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Updated: Jan 11, 2026

Flow Cytometry Analysis of Tissue Factor Expression in Human Platelets
Published on: November 22, 2024
Platelet Gene Expression in Systemic Lupus Erythematosus and Cardiovascular Health
Matthew A Muller1, Elliot Luttrell-Williams2, Hannah Bash3
1Division of Precision Medicine, Department of Medicine, NYU Grossman School of Medicine, New York, New York, USA; Institute of Systems Genetics, Department of Medicine, NYU Grossman School of Medicine, New York, New York, USA; Department of Biomedical Engineering, New York University Tandon School of Engineering, New York, New York, USA.
Insights
The Systemic Lupus Erythematosus Activity Platelet-Gene Expression Signature (SLAP-GES) score reflects disease activity and is linked to heightened platelet activity and poorer vascular health in lupus patients.
Area of Science:
- Immunology
- Cardiovascular Medicine
- Rheumatology
Background:
- Systemic lupus erythematosus (SLE) is an autoimmune disease associated with increased cardiovascular risks.
- Vascular dysfunction is a significant concern in SLE patients.
- Existing biomarkers may not fully capture the complexity of SLE's impact on vascular health.
Purpose of the Study:
- To validate the Systemic Lupus Erythematosus Activity Platelet-Gene Expression Signature (SLAP-GES) score.
- To assess the relationship between SLAP-GES, platelet activity, and vascular health markers in SLE.
Main Methods:
- Validation of the SLAP-GES score against established SLE disease activity metrics.
- Assessment of platelet aggregation, leukocyte-platelet aggregates, and neutrophil-platelet aggregates.
- Evaluation of glycocalyx integrity and brachial artery flow-mediated dilation.
Main Results:
- SLAP-GES demonstrated consistency over time and strong association with SLE disease activity.
- Elevated SLAP-GES correlated with increased platelet aggregation and circulating platelet-leukocyte/neutrophil aggregates.
- SLAP-GES was significantly associated with impaired glycocalyx and reduced flow-mediated dilation.
Conclusions:
- The SLAP-GES score is a validated measure of SLE disease activity.
- SLAP-GES is a potential indicator of heightened platelet activity in SLE.
- SLAP-GES is associated with vascular dysfunction, including impaired glycocalyx and endothelial function, in SLE patients.
Abstract:
Systemic lupus erythematosus (SLE) is a complex autoimmune disease with an increased risk of vascular dysfunction and cardiovascular disease. We validate our previously developed Systemic Lupus Erythematosus Activity Platelet-Gene Expression Signature (SLAP-GES) score and investigate its relationship with platelet activity and vascular health. SLAP-GES was associated with the SLE Disease Activity Index (Padj < 0.001) and consistent over time (r = 0.76; P = 9 × 10-5). Moreover, SLAP-GES was associated increased platelet aggregation in response to submaximal epinephrine (P = 0.084), leukocyte platelet aggregates (P = 0.014), and neutrophil platelet aggregates (P = 0.043). SLAP-GES was also associated with impaired glycocalyx (P = 0.011) and brachial artery flow-mediated dilation (P = 0.045). Altogether, SLAP-GES is associated with SLE disease activity, platelet activity, and impaired vascular health.
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