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DOI 10.2174/0113892010486308260817144135

Медицинская библиотека · Current pharmaceutical biotechnology · 2026

Uncovering Immunometabolic Mechanisms and Biomarkers in Diabetic Foot Ulcers: A Multi-omics Approach.

Zeng Guang, Huang Yi, Hu Junsheng, Li Mengfan, Tian Ming, Huang Rong, Jin Yongzhi

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Аннотация

BACKGROUND

Abnormal lipid metabolism plays a crucial role in diabetic foot ulcers (DFU). This study aims to systematically uncover the cell-specific mechanisms of lipid metabolism disorders in DFUs and screen for potential diagnostic biomarkers.

METHODS

Bulk and single-cell transcriptomic data related to DFUs were integrated from the GEO database. Key cell types were identified through single-cell analysis, and candidate genes were screened by combining differential expression analysis with a lipid metabolism gene set. Random forest analysis, Elastic Net regression, and expression validation were subsequently performed to identify core genes, followed by the construction and validation of a nomogram model. The biological functions of the identified core genes were further investigated using immune infiltration analysis, cell subset analysis, pseudotemporal trajectory inference, and molecular docking.

RESULTS

Single-cell analysis identified macrophages as key cells in DFU, yielding 19 lipid metabolism-related candidate genes, with CCL3 and ADAP2 ultimately confirmed as core genes. The nomogram model based on these two genes exhibited good predictive performance (AUC=0.909). Macrophages were classified into three functionally heterogeneous subsets (Macro_ADAP2⁷, Macro_CCL3⁷, and Macro_IGKC⁷), and pseudotemporal analysis revealed their dynamic evolution from inflammation to metabolic regulation. Molecular docking suggested that Wortmannin and BX-471 could stably bind to ADAP2 and CCL3, respectively.

DISCUSSION: This single-cell study uncovers a central role for disordered macrophage lipid metabolism in DFU. Heterogeneous expression of CCL3 and ADAP2 defines functional macrophage subsets, linking lipid abnormalities to immune dysfunction and yielding a high-value diagnostic model with drug-target potential for precision interventions.

CONCLUSION

This study provides new insights into elucidating the immunometabolic regulatory mechanisms of DFU and developing targeted therapies.

Для цитирования: Zeng Guang, Huang Yi, Hu Junsheng, Li Mengfan, Tian Ming, Huang Rong, Jin Yongzhi. Uncovering Immunometabolic Mechanisms and Biomarkers in Diabetic Foot Ulcers: A Multi-omics Approach.. Current pharmaceutical biotechnology. 2026. DOI: 10.2174/0113892010486308260817144135.
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