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Profiling Shared Cytotoxic Immune Signatures in SLE-Associated Coronary Injury Through Transcriptomics and Machine
Yongkang Chen1, Shuk Ming Tso2, Feng Wu2
1Department of Laboratory Medicine, Peking University Third Hospital, Beijing, People's Republic of China.
Systemic lupus erythematosus (SLE) and coronary artery disease (CAD) share a molecular pathway driven by cytotoxic lymphocytes. Genes GZMK and KLRK1 are key to immune dysregulation and coronary injury in SLE, offering potential biomarkers.
Area of Science:
- Immunology
- Cardiovascular Disease
- Genomics
Background:
- Systemic lupus erythematosus (SLE) is an autoimmune disease with increased risk of cardiovascular complications.
- Coronary artery disease (CAD) shares inflammatory pathways with autoimmune conditions.
- Understanding shared molecular mechanisms is crucial for managing SLE-associated cardiovascular risk.
Purpose of the Study:
- To investigate shared molecular pathways between SLE and CAD.
- To identify mechanisms of coronary injury in SLE patients.
- To uncover potential diagnostic biomarkers for SLE-related coronary complications.
Main Methods:
- Analysis of bulk transcriptomic datasets for SLE and CAD.
- Identification of differentially expressed genes (DEGs), immune cell infiltration, and co-expression networks.
- Construction and validation of a diagnostic model using external cohorts and machine learning.
- Single-cell RNA-seq analysis for cellular localization and intercellular communication.
- Quantitative PCR (qPCR) validation in patient samples.
Main Results:
- Identified 146 common DEGs enriched in immune pathways related to cell toxicity.
- Found shared dysregulation in cytotoxic lymphocytes, including natural killer (NK) cells and CD8+ T cells.
- Pinpointed 11 hub genes, with GZMK and KLRK1 highlighted as core genes by machine learning.
- Developed a diagnostic model with strong performance for SLE and CAD.
- Validated GZMK and KLRK1 for diagnostic utility in SLE-related coronary injury.
- Confirmed higher expression of GZMK and KLRK1 in blood cells of SLE patients with CAD.
Conclusions:
- SLE and CAD share a cytotoxic lymphocyte-driven molecular axis.
- GZMK/KLRK1-mediated immune dysregulation contributes to coronary injury in SLE.
- GZMK and KLRK1 show promise as biomarkers for early detection and risk stratification of SLE-associated coronary complications.
- Further validation in larger cohorts is warranted, especially for specific subgroups like coronary microvascular dysfunction.
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