Collections / abc-merfish-c57bl6j-638850

abc-merfish-c57bl6j-638850

Datasets59
Size~2.7 GB
AssayVizgen MERSCOPE
Samplemouse · brain
KindPublication
Flag a data issue
10.1038/s41586-023-06812-z ↗
Python · sddb client
from sddb import Catalog

cohort = Catalog().collection("abc-merfish-c57bl6j-638850")
cohort.members        # the 59 datasets as a table

print(cohort.licenses())              # check the terms before you download

sdatas = cohort.to_dict()             # {uid: SpatialData}, cached locally
# or keep the .zarr files in a folder of your choice:
# sdatas = cohort.to_dict(dest="data/")
Python · lamindb

Needs pip install lamindb and network access to the Lamin database, which is limited during the alpha. If it fails, use the Client tab.

import lamindb as ln

db = ln.DB("scverse/spatialdata-db")
coll = db.Collection.get(key="abc-merfish-c57bl6j-638850")
coll.ordered_artifacts.to_dataframe()   # the 59 members, ordered

# download every member .zarr to the local cache:
paths = [a.cache() for a in coll.ordered_artifacts.all()]
Shell
# sddb client: download every member .zarr into data/
sddb-cli download --collection abc-merfish-c57bl6j-638850 --dest data/

Licenses: 59 Allen Institute Terms of Use

A high-resolution transcriptomic and spatial atlas of cell types in the whole mouse brain.

The mammalian brain consists of millions to billions of cells that are organized into many cell types with specific spatial distribution patterns and structural and functional properties<sup>1-3</sup>. Here we report a comprehensive and high-resolution transcriptomic and spatial cell-type atlas for the whole adult mouse brain. The cell-type atlas was created by combining a single-cell RNA-sequencing (scRNA-seq) dataset of around 7 million cells profiled (approximately 4.0 million cells passing quality control), and a spatial transcriptomic dataset of approximately 4.3 million cells using multiplexed error-robust fluorescence in situ hybridization (MERFISH). The atlas is hierarchically organized into 4 nested levels of classification: 34 classes, 338 subclasses, 1,201 supertypes and 5,322 clusters. We present an online platform, Allen Brain Cell Atlas, to visualize the mouse whole-brain cell-type atlas along with the single-cell RNA-sequencing and MERFISH datasets. We systematically analysed the neuronal and non-neuronal cell types across the brain and identified a high degree of correspondence between transcriptomic identity and spatial specificity for each cell type. The results reveal unique features of cell-type organization in different brain regions-in particular, a dichotomy between the dorsal and ventral parts of the brain. The dorsal part contains relatively fewer yet highly divergent neuronal types, whereas the ventral part contains more numerous neuronal types that are more closely related to each other. Our study also uncovered extraordinary diversity and heterogeneity in neurotransmitter and neuropeptide expression and co-expression patterns in different cell types. Finally, we found that transcription factors are major determinants of cell-type classification and identified a combinatorial transcription factor code that defines cell types across all parts of the brain. The whole mouse brain transcriptomic and spatial cell-type atlas establishes a benchmark reference atlas and a foundational resource for integrative investigations of cellular and circuit function, development and evolution of the mammalian brain.

Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.05
mouse brain 25.2 MB 45,896 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size25.2 MB
Cells45,896
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.03
mouse brain 18.6 MB 30,533 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size18.6 MB
Cells30,533
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.02
mouse brain 13.8 MB 25,780 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size13.8 MB
Cells25,780
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.10
mouse brain 21.7 MB 42,070 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size21.7 MB
Cells42,070
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.01
mouse brain 13.6 MB 23,376 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size13.6 MB
Cells23,376
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.06
mouse brain 26.5 MB 46,512 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size26.5 MB
Cells46,512
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.04
mouse brain 25.1 MB 43,031 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size25.1 MB
Cells43,031
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.08
mouse brain 25.7 MB 46,993 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size25.7 MB
Cells46,993
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.11
mouse brain 24.1 MB 47,665 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size24.1 MB
Cells47,665
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.09
mouse brain 33.5 MB 69,210 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size33.5 MB
Cells69,210
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.68
mouse brain 9.7 MB 20,040 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size9.7 MB
Cells20,040
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.38
mouse brain 103 MB 120,065 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size103 MB
Cells120,065
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.16
mouse brain 54.8 MB 80,428 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size54.8 MB
Cells80,428
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.66
mouse brain 17.4 MB 26,208 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size17.4 MB
Cells26,208
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.24
mouse brain 38.1 MB 64,192 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size38.1 MB
Cells64,192
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.42
mouse brain 55.3 MB 75,433 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size55.3 MB
Cells75,433
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.14
mouse brain 54.6 MB 94,357 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size54.6 MB
Cells94,357
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.45
mouse brain 79.1 MB 105,253 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size79.1 MB
Cells105,253
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.27
mouse brain 37.1 MB 58,012 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size37.1 MB
Cells58,012
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.37
mouse brain 59.9 MB 90,030 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size59.9 MB
Cells90,030
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.60
mouse brain 24.4 MB 33,434 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size24.4 MB
Cells33,434
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.64
mouse brain 13.0 MB 22,269 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size13.0 MB
Cells22,269
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.52
mouse brain 74.1 MB 93,186 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size74.1 MB
Cells93,186
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.13
mouse brain 37.2 MB 71,203 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size37.2 MB
Cells71,203
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.30
mouse brain 69.4 MB 91,017 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size69.4 MB
Cells91,017
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.19
mouse brain 44.5 MB 62,624 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size44.5 MB
Cells62,624
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.12
mouse brain 26.0 MB 50,570 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size26.0 MB
Cells50,570
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.36
mouse brain 94.1 MB 115,675 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size94.1 MB
Cells115,675
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.61
mouse brain 21.7 MB 32,393 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size21.7 MB
Cells32,393
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.28
mouse brain 61.7 MB 79,114 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size61.7 MB
Cells79,114
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.15
mouse brain 50.9 MB 80,305 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size50.9 MB
Cells80,305
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.33
mouse brain 62.0 MB 85,807 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size62.0 MB
Cells85,807
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.39
mouse brain 44.1 MB 71,996 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size44.1 MB
Cells71,996
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.46
mouse brain 72.8 MB 98,539 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size72.8 MB
Cells98,539
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.31
mouse brain 68.1 MB 91,951 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size68.1 MB
Cells91,951
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.17
mouse brain 37.5 MB 58,865 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size37.5 MB
Cells58,865
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.26
mouse brain 61.7 MB 79,282 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size61.7 MB
Cells79,282
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.32
mouse brain 70.1 MB 93,478 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size70.1 MB
Cells93,478
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.40
mouse brain 72.9 MB 104,461 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size72.9 MB
Cells104,461
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.69
mouse brain 7.3 MB 13,963 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size7.3 MB
Cells13,963
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.55
mouse brain 50.0 MB 63,907 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size50.0 MB
Cells63,907
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.62
mouse brain 20.8 MB 33,129 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size20.8 MB
Cells33,129
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.18
mouse brain 25.9 MB 44,309 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size25.9 MB
Cells44,309
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.25
mouse brain 54.0 MB 73,752 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size54.0 MB
Cells73,752
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.44
mouse brain 76.5 MB 112,033 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size76.5 MB
Cells112,033
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.67
mouse brain 18.1 MB 29,243 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size18.1 MB
Cells29,243
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.35
mouse brain 59.5 MB 87,352 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size59.5 MB
Cells87,352
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.51
mouse brain 69.7 MB 98,885 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size69.7 MB
Cells98,885
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.47
mouse brain 58.3 MB 82,584 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size58.3 MB
Cells82,584
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.58
mouse brain 32.3 MB 44,695 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size32.3 MB
Cells44,695
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.43
mouse brain 78.4 MB 99,681 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size78.4 MB
Cells99,681
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.57
mouse brain 36.5 MB 51,972 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size36.5 MB
Cells51,972
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.59
mouse brain 27.4 MB 37,480 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size27.4 MB
Cells37,480
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.56
mouse brain 45.2 MB 57,160 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size45.2 MB
Cells57,160
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.49
mouse brain 83.2 MB 100,179 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size83.2 MB
Cells100,179
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.54
mouse brain 56.4 MB 87,113 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size56.4 MB
Cells87,113
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.50
mouse brain 74.8 MB 92,787 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size74.8 MB
Cells92,787
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.48
mouse brain 51.9 MB 77,117 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size51.9 MB
Cells77,117
silver Allen Institute Terms of Use Open in Vitessce
Open in Vitessce
Vizgen MERSCOPE
Mouse brain
C57BL6J-638850.29
mouse brain 58.0 MB 77,743 cells silver Allen Institute Terms of Use
TechnologyVizgen MERSCOPE
Organismmouse
Tissuebrain
Size58.0 MB
Cells77,743
silver Allen Institute Terms of Use Open in Vitessce

