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

Author

Yao, Zizhen, van Velthoven, Cindy T. J., Kunst, Michael, Zhang, Meng, McMillen, Delissa, Lee, Changkyu, Jung, Won, Goldy, Jeff, Abdelhak, Aliya, Aitken, Matthew, Baker, Katherine, Baker, Pamela, Barkan, Eliza, Bertagnolli, Darren, Bhandiwad, Ashwin, Bielstein, Cameron, Bishwakarma, Prajal, Campos, Jazmin, Carey, Daniel, Casper, Tamara, Chakka, Anish Bhaswanth, Chakrabarty, Rushil, Chavan, Sakshi, Chen, Min, Clark, Michael, Close, Jennie, Crichton, Kirsten, Daniel, Scott, DiValentin, Peter, Dolbeare, Tim, Ellingwood, Lauren, Fiabane, Elysha, Fliss, Timothy, Gee, James, Gerstenberger, James, Glandon, Alexandra, Gloe, Jessica, Gould, Joshua, Gray, James, Guilford, Nathan, Guzman, Junitta, Hirschstein, Daniel, Ho, Windy, Hooper, Marcus, Huang, Mike, Hupp, Madie, Jin, Kelly, Kroll, Matthew, Lathia, Kanan, Leon, Arielle, Li, Su, Long, Brian, Madigan, Zach, Malloy, Jessica, Malone, Jocelin, Maltzer, Zoe, Martin, Naomi, McCue, Rachel, McGinty, Ryan, Mei, Nicholas, Melchor, Jose, Meyerdierks, Emma, Mollenkopf, Tyler, Moonsman, Skyler, Nguyen, Thuc Nghi, Otto, Sven, Pham, Trangthanh, Rimorin, Christine, Ruiz, Augustin, Sanchez, Raymond, Sawyer, Lane, Shapovalova, Nadiya, Shepard, Noah, Slaughterbeck, Cliff, Sulc, Josef, Tieu, Michael, Torkelson, Amy, Tung, Herman, Valera Cuevas, Nasmil, Vance, Shane, Wadhwani, Katherine, Ward, Katelyn, Levi, Boaz, Farrell, Colin, Young, Rob, Staats, Brian, Wang, Ming-Qiang Michael, Thompson, Carol L., Mufti, Shoaib, Pagan, Chelsea M., Kruse, Lauren, Dee, Nick, Sunkin, Susan M., Esposito, Luke, Hawrylycz, Michael J., Waters, Jack, Ng, Lydia, Smith, Kimberly, Tasic, Bosiljka, Zhuang, Xiaowei, and Zeng, Hongkui

Published
2023
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2. A transcriptomic and epigenomic cell atlas of the mouse primary motor cortex

Author

Yao, Zizhen, Liu, Hanqing, Xie, Fangming, Fischer, Stephan, Adkins, Ricky S, Aldridge, Andrew I, Ament, Seth A, Bartlett, Anna, Behrens, M Margarita, Van den Berge, Koen, Bertagnolli, Darren, de Bézieux, Hector Roux, Biancalani, Tommaso, Booeshaghi, A Sina, Bravo, Héctor Corrada, Casper, Tamara, Colantuoni, Carlo, Crabtree, Jonathan, Creasy, Heather, Crichton, Kirsten, Crow, Megan, Dee, Nick, Dougherty, Elizabeth L, Doyle, Wayne I, Dudoit, Sandrine, Fang, Rongxin, Felix, Victor, Fong, Olivia, Giglio, Michelle, Goldy, Jeff, Hawrylycz, Mike, Herb, Brian R, Hertzano, Ronna, Hou, Xiaomeng, Hu, Qiwen, Kancherla, Jayaram, Kroll, Matthew, Lathia, Kanan, Li, Yang Eric, Lucero, Jacinta D, Luo, Chongyuan, Mahurkar, Anup, McMillen, Delissa, Nadaf, Naeem M, Nery, Joseph R, Nguyen, Thuc Nghi, Niu, Sheng-Yong, Ntranos, Vasilis, Orvis, Joshua, Osteen, Julia K, Pham, Thanh, Pinto-Duarte, Antonio, Poirion, Olivier, Preissl, Sebastian, Purdom, Elizabeth, Rimorin, Christine, Risso, Davide, Rivkin, Angeline C, Smith, Kimberly, Street, Kelly, Sulc, Josef, Svensson, Valentine, Tieu, Michael, Torkelson, Amy, Tung, Herman, Vaishnav, Eeshit Dhaval, Vanderburg, Charles R, van Velthoven, Cindy, Wang, Xinxin, White, Owen R, Huang, Z Josh, Kharchenko, Peter V, Pachter, Lior, Ngai, John, Regev, Aviv, Tasic, Bosiljka, Welch, Joshua D, Gillis, Jesse, Macosko, Evan Z, Ren, Bing, Ecker, Joseph R, Zeng, Hongkui, and Mukamel, Eran A

Subjects
Human Genome, Neurosciences, Genetics, Bioengineering, Biotechnology, 1.1 Normal biological development and functioning, Underpinning research, Neurological, Animals, Atlases as Topic, Datasets as Topic, Epigenesis, Genetic, Epigenomics, Female, Gene Expression Profiling, Male, Mice, Motor Cortex, Neurons, Organ Specificity, Reproducibility of Results, Single-Cell Analysis, Transcriptome, General Science & Technology
Abstract

