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Latent class piecewise linear trajectory modeling for short-term cognition responses after chemotherapy for breast cancer patients

机译:潜在类分段线性轨迹模型用于乳腺癌患者化疗后的短期认知反应

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摘要

This paper investigates the impact of chemotherapy on cognitive function of breast cancer patients and whether this response is homogeneous for all patients. Latent class piecewise linear trajectory (growth) models were employed to describe changes and identify subgroups in three Auditory Verbal Learning Test measures (learning, immediate retention and delayed recall) in 130 breast cancer patients taken at three time periods: before chemotherapy and 1 and 6 months post-chemotherapy. Two distinct subgroups of women exhibiting different patterns of response were identified for learning and delayed recall and three for immediate retention. The groups differed in level (intercept) at 1 month post-chemotherapy and patterns of decline and recovery. Binomial and multinomial logistic regressions on the latent classes found that age, initial National Adult Reading Test (NART)-predicted IQ, stage of cancer and the initial Functional Assessment of Cancer Therapy-Breast subscale (or subsets thereof) to be significant predictors of classes.
机译:本文研究化学疗法对乳腺癌患者认知功能的影响,以及该反应是否对所有患者均一。潜在的分段分段线性轨迹(增长)模型用于描述变化和确定在三个时间段(在化疗之前以及分别在1和6时)对130名乳腺癌患者进行的三种听觉语言学习测验方法(学习,立即保留和延迟回忆)中的亚组。化疗后的几个月。确定了表现出不同反应模式的两个不同的女性亚组用于学习和延迟回忆,三个用于立即保留。两组在化疗后1个月的水平(截距)以及下降和恢复的模式方面有所不同。潜在类别的二项式和多项式逻辑回归分析发现,年龄,最初的国家成人阅读测试(NART)预测的智商,癌症的阶段以及癌症治疗的初步功能评估-乳腺癌子量表(或其子集)是该类别的重要预测因子。

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  • 来源
    《Journal of applied statistics》 |2010年第6期|P.725-738|共14页
  • 作者单位

    School of Mathematical Sciences, Queensland University of Technology, GPO Box 2434, Brisbane, QLD 4001, Australia Division of Research, Southern Cross University, Lismore, NSW, Australia;

    rnSchool of Mathematical Sciences, Queensland University of Technology, GPO Box 2434, Brisbane, QLD 4001, Australia;

    rnTranslational Research Laboratory, Queensland Institute of Medical Research, Brisbane, QLD, Australia;

    rnDepartment of Psychology, University of Queensland, Brisbane, QLD, Australia Wesley Research Institute, The Wesley Hospital, Brisbane, QLD, Australia;

    rnDepartment of Psychology, University of Queensland, Brisbane, QLD, Australia Wesley Research Institute, The Wesley Hospital, Brisbane, QLD, Australia;

    rnSchool of Mathematical Sciences, Queensland University of Technology, GPO Box 2434, Brisbane, QLD 4001, AustraliaTrinity College Dublin, Dublin 2, Ireland;

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  • 原文格式 PDF
  • 正文语种 eng
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  • 关键词

    latent class; piecewise linear; trajectory; cognition; breast cancer; chemotherapy; growth models; mixtures;

    机译:潜类分段线性弹道;认识;乳腺癌;化学疗法增长模型;混合物;

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