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Integrative Transcriptome-Wide Association Study and Mendelian Randomization Identify LYNX1 and MS4A14 as Therapeutic
Yimin Zheng1, Qiaofeng Guo2, Xiang Wang2
1Hand and Foot Surgery, The Xinchang Affiliated Hospital, Shaoxing University.
Abstract:
Osteomyelitis is a severe infectious disease characterized by profound inflammation of the bone and bone marrow and is predominantly caused by bacterial pathogens such as Staphylococcus aureus (S. aureus). However, current treatment regimens are significantly hindered by the emergence of antibiotic resistance and recurrent infections, driven by robust biofilm formation and intracellular bacterial persistence. Thus, there is an urgent need to identify novel therapeutic targets beyond conventional antimicrobials. An integrative computational approach combining a transcriptome-wide association study (TWAS) with summary-based Mendelian randomization (SMR) analysis was applied to systematically identify causal susceptibility genes underlying osteomyelitis. Large-scale genetic variants were leveraged as instrumental variables to predict gene expression across tissues, enabling the exploration of causal associations between these targets and disease risk. The integrative framework identified LYNX1 and MS4A14 as key candidate genes and potential therapeutic targets. Specifically, LYNX1 was associated with increased susceptibility to osteomyelitis, whereas MS4A14 exhibited potential protective properties. These findings highlight the regulatory roles of these genes in host immune response and inflammatory modulation during bone infection. This study bridges the gap between genome-wide association findings and biological interpretation, advancing the understanding of the genetic basis of osteomyelitis and supporting the development of targeted precision medicine strategies to enhance host defense and overcome therapeutic resistance.
Insights
This study identifies LYNX1 and MS4A14 as key genes influencing osteomyelitis risk. LYNX1 increases susceptibility, while MS4A14 may offer protection, guiding new precision medicine approaches for bone infections.
Area of Science:
- Genetics
- Immunology
- Computational Biology
Background:
- Osteomyelitis is a severe bone infection often caused by Staphylococcus aureus.
- Antibiotic resistance and biofilm formation complicate treatment, necessitating novel therapeutic targets.
- Understanding the genetic basis of osteomyelitis is crucial for developing effective therapies.
Purpose of the Study:
- To systematically identify causal genes associated with osteomyelitis susceptibility using an integrative computational approach.
- To explore the potential of LYNX1 and MS4A14 as therapeutic targets for osteomyelitis.
- To bridge genome-wide association study findings with biological interpretation for precision medicine.
Main Methods:
- Transcriptome-wide association study (TWAS) combined with summary-based Mendelian randomization (SMR) analysis.
- Utilized large-scale genetic variants as instrumental variables to predict gene expression across tissues.
- Investigated causal associations between gene expression and osteomyelitis risk.
Main Results:
- Identified LYNX1 as a gene associated with increased susceptibility to osteomyelitis.
- Identified MS4A14 as a gene with potential protective properties against osteomyelitis.
- Highlighted the regulatory roles of LYNX1 and MS4A14 in immune response and inflammation during bone infection.
Conclusions:
- LYNX1 and MS4A14 are key candidate genes for osteomyelitis, offering potential therapeutic targets.
- Findings advance the understanding of osteomyelitis' genetic underpinnings.
- Supports the development of precision medicine strategies to enhance host defense and combat therapeutic resistance in osteomyelitis.