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Single-nucleus Cross-tissue Molecular Reference Maps Toward Understanding Disease Gene Function

Abstract

Understanding gene function and regulation in homeostasis and disease requires knowledge of the cellular and tissue contexts in which genes are expressed. Here, we applied four single-nucleus RNA sequencing methods to eight diverse, archived, frozen tissue types from 16 donors and 25 samples, generating a cross-tissue atlas of 209,126 nuclei profiles, which we integrated across tissues, donors, and laboratory methods with a conditional variational autoencoder. Using the resulting cross-tissue atlas, we highlight shared and tissue-specific features of tissue-resident cell populations; identify cell types that might contribute to neuromuscular, metabolic, and immune components of monogenic diseases and the biological processes involved in their pathology; and determine cell types and gene modules that might underlie disease mechanisms for complex traits analyzed by genome-wide association studies.

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References
1.
Muus C, Luecken M, Eraslan G, Sikkema L, Waghray A, Heimberg G . Single-cell meta-analysis of SARS-CoV-2 entry genes across tissues and demographics. Nat Med. 2021; 27(3):546-559. PMC: 9469728. DOI: 10.1038/s41591-020-01227-z. View

2.
Gillies A, Lieber R . Structure and function of the skeletal muscle extracellular matrix. Muscle Nerve. 2011; 44(3):318-31. PMC: 3177172. DOI: 10.1002/mus.22094. View

3.
Lim H, Lim S, Tan C, Thiam C, Goh C, Carbajo D . Hyaluronan Receptor LYVE-1-Expressing Macrophages Maintain Arterial Tone through Hyaluronan-Mediated Regulation of Smooth Muscle Cell Collagen. Immunity. 2018; 49(2):326-341.e7. DOI: 10.1016/j.immuni.2018.06.008. View

4.
Travaglini K, Nabhan A, Penland L, Sinha R, Gillich A, Sit R . A molecular cell atlas of the human lung from single-cell RNA sequencing. Nature. 2020; 587(7835):619-625. PMC: 7704697. DOI: 10.1038/s41586-020-2922-4. View

5.
Ghoussaini M, Mountjoy E, Carmona M, Peat G, Schmidt E, Hercules A . Open Targets Genetics: systematic identification of trait-associated genes using large-scale genetics and functional genomics. Nucleic Acids Res. 2020; 49(D1):D1311-D1320. PMC: 7778936. DOI: 10.1093/nar/gkaa840. View