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Updated: Jan 24, 2026

A Data-Driven Approach to Quantifying Immune States in Sepsis
Published on: February 7, 2025
Immune dysregulation driven by elevated platelet-to-lymphocyte ratio aggravates myasthenia gravis
Si Luo1,2,3, Ziwei Song1, Alina Zhawatibai1
1Department of Neurology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, China.
Abstract:
ObjectivePrevious studies have suggested a potential association between the platelet-to-lymphocyte ratio and disease activity in myasthenia gravis. However, the immunological mechanisms underlying this association remain insufficiently elucidated.MethodsA retrospective cohort of 229 patients with myasthenia gravis and a single-cell RNA sequencing dataset were analyzed to investigate the relationship between platelet-to-lymphocyte ratio and disease severity. Clinical associations were assessed using the Myasthenia Gravis Foundation of America classification and multivariable logistic regression, while single-cell RNA sequencing data were integrated to characterize immune alterations associated with elevated platelet-to-lymphocyte ratio.ResultsPatients with severe myasthenia gravis had longer disease duration and higher frequencies of bulbar symptoms, thymoma, and repetitive nerve stimulation positivity (all p < 0.001). Although median platelet-to-lymphocyte ratio values did not demonstrate significant groupwise differences (p = 0.108), multivariate analysis confirmed that an elevated platelet-to-lymphocyte ratio was independently associated with greater myasthenia gravis severity (adjusted odds ratio = 1.027, 95% confidence interval: 1.003-1.052, p = 0.034). Single-cell RNA sequencing revealed immune dysregulation in patients with a high platelet-to-lymphocyte ratio, characterized by increased platelets and neutrophils, reduced natural killer cells, and upregulation of platelet activation, cell-cell adhesion, and integrin-mediated signaling pathways, indicating a shift toward innate immune activation and impaired immune coordination.ConclusionElevated platelet-to-lymphocyte ratio independently predicts myasthenia gravis severity and may reflect immune dysregulation that contributes to disease progression and neuromuscular junction dysfunction.
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