Cite this collection

doi.org/10.1038/s41586-023-06812-z ↗
BibTeX
@article{Yao_2023,
  title = {A high-resolution transcriptomic and spatial atlas of cell types in the whole mouse brain},
  volume = {624},
  ISSN = {1476-4687},
  url = {http://dx.doi.org/10.1038/s41586-023-06812-z},
  DOI = {10.1038/s41586-023-06812-z},
  number = {7991},
  journal = {Nature},
  publisher = {Springer Science and Business Media LLC},
  author = {Yao, Zizhen and van Velthoven, Cindy T. J. and Kunst, Michael and Zhang, Meng and McMillen, Delissa and Lee, Changkyu and Jung, Won and Goldy, Jeff and Abdelhak, Aliya and Aitken, Matthew and Baker, Katherine and Baker, Pamela and Barkan, Eliza and Bertagnolli, Darren and Bhandiwad, Ashwin and Bielstein, Cameron and Bishwakarma, Prajal and Campos, Jazmin and Carey, Daniel and Casper, Tamara and Chakka, Anish Bhaswanth and Chakrabarty, Rushil and Chavan, Sakshi and Chen, Min and Clark, Michael and Close, Jennie and Crichton, Kirsten and Daniel, Scott and DiValentin, Peter and Dolbeare, Tim and Ellingwood, Lauren and Fiabane, Elysha and Fliss, Timothy and Gee, James and Gerstenberger, James and Glandon, Alexandra and Gloe, Jessica and Gould, Joshua and Gray, James and Guilford, Nathan and Guzman, Junitta and Hirschstein, Daniel and Ho, Windy and Hooper, Marcus and Huang, Mike and Hupp, Madie and Jin, Kelly and Kroll, Matthew and Lathia, Kanan and Leon, Arielle and Li, Su and Long, Brian and Madigan, Zach and Malloy, Jessica and Malone, Jocelin and Maltzer, Zoe and Martin, Naomi and McCue, Rachel and McGinty, Ryan and Mei, Nicholas and Melchor, Jose and Meyerdierks, Emma and Mollenkopf, Tyler and Moonsman, Skyler and Nguyen, Thuc Nghi and Otto, Sven and Pham, Trangthanh and Rimorin, Christine and Ruiz, Augustin and Sanchez, Raymond and Sawyer, Lane and Shapovalova, Nadiya and Shepard, Noah and Slaughterbeck, Cliff and Sulc, Josef and Tieu, Michael and Torkelson, Amy and Tung, Herman and Valera Cuevas, Nasmil and Vance, Shane and Wadhwani, Katherine and Ward, Katelyn and Levi, Boaz and Farrell, Colin and Young, Rob and Staats, Brian and Wang, Ming-Qiang Michael and Thompson, Carol L. and Mufti, Shoaib and Pagan, Chelsea M. and Kruse, Lauren and Dee, Nick and Sunkin, Susan M. and Esposito, Luke and Hawrylycz, Michael J. and Waters, Jack and Ng, Lydia and Smith, Kimberly and Tasic, Bosiljka and Zhuang, Xiaowei and Zeng, Hongkui},
  year = {2023},
  month = Dec,
  pages = {317–332}
}