量较 AH组显著降低 (P<0 .0 1)。 (3) AH组脑组织匀浆和血液乳酸含量明显高于 NC组 (P<0 .0 1) ,GH组的乳酸含量较 AH组显著降低 (P<0 .0 1)。结论 :人参银杏合剂对高原缺氧脑损伤具有保护作用 ,其机理与其抗氧自由基、与膜脂质过氧化作用、改善细胞能量代谢有关。 相似文献
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平喘合剂治疗小儿哮喘发作期的临床研究 总被引:2,自引:0,他引:2
马婷 《山东中医药大学学报》2004,28(2):121-125
认为哮喘是外因作用于内因的结果 ,痰瘀伏肺为其宿根 ,外邪引触伏痰、痰瘀胶结、阻塞气道、痰阻气逆为其病机 ,寒热夹杂为其病性。具有宣肺化痰、降气平喘、清热活血功效的中药平喘合剂可明显改善哮喘发作期患儿的肺通气功能 ,明显降低患儿血浆中sICAM 1、IgE水平 ,与对照组比较有显著性差异 (P <0 .0 1,P <0 .0 5 ) ,推测其作用机制可能与减轻气道阻塞、调节免疫反应及抑制气道炎症等多个环节有关 相似文献
9.
几种中草药复配杀虫剂的急性毒性实验研究 总被引:1,自引:1,他引:0
为有效开发植物杀虫剂资源及今后的推广应用提供科学依据。用两种粉剂和两种醇剂的杀虫应用浓度给小白鼠灌,而家兔则行皮肤刺激试验。结果显示,除醒剂Y-13经口有中毒情况发生外,其它3种制剂均无中毒现象,醇剂Y-13的家兔皮肤也无刺激反应发生。作者认为:4种制剂在有杀虫效果的前提下,杀虫应用浓度对人和动物都较安全。有开发和推广应用价值。 相似文献
10.
Twin studies provide estimates of genetic and environmental contributions to cognitive ability differences, but could be based
on biased samples. Here we report whole-population estimates using twins from unique mental surveys in Scotland. The Scottish
Mental Surveys of 1st June 1932 (SMS1932) and 4th June 1947 (SMS1947), respectively, administered the same validated verbal
reasoning test to almost everyone born in 1921 or 1936 and attending school in Scotland. There were 572 twin pairs from the
SMS1932, and 517 pairs from the SMS1947. Information on zygosity was unavailable. A novel application of a mixture distribution
was used to estimate genetic and environmental components of verbal reasoning variation by maximum likelihood. We found consistent
heritability (~0.70) and shared environment (~0.21) estimates. The estimates did not change substantially when additional
quantitative traits (height and weight) were added in a multivariate analysis. More generally for studies in genetics, the
methodological innovation developed here implies that large (national) data collections can provide sufficient information
on twin pairs to estimate genetic parameters, even without zygosity. 相似文献