{"title":"单核细胞与淋巴细胞比例与贫血的关系:一项NHANES分析。","authors":"Yongjin Zhi, Shuojing Bao, Jingcheng Mao, Hui Zhu, Jianfeng Zhu","doi":"10.1080/16078454.2025.2535817","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Growing evidence supports the significant role of inflammatory factors in anemia. This paper intends to ascertain the potential link between MLR and anemia and explore potential mediators.</p><p><strong>Methods: </strong>Our analysis employed comprehensive data recourse from the National Health and Nutrition Examination Survey (NHANES) from 2005 to 2018 utilizing weighted logistic regression models to assess the link between MLR and anemia. Restricted cubic spline analyses were implemented to evaluate MLR-anemia nonlinear relationship. Threshold effect analysis identified a critical inflection point. To ensure robustness, we conducted extensive subgroup analyses stratified by demographic and clinical factors. The mediating role of serum albumin on the link between MLR and anemia was investigated through mediation analysis.</p><p><strong>Results: </strong>28,616 participants were enrolled, with 2655 (9.28%) with anemia. After adjustment for all covariates, log2-transformed MLR (log2MLR) was linked with an enhanced risk of anemia (OR:1.49, 95%CI:1.33-1.65, <i>P</i> < 0.001). When log2MLR was categorized into quartiles, the trend remained consistent (<i>P</i> < 0.001). A nonlinear positive link was noted between log2MLR and anemia, with an inflection point at -2.812. No statistical interactions were unveiled in any subgroup analyses except for gender and diabetes (interaction <i>P</i> < 0.05). Interestingly, serum albumin partially mediated this association, accounting for 15.39% of the total effect.</p><p><strong>Conclusion: </strong>This study presents groundbreaking findings on the role of MLR in anemia and the mediating effect of serum albumin, offering new perspectives on potential inflammatory pathways underlying hematological disorders.</p>","PeriodicalId":13161,"journal":{"name":"Hematology","volume":"30 1","pages":"2535817"},"PeriodicalIF":1.6000,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Relationship between monocyte-to-lymphocyte ratio and anemia: a NHANES analysis.\",\"authors\":\"Yongjin Zhi, Shuojing Bao, Jingcheng Mao, Hui Zhu, Jianfeng Zhu\",\"doi\":\"10.1080/16078454.2025.2535817\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Growing evidence supports the significant role of inflammatory factors in anemia. This paper intends to ascertain the potential link between MLR and anemia and explore potential mediators.</p><p><strong>Methods: </strong>Our analysis employed comprehensive data recourse from the National Health and Nutrition Examination Survey (NHANES) from 2005 to 2018 utilizing weighted logistic regression models to assess the link between MLR and anemia. Restricted cubic spline analyses were implemented to evaluate MLR-anemia nonlinear relationship. Threshold effect analysis identified a critical inflection point. To ensure robustness, we conducted extensive subgroup analyses stratified by demographic and clinical factors. The mediating role of serum albumin on the link between MLR and anemia was investigated through mediation analysis.</p><p><strong>Results: </strong>28,616 participants were enrolled, with 2655 (9.28%) with anemia. After adjustment for all covariates, log2-transformed MLR (log2MLR) was linked with an enhanced risk of anemia (OR:1.49, 95%CI:1.33-1.65, <i>P</i> < 0.001). When log2MLR was categorized into quartiles, the trend remained consistent (<i>P</i> < 0.001). A nonlinear positive link was noted between log2MLR and anemia, with an inflection point at -2.812. No statistical interactions were unveiled in any subgroup analyses except for gender and diabetes (interaction <i>P</i> < 0.05). 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引用次数: 0
摘要
背景:越来越多的证据支持炎症因子在贫血中的重要作用。本文旨在确定MLR与贫血之间的潜在联系,并探索潜在的介质。方法:我们的分析采用2005年至2018年国家健康与营养检查调查(NHANES)的综合数据,利用加权logistic回归模型评估MLR与贫血之间的联系。采用限制三次样条分析评价mlr -贫血的非线性关系。阈值效应分析确定了一个关键拐点。为了确保稳健性,我们根据人口统计学和临床因素进行了广泛的亚组分析。通过中介分析探讨血清白蛋白在MLR与贫血之间的中介作用。结果:纳入28,616名参与者,其中2655名(9.28%)患有贫血。在对所有协变量进行调整后,log2转化的MLR (log2MLR)与贫血风险增加相关(OR:1.49, 95%CI:1.33-1.65, P P P P)。结论:本研究在MLR在贫血中的作用和血清白蛋白的介导作用方面取得了突破性的发现,为研究血液学疾病潜在的炎症途径提供了新的视角。
Relationship between monocyte-to-lymphocyte ratio and anemia: a NHANES analysis.
Background: Growing evidence supports the significant role of inflammatory factors in anemia. This paper intends to ascertain the potential link between MLR and anemia and explore potential mediators.
Methods: Our analysis employed comprehensive data recourse from the National Health and Nutrition Examination Survey (NHANES) from 2005 to 2018 utilizing weighted logistic regression models to assess the link between MLR and anemia. Restricted cubic spline analyses were implemented to evaluate MLR-anemia nonlinear relationship. Threshold effect analysis identified a critical inflection point. To ensure robustness, we conducted extensive subgroup analyses stratified by demographic and clinical factors. The mediating role of serum albumin on the link between MLR and anemia was investigated through mediation analysis.
Results: 28,616 participants were enrolled, with 2655 (9.28%) with anemia. After adjustment for all covariates, log2-transformed MLR (log2MLR) was linked with an enhanced risk of anemia (OR:1.49, 95%CI:1.33-1.65, P < 0.001). When log2MLR was categorized into quartiles, the trend remained consistent (P < 0.001). A nonlinear positive link was noted between log2MLR and anemia, with an inflection point at -2.812. No statistical interactions were unveiled in any subgroup analyses except for gender and diabetes (interaction P < 0.05). Interestingly, serum albumin partially mediated this association, accounting for 15.39% of the total effect.
Conclusion: This study presents groundbreaking findings on the role of MLR in anemia and the mediating effect of serum albumin, offering new perspectives on potential inflammatory pathways underlying hematological disorders.
期刊介绍:
Hematology is an international journal publishing original and review articles in the field of general hematology, including oncology, pathology, biology, clinical research and epidemiology. Of the fixed sections, annotations are accepted on any general or scientific field: technical annotations covering current laboratory practice in general hematology, blood transfusion and clinical trials, and current clinical practice reviews the consensus driven areas of care and management.