# Overall leukocyte levels link risk factors to Von Willebrand factor and Neutrophil Extracellular Traps in stroke thrombi: a Structural Equation Modeling analysis

**Authors:** Lin Shi, Chunxiao Wei, Guowei Ye, Panpan Zhao, Shiqiang Ma, Yiming Qi, Ruolin Zhou, Yaru Zhang, Yan Zhang, Lingjie Meng, Weihang Xu, Chao Li, Shouchun Wang, Li Sun

PMC · DOI: 10.3389/fneur.2025.1515596 · 2025-06-23

## TL;DR

This study explores how overall leukocyte levels connect risk factors like blood glucose and heart dysfunction to Von Willebrand Factor and Neutrophil Extracellular Traps in stroke patients.

## Contribution

The study introduces a novel use of Structural Equation Modeling to identify leukocyte-mediated links between cerebrovascular risk factors and thrombi components in stroke.

## Key findings

- Heart dysfunction and blood glucose negatively affect Von Willebrand Factor (VWF) through overall leukocyte levels.
- Vitamin B12 positively mediates the relationship between overall leukocyte levels and VWF in stroke thrombi.
- Lower VWF levels correlate with higher NIHSS scores at discharge in stroke patients.

## Abstract

Von Willebrand Factor (VWF) and Neutrophil Extracellular Traps (NETs) are involved in the inflammatory response during thrombi formation and are widely found in thrombi of Acute Ischemic Stroke (AIS) patients. Inflammation may mediate the relationship between cerebrovascular risk factors (such as blood glucose) and thrombi components. This study uses overall leukocyte levels to identify potential links between risk factors and VWF, NETs in thrombi.

Thrombi samples and clinical data from 61 stroke patients treated at our hospital between 2017 and 2023 were collected. The Partial Least Squares Structural Equation Modeling (PLS-SEM) assessed direct and indirect associations, with leukocyte and its subtype counts as mediating variables, VWF and NETs as endogenous variables, and cerebrovascular risk factors as exogenous variables.

Heart dysfunction and blood glucose showed a significant negative indirect effect on VWF through the overall leukocyte levels (indirect effect = −0.119 and −0.118, p < 0.05). Overall leukocyte levels acted as a mediator between vitamin B12 and VWF levels in thrombi, displaying a positive mediatory impact (indirect effect = 0.118, p < 0.05). The decrease in VWF levels within thrombi was closely associated with an increase in discharge NIHSS scores (path coefficient = −0.353, p < 0.05). Additionally, overall leukocyte levels and homocysteine (Hcy) had significant negative effects on VWF (path coefficients = −0.384 and −0.308, p < 0.05), while vitamin B12 had a negative impact on NETs (path coefficient = −0.289, p < 0.05).

Overall leukocyte levels mediate the influence of blood glucose levels, heart dysfunction, and vitamin B12 on content VWF in thrombi in stroke patients. VWF reduction correlates with elevated discharge NIHSS scores. These cerebrovascular factors may regulate the pathological process of AIS thrombosis through inflammatory responses, guiding further exploration of the underlying mechanisms and informing clinical strategies.

## Linked entities

- **Chemicals:** vitamin B12 (PubChem CID 73415824), homocysteine (PubChem CID 778)

## Full-text entities

- **Genes:** VWF (von Willebrand factor) [NCBI Gene 7450] {aka F8VWF, VWD}
- **Diseases:** thrombosis (MESH:D013927), stroke (MESH:D020521), Heart dysfunction (MESH:D006331), Inflammation (MESH:D007249), AIS (MESH:D000083242)
- **Chemicals:** blood glucose (MESH:D001786), Hcy (MESH:D006710), vitamin B12 (MESH:D014805)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

2 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12229865/full.md

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Source: https://tomesphere.com/paper/PMC12229865