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Therefore, it can be recommended that the following investigations be conducted whenever fresh/high-quality evidence emerges on the same issue

Computational prediction of human disease- associated circRNAs based on manifold regularization learning framework

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Addressing these areas will not only deepen the understanding of ferroptosis in LN but also facilitate the development of precise, translatable biomarkers and therapies for this severe autoimmune kidney disease