Trajectory clustering of immune cells and its association with clinical outcomes after aneurysmal subarachnoid hemorrhage.

IF 2.7 3区 医学 Q2 CLINICAL NEUROLOGY Frontiers in Neurology Pub Date : 2024-11-05 eCollection Date: 2024-01-01 DOI:10.3389/fneur.2024.1491189
So Young Won, Museong Kim, Han-Gil Jeong, Bosco Seong Kyu Yang, Huimahn Alex Choi, Dong-Wan Kang, Yong Soo Kim, Young Deok Kim, Si Un Lee, Seung Pil Ban, Jae Seung Bang, Moon-Ku Han, O-Ki Kwon, Chang Wan Oh
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Abstract

Background and purpose: The immune response following aneurysmal subarachnoid hemorrhage (aSAH) can exacerbate secondary brain injury and impact clinical outcomes. As the immune response after aSAH is a dynamic process, we aim to track and characterize immune cell trajectories over time to identify patterns associated with various clinical outcomes.

Methods: In this retrospective single-center study of patients with aSAH, we analyzed immune cell count trajectories, including neutrophil, monocyte, and lymphocyte counts, collected from day 1 to day 14. These trajectories were classified into four distinct clusters utilizing the k-means longitudinal clustering method. A comprehensive multivariable analysis was performed to explore the associations of these immune cell clusters with various clinical outcomes. These outcomes included a Modified Rankin Scale score (mRS) of 3 to 6, indicative of poor functional outcomes, along with complications including shunt dependency, vasospasm, and secondary cerebral infarction.

Results: In this study, 304 patients with aSAH were analyzed. The trajectories of immune cell counts, including neutrophils, monocytes, and lymphocytes, were successfully categorized into four distinct clusters for each immune cell type. Within neutrophil clusters, both persistent neutrophilia and progressive neutrophilia were associated with poor functional outcomes, shunt dependency, and vasospasm, with resolving neutrophilia showing a lesser degree of these associations. Within monocyte clusters, early monocytosis was associated with vasospasm, whereas delayed monocytosis was associated with shunt dependency. Within lymphocyte clusters, both early transient lymphopenia and early prolonged lymphopenia were associated with poor functional outcomes.

Conclusion: Our study demonstrates that distinct immune cell trajectories post-aSAH, identified through unsupervised clustering, are significantly associated with specific clinical outcomes. Understanding these dynamic immune responses may provide key insights with potential for future therapeutic strategies.

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免疫细胞的轨迹集群及其与动脉瘤性蛛网膜下腔出血后临床结果的关系。
背景和目的:动脉瘤性蛛网膜下腔出血(aSAH)后的免疫反应会加重继发性脑损伤并影响临床预后。由于动脉瘤性蛛网膜下腔出血(aSAH)后的免疫反应是一个动态过程,我们旨在跟踪和描述免疫细胞随时间变化的轨迹,以确定与各种临床结果相关的模式:在这项单中心回顾性研究中,我们分析了从第 1 天到第 14 天收集的免疫细胞计数轨迹,包括中性粒细胞、单核细胞和淋巴细胞计数。利用 K-均值纵向聚类法将这些轨迹分为四个不同的群组。我们进行了全面的多变量分析,以探讨这些免疫细胞群与各种临床结果之间的关联。这些结果包括改良Rankin量表评分(mRS)3至6分(表明功能预后较差),以及包括分流依赖、血管痉挛和继发性脑梗塞在内的并发症:本研究分析了304例aSAH患者。免疫细胞计数(包括中性粒细胞、单核细胞和淋巴细胞)的轨迹被成功地划分为四种不同的免疫细胞类型。在中性粒细胞群中,持续性中性粒细胞增多症和进行性中性粒细胞增多症均与功能预后不良、分流依赖性和血管痉挛有关,而缓解性中性粒细胞增多症与这些因素的关联程度较低。在单核细胞群中,早期单核细胞增多与血管痉挛有关,而延迟单核细胞增多与分流依赖性有关。在淋巴细胞群中,早期短暂淋巴细胞减少症和早期长期淋巴细胞减少症均与功能预后不良有关:我们的研究表明,通过无监督聚类确定的急性脑梗死后不同的免疫细胞轨迹与特定的临床预后密切相关。了解这些动态免疫反应可为未来的治疗策略提供重要的洞察力。
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来源期刊
Frontiers in Neurology
Frontiers in Neurology CLINICAL NEUROLOGYNEUROSCIENCES -NEUROSCIENCES
CiteScore
4.90
自引率
8.80%
发文量
2792
审稿时长
14 weeks
期刊介绍: The section Stroke aims to quickly and accurately publish important experimental, translational and clinical studies, and reviews that contribute to the knowledge of stroke, its causes, manifestations, diagnosis, and management.
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