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Integrated multimodal cell atlas of Alzheimer’s disease

View ORCID ProfileMariano I. Gabitto, View ORCID ProfileKyle J. Travaglini, View ORCID ProfileVictoria M. Rachleff, View ORCID ProfileEitan S. Kaplan, View ORCID ProfileBrian Long, View ORCID ProfileJeanelle Ariza, View ORCID ProfileYi Ding, View ORCID ProfileJoseph T. Mahoney, View ORCID ProfileNick Dee, View ORCID ProfileJeff Goldy, View ORCID ProfileErica J. Melief, View ORCID ProfileKrissy Brouner, View ORCID ProfileJazmin Campos, View ORCID ProfileJohn Campos, View ORCID ProfileAmbrose J. Carr, View ORCID ProfileTamara Casper, View ORCID ProfileRushil Chakrabarty, View ORCID ProfileMichael Clark, View ORCID ProfileJonah Cool, View ORCID ProfileNasmil J. Valera Cuevas, View ORCID ProfileRachel Dalley, View ORCID ProfileMartin Darvas, View ORCID ProfileSong-Lin Ding, View ORCID ProfileTim Dolbeare, View ORCID ProfileChristine L. Mac Donald, View ORCID ProfileTom Egdorf, View ORCID ProfileLuke Esposito, View ORCID ProfileRebecca Ferrer, View ORCID ProfileRohan Gala, View ORCID ProfileAmanda Gary, View ORCID ProfileJessica Gloe, View ORCID ProfileNathan Guilford, View ORCID ProfileJunitta Guzman, Daniel Hirschstein, View ORCID ProfileWindy Ho, View ORCID ProfileTim Jarksy, View ORCID ProfileNelson Johansen, View ORCID ProfileBrian E. Kalmbach, View ORCID ProfileLisa M. Keene, View ORCID ProfileSarah Khawand, View ORCID ProfileMitch Kilgore, View ORCID ProfileAmanda Kirkland, View ORCID ProfileMichael Kunst, View ORCID ProfileBrian R. Lee, View ORCID ProfileJocelin Malone, View ORCID ProfileZoe Maltzer, View ORCID ProfileNaomi Martin, View ORCID ProfileRachel McCue, View ORCID ProfileDelissa McMillen, View ORCID ProfileEmma Meyerdierks, View ORCID ProfileKelly P. Meyers, View ORCID ProfileTyler Mollenkopf, View ORCID ProfileMark Montine, View ORCID ProfileAmber L. Nolan, View ORCID ProfileJulie Nyhus, View ORCID ProfilePaul A. Olsen, View ORCID ProfileMaiya Pacleb, Nicholas Peña, View ORCID ProfileThanh Pham, View ORCID ProfileChristina Alice Pom, View ORCID ProfileNadia Postupna, View ORCID ProfileAugustin Ruiz, View ORCID ProfileAimee M. Schantz, View ORCID ProfileNadiya V. Shapovalova, View ORCID ProfileStaci A. Sorensen, View ORCID ProfileBrian Staats, View ORCID ProfileMatt Sullivan, View ORCID ProfileSusan M. Sunkin, View ORCID ProfileCarol Thompson, View ORCID ProfileMichael Tieu, View ORCID ProfileJonathan Ting, View ORCID ProfileAmy Torkelson, View ORCID ProfileTracy Tran, View ORCID ProfileMing-Qiang Wang, View ORCID ProfileJack Waters, View ORCID ProfileAngela M. Wilson, View ORCID ProfileDavid Haynor, View ORCID ProfileNicole Gatto, View ORCID ProfileSuman Jayadev, View ORCID ProfileShoaib Mufti, View ORCID ProfileLydia Ng, View ORCID ProfileShubhabrata Mukherjee, View ORCID ProfilePaul K. Crane, View ORCID ProfileCaitlin S. Latimer, View ORCID ProfileBoaz P. Levi, View ORCID ProfileKimberly Smith, View ORCID ProfileJennie L. Close, View ORCID ProfileJeremy A. Miller, View ORCID ProfileRebecca D. Hodge, View ORCID ProfileEric B. Larson, View ORCID ProfileThomas J. Grabowski, View ORCID ProfileMichael Hawrylycz, C. Dirk Keene, View ORCID ProfileEd S. Lein
doi: https://doi.org/10.1101/2023.05.08.539485
Mariano I. Gabitto
1Allen Institute for Brain Science, Seattle, WA, 98109
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Kyle J. Travaglini
1Allen Institute for Brain Science, Seattle, WA, 98109
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Victoria M. Rachleff
1Allen Institute for Brain Science, Seattle, WA, 98109
2Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA 98104
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Eitan S. Kaplan
1Allen Institute for Brain Science, Seattle, WA, 98109
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Brian Long
1Allen Institute for Brain Science, Seattle, WA, 98109
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Jeanelle Ariza
2Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA 98104
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Yi Ding
1Allen Institute for Brain Science, Seattle, WA, 98109
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Joseph T. Mahoney
1Allen Institute for Brain Science, Seattle, WA, 98109
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Nick Dee
1Allen Institute for Brain Science, Seattle, WA, 98109
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Jeff Goldy
1Allen Institute for Brain Science, Seattle, WA, 98109
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Erica J. Melief
2Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA 98104
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Krissy Brouner
1Allen Institute for Brain Science, Seattle, WA, 98109
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Jazmin Campos
1Allen Institute for Brain Science, Seattle, WA, 98109
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John Campos
2Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA 98104
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Ambrose J. Carr
3Department of Neurological Surgery, University of Washington, Seattle, WA 98104
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Tamara Casper
1Allen Institute for Brain Science, Seattle, WA, 98109
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Rushil Chakrabarty
1Allen Institute for Brain Science, Seattle, WA, 98109
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Michael Clark
1Allen Institute for Brain Science, Seattle, WA, 98109
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Jonah Cool
3Department of Neurological Surgery, University of Washington, Seattle, WA 98104
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Nasmil J. Valera Cuevas
1Allen Institute for Brain Science, Seattle, WA, 98109
