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Published October 7, 2021 | Published + Submitted + Supplemental Material
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A multimodal cell census and atlas of the mammalian primary motor cortex

Adkins, Ricky S. ORCID icon
Aldridge, Andrew I. ORCID icon
Allen, Shona ORCID icon
Ament, Seth A. ORCID icon
An, Xu ORCID icon
Armand, Ethan ORCID icon
Ascoli, Giorgio A. ORCID icon
Bakken, Trygve E. ORCID icon
Bandrowski, Anita ORCID icon
Banerjee, Samik ORCID icon
Barkas, Nikolaos ORCID icon
Bartlett, Anna ORCID icon
Bateup, Helen S. ORCID icon
Behrens, M. Margarita ORCID icon
Berens, Philipp ORCID icon
Berg, Jim ORCID icon
Bernabucci, Matteo ORCID icon
Bernaerts, Yves ORCID icon
Bertagnolli, Darren ORCID icon
Biancalani, Tommaso ORCID icon
Boggeman, Lara
Booeshaghi, A. Sina ORCID icon
Bowman, Ian ORCID icon
Bravo, Héctor Corrada ORCID icon
Cadwell, Cathryn René ORCID icon
Callaway, Edward M. ORCID icon
Carlin, Benjamin ORCID icon
O'Connor, Carolyn ORCID icon
Carter, Robert ORCID icon
Casper, Tamara ORCID icon
Castanon, Rosa G. ORCID icon
Castro, Jesus Ramon ORCID icon
Chance, Rebecca K. ORCID icon
Chatterjee, Apaala ORCID icon
Chen, Huaming ORCID icon
Chun, Jerold ORCID icon
Colantuoni, Carlo ORCID icon
Crabtree, Jonathan ORCID icon
Creasy, Heather ORCID icon
Crichton, Kirsten ORCID icon
Crow, Megan ORCID icon
D'Orazi, Florence D. ORCID icon
Daigle, Tanya L. ORCID icon
Dalley, Rachel ORCID icon
Dee, Nick ORCID icon
Degatano, Kylee ORCID icon
Dichter, Benjamin ORCID icon
Diep, Dinh ORCID icon
Ding, Liya ORCID icon
Ding, Song-Lin ORCID icon
Dominguez, Bertha ORCID icon
Dong, Hong-Wei ORCID icon
Dong, Weixiu ORCID icon
Dougherty, Elizabeth L. ORCID icon
Dudoit, Sandrine ORCID icon
Ecker, Joseph R. ORCID icon
Eichhorn, Stephen W. ORCID icon
Fang, Rongxin ORCID icon
Felix, Victor ORCID icon
Feng, Guoping ORCID icon
Feng, Zhao ORCID icon
Fischer, Stephan ORCID icon
Fitzpatrick, Conor ORCID icon
Fong, Olivia ORCID icon
Foster, Nicholas N. ORCID icon
Galbavy, William ORCID icon
Gee, James C. ORCID icon
Ghosh, Satrajit S. ORCID icon
Giglio, Michelle ORCID icon
Gillespie, Thomas H. ORCID icon
Gillis, Jesse ORCID icon
Goldman, Melissa ORCID icon
Goldy, Jeff ORCID icon
Gong, Hui ORCID icon
Gou, Lin ORCID icon
Grauer, Michael ORCID icon
Halchenko, Yaroslav O. ORCID icon
Harris, Julie A. ORCID icon
Hartmanis, Leonard ORCID icon
Hatfield, Joshua T. ORCID icon
Hawrylycz, Mike ORCID icon
Helba, Brian ORCID icon
Herb, Brian R. ORCID icon
Hertzano, Ronna ORCID icon
Hintiryan, Houri ORCID icon
Hirokawa, Karla E. ORCID icon
Hockemeyer, Dirk ORCID icon
Hodge, Rebecca D. ORCID icon
Hood, Greg ORCID icon
Horwitz, Gregory D. ORCID icon
Hou, Xiaomeng ORCID icon
Hu, Lijuan ORCID icon
Hu, Qiwen ORCID icon
Huang, Z. Josh ORCID icon
Huo, Bingxing ORCID icon
Ito-Cole, Tony ORCID icon
Jacobs, Matthew ORCID icon
Jia, Xueyan ORCID icon
Jiang, Shengdian ORCID icon
Jiang, Tao ORCID icon
