Relationship between Pretreatment Serum Albumin Levels with the Risk of Malignant Pleural Mesothelioma

S. Mukherjee
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Abstract

Background: Malignant Pleural Mesothelioma (MPM) is a very rare and aggressive form of cancer. Recently it was found that pretreatment Serum Albumin (SA), the main circulating protein in blood is a significant prognostic factor for MPM patients. The objective of this present article is to show the relationship between pretreatment Serum albumin (SA) levels with the risk of MPM. Methods: Generalized additive model (GAM), an advanced regression analysis method has been introduced here to find this mathematical relationship between the response variable (SA) and the cofactors. Results: The main determinates of SA are identified - asbestos exposure, hemoglobin, disease diagnosis status (patients having MPM) are the factors having significant association with SA, whereas duration of asbestos exposure, duration of disease symptoms, total protein (TP), Pleural lactic dehydrogenise (PLD), pleural protein (PP), pleural glucose (PG) and C-reactive protein (CRP) are the significant continuous variables for SA. The non-parametric estimation part of this model shows Lactate dehydrogenase (LDH) and Glucose level are the significant smoothing terms. Additionally it is also found that, second and third order interactions between cofactors are highly significant for SA. Conclusions: The findings of this present work can conclude that - serum albumin may play the role of a very significant prognostic factor for MPM disease and it has been established here through mathematical modeling. Few of the findings are already been exist in MPM research literature whereas some of the findings are completely new in the literature.
预处理血清白蛋白水平与恶性胸膜间皮瘤发病风险的关系
背景:恶性胸膜间皮瘤(MPM)是一种非常罕见和侵袭性的癌症。最近发现,预处理血液中主要循环蛋白血清白蛋白(SA)是MPM患者的一个重要预后因素。本文的目的是显示预处理血清白蛋白(SA)水平与MPM风险之间的关系。方法:引入了一种先进的回归分析方法——广义加性模型(GAM),来寻找反应变量(SA)与辅因子之间的数学关系。结果:确定了SA的主要测定因素——石棉暴露、血红蛋白、疾病诊断状况(MPM患者)是与SA显著相关的因素,而石棉暴露时间、疾病症状持续时间、总蛋白(TP)、胸膜乳酸脱氢酶(PLD)、胸膜蛋白(PP),胸膜葡萄糖(PG)和C反应蛋白(CRP)是SA的重要连续变量。该模型的非参数估计部分表明乳酸脱氢酶(LDH)和葡萄糖水平是重要的平滑项。此外,还发现辅因子之间的二阶和三阶相互作用对SA具有高度显著性。结论:本研究的结果可以得出结论,血清白蛋白可能在MPM疾病的预后中起着非常重要的作用,这是通过数学模型建立的。MPM研究文献中很少有发现,而一些发现在文献中是全新的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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