使用潜在类轨迹方法识别2型持续性脊柱疼痛综合征患者的健康轨迹

IF 3.5 2区 医学 Q1 ANESTHESIOLOGY
Amine Ounajim, Maxime Billot, Etienne Babin, Lisa Goudman, Maarten Moens, Manuel Roulaud, Bertille Lorgeoux, Sandrine Baron, Kevin Nivole, Mathilde Many, Lucie Lampert, Sarah Borel, Romain David, Philippe Rigoard
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引用次数: 0

摘要

背景:2型持续性脊柱疼痛综合征(PSPS-T2)是一种脊柱手术后持续疼痛的长期疾病。虽然这种情况具有长期影响,但目前的研究是在给定的时间点或有限的时间内进行的,并不能反映疼痛患者的真实影响。为了弥补这一差距,我们使用潜在类别轨迹模型来提取具有不同PSPS-T2患者轨迹的聚类。材料和方法:使用来自PREDIBACK研究的数据,这是一项前瞻性的观察性、多中心、纵向调查。这项研究的重点是PSPS-T2患者,在一年的时间里,每隔3个月跟踪他们的结果。使用一种新的多维临床反应指数(MCRI)评估健康状况。采用混合效应模型提取患者健康状态的轨迹。结果:纳入200例PSPS-T2患者。确定了两类,包括“持续低健康”轨迹(63.1%)和“改善健康”轨迹(36.9%)。对于与这些轨迹相关的因素,我们的研究结果表明,较低的年龄、较低的体重指数、较低的疼痛强度、较低的功能残疾、较低的焦虑和较短的延伸痛面与健康状况的改善有关。结论:聚类方法为识别PSPS-T2患者疼痛相关健康轨迹的两个不同聚类提供了机会。在PSPS-T2研究中,三分之一的患者(属于疼痛相关健康改善组)没有观察到症状的持续存在,而另外三分之二的患者在1年的随访中没有实现健康改善。意义声明:我们的研究结果表明,使用基于轨迹的方法可以改善患者评估和疼痛管理,因为与传统方法相比,它可以获得患者在其护理路径中的全局视图,而传统方法只关注特定的访问。我们的研究还提倡对疼痛进行多维评估和管理,不仅针对疼痛强度,还针对脊柱手术后疼痛早期的心理困扰、功能能力和疼痛表面。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Identification of health trajectories of patients with persistent spinal pain syndrome type 2 using latent class trajectory methods

Background

Persistent spinal pain syndrome Type 2 (PSPS-T2) is a long-lasting condition that consists of persistent pain following spinal surgery. Although this condition has long-term effects, it is currently studied at a given time point or over a limited period of time, which does not reflect the true impact of pain patients. To bridge this gap, we used latent class trajectory models to extract clusters with different trajectories of patients with PSPS-T2.

Materials and Methods

Data from the PREDIBACK study, an observational, multicentric, and longitudinal investigation carried out prospectively, were used. This study focuses on patients with PSPS-T2, tracking their outcomes at 3-month intervals over a one-year period. Health status was evaluated using a novel multidimensional clinical response index (MCRI). The trajectories of patients' health status were extracted using mixture of mixed effect models.

Results

Two hundred (200) PSPS-T2 patients were included. Two clusters were identified, including ‘persistent low health’ trajectories (63.1%) and ‘improving health’ trajectories (36.9%). Regarding the factors associated with these trajectories, our results showed that lower age, lower body mass index, lower pain intensity, lower functional disability, lower anxiety and less extended pain surface were associated with improving health status.

Conclusion

Clustering methods provide an opportunity to identify two distinct clusters of pain-related health trajectories of PSPS-T2 patients. Persistence of the symptoms was not observed in one third of the PSPS-T2 study patients, who belong to the improving pain-related health cluster, while the other two thirds did not achieve improved health over a 1-year follow-up.

Significance Statement

Our study findings suggest that the use of trajectory-based methods could improve patient evaluation and pain management as it allows for obtaining a global view of patients during their care pathway compared to conventional methods, which only focus on specific visits. Our study also advocates for multidimensional assessment and management of pain by targeting not only pain intensity but also the psychological distress, functional capacity and pain surface at an early stage of pain onset after spine surgery.

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来源期刊
European Journal of Pain
European Journal of Pain 医学-临床神经学
CiteScore
7.50
自引率
5.60%
发文量
163
审稿时长
4-8 weeks
期刊介绍: European Journal of Pain (EJP) publishes clinical and basic science research papers relevant to all aspects of pain and its management, including specialties such as anaesthesia, dentistry, neurology and neurosurgery, orthopaedics, palliative care, pharmacology, physiology, psychiatry, psychology and rehabilitation; socio-economic aspects of pain are also covered. Regular sections in the journal are as follows: • Editorials and Commentaries • Position Papers and Guidelines • Reviews • Original Articles • Letters • Bookshelf The journal particularly welcomes clinical trials, which are published on an occasional basis. Research articles are published under the following subject headings: • Neurobiology • Neurology • Experimental Pharmacology • Clinical Pharmacology • Psychology • Behavioural Therapy • Epidemiology • Cancer Pain • Acute Pain • Clinical Trials.
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