Jiang, Xiaolong ORCID icon
Jin, Xin ORCID icon
Jorstad, Nikolas L. ORCID icon
Kalmbach, Brian E. ORCID icon
Kancherla, Jayaram ORCID icon
Keene, C. Dirk ORCID icon
Kelly, Kathleen ORCID icon
Khajouei, Farzaneh ORCID icon
Kharchenko, Peter V. ORCID icon
Kim, Gukhan ORCID icon
Ko, Andrew L. ORCID icon
Kobak, Dmitry ORCID icon
Konwar, Kishori ORCID icon
Kramer, Daniel J. ORCID icon
Krienen, Fenna M. ORCID icon
Kroll, Matthew ORCID icon
Kuang, Xiuli ORCID icon
Kuo, Hsien-Chi ORCID icon
Lake, Blue B. ORCID icon
Larsen, Rachael ORCID icon
Lathia, Kanan ORCID icon
Laturnus, Sophie ORCID icon
Lee, Angus Y. ORCID icon
Lee, Cheng-Ta ORCID icon
Lee, Kuo-Fen ORCID icon
Lein, Ed S. ORCID icon
Lesnar, Phil ORCID icon
Li, Anan ORCID icon
Li, Xiangning ORCID icon
Li, Xu
Li, Yang Eric ORCID icon
Li, Yaoyao ORCID icon
Li, Yuanyuan ORCID icon
Lim, Byungkook ORCID icon
Linnarsson, Sten ORCID icon
Liu, Christine S. ORCID icon
Liu, Hanqing ORCID icon
Liu, Lijuan ORCID icon
Lucero, Jacinta D. ORCID icon
Luo, Chongyuan ORCID icon
Luo, Qingming ORCID icon
Macosko, Evan Z. ORCID icon
Mahurkar, Anup ORCID icon
Martone, Maryann E. ORCID icon
Matho, Katherine S. ORCID icon
McCarroll, Steven A. ORCID icon
McCracken, Carrie ORCID icon
McMillen, Delissa ORCID icon
Miranda, Elanine ORCID icon
Mitra, Partha P ORCID icon
Miyazaki, Paula Assakura ORCID icon
Mizrachi, Judith ORCID icon
Mok, Stephanie ORCID icon
Mukamel, Eran A. ORCID icon
Mulherkar, Shalaka ORCID icon
Nadaf, Naeem M. ORCID icon
Naeemi, Maitham ORCID icon
Narasimhan, Arun ORCID icon
Nery, Joseph R. ORCID icon
Ng, Lydia ORCID icon
Ngai, John ORCID icon
Nguyen, Thuc Nghi ORCID icon
Nickel, Lance ORCID icon
Nicovich, Philip R. ORCID icon
Niu, Sheng-Yong ORCID icon
Ntranos, Vasilis ORCID icon
Nunn, Michael ORCID icon
Olley, Dustin ORCID icon
Orvis, Joshua ORCID icon
Osteen, Julia K. ORCID icon
Osten, Pavel ORCID icon
Owen, Scott F. ORCID icon
Pachter, Lior ORCID icon
Palaniswamy, Ramesh ORCID icon
Palmer, Carter R. ORCID icon
Pang, Yan ORCID icon
Peng, Hanchuan ORCID icon
Pham, Thanh ORCID icon
Pinto-Duarte, Antonio ORCID icon
Plongthongkum, Nongluk ORCID icon
Poirion, Olivier ORCID icon
Preissl, Sebastian ORCID icon
Purdom, Elizabeth ORCID icon
Qu, Lei ORCID icon
Rashid, Mohammad ORCID icon
Reed, Nora M. ORCID icon
Regev, Aviv ORCID icon
Ren, Bing ORCID icon
Ren, Miao ORCID icon
Rimorin, Christine ORCID icon
Risso, Davide ORCID icon
Rivkin, Angeline C. ORCID icon
Muñoz-Castañeda, Rodrigo ORCID icon
Romanow, William J. ORCID icon
Ropelewski, Alexander J. ORCID icon
Roux de Bézieux, Hector ORCID icon
Ruan, Zongcai ORCID icon
Sandberg, Rickard ORCID icon
Savoia, Steven ORCID icon
Scala, Federico ORCID icon
Schor, Michael ORCID icon
Shen, Elise ORCID icon
Siletti, Kimberly ORCID icon
Smith, Jared B. ORCID icon
Smith, Kimberly ORCID icon
Somasundaram, Saroja ORCID icon
Song, Yuanyuan ORCID icon
Sorensen, Staci A. ORCID icon
Stafford, David A. ORCID icon
Street, Kelly ORCID icon
Sulc, Josef ORCID icon
