Armingol Erick, Ashcroft James, Mareckova Magda, Prete Martin, Lorenzi Valentina, Icoresi Mazzeo Cecilia, Lee Jimmy Tsz Hang, Moullet Marie, Bayraktar Omer Ali, Becker Christian, Zondervan Krina, Garcia-Alonso Luz, Lewis Nathan E, Vento-Tormo Roser
Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
Nuffield Department of Women's & Reproductive Health, University of Oxford, Oxford, UK.
bioRxiv. 2025 May 14:2025.05.09.653038. doi: 10.1101/2025.05.09.653038.
Metabolism supplies energy, building blocks, and signaling molecules vital for cell function and communication, but methods to directly measure it at single-cell and/or spatial resolutions remain technically challenging and inaccessible for most researchers. Single-cell and spatial transcriptomics offer high-throughput data alternatives with a rich ecosystem of computational tools. Here, we present scCellFie, a computational framework to infer metabolic activities from human and mouse transcriptomic data at single-cell and spatial resolution. Applied to ~30 million cell profiles, we generated a comprehensive metabolic atlas across human organs, identifying organ- and cell-type-specific activities. In the endometrium, scCellFie reveals metabolic programs contributing to healthy tissue remodeling during the menstrual cycle, with temporal patterns replicated in data from in vitro cultures. We also uncover disease-associated metabolic alterations in endometriosis and endometrial carcinoma, linked to proinflammatory macrophages, and metabolite-mediated epithelial cell communication, respectively. Ultimately, scCellFie provides a scalable toolbox for extracting interpretable metabolic functionalities from transcriptomic data.
新陈代谢提供对细胞功能和通讯至关重要的能量、构建模块和信号分子,但在单细胞和/或空间分辨率下直接测量新陈代谢的方法在技术上仍然具有挑战性,大多数研究人员无法使用。单细胞和空间转录组学提供了高通量数据替代方案以及丰富的计算工具生态系统。在这里,我们展示了scCellFie,这是一个用于从人类和小鼠转录组数据中以单细胞和空间分辨率推断代谢活动的计算框架。应用于约3000万个细胞图谱,我们生成了一个涵盖人类器官的全面代谢图谱,确定了器官和细胞类型特异性活动。在子宫内膜中,scCellFie揭示了在月经周期中有助于健康组织重塑的代谢程序,其时间模式在体外培养数据中得到了复制。我们还分别发现了子宫内膜异位症和子宫内膜癌中与疾病相关的代谢改变,它们分别与促炎巨噬细胞和代谢物介导的上皮细胞通讯有关。最终,scCellFie提供了一个可扩展的工具箱,用于从转录组数据中提取可解释的代谢功能。