研究通过瓣膜修复或瓣膜置换术治疗三尖瓣反流患者的疗效:应用人工智能方法解读长期生存模式。

IF 1.9 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Reviews in cardiovascular medicine Pub Date : 2024-06-20 eCollection Date: 2024-06-01 DOI:10.31083/j.rcm2506223
Andrea Messori, Sabrina Trippoli, Maria Rita Romeo, Valeria Fadda, Melania Rivano, Lorenzo Di Spazio
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引用次数: 0

摘要

背景:从已发表的 Kaplan-Meier 生存曲线重建单个患者数据是一种新技术(通常称为 IPDfromKM 法),用于在有多项试验可用且终点为长期死亡率的情况下研究疗效。对于三尖瓣反流患者,瓣膜修复术和瓣膜置换术都被认为可以改善预后;已有 6 项对照临床试验(CT)对上述两种治疗方案进行了比较。我们分析的目的是通过应用 IPDfromKM 方法研究这六项试验:在本报告中,我们应用 IPDfromKM 方法对这 6 项 CT 进行了汇总分析,以研究瓣膜修复术与瓣膜置换术的有效性,并从这些临床材料中评估研究间的异质性。在重建这 6 项试验中的患者个体数据后,将接受瓣膜修复治疗的患者集中在一起,并生成了他们的 Kaplan-Meier 曲线。同样,将接受瓣膜置换术的患者集中在一起,生成他们的 Kaplan-Meier 曲线。最后,通过标准生存统计对这两条曲线进行比较。结果:这 6 次 CT 共纳入了 552 名患者;在每一次 CT 中,接受瓣膜修复治疗的患者组与接受瓣膜置换治疗的患者组进行了比较。统计结果显示,与瓣膜置换术相比,瓣膜修复术的生存率明显更高(HR,0.6098;95% 置信区间(CI),0.445 至 0.835;P = 0.002)。在接受置换术的6个患者组中,异质性显著,但在接受瓣膜修复术的患者组中,异质性不显著。在瓣膜置换术中,纽约心脏协会(NYHA)III级或IV级患者是主要的不良预后因素:我们的分析证实了IPDfromKM方法在多项试验间接对比分析中的方法学优势。这些优势包括:对删减患者进行适当分析、对异质性进行原始评估、以图表形式展示结果,其中单个患者仍发挥着重要作用。
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Studying the Outcomes in Patients with Tricuspid Regurgitation Treated with Valve Repair or Valve Replacement: Interpreting the Survival Pattern on The Long Term by Application of Artificial Intelligence Methods.

Background: The reconstruction of individual patient data from published Kaplan-Meier survival curves is a new technique (often denoted as the IPDfromKM method) for studying efficacy in cases where multiple trials are available, and the endpoint is long-term mortality. In patients with tricuspid regurgitation, both valve repair and valve replacement have been proposed to improve prognosis; 6 controlled clinical trials (CTs) have been conducted to compare the two therapeutic options mentioned above. The objective of our analysis was to study these six trials through the application of the IPDfromKM method.

Methods: In the present report, we applied the IPDfromKM method to carry out a pooled analysis of these 6 CTs to investigate the effectiveness of valve repair vs valve replacement and to assess the between-study heterogeneity from this clinical material. After reconstructing individual patient data from these 6 trials, patients treated with valve repair were pooled together and their Kaplan-Meier curve was generated. Likewise, patients treated with valve replacement were pooled together and their Kaplan-Meier curve was generated. Finally, these two curves were compared by standard survival statistics. The hazard ratio (HR) was determined; death from any cause was the endpoint.

Results: These 6 CTs included a total of 552 patients; in each of these CTs, the patient group treated with valve repair was compared with another group treated with valve replacement. Our statistical results showed a significantly better survival for valve repair compared with valve replacement (HR, 0.6098; 95% confidence intervals (CI), 0.445 to 0.835; p = 0.002). Heterogeneity was found to be significant in the 6 patient arms undergoing replacement, but not in those undergoing valve repair. In valve replacement, the classification of patients in class III or IV of New York Heart Association (NYHA) was the main negative prognostic factor.

Conclusions: Our analysis confirmed the methodological advantages of the IPDfromKM method in the indirect comparative analysis of multiple trials. These advantages include appropriate analysis of censored patients, original assessment of heterogeneity, and graphical presentation of the results, wherein individual patients retain an important role.

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来源期刊
Reviews in cardiovascular medicine
Reviews in cardiovascular medicine 医学-心血管系统
CiteScore
2.70
自引率
3.70%
发文量
377
审稿时长
1 months
期刊介绍: RCM is an international, peer-reviewed, open access journal. RCM publishes research articles, review papers and short communications on cardiovascular medicine as well as research on cardiovascular disease. We aim to provide a forum for publishing papers which explore the pathogenesis and promote the progression of cardiac and vascular diseases. We also seek to establish an interdisciplinary platform, focusing on translational issues, to facilitate the advancement of research, clinical treatment and diagnostic procedures. Heart surgery, cardiovascular imaging, risk factors and various clinical cardiac & vascular research will be considered.
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