Sunkin, Susan ORCID icon
Svensson, Valentine ORCID icon
Tan, Pengcheng ORCID icon
Tan, Zheng Huan ORCID icon
Tasic, Bosiljka ORCID icon
Thompson, Carol ORCID icon
Tian, Wei ORCID icon
Tickle, Timothy L. ORCID icon
Tieu, Michael ORCID icon
Ting, Jonathan T. ORCID icon
Tolias, Andreas Savas ORCID icon
Torkelson, Amy ORCID icon
Tung, Herman ORCID icon
Vaishnav, Eeshit Dhaval ORCID icon
Van den Berge, Koen ORCID icon
van Velthoven, Cindy T.J. ORCID icon
Vanderburg, Charles R. ORCID icon
Veldman, Matthew B. ORCID icon
Vu, Minh ORCID icon
Wakeman, Wayne ORCID icon
Wang, Peng ORCID icon
Wang, Quanxin ORCID icon
Wang, Xinxin ORCID icon
Wang, Yimin ORCID icon
Wang, Yun ORCID icon
Welch, Joshua D. ORCID icon
White, Owen ORCID icon
Williams, Elora ORCID icon
Xie, Fangming ORCID icon
Xie, Peng ORCID icon
Xiong, Feng ORCID icon
Yang, X. William ORCID icon
Yanny, Anna Marie ORCID icon
Yao, Zizhen ORCID icon
Yin, Lulu ORCID icon
Yu, Yang ORCID icon
Yuan, Jing ORCID icon
Zeng, Hongkui ORCID icon
Zhang, Kun ORCID icon
Zhang, Meng ORCID icon
Zhang, Zhuzhu ORCID icon
Zhao, Sujun ORCID icon
Zhao, Xuan ORCID icon
Zhou, Jingtian ORCID icon
Zhuang, Xiaowei ORCID icon
Zingg, Brian ORCID icon
BRAIN Initiative Cell Census Network (BICCN)

Abstract

Here we report the generation of a multimodal cell census and atlas of the mammalian primary motor cortex as the initial product of the BRAIN Initiative Cell Census Network (BICCN). This was achieved by coordinated large-scale analyses of single-cell transcriptomes, chromatin accessibility, DNA methylomes, spatially resolved single-cell transcriptomes, morphological and electrophysiological properties and cellular resolution input–output mapping, integrated through cross-modal computational analysis. Our results advance the collective knowledge and understanding of brain cell-type organization. First, our study reveals a unified molecular genetic landscape of cortical cell types that integrates their transcriptome, open chromatin and DNA methylation maps. Second, cross-species analysis achieves a consensus taxonomy of transcriptomic types and their hierarchical organization that is conserved from mouse to marmoset and human. Third, in situ single-cell transcriptomics provides a spatially resolved cell-type atlas of the motor cortex. Fourth, cross-modal analysis provides compelling evidence for the transcriptomic, epigenomic and gene regulatory basis of neuronal phenotypes such as their physiological and anatomical properties, demonstrating the biological validity and genomic underpinning of neuron types. We further present an extensive genetic toolset for targeting glutamatergic neuron types towards linking their molecular and developmental identity to their circuit function. Together, our results establish a unifying and mechanistic framework of neuronal cell-type organization that integrates multi-layered molecular genetic and spatial information with multi-faceted phenotypic properties.