Single-cell transcriptomics can provide quantitative molecular signatures for large, unbiased samples of the diverse cell types in the brain1-3. With the proliferation of multi-omics datasets, a major challenge is to validate and integrate results into a biological understanding of cell-type organization. Here we generated transcriptomes and epigenomes from more than 500,000 individual cells in the mouse primary motor cortex, a structure that has an evolutionarily conserved role in locomotion. We developed computational and statistical methods to integrate multimodal data and quantitatively validate cell-type reproducibility. The resulting reference atlas-containing over 56 neuronal cell types that are highly replicable across analysis methods, sequencing technologies and modalities-is a comprehensive molecular and genomic account of the diverse neuronal and non-neuronal cell types in the mouse primary motor cortex. The atlas includes a population of excitatory neurons that resemble pyramidal cells in layer 4 in other cortical regions4. We further discovered thousands of concordant marker genes and gene regulatory elements for these cell types. Our results highlight the complex molecular regulation of cell types in the brain and will directly enable the design of reagents to target specific cell types in the mouse primary motor cortex for functional analysis.

Published
2021

3. Comparative cellular analysis of motor cortex in human, marmoset and mouse

Author

Bakken, Trygve E, Jorstad, Nikolas L, Hu, Qiwen, Lake, Blue B, Tian, Wei, Kalmbach, Brian E, Crow, Megan, Hodge, Rebecca D, Krienen, Fenna M, Sorensen, Staci A, Eggermont, Jeroen, Yao, Zizhen, Aevermann, Brian D, Aldridge, Andrew I, Bartlett, Anna, Bertagnolli, Darren, Casper, Tamara, Castanon, Rosa G, Crichton, Kirsten, Daigle, Tanya L, Dalley, Rachel, Dee, Nick, Dembrow, Nikolai, Diep, Dinh, Ding, Song-Lin, Dong, Weixiu, Fang, Rongxin, Fischer, Stephan, Goldman, Melissa, Goldy, Jeff, Graybuck, Lucas T, Herb, Brian R, Hou, Xiaomeng, Kancherla, Jayaram, Kroll, Matthew, Lathia, Kanan, van Lew, Baldur, Li, Yang Eric, Liu, Christine S, Liu, Hanqing, Lucero, Jacinta D, Mahurkar, Anup, McMillen, Delissa, Miller, Jeremy A, Moussa, Marmar, Nery, Joseph R, Nicovich, Philip R, Niu, Sheng-Yong, Orvis, Joshua, Osteen, Julia K, Owen, Scott, Palmer, Carter R, Pham, Thanh, Plongthongkum, Nongluk, Poirion, Olivier, Reed, Nora M, Rimorin, Christine, Rivkin, Angeline, Romanow, William J, Sedeño-Cortés, Adriana E, Siletti, Kimberly, Somasundaram, Saroja, Sulc, Josef, Tieu, Michael, Torkelson, Amy, Tung, Herman, Wang, Xinxin, Xie, Fangming, Yanny, Anna Marie, Zhang, Renee, Ament, Seth A, Behrens, M Margarita, Bravo, Hector Corrada, Chun, Jerold, Dobin, Alexander, Gillis, Jesse, Hertzano, Ronna, Hof, Patrick R, Höllt, Thomas, Horwitz, Gregory D, Keene, C Dirk, Kharchenko, Peter V, Ko, Andrew L, Lelieveldt, Boudewijn P, Luo, Chongyuan, Mukamel, Eran A, Pinto-Duarte, António, Preissl, Sebastian, Regev, Aviv, Ren, Bing, Scheuermann, Richard H, Smith, Kimberly, Spain, William J, White, Owen R, Koch, Christof, Hawrylycz, Michael, Tasic, Bosiljka, Macosko, Evan Z, McCarroll, Steven A, and Ting, Jonathan T

Subjects
Human Genome, Neurosciences, Genetics, Biotechnology, Underpinning research, 1.1 Normal biological development and functioning, Neurological, Animals, Atlases as Topic, Callithrix, Epigenesis, Genetic, Epigenomics, Female, GABAergic Neurons, Gene Expression Profiling, Glutamates, Humans, In Situ Hybridization, Fluorescence, Male, Mice, Middle Aged, Motor Cortex, Neurons, Organ Specificity, Phylogeny, Single-Cell Analysis, Species Specificity, Transcriptome, General Science & Technology
Abstract

The primary motor cortex (M1) is essential for voluntary fine-motor control and is functionally conserved across mammals1. Here, using high-throughput transcriptomic and epigenomic profiling of more than 450,000 single nuclei in humans, marmoset monkeys and mice, we demonstrate a broadly conserved cellular makeup of this region, with similarities that mirror evolutionary distance and are consistent between the transcriptome and epigenome. The core conserved molecular identities of neuronal and non-neuronal cell types allow us to generate a cross-species consensus classification of cell types, and to infer conserved properties of cell types across species. Despite the overall conservation, however, many species-dependent specializations are apparent, including differences in cell-type proportions, gene expression, DNA methylation and chromatin state. Few cell-type marker genes are conserved across species, revealing a short list of candidate genes and regulatory mechanisms that are responsible for conserved features of homologous cell types, such as the GABAergic chandelier cells. This consensus transcriptomic classification allows us to use patch-seq (a combination of whole-cell patch-clamp recordings, RNA sequencing and morphological characterization) to identify corticospinal Betz cells from layer 5 in non-human primates and humans, and to characterize their highly specialized physiology and anatomy. These findings highlight the robust molecular underpinnings of cell-type diversity in M1 across mammals, and point to the genes and regulatory pathways responsible for the functional identity of cell types and their species-specific adaptations.

