Nomogram prediction model called “ADPLCP” for predicting linezolid-associated thrombocytopenia in elderly individuals

Yanxin Liu , Jiang Wang , Tingting Liu , Kun Xiao , Peng Yan , Xiangqun Fang , Lixin Xie
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Abstract

Background

Linezolid-associated thrombocytopenia (LAT) leads to drug withdrawal associated with a poor prognosis. Some risk factors for LAT have been identified; however, the sample size of previous studies was small, data from elderly individuals are limited, and a simple risk score scale was not established to predict LAT at an early stage, making it difficult to identify and intervene in LAT at an early stage.

Methods

In this single-center retrospective case-control study, we enrolled elderly patients treated with linezolid in the intensive care unit from January 2015 to December 2020. All the data of enrolled patients, including demographic information and laboratory findings at baseline, were collected. We analyzed the incidence and risk factors for LAT and established a nomogram risk prediction model for LAT in the elderly population.

Results

A total of 428 elderly patients were enrolled, and the incidence of LAT was 35.5% (152/428). Age ≥80 years old (OR=1.980; 95% CI: 1.179–3.325; P=0.010), duration of linezolid ≥ 10 days (OR=1.100; 95% CI: 1.050–1.152; P <0.0001), platelet count at baseline (100–149×109/L vs. ≥200×109/L, OR=8.205, 95% CI: 4.419–15.232, P <0.0001; 150–199 ×109/L vs. ≥200×109/L, OR=3.067, 95% CI: 1.676–5.612, P <0.001), leukocyte count at baseline ≥16×109/L (OR=2.580; 95% CI: 1.523–4.373; P <0.0001), creatinine clearance <50 mL/min (OR=2.323; 95% CI: 1.388–3.890; P=0.001), and total protein <60 g/L (OR=1.741; 95% CI: 1.039–2.919; P=0.035) were associated with LAT. The nomogram prediction model called “ADPLCP” (age, duration, platelet, leukocyte, creatinine clearance, protein) was established based on logistic regression. The area under the curve (AUC) of ADPLCP was 0.802 (95% CI: 0.748–0.856; P <0.0001), with 78.9% sensitivity and 69.2% specificity (cut-off was 108). Risk stratification for LAT was performed based on “ADPLCP.” Total points of <100 were defined as low risk, and the possibility of LAT was <32.0%. Total points of 100–150 were defined as medium risk, and the possibility of LAT was 32.0–67.5%. A total point >150 was defined as high risk, and the probability of LAT was >67.5%.

Conclusions

We created the ADPLCP risk score scale to predict the occurrence of LAT in elderly individuals. ADPLCP is simple and feasible and is helpful for the early determination of LAT to guide drug withdrawal or early intervention.

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名为“ADPLCP”的诺模图预测模型用于预测老年人利奈唑胺相关血小板减少症
背景利奈唑胺相关性血小板减少症(LAT)导致药物停药,预后不良。已经确定了LAT的一些风险因素;然而,先前研究的样本量很小,来自老年人的数据有限,并且没有建立一个简单的风险评分表来预测早期LAT,这使得早期识别和干预LAT变得困难。方法在这项单中心回顾性病例对照研究中,我们招募了2015年1月至2020年12月在重症监护室接受利奈唑胺治疗的老年患者。收集入选患者的所有数据,包括人口统计信息和基线时的实验室结果。我们分析了LAT的发病率和危险因素,并建立了老年人群LAT的列线图风险预测模型。结果428例老年患者中LAT的发生率为35.5%(152/428)。年龄≥80岁(OR=1.980;95%CI:1.179–3.325;P=0.010),利奈唑胺持续时间≥10天(OR=1.100;95%CI:1.050–1.152;P<;0.0001,基线白细胞计数≥16×109/L(OR=2.580;95%CI:1.523-4.373;P<;0.0001),肌酐清除率<;50 mL/min(OR=2.323;95%CI:1.388–3.890;P=0.001),总蛋白<;60 g/L(OR=1.741;95%CI:1.039–2.919;P=0.035)与LAT相关。基于逻辑回归建立了名为“ADPLCP”(年龄、持续时间、血小板、白细胞、肌酐清除率、蛋白质)的列线图预测模型。ADPLCP的曲线下面积(AUC)为0.802(95%可信区间:0.748–0.856;P<;0.0001),敏感性为78.9%,特异性为69.2%(截止值为108)。LAT的风险分层是基于“ADPLCP”进行的;100被定义为低风险,LAT的可能性<;32.0%。总分100–150分被定义为中等风险,LAT的可能性为32.0–67.5%。总分>;150被定义为高风险,并且LAT的概率>;结论我们建立了ADPLCP风险评分量表来预测老年人LAT的发生。ADPLCP简单可行,有助于LAT的早期测定,以指导停药或早期干预。
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来源期刊
Journal of intensive medicine
Journal of intensive medicine Critical Care and Intensive Care Medicine
CiteScore
1.90
自引率
0.00%
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0
审稿时长
58 days
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