Additional Information

© The Author(s) 2021. This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. Received 04 October 2020; Accepted 25 August 2021; Published 06 October 2021. We thank additional members of our laboratories and institutions who contributed to the experimental and analytical components of this project. This work was supported by grants from the National Institute of Mental Health (NIMH) of the National Institutes of Health (NIH) under: U24MH114827, U19MH114821, U19MH114830, U19MH114831, U01MH117072, U01MH114829, U01MH121282, U01MH117023, U01MH114825, U01MH114819, U01MH114812, U01MH121260, U01MH114824, U01MH117079, U01MH116990, U01MH114828, R24MH117295, R24MH114793, R24MH114788, R24MH114815. We thank NIH BICCN program officers, in particular Yong Yao, for their guidance and support throughout this study. Additional support: NIH grants R01NS39600 and R01NS86082 to G.A.A. H.S.B. is a Chan Zuckerberg Biohub Investigator. Deutsche Forschungsgemeinschaft through a Heisenberg Professorship (BE5601/4-1), the Cluster of Excellence Machine Learning—New Perspectives for Science (EXC 2064, project number 390727645) and the Collaborative Research Center 1233 Robust Vision (project number 276693517), the German Federal Ministry of Education and Research (FKZ 01GQ1601 and 01IS18039A) to P.B. This work was supported in part by the Flow Cytometry Core Facility of the Salk Institute with funding from NIH-NCI CCSG: P30 014195 and Shared Instrumentation Grant S10-OD023689. NIH grant R01MH094360 to H.-W.D. We thank M. Becerra, T. Boesen, C. Cao, M. Fayzullina, K. Cotter, L. Gao, L. Gacia, L. Korobkova, D. Lo, C. Mun, S. Yamashita and M Zhu for their technical and informatics support. Hearing Health Foundation Hearing Restoration Project grant to R.H. NIH grant OD010425 to G.D.H. NIH grant RF1MH114126 to E.S.L. and J.T.T. National Natural Science Foundation of China (NNSFC) grant 61890953 to H.G. NNSFC grant 81827901 to Q.L. This project was supported in part by NIH grants P51OD010425 from the Office of Research Infrastructure Programs (ORIP) and UL1TR000423 from the National Center for Advancing Translational Sciences (NCATS). Its contents are solely the responsibility of the authors and do not necessarily represent the official view of NIH, ORIP, NCATS or the Institute of Translational Health Sciences at the Washington National Primate Research Center. NNSFC grant 61871411 and the University Synergy Innovation Program of Anhui Province GXXT-2019-008 to L.Q. Howard Hughes Medical Institute and the Klarman Cell Observatory for A.R. Howard Hughes Medical Institute for J.R.E. and X. Zhuang. NNSFC Grant 32071367 and NSF Shanghai Grant 20ZR1420100 to Yimin Wang. NIH grants R01EY023173 and U01MH105982 to H.Z. Researchers from Allen Institute for Brain Science wish to thank the Allen Institute founder, P. G. Allen, for his vision, encouragement and support. Data availability: Primary data are accessible through the Brain Cell Data Center and data archives. Brain Cell Data Center (BCDC), Overall BICCN organization and data, www.biccn.org. Neuroscience Multi-omic Data Archive (NeMO), RRID:SCR_016152. Brain Image Library (BIL), RRID:SCR_017272. Distributed Archives for Neurophysiology Data Integration (DANDI), RRID:SCR_017571. Publicly used databases in study: NCBI Homologene, 11/22/2019, https://www.ncbi.nlm.nih.gov/homologene, GENCODE