Jin Zhu, Chaorong Zhang, Zhexuan Deng, Lifen Ouyang
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The Cox regression model, Kaplan‒Meier survival curve, and limited cubic spline were used to examine the associations between the NPR and the negative outcomes of sepsis. Subgroup analysis was also conducted. At the same time, we used Latent Class Trajectory Model (LCTM) to assess the trajectory of NPR within six days of ICU admission, and to assess the relationship between NPR trajectory and mortality at 28 and 90 days.</p><p><strong>Results: </strong>This study included 3339 patients. Quartile 4 had the greatest 28-day and 90-day mortality rates, according to the Cox regression model and Kaplan‒Meier survival curve. A J-shaped relationship between the NPR and mortality was found in restricted cubic spline investigations. This means higher and lower NPRs were linked to higher mortality, with NPR = 3.81 as the tipping point. A total of 434 patients were included in the trajectory analysis, and three trajectory patterns were identified. Patients with sepsis had an increased mortality rate in the slow-decline group compared with the stable development group.</p><p><strong>Conclusion: </strong>The NPR has prognostic value for patients with sepsis, and there is a J-shaped relationship between the two variables. Patients with sepsis who have a slowly declining NPR have an increased mortality rate.</p><p><strong>Clinical trial: </strong>Not applicable.</p>","PeriodicalId":8981,"journal":{"name":"BMC Infectious Diseases","volume":"25 1","pages":"685"},"PeriodicalIF":3.4000,"publicationDate":"2025-05-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12065189/pdf/","citationCount":"0","resultStr":"{\"title\":\"Association between neutrophil-platelet ratio and 28-day mortality in patients with sepsis: a retrospective analysis based on MIMIC-IV database.\",\"authors\":\"Jin Zhu, Chaorong Zhang, Zhexuan Deng, Lifen Ouyang\",\"doi\":\"10.1186/s12879-025-11064-5\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>The immune system and inflammation are intimately linked to the pathophysiology of sepsis. The neutrophil‒platelet ratio (NPR), associated with inflammation and immunology, may be useful in predicting sepsis outcomes. According to earlier research, the NPR is linked to the prognosis of several diseases. This study aimed to investigate the connection between the NPR and unfavorable outcomes in patients with sepsis.</p><p><strong>Methods: </strong>We retrieved patient clinical data from the Medical Information Mart for Intensive Care IV database (MIMIC-IV 2.2) based on the inclusion and exclusion criteria. The NPR quartile was used to divide the population into four groups. 28-day mortality was the main result, whereas 90-day mortality was the secondary result. The Cox regression model, Kaplan‒Meier survival curve, and limited cubic spline were used to examine the associations between the NPR and the negative outcomes of sepsis. Subgroup analysis was also conducted. At the same time, we used Latent Class Trajectory Model (LCTM) to assess the trajectory of NPR within six days of ICU admission, and to assess the relationship between NPR trajectory and mortality at 28 and 90 days.</p><p><strong>Results: </strong>This study included 3339 patients. Quartile 4 had the greatest 28-day and 90-day mortality rates, according to the Cox regression model and Kaplan‒Meier survival curve. A J-shaped relationship between the NPR and mortality was found in restricted cubic spline investigations. This means higher and lower NPRs were linked to higher mortality, with NPR = 3.81 as the tipping point. A total of 434 patients were included in the trajectory analysis, and three trajectory patterns were identified. Patients with sepsis had an increased mortality rate in the slow-decline group compared with the stable development group.</p><p><strong>Conclusion: </strong>The NPR has prognostic value for patients with sepsis, and there is a J-shaped relationship between the two variables. 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引用次数: 0
摘要
背景:免疫系统和炎症与败血症的病理生理密切相关。中性粒细胞血小板比率(NPR),与炎症和免疫学相关,可能有助于预测败血症的结果。根据早期的研究,NPR与几种疾病的预后有关。本研究旨在探讨脓毒症患者NPR与不良预后之间的关系。方法:根据纳入和排除标准,从重症监护医学信息市场IV数据库(MIMIC-IV 2.2)中检索患者临床资料。使用NPR四分位数将人口分为四组。28天死亡率为主要结果,90天死亡率为次要结果。采用Cox回归模型、Kaplan-Meier生存曲线和有限三次样条分析NPR与脓毒症不良结局的关系。并进行亚组分析。同时,我们采用潜类轨迹模型(Latent Class Trajectory Model, LCTM)评估住院6天内NPR的发展轨迹,并评估28天和90天NPR发展轨迹与死亡率的关系。结果:本研究纳入3339例患者。根据Cox回归模型和Kaplan-Meier生存曲线,四分位数4的28天和90天死亡率最高。在限制性三次样条调查中,发现了NPR与死亡率之间的j型关系。这意味着更高和更低的NPR与更高的死亡率有关,NPR = 3.81是临界点。共纳入434例患者进行轨迹分析,确定了三种轨迹模式。与稳定发展组相比,缓慢衰退组脓毒症患者的死亡率增加。结论:NPR对脓毒症患者具有预测预后的价值,且两者呈j型关系。脓毒症患者的NPR缓慢下降,死亡率增加。临床试验:不适用。
Association between neutrophil-platelet ratio and 28-day mortality in patients with sepsis: a retrospective analysis based on MIMIC-IV database.
Background: The immune system and inflammation are intimately linked to the pathophysiology of sepsis. The neutrophil‒platelet ratio (NPR), associated with inflammation and immunology, may be useful in predicting sepsis outcomes. According to earlier research, the NPR is linked to the prognosis of several diseases. This study aimed to investigate the connection between the NPR and unfavorable outcomes in patients with sepsis.
Methods: We retrieved patient clinical data from the Medical Information Mart for Intensive Care IV database (MIMIC-IV 2.2) based on the inclusion and exclusion criteria. The NPR quartile was used to divide the population into four groups. 28-day mortality was the main result, whereas 90-day mortality was the secondary result. The Cox regression model, Kaplan‒Meier survival curve, and limited cubic spline were used to examine the associations between the NPR and the negative outcomes of sepsis. Subgroup analysis was also conducted. At the same time, we used Latent Class Trajectory Model (LCTM) to assess the trajectory of NPR within six days of ICU admission, and to assess the relationship between NPR trajectory and mortality at 28 and 90 days.
Results: This study included 3339 patients. Quartile 4 had the greatest 28-day and 90-day mortality rates, according to the Cox regression model and Kaplan‒Meier survival curve. A J-shaped relationship between the NPR and mortality was found in restricted cubic spline investigations. This means higher and lower NPRs were linked to higher mortality, with NPR = 3.81 as the tipping point. A total of 434 patients were included in the trajectory analysis, and three trajectory patterns were identified. Patients with sepsis had an increased mortality rate in the slow-decline group compared with the stable development group.
Conclusion: The NPR has prognostic value for patients with sepsis, and there is a J-shaped relationship between the two variables. Patients with sepsis who have a slowly declining NPR have an increased mortality rate.
期刊介绍:
BMC Infectious Diseases is an open access, peer-reviewed journal that considers articles on all aspects of the prevention, diagnosis and management of infectious and sexually transmitted diseases in humans, as well as related molecular genetics, pathophysiology, and epidemiology.