Published
2021

4. A multimodal cell census and atlas of the mammalian primary motor cortex

Author

Callaway, Edward M, Dong, Hong-Wei, Ecker, Joseph R, Hawrylycz, Michael J, Huang, Z Josh, Lein, Ed S, Ngai, John, Osten, Pavel, Ren, Bing, Tolias, Andreas Savas, White, Owen, Zeng, Hongkui, Zhuang, Xiaowei, Ascoli, Giorgio A, Behrens, M Margarita, Chun, Jerold, Feng, Guoping, Gee, James C, Ghosh, Satrajit S, Halchenko, Yaroslav O, Hertzano, Ronna, Lim, Byung Kook, Martone, Maryann E, Ng, Lydia, Pachter, Lior, Ropelewski, Alexander J, Tickle, Timothy L, Yang, X William, Zhang, Kun, Bakken, Trygve E, Berens, Philipp, Daigle, Tanya L, Harris, Julie A, Jorstad, Nikolas L, Kalmbach, Brian E, Kobak, Dmitry, Li, Yang Eric, Liu, Hanqing, Matho, Katherine S, Mukamel, Eran A, Naeemi, Maitham, Scala, Federico, Tan, Pengcheng, Ting, Jonathan T, Xie, Fangming, Zhang, Meng, Zhang, Zhuzhu, Zhou, Jingtian, Zingg, Brian, Armand, Ethan, Yao, Zizhen, Bertagnolli, Darren, Casper, Tamara, Crichton, Kirsten, Dee, Nick, Diep, Dinh, Ding, Song-Lin, Dong, Weixiu, Dougherty, Elizabeth L, Fong, Olivia, Goldman, Melissa, Goldy, Jeff, Hodge, Rebecca D, Hu, Lijuan, Keene, C Dirk, Krienen, Fenna M, Kroll, Matthew, Lake, Blue B, Lathia, Kanan, Linnarsson, Sten, Liu, Christine S, Macosko, Evan Z, McCarroll, Steven A, McMillen, Delissa, Nadaf, Naeem M, Nguyen, Thuc Nghi, Palmer, Carter R, Pham, Thanh, Plongthongkum, Nongluk, Reed, Nora M, Regev, Aviv, Rimorin, Christine, Romanow, William J, Savoia, Steven, Siletti, Kimberly, Smith, Kimberly, Sulc, Josef, Tasic, Bosiljka, Tieu, Michael, Torkelson, Amy, Tung, Herman, van Velthoven, Cindy TJ, Vanderburg, Charles R, Yanny, Anna Marie, Fang, Rongxin, Hou, Xiaomeng, Lucero, Jacinta D, Osteen, Julia K, Pinto-Duarte, Antonio, and Poirion, Olivier

Subjects
Genetics, Neurosciences, Human Genome, Biotechnology, Underpinning research, 1.1 Normal biological development and functioning, Neurological, Animals, Atlases as Topic, Callithrix, Epigenomics, Female, Gene Expression Profiling, Glutamates, Humans, In Situ Hybridization, Fluorescence, Male, Mice, Motor Cortex, Neurons, Organ Specificity, Phylogeny, Single-Cell Analysis, Species Specificity, Transcriptome, BRAIN Initiative Cell Census Network, General Science & Technology
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 organization1-5. 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.

Published
2021

5. Human neocortical expansion involves glutamatergic neuron diversification

Author

Berg, Jim, Sorensen, Staci A., Ting, Jonathan T., Miller, Jeremy A., Chartrand, Thomas, Buchin, Anatoly, Bakken, Trygve E., Budzillo, Agata, Dee, Nick, Ding, Song-Lin, Gouwens, Nathan W., Hodge, Rebecca D., Kalmbach, Brian, Lee, Changkyu, Lee, Brian R., Alfiler, Lauren, Baker, Katherine, Barkan, Eliza, Beller, Allison, Berry, Kyla, Bertagnolli, Darren, Bickley, Kris, Bomben, Jasmine, Braun, Thomas, Brouner, Krissy, Casper, Tamara, Chong, Peter, Crichton, Kirsten, Dalley, Rachel, de Frates, Rebecca, Desta, Tsega, Lee, Samuel Dingman, D’Orazi, Florence, Dotson, Nadezhda, Egdorf, Tom, Enstrom, Rachel, Farrell, Colin, Feng, David, Fong, Olivia, Furdan, Szabina, Galakhova, Anna A., Gamlin, Clare, Gary, Amanda, Glandon, Alexandra, Goldy, Jeff, Gorham, Melissa, Goriounova, Natalia A., Gratiy, Sergey, Graybuck, Lucas, Gu, Hong, Hadley, Kristen, Hansen, Nathan, Heistek, Tim S., Henry, Alex M., Heyer, Djai B., Hill, DiJon, Hill, Chris, Hupp, Madie, Jarsky, Tim, Kebede, Sara, Keene, Lisa, Kim, Lisa, Kim, Mean-Hwan, Kroll, Matthew, Latimer, Caitlin, Levi, Boaz P., Link, Katherine E., Mallory, Matthew, Mann, Rusty, Marshall, Desiree, Maxwell, Michelle, McGraw, Medea, McMillen, Delissa, Melief, Erica, Mertens, Eline J., Mezei, Leona, Mihut, Norbert, Mok, Stephanie, Molnar, Gabor, Mukora, Alice, Ng, Lindsay, Ngo, Kiet, Nicovich, Philip R., Nyhus, Julie, Olah, Gaspar, Oldre, Aaron, Omstead, Victoria, Ozsvar, Attila, Park, Daniel, Peng, Hanchuan, Pham, Trangthanh, Pom, Christina A., Potekhina, Lydia, Rajanbabu, Ramkumar, Ransford, Shea, Reid, David, Rimorin, Christine, Ruiz, Augustin, Sandman, David, Sulc, Josef, Sunkin, Susan M., Szafer, Aaron, Szemenyei, Viktor, Thomsen, Elliot R., Tieu, Michael, Torkelson, Amy, Trinh, Jessica, Tung, Herman, Wakeman, Wayne, Waleboer, Femke, Ward, Katelyn, Wilbers, René, Williams, Grace, Yao, Zizhen, Yoon, Jae-Geun, Anastassiou, Costas, Arkhipov, Anton, Barzo, Pal, Bernard, Amy, Cobbs, Charles, de Witt Hamer, Philip C., Ellenbogen, Richard G., Esposito, Luke, Ferreira, Manuel, Gwinn, Ryder P., Hawrylycz, Michael J., Hof, Patrick R., Idema, Sander, Jones, Allan R., Keene, C. Dirk, Ko, Andrew L., Murphy, Gabe J., Ng, Lydia, Ojemann, Jeffrey G., Patel, Anoop P., Phillips, John W., Silbergeld, Daniel L., Smith, Kimberly, Tasic, Bosiljka, Yuste, Rafael, Segev, Idan, de Kock, Christiaan P. J., Mansvelder, Huibert D., Tamas, Gabor, Zeng, Hongkui, Koch, Christof, and Lein, Ed S.