mm10 (v16), https://www.gencodegenes.org, JASPAR 2020 database, http://jaspar.genereg.net. All data resources associated with this publication are available as listed at: https://github.com/BICCN/CellCensusMotorCortex and https://doi.org/10.5281/zenodo.4726182. Code availability: All code and libraries used in the manuscript are available at https://github.com/BICCN/CellCensusMotorCortex and https://doi.org/10.5281/zenodo.4726182. Author Contributions: BICCN contributing principal investigators: G.A.A., M.M.B., E.M.C., J. Chun, J.R.E., G.F., J.C.G., S.S.G., Y.O.H., M.J.H., R.H., H.-W.D., Z.J.H., E.S.L., B.K.L., M.E.M., L. Ng, P.O., L.P., A.J.R., T.L.T., A.S.T., O.W., X.W.Y., H.Z., K.Z., X. Zhuang and J.N. Principal manuscript editors: Z.J.H., E.S.L. and H.Z. Manuscript writing and figure generation: G.A.A., T.E.B., P.B., E.M.C., T.L.D., J.A.H., J.R.E., M.J.H., H.-W.D., Z.J.H., N.L.J., B.E.K., D.K., E.S.L., Y.E.L., H.L., K.S.M., E.A.M., M. Naeemi, B.Z., P.O., B.R., F.S., P.T., J.T.T., A.S.T., F. Xie, H.Z., M.Z., Z.Z., J.Z., X. Zhuang and J.N. Analysis coordination: T.E.B., E.M.C., J.A.H., J.R.E., M.J.H., H.-W.D., Z.J.H., E.S.L., E.A.M., P.O., B.R., A.S.T., H.Z., X. Zhuang and J.N. Integrated data analysis: E.A., T.E.B., P.B., J.A.H., J.R.E., H.-W.D., Z.J.H., N.L.J., B.E.K., D.K., E.S.L., Y.E.L., H.L., E.A.M., P.O., B.R., F.S., P.T., A.S.T., F. Xie, Z.Y., H.Z., M.Z., Z.Z., J.Z. and X. Zhuang. scRNA-seq and snRNA-seq data generation and processing: D.B., T.N.N., T.C., J. Chun, K.C., N.D., D.D., S.D., W.D., E.L.D., G.F., O.F., M. Goldman, J. Goldy, R.D.H., L. Hu, C.D.K., F.M.K., M.K., B.B.L., K.L., E.S.L., S. Linnarsson, C.S.L., E.Z.M., S.A.M., D.M., N.M.N., C.R.P., T.P., N.P., N.M.R., A.R., C.R., W.J.R., S. Savoia, K. Siletti, K. Smith, J.S., B.T., M.T., A.T., H.T., C.T.J.v.V., C.R.V., A.M.Y., H.Z. and K.Z. ATAC-seq data generation and processing: M.M.B., J. Chun, D.D., W.D., R.F., X.H., B.B.L., Y.E.L., C.S.L., J.D.L., J.K.O., C.R.P., A.P.-D., N.P., O.P., S.P., B.R., W.J.R., X.W. and K.Z. Methylcytosine data production and analysis: A.I.A., A. Bartlett, M.M.B., L.B., C.O., R.G.C., H.C., J.R.E., C.F., C.L., H.L., J.D.L., J.R.N., M. Nunn, J.K.O., A.P.-D., A.C.R., W.T. and J.Z. Epi-retro-seq data generation and processing: A. Bartlett, M.M.B., L.B., E.M.C., C.O., R.G.C., B. Dominguez, J.R.E., C.F., T.I.-C., M.J., X. Jin, C.L., K.L., P.A.M., E.A.M., J.R.N., M. Nunn, Y.P., A.P.-D., M. Rashid, A.C.R., J.B.S., P.T., M.V., E.W., Z.Z. and J.Z. 'Omics data analysis: E.A., T.E.B., T.B., A.S.B., M.C., D.D., S.D., J.R.E., R.F., S.F., O.F., J. Gillis, J. Goldy, Q.H., N.L.J., P.V.K., F.M.K., B.B.L., E.S.L., Y.E.L., S. Linnarsson, H.L., E.Z.M., E.A.M., S.-Y.N., V.N., L.P., O.P., E.P., A.R., D.R., H.R.d.B., K. Siletti, K. Smith, S. Somasundaram, K. Street, V.S., B.T., W.T., E.D.V., K.V.d.B., C.T.J.v.V., J.D.W., F. Xie, Z.Y., H.Z., J.Z. and J.N. Tracing and connectivity data generation: X.A., H.S.B., R.K.C., J.A.H., K.E.H., W.G., H.G., J.T.H., I.B., H.-W.D., Z.J.H., G.K., D.J.K., A.L., Xiangning Li, B.K.L., Q.L., K.S.M., L. Ng, L.G., H.H., B.Z., R.M.-C., D.A.S., H.Z. and J.N. Morphology data generation and reconstruction: T.L.D., J.A.H., Z.F., K.E.H., H.G., H.-W.D., Z.J.H., X. Jia, S.J., T.J., X.K., R.L., P.L., Xiangning Li, Yaoyao Li, Yuanyuan Li, L.L., Q.L., H.P., L.Q., M. Ren, Z.R., E.S., Y.S., W.W., P.W., Yimin Wang, Yun Wang, L.Y., J.Y., H.Z., S.Z. and X. Zhao. OLST/STPT and other data generation: X.A., W.G., J.T.H., Z.J.H., G.K., K.S.M., A.N., P.O., R.P. and R.M.