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Lymphangiogenesis and carcinoma in the uterine cervix: Joint and hierarchical models for random cluster sizes and continuous outcomes

机译:淋巴管生成和子宫颈癌:关节和关节   随机簇大小和连续结果的分层模型

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摘要

Although the lymphatic system is clearly linked to the metastasis of mosthuman carcinomas, the mechanisms by which lymphangiogenesis occurs in responseto the presence of carcinoma remain unclear. Hierarchical models are presentedto investigate the properties of lymphatic vessel production in 2997 fieldstaken from 20 individuals with invasive carcinoma, 21 individuals with cervicalintraepithelial neoplasia and 21 controls. Such data demonstrate a high degreeof correlation within tumour samples from the same individual. Jointhierarchical models utilising shared random effects are discussed and fitted ina Bayesian framework to allow for the correlation between two key outcomemeasures: a random cluster size (the number of lymphatic vessels in a tissuesample) and a continuous outcome (vessel size). Results show that invasivecarcinoma samples are associated with increased production of smaller and moreirregularly-shaped lymphatic vessels and suggest a mechanistic link betweencarcinoma of the cervix and lymphangiogenesis.
机译:尽管淋巴系统显然与大多数人类癌症的转移有关,但尚不清楚淋巴管生成对癌症的应答所发生的机制。提出了分级模型,以研究从20例浸润性癌,21例宫颈上皮内瘤变和21例对照中提取的2997个视野中的淋巴管生成特性。这样的数据证明来自同一个体的肿瘤样品内的高度相关性。讨论了利用共享随机效应的联合等级模型,并在贝叶斯框架中进行了拟合,以允许两个关键结果度量之间的相关性:随机簇大小(组织样本中淋巴管的数量)和连续结果(血管大小)。结果表明,浸润性癌样品与较小和较不规则形状的淋巴管的产生增加有关,提示子宫颈癌与淋巴管生成之间存在机械联系。

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