Pei Xiaoting, Xuan Shuting, Yang Jingwen, Ba Mengru, Yang Tingting, Huang Duliurui, Qi Di, Lu Dingli, Huang Shenzhen, Li Zhijie
Henan Eye Institute, Henan Eye Hospital, and Henan Key Laboratory of Ophthalmology and Visual Science, Henan Provincial People's Hospital, People's Hospital of Zhengzhou University, People's Hospital of Henan University, Zhengzhou, Henan, China.
Department of Ophthalmology, People's Hospital of Henan University, Henan Provincial People's Hospital, Zhengzhou, Henan, China.
Invest Ophthalmol Vis Sci. 2025 Jun 2;66(6):79. doi: 10.1167/iovs.66.6.79.
Aging impairs lacrimal gland function, contributing to dry eye syndrome and reduced quality of life. This study aimed to identify core molecular regulators of lacrimal gland aging and delineate their roles in immune imbalance and metabolic dysfunction.
Bulk transcriptomic profiling and single-cell RNA sequencing (scRNA-seq) were performed on lacrimal glands from young and aged C57BL/6 mice. Differentially expressed genes (DEGs) were screened, followed by machine learning-based feature selection using least absolute shrinkage and selection operator regression and support vector machine-recursive feature elimination. Immune cell composition was inferred using the CIBERSORT algorithm, and functional enrichment (gene ontology, Kyoto Encyclopedia of Genes and Genomes, and gene set enrichment analysis) and cell-type-resolved spatial analyses were conducted to elucidate aging-associated pathways.
Among 659 DEGs, Perilipin-2 (Plin2) emerged as the sole hub gene identified by both algorithms, with perfect classification performance (area under the curve = 1.00). Aging was associated with increased infiltration of pro-inflammatory cells (naïve B cells, M1 macrophages) and depletion of anti-inflammatory subsets (plasma cells, M2 macrophages). Plin2 expression exhibited a significant inverse association with pro-senescent immune populations and a positive correlation with regulatory immune cells. Functional analyses linked Plin2 to T/B cell receptor signaling, cytokine interaction, and ribosomal biosynthesis. scRNA-seq revealed Plin2 downregulation in fibroblasts and Mono/Mφ/DC subsets in aged glands (P < 0.001), indicating stromal-immune dysfunction.
Our study identifies Plin2 as a master regulator of immune-metabolic aging in the lacrimal gland. Its decline accelerates inflammaging and metabolic reprogramming, contributing to tissue atrophy and tear deficiency. Plin2 represents a promising candidate biomarker and potential therapeutic target for age-related ocular diseases.
衰老会损害泪腺功能,导致干眼症并降低生活质量。本研究旨在确定泪腺衰老的核心分子调节因子,并阐明它们在免疫失衡和代谢功能障碍中的作用。
对年轻和老年C57BL/6小鼠的泪腺进行批量转录组分析和单细胞RNA测序(scRNA-seq)。筛选差异表达基因(DEG),然后使用最小绝对收缩和选择算子回归以及支持向量机递归特征消除进行基于机器学习的特征选择。使用CIBERSORT算法推断免疫细胞组成,并进行功能富集(基因本体、京都基因与基因组百科全书和基因集富集分析)以及细胞类型解析的空间分析,以阐明与衰老相关的途径。
在659个DEG中,脂滴包被蛋白2(Plin2)成为两种算法均识别出的唯一枢纽基因,具有完美的分类性能(曲线下面积 = 1.00)。衰老与促炎细胞(幼稚B细胞、M1巨噬细胞)浸润增加和抗炎亚群(浆细胞、M2巨噬细胞)减少有关。Plin2表达与促衰老免疫群体呈显著负相关,与调节性免疫细胞呈正相关。功能分析将Plin2与T/B细胞受体信号传导、细胞因子相互作用和核糖体生物合成联系起来。scRNA-seq显示老年腺体中Plin2在成纤维细胞和单核细胞/巨噬细胞/树突状细胞亚群中下调(P < 0.001),表明基质-免疫功能障碍。
我们的研究确定Plin2是泪腺免疫代谢衰老的主要调节因子。其下降加速了炎症衰老和代谢重编程,导致组织萎缩和泪液缺乏。Plin2是与年龄相关眼病的有前景的候选生物标志物和潜在治疗靶点。