-C. Morphology, connectivity and imaging analysis: X.A., G.A.A., S.B., L.D., J.A.H., Z.F., W.G., H.G., J.T.H., H.-W.D., Z.J.H., D. Huilgol, B. Huo, X. Jia, G.K., H.-C.K., S. Laturnus, A.L., Xu Li, N.N.F., K.S.M., P.P.M., J.M., M. Naeemi, A.N., L. Ng, P.O., R.P., H.P., R.M.-C., Q.W., Yimin Wang, Yun Wang, P.X., F. Xiong, Y.Y. and H.Z. Spatially resolved single-cell transcriptomics (MERFISH): M.Z., S.W.E., B.Z., Z.Y., H.Z., H.-W.D. and X. Zhuang. Multimodal profiling (Patch-seq): P.B., J.B., M.B., Y.B., C.R.C., J.R.C., R.D., P.R.N., L. Hartmanis, G.D.H., X. Jiang, B.E.K., C.D.K., A.L.K., D.K., S. Laturnus, E.S.L., E.M., S. Mulherkar, S.F.O., R.S., F.S., K. Smith, S.A.S., Z.H.T., J.T.T., A.S.T. and H.Z. Transgenic tools: S.A., X.A., H.S.B., R.K.C., T.L.D., W.G., J.T.H., D. Hockemeyer, Z.J.H., D. Huilgol, G.K., D.J.K., A.Y.L., K.S.M., D.A.S., B.T., M.B.V., X.W.Y., Z.Y., H.Z. and J.N. NeMO archive and analytics: R.S.A., S.A.A., H.C.B., R.C., A.C., C.C., J. Crabtree, H.C., V.F., M. Giglio, B.R.H., R.H., J.K., A.M., C.M., L. Nickel, D.O., J.O., M.S. and O.W. Brain Image Library (BIL) archive: G.H. and A.J.R. DANDI archive: B. Dichter, S.S.G., M. Grauer, Y.O.H. and B. Helba. Brain Cell Data Center (BCDC): A. Bandrowski, N.B., B.C., F.D.D., K.D., J.C.G., T.H.G., M.J.H., F.K., K. Konwar, M.E.M., L. Ng, C.T. and T.L.T. Project management: F.D.D., H.G., K. Kelly, B.B.L., K.S.M., S. Mok, H.H., M. Nunn, S. Sunkin and C.T. Manuscript correspondence: H.Z. Competing interests: A. Bandrowski is a cofounder of SciCrunch, a company devoted to improving scientific communication. J.R.E. is a member of Zymo Research SAB. J.A.H., K.E.H., T.N.N. and P.R.N. are currently employed by Cajal Neuroscience. P.V.K. serves on the Scientific Advisory Board of Celsius Therapeutics Inc. M.E.M. is a founder and CSO of SciCrunch Inc., a UCSD tech start up that produces tools in support of reproducibility including RRIDs. A.R. is a founder and equity holder of Celsius Therapeutics, an equity holder in Immunitas Therapeutics and until 31 August 2020 was a member of the scientific advisory board of Syros Pharmaceuticals, Neogene Therapeutics, Asimov and ThermoFisher Scientific. From 1 August 2020, A.R. has been an employee of Genentech. B.R. is a co-founder of Arima Genomics, Inc. and Epigenome Technologies, Inc. K.Z. is a co-founder, equity holder and serves on the Scientific Advisor Board of Singlera Genomics. X. Zhuang is a co-founder and consultant of Vizgen. Peer review information: Nature thanks Peter Jones, Manolis Kellis and the other, anonymous, reviewer(s) for their contribution to the peer review of this work. Peer reviewer reports are available.

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md5:d9b2c4ccbd9cdc037312cccf5dfcecfb
15.3 MB Preview Download
md5:5f5774cbd26ab5d9b1a8b3741a881ca9
137.1 kB Preview Download
md5:4cfb4f593afb92483a5447b32bdfa00b
263.1 kB Download
md5:188b077090eb55b522b24ac58d2ef1e3
183.1 kB Preview Download
md5:35cb07bb2317c4f772ad1767c4f6b5ca
1.2 MB Preview Download
md5:c7c9ca846336ad0803a95188e5574fe0
386.3 kB Download
md5:ae83cd26495ba34a08a37c9f6fda02d0
557.4 kB Download
md5:57e320ee7b21c45945e1ffb7aa9b2675
134.0 kB Download

Additional details

Created:
August 22, 2023
Modified:
December 22, 2023