Published
2021
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6. A taxonomy of transcriptomic cell types across the isocortex and hippocampal formation

Author

Yao, Zizhen, van Velthoven, Cindy T.J., Nguyen, Thuc Nghi, Goldy, Jeff, Sedeno-Cortes, Adriana E., Baftizadeh, Fahimeh, Bertagnolli, Darren, Casper, Tamara, Chiang, Megan, Crichton, Kirsten, Ding, Song-Lin, Fong, Olivia, Garren, Emma, Glandon, Alexandra, Gouwens, Nathan W., Gray, James, Graybuck, Lucas T., Hawrylycz, Michael J., Hirschstein, Daniel, Kroll, Matthew, Lathia, Kanan, Lee, Changkyu, Levi, Boaz, McMillen, Delissa, Mok, Stephanie, Pham, Thanh, Ren, Qingzhong, Rimorin, Christine, Shapovalova, Nadiya, Sulc, Josef, Sunkin, Susan M., Tieu, Michael, Torkelson, Amy, Tung, Herman, Ward, Katelyn, Dee, Nick, Smith, Kimberly A., Tasic, Bosiljka, and Zeng, Hongkui

Published
2021
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7. Integrated Morphoelectric and Transcriptomic Classification of Cortical GABAergic Cells

Author

Gouwens, Nathan W., Sorensen, Staci A., Baftizadeh, Fahimeh, Budzillo, Agata, Lee, Brian R., Jarsky, Tim, Alfiler, Lauren, Baker, Katherine, Barkan, Eliza, Berry, Kyla, Bertagnolli, Darren, Bickley, Kris, Bomben, Jasmine, Braun, Thomas, Brouner, Krissy, Casper, Tamara, Crichton, Kirsten, Daigle, Tanya L., Dalley, Rachel, de Frates, Rebecca A., Dee, Nick, Desta, Tsega, Lee, Samuel Dingman, Dotson, Nadezhda, Egdorf, Tom, Ellingwood, Lauren, Enstrom, Rachel, Esposito, Luke, Farrell, Colin, Feng, David, Fong, Olivia, Gala, Rohan, Gamlin, Clare, Gary, Amanda, Glandon, Alexandra, Goldy, Jeff, Gorham, Melissa, Graybuck, Lucas, Gu, Hong, Hadley, Kristen, Hawrylycz, Michael J., Henry, Alex M., Hill, DiJon, Hupp, Madie, Kebede, Sara, Kim, Tae Kyung, Kim, Lisa, Kroll, Matthew, Lee, Changkyu, Link, Katherine E., Mallory, Matthew, Mann, Rusty, Maxwell, Michelle, McGraw, Medea, McMillen, Delissa, Mukora, Alice, Ng, Lindsay, Ng, Lydia, Ngo, Kiet, Nicovich, Philip R., Oldre, Aaron, Park, Daniel, Peng, Hanchuan, Penn, Osnat, Pham, Thanh, Pom, Alice, Popović, Zoran, Potekhina, Lydia, Rajanbabu, Ramkumar, Ransford, Shea, Reid, David, Rimorin, Christine, Robertson, Miranda, Ronellenfitch, Kara, Ruiz, Augustin, Sandman, David, Smith, Kimberly, Sulc, Josef, Sunkin, Susan M., Szafer, Aaron, Tieu, Michael, Torkelson, Amy, Trinh, Jessica, Tung, Herman, Wakeman, Wayne, Ward, Katelyn, Williams, Grace, Zhou, Zhi, Ting, Jonathan T., Arkhipov, Anton, Sümbül, Uygar, Lein, Ed S., Koch, Christof, Yao, Zizhen, Tasic, Bosiljka, Berg, Jim, Murphy, Gabe J., and Zeng, Hongkui

Published
2020
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8. Transcriptomic cytoarchitecture reveals principles of human neocortex organization