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Rachel Dalley
1Allen Institute for Brain Science, Seattle, WA, 98109
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Martin Darvas
2Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA 98104
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Song-Lin Ding
1Allen Institute for Brain Science, Seattle, WA, 98109
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Tim Dolbeare
1Allen Institute for Brain Science, Seattle, WA, 98109
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Christine L. Mac Donald
4Department of Neurological Surgery, University of Washington, Seattle, WA 98104
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Tom Egdorf
1Allen Institute for Brain Science, Seattle, WA, 98109
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Luke Esposito
1Allen Institute for Brain Science, Seattle, WA, 98109
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Rebecca Ferrer
1Allen Institute for Brain Science, Seattle, WA, 98109
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Rohan Gala
1Allen Institute for Brain Science, Seattle, WA, 98109
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Amanda Gary
1Allen Institute for Brain Science, Seattle, WA, 98109
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Jessica Gloe
1Allen Institute for Brain Science, Seattle, WA, 98109
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Nathan Guilford
1Allen Institute for Brain Science, Seattle, WA, 98109
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Junitta Guzman
1Allen Institute for Brain Science, Seattle, WA, 98109
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Daniel Hirschstein
1Allen Institute for Brain Science, Seattle, WA, 98109
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Windy Ho
1Allen Institute for Brain Science, Seattle, WA, 98109
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Tim Jarksy
1Allen Institute for Brain Science, Seattle, WA, 98109
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Nelson Johansen
1Allen Institute for Brain Science, Seattle, WA, 98109
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Brian E. Kalmbach
1Allen Institute for Brain Science, Seattle, WA, 98109
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Lisa M. Keene
2Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA 98104
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Sarah Khawand
2Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA 98104
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Mitch Kilgore
2Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA 98104
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Amanda Kirkland
2Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA 98104
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Michael Kunst
1Allen Institute for Brain Science, Seattle, WA, 98109
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Brian R. Lee
1Allen Institute for Brain Science, Seattle, WA, 98109
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Jocelin Malone
1Allen Institute for Brain Science, Seattle, WA, 98109
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Zoe Maltzer
1Allen Institute for Brain Science, Seattle, WA, 98109
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Naomi Martin
1Allen Institute for Brain Science, Seattle, WA, 98109
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Rachel McCue
1Allen Institute for Brain Science, Seattle, WA, 98109
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Delissa McMillen
1Allen Institute for Brain Science, Seattle, WA, 98109
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Emma Meyerdierks
1Allen Institute for Brain Science, Seattle, WA, 98109
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Kelly P. Meyers
5Kaiser Permanente Washington Research Institute, Seattle, WA, 98101
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Tyler Mollenkopf
1Allen Institute for Brain Science, Seattle, WA, 98109
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Mark Montine
2Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA 98104
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Amber L. Nolan
2Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA 98104
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Julie Nyhus
1Allen Institute for Brain Science, Seattle, WA, 98109
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Paul A. Olsen
1Allen Institute for Brain Science, Seattle, WA, 98109
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Maiya Pacleb
2Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA 98104
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Nicholas Peña
1Allen Institute for Brain Science, Seattle, WA, 98109
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Thanh Pham
1Allen Institute for Brain Science, Seattle, WA, 98109
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Christina Alice Pom
1Allen Institute for Brain Science, Seattle, WA, 98109
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Nadia Postupna
2Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA 98104
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Augustin Ruiz
1Allen Institute for Brain Science, Seattle, WA, 98109
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Aimee M. Schantz
2Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA 98104
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Nadiya V. Shapovalova
1Allen Institute for Brain Science, Seattle, WA, 98109
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Staci A. Sorensen
1Allen Institute for Brain Science, Seattle, WA, 98109
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Brian Staats
1Allen Institute for Brain Science, Seattle, WA, 98109
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Matt Sullivan
1Allen Institute for Brain Science, Seattle, WA, 98109
