CLLAF评分——一种新的风险评分,用于预测首次接受第一代和第二代BTK抑制剂治疗的CLL患者心房颤动。

IF 2.3 3区 医学 Q2 HEMATOLOGY
Tamar Tadmor, Guy Melamed, Hilel Alapi, Lior Rokach
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引用次数: 0

摘要

背景:BTKi的限制性毒性之一是房颤(AF)的发生,其发生率为3%-16%。目的:本研究旨在使用机器学习方法识别开始第一代和第二代btki的慢性淋巴细胞白血病(CLL)患者,这些患者有发生房颤的高风险。方法:CLL队列基于从以色列第二大医疗机构马卡比获得的电子病历数据。采用风险校准超稀疏线性整数模型(RiskSLIM)算法确定最优评分模型。结果:数据库中共有3964例诊断为CLL的患者。其中,208例患者在研究期间开始使用BTKi(125例使用依鲁替尼,83例使用阿卡拉布替尼),16例患者在随访期间出现房颤。除了年龄、性别和高血压等已知因素外,该算法还检测到与AF高风险相关的其他因素:所使用的BTKi类型、低eGFR、绝对单核细胞升高(> 1100/μL)、CRP升高、CK升高和B2MG升高(> 2.5 mg/L)。根据AFS,我们确定了三个主要的风险组:低(0-6)、中(7-11)和高(≥12)。高危组和中危组的中位无af生存期(AFS)分别为28个月和56个月,低危组未达到。两组间差异有统计学意义(p = 0.0013)。结论:我们的新评分在预测第一代和第二代BTKis治疗的CLL患者房颤的发展方面具有很高的一致性指数。它结合了年龄、性别、病史和与炎症状态和疾病负担相关的实验室检查,可在世界各地的临床环境中应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
CLLAF SCORE-A New Risk Score for Predicting Atrial Fibrillation in Treatment-Naive CLL Patients Initiating First- and Second-Generation BTK Inhibitor Therapy.

Background: One of the limiting toxicities of BTKi is the development of atrial fibrillation (AF), with an incidence of 3%-16%.

Aim: This study aimed to identify patients with chronic lymphocytic leukemia (CLL) starting both first- and second-generation BTKis who are at high risk of developing AF using a machine learning approach.

Methods: The CLL cohort is based on data obtained from electronic medical records from Maccabi, the second-largest healthcare organization in Israel. The optimal scoring model was determined using the Risk-calibrated Supersparse Linear Integer Model (RiskSLIM) algorithm.

Results: A total of 3964 patients with a CLL diagnosis were available in the database. Of these, 208 patients started BTKi during the study period (125 on ibrutinib and 83 on acalabrutinib), and 16 patients developed AF during follow-up. In addition to well-established factors such as age, sex, and hypertension, the algorithm detected other factors associated with a high risk for AF: type of BTKi used, low eGFR, elevated absolute monocytes (> 1100/μL), elevated CRP, elevated CK, and elevated B2MG (> 2.5 mg/L). Based on the total AF-free survival (AFS), we identified three main risk groups: low (0-6), intermediate (7-11) and high (≥ 12). The median AF-free survival (AFS) was 28 and 56 months for the high-risk and intermediate-risk groups, respectively, and was not reached for the low-risk group. The difference between the groups was statistically significant (p = 0.0013).

Conclusion: Our novel score has a high concordance index for predicting the development of AF in patients with CLL treated with first- and second-generation BTKis. It combines age, sex, medical history, and laboratory tests associated with inflammatory status and disease burden and can be applied in clinical settings worldwide.

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来源期刊
CiteScore
5.50
自引率
0.00%
发文量
168
审稿时长
4-8 weeks
期刊介绍: European Journal of Haematology is an international journal for communication of basic and clinical research in haematology. The journal welcomes manuscripts on molecular, cellular and clinical research on diseases of the blood, vascular and lymphatic tissue, and on basic molecular and cellular research related to normal development and function of the blood, vascular and lymphatic tissue. The journal also welcomes reviews on clinical haematology and basic research, case reports, and clinical pictures.
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