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开发多发性骨髓瘤初始概念模型以支持临床和卫生经济学决策制定。

Development of an Initial Conceptual Model of Multiple Myeloma to Support Clinical and Health Economics Decision Making.

作者信息

Gonzalez-McQuire Sebastian, Dimopoulos Meletios-Athanassios, Weisel Katja, Bouwmeester Walter, Hájek Roman, Campioni Marco, Bennison Craig, Xu Weiwei, Pantiri Krystallia, Hensen Marja, Terpos Evangelos, Knop Stefan

机构信息

Amgen (Europe) GmbH, Rotkreuz Switzerland.

National and Kapodistrian University of Athens School of Medicine, Athens, Greece.

出版信息

MDM Policy Pract. 2019 Jan 17;4(1):2381468318814253. doi: 10.1177/2381468318814253. eCollection 2019 Jan-Jun.

Abstract

We aimed to develop and validate a conceptual model of multiple myeloma (MM) that characterizes the attributes affecting disease progression and patient outcomes, and the relationships between them. Systematic and targeted literature reviews identified disease- and patient-specific attributes of MM that affect disease progression and outcomes. These attributes were validated by a Delphi panel of four international MM experts, and a physician-validated model was constructed. Real-world clinical data from the Czech Registry of Monoclonal Gammopathies (RMG) was used to confirm the relationships between attributes using pairwise correlations and multiple Cox regression analysis. The Delphi panel reached consensus that most cytogenetic abnormalities influenced disease activity, which results in symptoms and complications and affects overall survival (OS). Comorbidities and complications also affect OS. The entire panel agreed that quality of life was influenced by comorbidities, age, complications, and symptoms. Consensus was not reached in some cases, in particular, the influence of del(17p) on complications. The relationships between attributes were confirmed using pairwise analysis of real-world data from the Czech RMG; most of the correlations identified were statistically significant and the strength of the correlations changed with successive relapses. Czech RMG data were also used to confirm significant predictors of OS included in the model, such as age, Eastern Cooperative Oncology Group performance status, and extramedullary disease. This validated conceptual model can be used for economic modeling and clinical decision making. It could also inform the development of disease-based models to explore the impact of disease progression and treatment on outcomes in patients with MM.

摘要

我们旨在开发并验证一种多发性骨髓瘤(MM)的概念模型,该模型能够描述影响疾病进展和患者预后的属性及其之间的关系。通过系统且有针对性的文献综述,确定了影响MM疾病进展和预后的疾病及患者特异性属性。这些属性经由一个由四位国际MM专家组成的德尔菲小组进行验证,并构建了一个经医生验证的模型。利用来自捷克单克隆丙种球蛋白病登记处(RMG)的真实世界临床数据,通过成对相关性分析和多重Cox回归分析来确认各属性之间的关系。德尔菲小组达成共识,即大多数细胞遗传学异常会影响疾病活动,进而导致症状和并发症,并影响总生存期(OS)。合并症和并发症也会影响OS。整个小组一致认为,生活质量受合并症、年龄、并发症和症状的影响。在某些情况下未达成共识,特别是del(17p)对并发症的影响。通过对来自捷克RMG的真实世界数据进行成对分析,确认了各属性之间的关系;所确定的大多数相关性具有统计学意义,且相关性的强度会随着连续复发而变化。捷克RMG数据还用于确认模型中包含的OS的重要预测因素,如年龄、东部肿瘤协作组体能状态和髓外疾病。这种经过验证的概念模型可用于经济建模和临床决策。它还可为基于疾病的模型的开发提供信息,以探索疾病进展和治疗对MM患者预后的影响。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6457/6350154/27463e594f96/10.1177_2381468318814253-fig1.jpg

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