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Susan M. Sunkin
1Allen Institute for Brain Science, Seattle, WA, 98109
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Carol Thompson
1Allen Institute for Brain Science, Seattle, WA, 98109
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Michael Tieu
1Allen Institute for Brain Science, Seattle, WA, 98109
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Jonathan Ting
1Allen Institute for Brain Science, Seattle, WA, 98109
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Amy Torkelson
1Allen Institute for Brain Science, Seattle, WA, 98109
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Tracy Tran
1Allen Institute for Brain Science, Seattle, WA, 98109
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Ming-Qiang Wang
1Allen Institute for Brain Science, Seattle, WA, 98109
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Jack Waters
1Allen Institute for Brain Science, Seattle, WA, 98109
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Angela M. Wilson
2Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA 98104
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David Haynor
6Department of Radiology, University of Washington, Seattle, WA 98014
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Nicole Gatto
5Kaiser Permanente Washington Research Institute, Seattle, WA, 98101
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Suman Jayadev
7Department of Neurology, University of Washington, Seattle, WA 98104
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Shoaib Mufti
1Allen Institute for Brain Science, Seattle, WA, 98109
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Lydia Ng
1Allen Institute for Brain Science, Seattle, WA, 98109
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Shubhabrata Mukherjee
8Department of Medicine, University of Washington, Seattle, WA 98104
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Paul K. Crane
8Department of Medicine, University of Washington, Seattle, WA 98104
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Caitlin S. Latimer
2Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA 98104
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Boaz P. Levi
1Allen Institute for Brain Science, Seattle, WA, 98109
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Kimberly Smith
1Allen Institute for Brain Science, Seattle, WA, 98109
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Jennie L. Close
1Allen Institute for Brain Science, Seattle, WA, 98109
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Jeremy A. Miller
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Rebecca D. Hodge
1Allen Institute for Brain Science, Seattle, WA, 98109
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Eric B. Larson
8Department of Medicine, University of Washington, Seattle, WA 98104
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Thomas J. Grabowski
6Department of Radiology, University of Washington, Seattle, WA 98014
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Michael Hawrylycz
1Allen Institute for Brain Science, Seattle, WA, 98109
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  • For correspondence: mikeh@alleninstitute.org cdkeene@uw.edu edl@alleninstitute.org
C. Dirk Keene
2Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA 98104
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  • For correspondence: mikeh@alleninstitute.org cdkeene@uw.edu edl@alleninstitute.org
Ed S. Lein
1Allen Institute for Brain Science, Seattle, WA, 98109
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  • For correspondence: mikeh@alleninstitute.org cdkeene@uw.edu edl@alleninstitute.org
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Abstract

Alzheimer’s disease (AD) is the most common cause of dementia in older adults. Neuropathological and imaging studies have demonstrated a progressive and stereotyped accumulation of protein aggregates, but the underlying molecular and cellular mechanisms driving AD progression and vulnerable cell populations affected by disease remain coarsely understood. The current study harnesses single cell and spatial genomics tools and knowledge from the BRAIN Initiative Cell Census Network to understand the impact of disease progression on middle temporal gyrus cell types. We used image-based quantitative neuropathology to place 84 donors spanning the spectrum of AD pathology along a continuous disease pseudoprogression score and multiomic technologies to profile single nuclei from each donor, mapping their transcriptomes, epigenomes, and spatial coordinates to a common cell type reference with unprecedented resolution. Temporal analysis of cell-type proportions indicated an early reduction of Somatostatin-expressing neuronal subtypes and a late decrease of supragranular intratelencephalic-projecting excitatory and Parvalbumin-expressing neurons, with increases in disease-associated microglial and astrocytic states. We found complex gene expression differences, ranging from global to cell type-specific effects. These effects showed different temporal patterns indicating diverse cellular perturbations as a function of disease progression. A subset of donors showed a particularly severe cellular and molecular phenotype, which correlated with steeper cognitive decline. We have created a freely available public resource to explore these data and to accelerate progress in AD research at SEA-AD.org.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • http://sea-ad.org

  • https://adknowledgeportal.synapse.org/Explore/Studies/DetailsPage?Study=syn26223298

  • https://registry.opendata.aws/allen-sea-ad-atlas/

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-ND 4.0 International license.
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Posted May 09, 2023.
