Spatial transcriptomics unveils the in situ cellular and molecular hallmarks of the lung in fatal COVID-19

Carlos Garcia-Prieto, Eva Musulen, Veronica Davalos, Gerardo Ferrer, Daniela Grases, Eduard Porta-Pardo, Belen Perez Mies, Tamara Caniego Casas, Jose Palacios, Xavier Saenz Sarda, Elisabet Englund, Manel Esteller
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Abstract

Severe Coronavirus disease 2019 (COVID-19) induces heterogeneous and progressive diffuse alveolar damage (DAD) highly disrupting lung tissue architecture and homeostasis, hampering disease management and leading to fatal outcomes. Characterizing DAD pathophysiology across disease progression is of ultimate importance to better understand the molecular and cellular features driving different DAD patterns and to optimize treatment strategies. To contextualize the interplay between cell types and assess their distribution, spatial transcriptomics (ST) techniques have emerged allowing unprecedented resolution to investigate spatial architecture of tissues. To this end, post-mortem lung tissue provides valuable insights into cellular composition and their spatial relationships at the time of death. Here, we have leveraged VisumST technology in post-mortem COVID-19 induced acute and proliferative DAD lungs including control samples with normal morphological appearance to unravel the immunopathological mechanisms underlying DAD providing novel insights into cellular and molecular communication events driving DAD progression in fatal COVID-19. We report a progressive loss of endothelial cell types, pneumocytes type I and natural killer cells coupled with a continuous increase of myeloid and stromal cells, mostly peribronchial fibroblasts, over disease progression. Spatial organization analysis identified variable cellular compartments, ranging from major compartments defined by cell type lineages in control lungs to increased and more specific compartmentalization including immune-specific clusters across DAD spectrum. Importantly, spatially informed ligand-receptor interaction (LRI) analysis revealed an intercellular communication signature defining COVID-19 induced DAD lungs. Transcription factor (TF) activity enrichment analysis identified TGF-B pathway as DAD driver, highlighting SMAD3 and SMAD7 TFs activity role during lung fibrosis. Integration of deregulated LRIs and TFs activity, allowed us to propose a downstream intracellular signaling pathway in peribronchial fibroblasts, suggesting potential novel therapeutic targets. Finally, spatio-temporal trajectories analysis provided insights into the alveolar epithelium regeneration program, characterizing markers of pneumocytes type II differentiation towards pneumocytes type I. In conclusion, we provide a spatial characterization of lung tissue architecture upon COVID-19 induced DAD progression, identifying molecular and cellular hallmarks that may help optimize treatment and patient management.
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空间转录组学揭示了致命 COVID-19 肺部的原位细胞和分子特征
严重冠状病毒病 2019(COVID-19)会诱发异质性和进行性弥漫性肺泡损伤(DAD),严重破坏肺组织结构和稳态,阻碍疾病管理并导致致命后果。要更好地了解驱动不同 DAD 模式的分子和细胞特征并优化治疗策略,描述疾病进展过程中的 DAD 病理生理学特征至关重要。为了解细胞类型之间的相互作用并评估其分布情况,空间转录组学(ST)技术应运而生,它能以前所未有的分辨率研究组织的空间结构。为此,死后肺组织为了解死亡时的细胞组成及其空间关系提供了宝贵的信息。在这里,我们利用 VisumST 技术对 COVID-19 诱导的急性和增殖性 DAD 肺(包括形态学外观正常的对照样本)进行了尸检,以揭示 DAD 的免疫病理机制,从而对驱动致命 COVID-19 DAD 进展的细胞和分子通讯事件有了新的认识。我们报告了随着疾病的进展,内皮细胞类型、I型肺细胞和自然杀伤细胞逐渐丧失,同时髓系细胞和基质细胞(主要是支气管周围成纤维细胞)持续增加。空间组织分析确定了可变的细胞分区,从对照肺中由细胞类型谱系定义的主要分区,到包括整个 DAD 谱系中免疫特异性集群在内的更多和更具体的分区。重要的是,空间配体-受体相互作用(LRI)分析揭示了定义 COVID-19 诱导的 DAD 肺的细胞间通讯特征。转录因子(TF)活性富集分析确定了TGF-B通路是DAD的驱动因素,突出了SMAD3和SMAD7 TF在肺纤维化过程中的活性作用。通过整合失调的 LRIs 和 TFs 活性,我们提出了支气管周围成纤维细胞的下游细胞内信号通路,为潜在的新型治疗靶点提供了建议。最后,时空轨迹分析为肺泡上皮再生程序提供了见解,描述了II型肺细胞向I型肺细胞分化的标志物。总之,我们提供了COVID-19诱导DAD进展时肺组织结构的空间特征,确定了有助于优化治疗和患者管理的分子和细胞特征。
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