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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
2.
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
3.
Akira Ishih Toshio Miyase Tohru Suzuki Francis W. Muregi Mamoru Terada 《Journal of natural medicines》2007,61(2):213-216
Febrifugine and isofebrifugine alkaloid mixtures extracted from the leaves and buds of Hydrangea macrophylla var. Otaksa, collected during different months, in Japan, were quantified using high-performance liquid chromatography. Leaves collected
during the flowering season, namely from June to August, contained 0.16–0.31 mg/g of the alkaloid mixture, whereas those collected
from September to December had less than 0.03 mg/g of the mixture. However, extracts of buds harvested from October to February
contained a consistently larger amount (more than 0.49 mg/g) of the alkaloids. Hot-water extracts from the leaves and buds
collected during different seasons were evaluated for antimalarial activity against Plasmodium yoelii 17XL in mice. The extract of leaves collected in August demonstrated high antimalarial activity, and all mice that received
the extract survived the infection. In contrast, the extract of leaves collected in December showed little activity. The extract
of buds collected in December cleared parasites, but with subsequent mortality to mouse. The present results show that the
amount of antimalarial agent—febrifugine and isofebrifugine mixture—in H. macrophylla var. Otaksa is both part- and season-dependent, suggesting that the choice of plant parts and their harvesting season are important factors
worth considering in the pharmacological use of medicinal plants. 相似文献
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5.
温经化瘀合剂临床疗效观察与研究 总被引:1,自引:0,他引:1
张华山 《浙江中医药大学学报》2004,28(1):27-30
目的:验证"温经化瘀舍剂"对妇女寒凝血瘀型痛经的治疗效果;方法:将符合中医诊断标准寒凝血瘀型痛经患者,随机分为2组,分别给予"温经化瘀合剂"和"痛经宁冲剂"进行治疗;结果:治疗组总有效率达95%,对照组总有效率80.5%,治疗组优于对照组,治疗组痊愈率48.3%,对照组痊愈率14.6%,治疗组明显优于对照组.实验动物无明显急性毒性反应,能减轻二甲苯引起的小鼠耳肿胀度,减少缩宫素所致大鼠扭体反应次数,和前列腺素E1所致小鼠扭体反应次数,对大鼠离体子宫有双向调节作用,证明"温经化瘀舍剂"具有镇痛、抗炎作用. 相似文献
6.
目的:研究复方保元煎对绝经后冠心病(CHD)患者脂代谢、血流变的影响。方法:观察180例患者,随机分为治疗组102例,对照组78例。治疗组采用中药复方保元煎治疗,对照组采用维尼安治疗,分别于治疗前后测定脂代谢、血流变指标。结果:治疗后两组脂代谢、血流变指标均有不同程度的改变。治疗组在降低总胆固醇(TC)、甘油三酯(TG),低密度脂蛋白(LDL-C)、载脂蛋白B(apoB)、血流变指标优于对照组(P<0.05或P<0.01)。结论:复方保元煎能改变血脂代谢、调节血黏度,对预防和逆转绝经后的CHD的发生和发展有积极的治疗作用。 相似文献
7.
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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9.
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
10.
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