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研究胃管和无创通气对肌萎缩侧索硬化症患者功能衰退和生存影响的先进统计方法。

Advanced statistical methods to study the effects of gastric tube and non-invasive ventilation on functional decline and survival in amyotrophic lateral sclerosis.

作者信息

Atassi Nazem, Cudkowicz Merit E, Schoenfeld David A

机构信息

Massachusetts General Hospital, Harvard Medical School, USA.

出版信息

Amyotroph Lateral Scler. 2011 Jul;12(4):272-7. doi: 10.3109/17482968.2011.577786. Epub 2011 May 9.

Abstract

A few studies suggest that non-invasive ventilation (1) and gastric tube (G-tube) may have a positive impact on survival but the effect on functional decline is unclear. Confounding by indication may have produced biased estimates of the benefit seen in some of these retrospective studies. The objective of this study was to evaluate the effects of G-tube and NIV on survival and functional decline using advanced statistical models that adjust for confounding by indications. A database of 331 subjects enrolled in previous clinical trials in ALS was available for analysis. Marginal structural models (MSM) were used to compare the mortality hazards and ALSFRS-R slopes between treatment and non-treatment groups, after adjusting for confounding by indication. Results showed that the placement of a G-tube was associated with an additional 1.42 units/month decline in the ALSFRS-R slope (p < 0.0001) and increased mortality hazard of 0.28 (p = 0.02). The use of NIV had no significant effect on ALSFRS-R decline or mortality. In conclusion, marginal structural models can be used to adjust for confounding by indication in retrospective ALS studies. G-tube placement could be followed by a faster rate of functional decline and increased mortality. Our results may suffer from some of the limitations of retrospective analyses.

摘要

一些研究表明,无创通气(1)和胃管(G管)可能对生存率有积极影响,但对功能衰退的影响尚不清楚。指征性混杂可能导致了这些回顾性研究中部分所观察到的益处的估计存在偏差。本研究的目的是使用能够校正指征性混杂的先进统计模型,评估胃管和无创通气对生存率和功能衰退的影响。有一个包含331名曾参与肌萎缩侧索硬化症(ALS)临床试验受试者的数据库可供分析。在校正指征性混杂后,使用边际结构模型(MSM)比较治疗组和非治疗组之间的死亡风险及ALS功能评分量表修订版(ALSFRS-R)斜率。结果显示,放置胃管与ALSFRS-R斜率每月额外下降1.42个单位相关(p < 0.0001),且死亡风险增加0.28(p = 0.02)。使用无创通气对ALSFRS-R下降或死亡率无显著影响。总之,边际结构模型可用于校正回顾性ALS研究中的指征性混杂。放置胃管后可能会出现功能衰退加快和死亡率增加的情况。我们的结果可能存在一些回顾性分析的局限性。

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