Author

Jorstad, Nikolas L., primary, Close, Jennie, additional, Johansen, Nelson, additional, Yanny, Anna Marie, additional, Barkan, Eliza R., additional, Travaglini, Kyle J., additional, Bertagnolli, Darren, additional, Campos, Jazmin, additional, Casper, Tamara, additional, Crichton, Kirsten, additional, Dee, Nick, additional, Ding, Song-Lin, additional, Gelfand, Emily, additional, Goldy, Jeff, additional, Hirschstein, Daniel, additional, Kiick, Katelyn, additional, Kroll, Matthew, additional, Kunst, Michael, additional, Lathia, Kanan, additional, Long, Brian, additional, Martin, Naomi, additional, McMillen, Delissa, additional, Pham, Trangthanh, additional, Rimorin, Christine, additional, Ruiz, Augustin, additional, Shapovalova, Nadiya, additional, Shehata, Soraya, additional, Siletti, Kimberly, additional, Somasundaram, Saroja, additional, Sulc, Josef, additional, Tieu, Michael, additional, Torkelson, Amy, additional, Tung, Herman, additional, Callaway, Edward M., additional, Hof, Patrick R., additional, Keene, C. Dirk, additional, Levi, Boaz P., additional, Linnarsson, Sten, additional, Mitra, Partha P., additional, Smith, Kimberly, additional, Hodge, Rebecca D., additional, Bakken, Trygve E., additional, and Lein, Ed S, additional

Published
2023
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9. Author Correction: Comparative cellular analysis of motor cortex in human, marmoset and mouse

Author

Bakken, Trygve E., Jorstad, Nikolas L., Hu, Qiwen, Lake, Blue B., Tian, Wei, Kalmbach, Brian E., Crow, Megan, Hodge, Rebecca D., Krienen, Fenna M., Sorensen, Staci A., Eggermont, Jeroen, Yao, Zizhen, Aevermann, Brian D., Aldridge, Andrew I., Bartlett, Anna, Bertagnolli, Darren, Casper, Tamara, Castanon, Rosa G., Crichton, Kirsten, Daigle, Tanya L., Dalley, Rachel, Dee, Nick, Dembrow, Nikolai, Diep, Dinh, Ding, Song-Lin, Dong, Weixiu, Fang, Rongxin, Fischer, Stephan, Goldman, Melissa, Goldy, Jeff, Graybuck, Lucas T., Herb, Brian R., Hou, Xiaomeng, Kancherla, Jayaram, Kroll, Matthew, Lathia, Kanan, van Lew, Baldur, Li, Yang Eric, Liu, Christine S., Liu, Hanqing, Lucero, Jacinta D., Mahurkar, Anup, McMillen, Delissa, Miller, Jeremy A., Moussa, Marmar, Nery, Joseph R., Nicovich, Philip R., Niu, Sheng-Yong, Orvis, Joshua, Osteen, Julia K., Owen, Scott, Palmer, Carter R., Pham, Thanh, Plongthongkum, Nongluk, Poirion, Olivier, Reed, Nora M., Rimorin, Christine, Rivkin, Angeline, Romanow, William J., Sedeño-Cortés, Adriana E., Siletti, Kimberly, Somasundaram, Saroja, Sulc, Josef, Tieu, Michael, Torkelson, Amy, Tung, Herman, Wang, Xinxin, Xie, Fangming, Yanny, Anna Marie, Zhang, Renee, Ament, Seth A., Behrens, M. Margarita, Bravo, Hector Corrada, Chun, Jerold, Dobin, Alexander, Gillis, Jesse, Hertzano, Ronna, Hof, Patrick R., Höllt, Thomas, Horwitz, Gregory D., Keene, C. Dirk, Kharchenko, Peter V., Ko, Andrew L., Lelieveldt, Boudewijn P., Luo, Chongyuan, Mukamel, Eran A., Pinto-Duarte, António, Preiss, Sebastian, Regev, Aviv, Ren, Bing, Scheuermann, Richard H., Smith, Kimberly, Spain, William J., White, Owen R., Koch, Christof, Hawrylycz, Michael, Tasic, Bosiljka, Macosko, Evan Z., McCarroll, Steven A., Ting, Jonathan T., Zeng, Hongkui, Zhang, Kun, Feng, Guoping, Ecker, Joseph R., Linnarsson, Sten, and Lein, Ed S.

Published
2022
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10. Classification of electrophysiological and morphological neuron types in the mouse visual cortex

Author

Gouwens, Nathan W., Sorensen, Staci A., Berg, Jim, Lee, Changkyu, Jarsky, Tim, Ting, Jonathan, Sunkin, Susan M., Feng, David, Anastassiou, Costas A., Barkan, Eliza, Bickley, Kris, Blesie, Nicole, Braun, Thomas, Brouner, Krissy, Budzillo, Agata, Caldejon, Shiella, Casper, Tamara, Castelli, Dan, Chong, Peter, Crichton, Kirsten, Cuhaciyan, Christine, Daigle, Tanya L., Dalley, Rachel, Dee, Nick, Desta, Tsega, Ding, Song-Lin, Dingman, Samuel, Doperalski, Alyse, Dotson, Nadezhda, Egdorf, Tom, Fisher, Michael, de Frates, Rebecca A., Garren, Emma, Garwood, Marissa, Gary, Amanda, Gaudreault, Nathalie, Godfrey, Keith, Gorham, Melissa, Gu, Hong, Habel, Caroline, Hadley, Kristen, Harrington, James, Harris, Julie A., Henry, Alex, Hill, DiJon, Josephsen, Sam, Kebede, Sara, Kim, Lisa, Kroll, Matthew, Lee, Brian, Lemon, Tracy, Link, Katherine E., Liu, Xiaoxiao, Long, Brian, Mann, Rusty, McGraw, Medea, Mihalas, Stefan, Mukora, Alice, Murphy, Gabe J., Ng, Lindsay, Ngo, Kiet, Nguyen, Thuc Nghi, Nicovich, Philip R., Oldre, Aaron, Park, Daniel, Parry, Sheana, Perkins, Jed, Potekhina, Lydia, Reid, David, Robertson, Miranda, Sandman, David, Schroedter, Martin, Slaughterbeck, Cliff, Soler-Llavina, Gilberto, Sulc, Josef, Szafer, Aaron, Tasic, Bosiljka, Taskin, Naz, Teeter, Corinne, Thatra, Nivretta, Tung, Herman, Wakeman, Wayne, Williams, Grace, Young, Rob, Zhou, Zhi, Farrell, Colin, Peng, Hanchuan, Hawrylycz, Michael J., Lein, Ed, Ng, Lydia, Arkhipov, Anton, Bernard, Amy, Phillips, John W., Zeng, Hongkui, and Koch, Christof

