Daly Aidan C, Cambuli Francesco, Äijö Tarmo, Lötstedt Britta, Marjanovic Nemanja, Kuksenko Olena, Smith-Erb Matthew, Fernandez Sara, Domovic Daniel, Van Wittenberghe Nicholas, Drokhlyansky Eugene, Griffin Gabriel K, Phatnani Hemali, Bonneau Richard, Regev Aviv, Vickovic Sanja
New York Genome Center, New York, NY, USA.
Center for Computational Biology, Flatiron Institute, New York, NY, USA.
bioRxiv. 2024 Apr 26:2024.04.22.590125. doi: 10.1101/2024.04.22.590125.
Tissue structure and molecular circuitry in the colon can be profoundly impacted by systemic age-related effects, but many of the underlying molecular cues remain unclear. Here, we built a cellular and spatial atlas of the colon across three anatomical regions and 11 age groups, encompassing ~1,500 mouse gut tissues profiled by spatial transcriptomics and ~400,000 single nucleus RNA-seq profiles. We developed a new computational framework, cSplotch, which learns a hierarchical Bayesian model of spatially resolved cellular expression associated with age, tissue region, and sex, by leveraging histological features to share information across tissue samples and data modalities. Using this model, we identified cellular and molecular gradients along the adult colonic tract and across the main crypt axis, and multicellular programs associated with aging in the large intestine. Our multi-modal framework for the investigation of cell and tissue organization can aid in the understanding of cellular roles in tissue-level pathology.
结肠的组织结构和分子通路会受到与年龄相关的全身效应的深刻影响,但许多潜在的分子线索仍不清楚。在这里,我们构建了一个跨越三个解剖区域和11个年龄组的结肠细胞和空间图谱,涵盖了约1500个通过空间转录组学分析的小鼠肠道组织和约40万个单核RNA测序图谱。我们开发了一个新的计算框架cSplotch,它通过利用组织学特征在组织样本和数据模式之间共享信息,学习与年龄、组织区域和性别相关的空间分辨细胞表达的分层贝叶斯模型。使用这个模型,我们确定了沿成年结肠和主隐窝轴的细胞和分子梯度,以及与大肠衰老相关的多细胞程序。我们用于研究细胞和组织组织的多模态框架有助于理解细胞在组织水平病理学中的作用。