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Integrated multimodal cell atlas of Alzheimer’s disease
Mariano I. Gabitto, Kyle J. Travaglini, Victoria M. Rachleff, Eitan S. Kaplan, Brian Long, Jeanelle Ariza, Yi Ding, Joseph T. Mahoney, Nick Dee, Jeff Goldy, Erica J. Melief, Krissy Brouner, Jazmin Campos, John Campos, Ambrose J. Carr, Tamara Casper, Rushil Chakrabarty, Michael Clark, Jonah Cool, Nasmil J. Valera Cuevas, Rachel Dalley, Martin Darvas, Song-Lin Ding, Tim Dolbeare, Christine L. Mac Donald, Tom Egdorf, Luke Esposito, Rebecca Ferrer, Rohan Gala, Amanda Gary, Jessica Gloe, Nathan Guilford, Junitta Guzman, Daniel Hirschstein, Windy Ho, Tim Jarksy, Nelson Johansen, Brian E. Kalmbach, Lisa M. Keene, Sarah Khawand, Mitch Kilgore, Amanda Kirkland, Michael Kunst, Brian R. Lee, Jocelin Malone, Zoe Maltzer, Naomi Martin, Rachel McCue, Delissa McMillen, Emma Meyerdierks, Kelly P. Meyers, Tyler Mollenkopf, Mark Montine, Amber L. Nolan, Julie Nyhus, Paul A. Olsen, Maiya Pacleb, Nicholas Peña, Thanh Pham, Christina Alice Pom, Nadia Postupna, Augustin Ruiz, Aimee M. Schantz, Nadiya V. Shapovalova, Staci A. Sorensen, Brian Staats, Matt Sullivan, Susan M. Sunkin, Carol Thompson, Michael Tieu, Jonathan Ting, Amy Torkelson, Tracy Tran, Ming-Qiang Wang, Jack Waters, Angela M. Wilson, David Haynor, Nicole Gatto, Suman Jayadev, Shoaib Mufti, Lydia Ng, Shubhabrata Mukherjee, Paul K. Crane, Caitlin S. Latimer, Boaz P. Levi, Kimberly Smith, Jennie L. Close, Jeremy A. Miller, Rebecca D. Hodge, Eric B. Larson, Thomas J. Grabowski, Michael Hawrylycz, C. Dirk Keene, Ed S. Lein
bioRxiv 2023.05.08.539485; doi: https://doi.org/10.1101/2023.05.08.539485
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Integrated multimodal cell atlas of Alzheimer’s disease
Mariano I. Gabitto, Kyle J. Travaglini, Victoria M. Rachleff, Eitan S. Kaplan, Brian Long, Jeanelle Ariza, Yi Ding, Joseph T. Mahoney, Nick Dee, Jeff Goldy, Erica J. Melief, Krissy Brouner, Jazmin Campos, John Campos, Ambrose J. Carr, Tamara Casper, Rushil Chakrabarty, Michael Clark, Jonah Cool, Nasmil J. Valera Cuevas, Rachel Dalley, Martin Darvas, Song-Lin Ding, Tim Dolbeare, Christine L. Mac Donald, Tom Egdorf, Luke Esposito, Rebecca Ferrer, Rohan Gala, Amanda Gary, Jessica Gloe, Nathan Guilford, Junitta Guzman, Daniel Hirschstein, Windy Ho, Tim Jarksy, Nelson Johansen, Brian E. Kalmbach, Lisa M. Keene, Sarah Khawand, Mitch Kilgore, Amanda Kirkland, Michael Kunst, Brian R. Lee, Jocelin Malone, Zoe Maltzer, Naomi Martin, Rachel McCue, Delissa McMillen, Emma Meyerdierks, Kelly P. Meyers, Tyler Mollenkopf, Mark Montine, Amber L. Nolan, Julie Nyhus, Paul A. Olsen, Maiya Pacleb, Nicholas Peña, Thanh Pham, Christina Alice Pom, Nadia Postupna, Augustin Ruiz, Aimee M. Schantz, Nadiya V. Shapovalova, Staci A. Sorensen, Brian Staats, Matt Sullivan, Susan M. Sunkin, Carol Thompson, Michael Tieu, Jonathan Ting, Amy Torkelson, Tracy Tran, Ming-Qiang Wang, Jack Waters, Angela M. Wilson, David Haynor, Nicole Gatto, Suman Jayadev, Shoaib Mufti, Lydia Ng, Shubhabrata Mukherjee, Paul K. Crane, Caitlin S. Latimer, Boaz P. Levi, Kimberly Smith, Jennie L. Close, Jeremy A. Miller, Rebecca D. Hodge, Eric B. Larson, Thomas J. Grabowski, Michael Hawrylycz, C. Dirk Keene, Ed S. Lein
bioRxiv 2023.05.08.539485; doi: https://doi.org/10.1101/2023.05.08.539485

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