Published
2019
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11. Author Correction: Human neocortical expansion involves glutamatergic neuron diversification

Author

Berg, Jim, Sorensen, Staci A., Ting, Jonathan T., Miller, Jeremy A., Chartrand, Thomas, Buchin, Anatoly, Bakken, Trygve E., Budzillo, Agata, Dee, Nick, Ding, Song-Lin, Gouwens, Nathan W., Hodge, Rebecca D., Kalmbach, Brian, Lee, Changkyu, Lee, Brian R., Alfiler, Lauren, Baker, Katherine, Barkan, Eliza, Beller, Allison, Berry, Kyla, Bertagnolli, Darren, Bickley, Kris, Bomben, Jasmine, Braun, Thomas, Brouner, Krissy, Casper, Tamara, Chong, Peter, Crichton, Kirsten, Dalley, Rachel, de Frates, Rebecca, Desta, Tsega, Lee, Samuel Dingman, D’Orazi, Florence, Dotson, Nadezhda, Egdorf, Tom, Enstrom, Rachel, Farrell, Colin, Feng, David, Fong, Olivia, Furdan, Szabina, Galakhova, Anna A., Gamlin, Clare, Gary, Amanda, Glandon, Alexandra, Goldy, Jeff, Gorham, Melissa, Goriounova, Natalia A., Gratiy, Sergey, Graybuck, Lucas, Gu, Hong, Hadley, Kristen, Hansen, Nathan, Heistek, Tim S., Henry, Alex M., Heyer, Djai B., Hill, DiJon, Hill, Chris, Hupp, Madie, Jarsky, Tim, Kebede, Sara, Keene, Lisa, Kim, Lisa, Kim, Mean-Hwan, Kroll, Matthew, Latimer, Caitlin, Levi, Boaz P., Link, Katherine E., Mallory, Matthew, Mann, Rusty, Marshall, Desiree, Maxwell, Michelle, McGraw, Medea, McMillen, Delissa, Melief, Erica, Mertens, Eline J., Mezei, Leona, Mihut, Norbert, Mok, Stephanie, Molnar, Gabor, Mukora, Alice, Ng, Lindsay, Ngo, Kiet, Nicovich, Philip R., Nyhus, Julie, Olah, Gaspar, Oldre, Aaron, Omstead, Victoria, Ozsvar, Attila, Park, Daniel, Peng, Hanchuan, Pham, Trangthanh, Pom, Christina A., Potekhina, Lydia, Rajanbabu, Ramkumar, Ransford, Shea, Reid, David, Rimorin, Christine, Ruiz, Augustin, Sandman, David, Sulc, Josef, Sunkin, Susan M., Szafer, Aaron, Szemenyei, Viktor, Thomsen, Elliot R., Tieu, Michael, Torkelson, Amy, Trinh, Jessica, Tung, Herman, Wakeman, Wayne, Waleboer, Femke, Ward, Katelyn, Wilbers, René, Williams, Grace, Yao, Zizhen, Yoon, Jae-Geun, Anastassiou, Costas, Arkhipov, Anton, Barzo, Pal, Bernard, Amy, Cobbs, Charles, de Witt Hamer, Philip C., Ellenbogen, Richard G., Esposito, Luke, Ferreira, Manuel, Gwinn, Ryder P., Hawrylycz, Michael J., Hof, Patrick R., Idema, Sander, Jones, Allan R., Keene, C. Dirk, Ko, Andrew L., Murphy, Gabe J., Ng, Lydia, Ojemann, Jeffrey G., Patel, Anoop P., Phillips, John W., Silbergeld, Daniel L., Smith, Kimberly, Tasic, Bosiljka, Yuste, Rafael, Segev, Idan, de Kock, Christiaan P. J., Mansvelder, Huibert D., Tamas, Gabor, Zeng, Hongkui, Koch, Christof, and Lein, Ed S.

Published
2022
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12. A high-resolution transcriptomic and spatial atlas of cell types in the whole mouse brain

