Review and Practical Excursus of the Propensity Score: Low Protein Diet Compared to Mediterranean Diet in Patients With Chronic Kidney Disease.

Vincenzo Calabrese, Guido Gembillo, Martina Buda, Valeria Cernaro, Elisa Longhitano, Antonello Pontoriero, Matteo Polizzi, Daniela Metro, Domenico Santoro
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Abstract

Although Randomized clinical trials (RCT) represent the gold standard to compare two or more treatments, the impact of observational studies cannot be ignored. Obviously, these latter are performed on unbalanced sample, and differences among the compared groups could be detected. These differences could have an impact on the estimated association between our allocation and our outcome. To avoid it, some methods should be applied in the analysis of observational cohort. Propensity score (PS) can be considered as a value which sums up and balances the known variables. It aims to adjust or balance the probability of receiving a specific allocation group, and could be used to match, stratify, weight, and perform a covariate adjustment. PS is calculated with a logistic regression, using allocation groups as the outcome. Thanks to PS, we compute the probability of being allocated to one group and we can match patients obtaining two balanced groups. It avoids computing analysis in unbalanced groups. We compared low protein diet (LPD) and the Mediterranean diet in CKD patients and analysed them using the PS methods. Nutritional therapy is fundamental for the prevention, progression and treatment of Chronic Kidney Disease (CKD) and its complications. An individualized, stepwise approach is essential to guarantee high adherence to nutritional patterns and to reach therapeutic goals. The best dietary regimen is still a matter of discussion. In our example, unbalanced analysis showed a significant renal function preservation in LPD, but this correlation was denied after the PS analysis. In conclusion, although unmatched analysis showed differences between the two diets, after propensity analysis no differences were detected. If RCT cannot be performed, balancing the PS score allows to balance the sample and avoids biased results.

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倾向评分的回顾与实用要点:慢性肾病患者低蛋白饮食与地中海饮食的比较。
尽管随机临床试验(RCT)是比较两种或多种治疗方法的黄金标准,但观察性研究的影响也不容忽视。显然,观察性研究是在不平衡的样本基础上进行的,因此可以发现比较组之间的差异。这些差异可能会对我们的分配与结果之间的估计关联产生影响。为了避免这种情况,在分析观察性队列时应采用一些方法。倾向评分(PS)可视为对已知变量进行汇总和平衡的数值。它旨在调整或平衡接受特定分配组的概率,可用于匹配、分层、加权和进行协变量调整。PS 采用逻辑回归计算,以分配组为结果。有了 PS,我们就能计算出被分配到一个组的概率,并对获得两个平衡组的患者进行匹配。它避免了在不平衡的组别中进行计算分析。我们比较了慢性肾脏病患者的低蛋白饮食(LPD)和地中海饮食,并使用 PS 方法进行了分析。营养疗法是预防、发展和治疗慢性肾脏病(CKD)及其并发症的基础。个性化、循序渐进的方法对于保证营养模式的高度依从性和达到治疗目标至关重要。最佳饮食方案仍有待讨论。在我们的例子中,非平衡分析显示,LPD 患者的肾功能有明显的保护作用,但在 PS 分析后,这种相关性被否定了。总之,尽管非匹配分析显示两种饮食之间存在差异,但倾向分析后并未发现差异。如果无法进行 RCT,平衡 PS 评分可以平衡样本,避免结果出现偏差。
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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来源期刊
CiteScore
0.70
自引率
0.00%
发文量
62
期刊介绍: Il Giornale Italiano di Nefrologia (GIN) è la rivista di educazione continua della Società Italiana di Nefrologia SIN ed è pubblicato bimestralmente. E" il più autorevole organo di informazione nefrologia disponibile a livello nazionale. Il giornale Italiano di Nefrologia offre la più aggiornata informazione medico-scientifica rivolta al nefrologo sotto forma di rassegne, casi clinici e articoli finalizzati all’Educazione Continua in Medicina, oltre ai notiziari ed agli atti dei congressi di questa prestigiosa Società Scientifica
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