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The murine transcriptome reveals global aging nodes with organ-specific phase and amplitude

Nicholas Schaum, Benoit Lehallier, Oliver Hahn, Shayan Hosseinzadeh, Song E. Lee, Rene Sit, Davis P. Lee, Patricia Morán Losada, Macy E. Zardeneta, Róbert Pálovics, Tobias Fehlmann, James Webber, Aaron McGeever, Hui Zhang, Daniela Berdnik, Weilun Tan, Alexander Zee, Michelle Tan, The Tabula Muris Consortium, Angela Pisco, Jim Karkanias, Norma F. Neff, Andreas Keller, Spyros Darmanis, Stephen R. Quake, Tony Wyss-Coray
doi: https://doi.org/10.1101/662254
Nicholas Schaum
1Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
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Benoit Lehallier
2Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
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Oliver Hahn
2Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
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Shayan Hosseinzadeh
3Chan Zuckerberg Biohub, San Francisco, California, USA
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Song E. Lee
2Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
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Rene Sit
3Chan Zuckerberg Biohub, San Francisco, California, USA
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Davis P. Lee
4Veterans Administration Palo Alto Healthcare System, Palo Alto, California, USA
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Patricia Morán Losada
2Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
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Macy E. Zardeneta
4Veterans Administration Palo Alto Healthcare System, Palo Alto, California, USA
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Róbert Pálovics
2Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
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Tobias Fehlmann
5Clinical Bioinformatics, Saarland University, Saarbrücken, Germany
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James Webber
3Chan Zuckerberg Biohub, San Francisco, California, USA
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Aaron McGeever
3Chan Zuckerberg Biohub, San Francisco, California, USA
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Hui Zhang
4Veterans Administration Palo Alto Healthcare System, Palo Alto, California, USA
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Daniela Berdnik
4Veterans Administration Palo Alto Healthcare System, Palo Alto, California, USA
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Weilun Tan
3Chan Zuckerberg Biohub, San Francisco, California, USA
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Alexander Zee
3Chan Zuckerberg Biohub, San Francisco, California, USA
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Michelle Tan
3Chan Zuckerberg Biohub, San Francisco, California, USA
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Angela Pisco
3Chan Zuckerberg Biohub, San Francisco, California, USA
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Jim Karkanias
3Chan Zuckerberg Biohub, San Francisco, California, USA
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Norma F. Neff
3Chan Zuckerberg Biohub, San Francisco, California, USA
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Andreas Keller
2Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
5Clinical Bioinformatics, Saarland University, Saarbrücken, Germany
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Spyros Darmanis
3Chan Zuckerberg Biohub, San Francisco, California, USA
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Stephen R. Quake
3Chan Zuckerberg Biohub, San Francisco, California, USA
6Department of Bioengineering, Stanford University, Stanford, California, USA
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  • For correspondence: twc@stanford.edu quake@stanford.edu
Tony Wyss-Coray
2Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
4Veterans Administration Palo Alto Healthcare System, Palo Alto, California, USA
7Paul F. Glenn Center for the Biology of Aging, Stanford University School of Medicine, Stanford, California, USA
8Wu Tsai Neurosciences Institute, Stanford University School of Medicine, Stanford, California, USA
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  • For correspondence: twc@stanford.edu quake@stanford.edu
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Abstract

Aging is the single greatest cause of disease and death worldwide, and so understanding the associated processes could vastly improve quality of life. While the field has identified major categories of aging damage such as altered intercellular communication, loss of proteostasis, and eroded mitochondrial function1, these deleterious processes interact with extraordinary complexity within and between organs. Yet, a comprehensive analysis of aging dynamics organism-wide is lacking. Here we performed RNA-sequencing of 17 organs and plasma proteomics at 10 ages across the mouse lifespan. We uncover previously unknown linear and non-linear expression shifts during aging, which cluster in strikingly consistent trajectory groups with coherent biological functions, including extracellular matrix regulation, unfolded protein binding, mitochondrial function, and inflammatory and immune response. Remarkably, these gene sets are expressed similarly across tissues, differing merely in age of onset and amplitude. Especially pronounced is widespread immune cell activation, detectable first in white adipose depots in middle age. Single-cell RNA-sequencing confirms the accumulation of adipose T and B cells, including immunoglobulin J-expressing plasma cells, which also accrue concurrently across diverse organs. Finally, we show how expression shifts in distinct tissues are highly correlated with corresponding protein levels in plasma, thus potentially contributing to aging of the systemic circulation. Together, these data demonstrate a similar yet asynchronous inter- and intra-organ progression of aging, thereby providing a foundation to track systemic sources of declining health at old age.

Footnotes

  • ↵† A full list of authors and affiliations appears in the online version of the paper

  • https://twc-stanford.shinyapps.io/maca/

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC 4.0 International license.
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Posted June 07, 2019.
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The murine transcriptome reveals global aging nodes with organ-specific phase and amplitude
Nicholas Schaum, Benoit Lehallier, Oliver Hahn, Shayan Hosseinzadeh, Song E. Lee, Rene Sit, Davis P. Lee, Patricia Morán Losada, Macy E. Zardeneta, Róbert Pálovics, Tobias Fehlmann, James Webber, Aaron McGeever, Hui Zhang, Daniela Berdnik, Weilun Tan, Alexander Zee, Michelle Tan, The Tabula Muris Consortium, Angela Pisco, Jim Karkanias, Norma F. Neff, Andreas Keller, Spyros Darmanis, Stephen R. Quake, Tony Wyss-Coray
bioRxiv 662254; doi: https://doi.org/10.1101/662254
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The murine transcriptome reveals global aging nodes with organ-specific phase and amplitude
Nicholas Schaum, Benoit Lehallier, Oliver Hahn, Shayan Hosseinzadeh, Song E. Lee, Rene Sit, Davis P. Lee, Patricia Morán Losada, Macy E. Zardeneta, Róbert Pálovics, Tobias Fehlmann, James Webber, Aaron McGeever, Hui Zhang, Daniela Berdnik, Weilun Tan, Alexander Zee, Michelle Tan, The Tabula Muris Consortium, Angela Pisco, Jim Karkanias, Norma F. Neff, Andreas Keller, Spyros Darmanis, Stephen R. Quake, Tony Wyss-Coray
bioRxiv 662254; doi: https://doi.org/10.1101/662254

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