Author

Yao, Zizhen, primary, van Velthoven, Cindy T. J., additional, Kunst, Michael, additional, Zhang, Meng, additional, McMillen, Delissa, additional, Lee, Changkyu, additional, Jung, Won, additional, Goldy, Jeff, additional, Abdelhak, Aliya, additional, Baker, Pamela, additional, Barkan, Eliza, additional, Bertagnolli, Darren, additional, Campos, Jazmin, additional, Carey, Daniel, additional, Casper, Tamara, additional, Chakka, Anish Bhaswanth, additional, Chakrabarty, Rushil, additional, Chavan, Sakshi, additional, Chen, Min, additional, Clark, Michael, additional, Close, Jennie, additional, Crichton, Kirsten, additional, Daniel, Scott, additional, Dolbeare, Tim, additional, Ellingwood, Lauren, additional, Gee, James, additional, Glandon, Alexandra, additional, Gloe, Jessica, additional, Gould, Joshua, additional, Gray, James, additional, Guilford, Nathan, additional, Guzman, Junitta, additional, Hirschstein, Daniel, additional, Ho, Windy, additional, Jin, Kelly, additional, Kroll, Matthew, additional, Lathia, Kanan, additional, Leon, Arielle, additional, Long, Brian, additional, Maltzer, Zoe, additional, Martin, Naomi, additional, McCue, Rachel, additional, Meyerdierks, Emma, additional, Nguyen, Thuc Nghi, additional, Pham, Trangthanh, additional, Rimorin, Christine, additional, Ruiz, Augustin, additional, Shapovalova, Nadiya, additional, Slaughterbeck, Cliff, additional, Sulc, Josef, additional, Tieu, Michael, additional, Torkelson, Amy, additional, Tung, Herman, additional, Cuevas, Nasmil Valera, additional, Wadhwani, Katherine, additional, Ward, Katelyn, additional, Levi, Boaz, additional, Farrell, Colin, additional, Thompson, Carol L., additional, Mufti, Shoaib, additional, Pagan, Chelsea M., additional, Kruse, Lauren, additional, Dee, Nick, additional, Sunkin, Susan M., additional, Esposito, Luke, additional, Hawrylycz, Michael J., additional, Waters, Jack, additional, Ng, Lydia, additional, Smith, Kimberly A., additional, Tasic, Bosiljka, additional, Zhuang, Xiaowei, additional, and Zeng, Hongkui, additional

Published
2023
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13. Transcriptomic cytoarchitecture reveals principles of human neocortex organization

Author

Jorstad, Nikolas L., primary, Close, Jennie, additional, Johansen, Nelson, additional, Yanny, Anna Marie, additional, Barkan, Eliza R., additional, Travaglini, Kyle J., additional, Bertagnolli, Darren, additional, Campos, Jazmin, additional, Casper, Tamara, additional, Crichton, Kirsten, additional, Dee, Nick, additional, Ding, Song-Lin, additional, Gelfand, Emily, additional, Goldy, Jeff, additional, Hirschstein, Daniel, additional, Kroll, Matthew, additional, Kunst, Michael, additional, Lathia, Kanan, additional, Long, Brian, additional, Martin, Naomi, additional, McMillen, Delissa, additional, Pham, Trangthanh, additional, Rimorin, Christine, additional, Ruiz, Augustin, additional, Shapovalova, Nadiya, additional, Shehata, Soraya, additional, Siletti, Kimberly, additional, Somasundaram, Saroja, additional, Sulc, Josef, additional, Tieu, Michael, additional, Torkelson, Amy, additional, Tung, Herman, additional, Ward, Katelyn, additional, Callaway, Edward M., additional, Hof, Patrick R., additional, Keene, C. Dirk, additional, Levi, Boaz P., additional, Linnarsson, Sten, additional, Mitra, Partha P., additional, Smith, Kimberly, additional, Hodge, Rebecca D., additional, Bakken, Trygve E., additional, and Lein, Ed S., additional

Published
2022
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14. Comparative cellular analysis of motor cortex in human, marmoset and mouse

