Bayesian consensus clustering for multivariate longitudinal data

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.     

肠炎清合剂治疗慢性复发型溃疡性结肠炎大肠湿热证的临床观察

目的:观察肠炎清合剂对慢性复发型溃疡性结肠炎(UC)大肠湿热证患者诱导缓解效果及维持治疗对复发的影响,并从神经-内分泌-免疫炎症网络方面探讨了其作用机制。方法:将112例符合要求的患者随机分成对照组55例和观察组57例。对照组内服美沙拉嗪肠溶片,1.0 g/次,4次/d;Mayo评分系统≥7分者,加服醋酸泼尼松片,0.75 mg·kg^-1·d^-1;加用双歧杆菌活菌散剂,1包/次,2次/d,餐后温水冲服。观察组在对照组治疗的基础上服用肠炎清合剂,1包/次,分早晚2次服用。两组疗程均为连续治疗6周,再每周门诊复诊1次。进入缓解期后,两组患者均给予美沙拉嗪肠溶片,0.5 g/次,3次/d,维持治疗;观察组仍内服肠炎清合剂内服,至大肠湿热证评分减少≥90%以上。记录进入6周内缓解期的人数和缓解时间;进行治疗前后结肠镜检查,并进行Geboes指数和Baron法评价;进行治疗前后大肠湿热证评分和Mayo评分;检测治疗前后外周血白细胞介素-6(IL-6),IL-8,IL^-10,IL^-17,血管活性肠肽(VIP),胃动素(MTL)和神经肽Y(NPY);随访24周,记录复发情况。结果:经6周治疗后,观察组临床有效率为100%,黏膜愈合率为96.4%,均分别高于对照组的89.09%和81.82%(P<0.05),两组患者内镜应答率均为100%;经6周治疗后,观察组临床缓解率为91.23%,高于对照组的76.36%(χ2=4.581,P<0.05),观察组平均缓解时间短于对照组(P<0.01);治疗后观察组结肠黏膜评分,Geboes指数、大肠湿热证评分和Mayo评分均低于对照组(P<0.01);观察组患者外周血IL-6,IL-8和IL^-17水平均低于对照组(P<0.01),IL^-10水平高于对照组(P<0.01);观察组患者外周血VIP,MTL水平均低对照组(P<0.01),NPY水平高于对照组(P<0.01);观察组复发率为17.54%,低于对照组的38.18%(χ2=5.955,P<0.05);观察组平均复发时间长于对照组(P<0.01)。结论:在常规西医治疗的基础上,肠炎清合剂用于慢性复发型UC大肠湿热证的治疗,可诱导病情缓解,缩短病程,并能降低复发率,推迟复发时间,并对神经-内分泌-免疫炎症网络具有调节作用,从而可改善病情。     

百鹰汤治疗慢性乙型肝炎43例

目的：观察以“温阳益气、化湿清热”为法拟方的百鹰汤治疗慢性乙型肝炎的临床疗效。方法：43例慢性乙型肝炎采用百鹰汤治疗作为治疗组，另设30例随机对照组以五酯胶囊治疗。结果：治疗组患临床症状改善明显，其降酶疗效和HBeAg与HBV－DNA阴转率明显优于对照组（P＜0．05）。结论：百鹰汤能改善慢性乙型肝炎患临床症状，具有抗病毒及改善肝功能的作用。     

Multivariate modelling of responses to conditional items: New possibilities for latent class analysis

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.     

Seasonal variation in the content of a febrifugine and isofebrifugine alkaloid mixture in aerial parts of <Emphasis Type="Italic">Hydrangea macrophylla</Emphasis> var. <Emphasis Type="Italic">Otaksa</Emphasis>, with special reference to its antimalarial activity

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.     

Studies on the optimal conditions for inactivation of Bordetella pertussis organisms with glutaraldehyde for preparation of a safe and potent pertussis vaccine

The optimal conditions for inactivation of Bordetella pertussis organisms with glutaraldehyde for the production of a safe and potent whole cell pertussis vaccine were investigated. Two bacterial harvests from B. pertussis strain 10536 were treated with glutaraldehyde, each with 0.025, 0.05 and 0.1% concentrations of glutaraldehyde for 10, 60 and 120 min. The nine types of glutaraldehyde-inactivated pertussis vaccine (GIPV) and conventional heat-inactivated pertussis vaccine (HIPV) preparations made from two bacterial harvests were comparatively evaluated for the mouse weight gain test (MWGT), potency, and the histamine-sensitization (HS) and leucocytosis-promoting-factor (LPF) tests. The minimum period for killing the B. pertussis organisms with glutaraldehyde was>10 min for 0.025%, 10 min for 0.05% and 5 min for 0.1% concentration. The average loss in opacity varied from 5 to 10% for GIPV preparations and was 14% for HIPV preparations. The GIPV preparations except those inactivated with 0.025% glutaraldehyde for 10 min (GIPV-A) were much less toxic than the HIPV preparations in the MWGT. The GIPV-A preparations did not pass the MWGT. The GIPV preparations were also much less toxic in HS and LPF tests than the HIPV preparation. The potency of GIPV preparations inactivated with 0.05% glutaraldehyde for 10 min (GIPV-D) was similar to that of HIPV preparations. The prolonged treatments with glutaraldehyde reduced the potency. The GIPV-D preparation with good potency and less toxicity was found to be inactivated with glutaraldehyde under optimal conditions. All the preparations were innocuous in the abnormal toxicity test.     

5种真空采血促凝管在生化检验中的应用及评价

目的 评价五种真空采血促凝管对常规生化检测项目的影响。方法 采集健康体检者及自愿者血液标本100例,选用5个不同厂家生产的真空采血促凝管,与美国BD公司生产的无添加剂的血清管进行采血质量和生化检测对比评价。结果 5个厂家生产的真空采血促凝管与BD公司生产的无添加剂血清管在多数生化检验项目上无明显差异(P>O.05),但有3个国内厂家生产的真空采血促凝管在标本采集质量、分离效果上存在明显不足,且在血清K、LDH、HBD、CK、CHOL、TG、HDL-c、LDL-c、APOA、APOB等检测上与对照组间存在着显著差异(P<0.05且r相似文献   

地黄合剂降血糖作用的实验性研究

本文通过用四氧嘧啶复制小白鼠糖尿病模型,以血清中血糖及胰岛素水平为指标,研究了地黄合剂对高糖动物的降血糖作用。结果表明,注射四氧嘧啶前小白鼠血糖为173.47±5.23mg/100ml注射后血糖升高至419.78±22.70mg/100ml(P<0.01),差异有高度显著性。实验组服用地黄合剂后,血糖值从410.25±2739mg/100ml下降至313.51±29.39mg/100ml(P<0.05)差异有显著性。因而认为地黄合剂对于四氧嘧啶性糖尿病有显著的降血糖作用。     

温经化瘀合剂临床疗效观察与研究

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.     

Continuous flow synthesis of peptides using a polyacrylamide gel resin (Expansin™)

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.