MACanalyzeR: scRNA-seq Analysis Tool Reveals PPARγHI Lipid-Associated Macrophages Facilitate Thermogenic Expansion in BAT

Andrea Ninni, Fabio Zaccaria, Luca Verteramo, Francesca Sciarretta, Loreana Sanches Silveira, Jose Cesar Rosa-Neto, Paolo Grumati, Giuseppe Rizzo, Clement Cochain, Jesse W Williams, Stoyan Ivanov, Beiyan Zhou, Katia Aquilano, Daniele Lettieri-Barbato
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Abstract

Macrophages in brown adipose tissue (BAT) play a complex role in regulating its activity. However, the role of macrophages in regulating BAT activation/deactivation has not yet been comprehensively characterized. To elucidate this, we developed MACanalyzeR, a scRNAseq-based tool specifically designed to explore the macrophage features at molecular and metabolic level. MACanalyzeR was applied in scRNA-seq datasets obtained from BAT with thermogenic loss (db/db mice) and activation (High Fat Diet, HFD). Our computational approach revealed that macrophages accumulating in BAT upon these conditions resemble lipid-associated macrophages (LAMs) with foaming-like features. BAT LAMs also show a significant enrichment of genes associated with mitochondria and lysosomes. Interestingly, LAMs identified in BAT from HFD mice positively correlate with thermogenic genes and exhibit an enrichment in PPARγ signaling pathway, with an activated mitochondrial metabolism. Cell dynamic strategy, revealed that LAM with high Pparg expression levels (PpargHIGH) progressively accumulate during skeletal muscle regeneration, suggesting a potential role for this LAM subcluster in maintaining tissue homeostasis. Our findings suggest PpargHIGH LAMs as a subclass of macrophages potentially contributing in preserving tissue homeostasis associated with high energy demand conditions such as thermogenic and regenerative stimuli.
MACanalyzeR:scRNA-seq 分析工具揭示 PPARγHI 脂质相关巨噬细胞能促进 BAT 的生热扩张
棕色脂肪组织(BAT)中的巨噬细胞在调节其活性方面发挥着复杂的作用。然而,巨噬细胞在调节棕色脂肪组织活化/失活中的作用尚未得到全面描述。为了阐明这一点,我们开发了 MACanalyzeR,这是一种基于 scRNAseq 的工具,专门用于在分子和代谢水平上探索巨噬细胞的特征。我们将 MACanalyzeR 应用于热能损失(db/db 小鼠)和激活(高脂饮食,HFD)的 BAT 的 scRNA-seq 数据集。我们的计算方法显示,在这些条件下,巨噬细胞聚集在BAT中,类似于具有泡沫特征的脂质相关巨噬细胞(LAMs)。BAT LAMs 还显示出线粒体和溶酶体相关基因的显著富集。有趣的是,在高密度脂蛋白胆固醇小鼠体内发现的 LAMs 与产热基因呈正相关,并且富含 PPARγ 信号通路,线粒体代谢被激活。细胞动态策略显示,具有高 Pparg 表达水平的 LAM(PpargHIGH)会在骨骼肌再生过程中逐渐积累,这表明该 LAM 亚群在维持组织稳态方面具有潜在作用。我们的研究结果表明,PpargHIGH LAMs 是巨噬细胞的一个亚类,可能有助于在高能量需求条件下(如产热和再生刺激)维持组织稳态。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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