Author

Bakken, Trygve E., Jorstad, Nikolas L., Hu, Qiwen, Lake, Blue B., Tian, Wei, Kalmbach, Brian E., Crow, Megan, Hodge, Rebecca D., Krienen, Fenna M., Sorensen, Staci A., Eggermont, Jeroen, Yao, Zizhen, Aevermann, Brian D., Aldridge, Andrew I., Bartlett, Anna, Bertagnolli, Darren, Casper, Tamara, Castanon, Rosa G., Crichton, Kirsten, Daigle, Tanya L., Dalley, Rachel, Dee, Nick, Dembrow, Nikolai, Diep, Dinh, Ding, Song-Lin, Dong, Weixiu, Fang, Rongxin, Fischer, Stephan, Goldman, Melissa, Goldy, Jeff, Graybuck, Lucas T., Herb, Brian R., Hou, Xiaomeng, Kancherla, Jayaram, Kroll, Matthew, Lathia, Kanan, van Lew, Baldur, Li, Yang Eric, Liu, Christine S., Liu, Hanqing, Lucero, Jacinta D., Mahurkar, Anup, McMillen, Delissa, Miller, Jeremy A., Moussa, Marmar, Nery, Joseph R., Nicovich, Philip R., Niu, Sheng-Yong, Orvis, Joshua, Osteen, Julia K., Owen, Scott, Palmer, Carter R., Pham, Thanh, Plongthongkum, Nongluk, Poirion, Olivier, Reed, Nora M., Rimorin, Christine, Rivkin, Angeline, Romanow, William J., Sedeño-Cortés, Adriana E., Siletti, Kimberly, Somasundaram, Saroja, Sulc, Josef, Tieu, Michael, Torkelson, Amy, Tung, Herman, Wang, Xinxin, Xie, Fangming, Yanny, Anna Marie, Zhang, Renee, Ament, Seth A., Behrens, M. Margarita, Bravo, Hector Corrada, Chun, Jerold, Dobin, Alexander, Gillis, Jesse, Hertzano, Ronna, Hof, Patrick R., Höllt, Thomas, Horwitz, Gregory D., Keene, C. Dirk, Kharchenko, Peter V., Ko, Andrew L., Lelieveldt, Boudewijn P., Luo, Chongyuan, Mukamel, Eran A., Pinto-Duarte, António, Preissl, Sebastian, Regev, Aviv, Ren, Bing, Scheuermann, Richard H., Smith, Kimberly, Spain, William J., White, Owen R., Koch, Christof, Hawrylycz, Michael, Tasic, Bosiljka, Macosko, Evan Z., McCarroll, Steven A., Ting, Jonathan T., Zeng, Hongkui, Zhang, Kun, Feng, Guoping, Ecker, Joseph R., Linnarsson, Sten, Lein, Ed S., Bakken, Trygve E., Jorstad, Nikolas L., Hu, Qiwen, Lake, Blue B., Tian, Wei, Kalmbach, Brian E., Crow, Megan, Hodge, Rebecca D., Krienen, Fenna M., Sorensen, Staci A., Eggermont, Jeroen, Yao, Zizhen, Aevermann, Brian D., Aldridge, Andrew I., Bartlett, Anna, Bertagnolli, Darren, Casper, Tamara, Castanon, Rosa G., Crichton, Kirsten, Daigle, Tanya L., Dalley, Rachel, Dee, Nick, Dembrow, Nikolai, Diep, Dinh, Ding, Song-Lin, Dong, Weixiu, Fang, Rongxin, Fischer, Stephan, Goldman, Melissa, Goldy, Jeff, Graybuck, Lucas T., Herb, Brian R., Hou, Xiaomeng, Kancherla, Jayaram, Kroll, Matthew, Lathia, Kanan, van Lew, Baldur, Li, Yang Eric, Liu, Christine S., Liu, Hanqing, Lucero, Jacinta D., Mahurkar, Anup, McMillen, Delissa, Miller, Jeremy A., Moussa, Marmar, Nery, Joseph R., Nicovich, Philip R., Niu, Sheng-Yong, Orvis, Joshua, Osteen, Julia K., Owen, Scott, Palmer, Carter R., Pham, Thanh, Plongthongkum, Nongluk, Poirion, Olivier, Reed, Nora M., Rimorin, Christine, Rivkin, Angeline, Romanow, William J., Sedeño-Cortés, Adriana E., Siletti, Kimberly, Somasundaram, Saroja, Sulc, Josef, Tieu, Michael, Torkelson, Amy, Tung, Herman, Wang, Xinxin, Xie, Fangming, Yanny, Anna Marie, Zhang, Renee, Ament, Seth A., Behrens, M. Margarita, Bravo, Hector Corrada, Chun, Jerold, Dobin, Alexander, Gillis, Jesse, Hertzano, Ronna, Hof, Patrick R., Höllt, Thomas, Horwitz, Gregory D., Keene, C. Dirk, Kharchenko, Peter V., Ko, Andrew L., Lelieveldt, Boudewijn P., Luo, Chongyuan, Mukamel, Eran A., Pinto-Duarte, António, Preissl, Sebastian, Regev, Aviv, Ren, Bing, Scheuermann, Richard H., Smith, Kimberly, Spain, William J., White, Owen R., Koch, Christof, Hawrylycz, Michael, Tasic, Bosiljka, Macosko, Evan Z., McCarroll, Steven A., Ting, Jonathan T., Zeng, Hongkui, Zhang, Kun, Feng, Guoping, Ecker, Joseph R., Linnarsson, Sten, and Lein, Ed S.

Abstract

AbstractThe primary motor cortex (M1) is essential for voluntary fine-motor control and is functionally conserved across mammals1. Here, using high-throughput transcriptomic and epigenomic profiling of more than 450,000 single nuclei in humans, marmoset monkeys and mice, we demonstrate a broadly conserved cellular makeup of this region, with similarities that mirror evolutionary distance and are consistent between the transcriptome and epigenome. The core conserved molecular identities of neuronal and non-neuronal cell types allow us to generate a cross-species consensus classification of cell types, and to infer conserved properties of cell types across species. Despite the overall conservation, however, many species-dependent specializations are apparent, including differences in cell-type proportions, gene expression, DNA methylation and chromatin state. Few cell-type marker genes are conserved across species, revealing a short list of candidate genes and regulatory mechanisms that are responsible for conserved features of homologous cell types, such as the GABAergic chandelier cells. This consensus transcriptomic classification allows us to use patch–seq (a combination of whole-cell patch-clamp recordings, RNA sequencing and morphological characterization) to identify corticospinal Betz cells from layer 5 in non-human primates and humans, and to characterize their highly specialized physiology and anatomy. These findings highlight the robust molecular underpinnings of cell-type diversity in M1 across mammals, and point to the genes and regulatory pathways responsible for the functional identity of cell types and their species-specific adaptations.

Published
2022

15. Author Correction:Human neocortical expansion involves glutamatergic neuron diversification (Nature, (2021), 598, 7879, (151-158), 10.1038/s41586-021-03813-8)

Author

Berg, Jim, Sorensen, Staci A., Ting, Jonathan T., Miller, Jeremy A., Chartrand, Thomas, Buchin, Anatoly, Bakken, Trygve E., Budzillo, Agata, Dee, Nick, Ding, Song-Lin, Gouwens, Nathan W., Hodge, Rebecca D., Kalmbach, Brian, Lee, Changkyu, Lee, Brian R., Alfiler, Lauren, Baker, Katherine, Barkan, Eliza, Beller, Allison, Berry, Kyla, Bertagnolli, Darren, Bickley, Kris, Bomben, Jasmine, Braun, Thomas, Brouner, Krissy, Casper, Tamara, Chong, Peter, Crichton, Kirsten, Dalley, Rachel, de Frates, Rebecca, Desta, Tsega, Lee, Samuel Dingman, D’Orazi, Florence, Dotson, Nadezhda, Egdorf, Tom, Enstrom, Rachel, Farrell, Colin, Feng, David, Fong, Olivia, Furdan, Szabina, Galakhova, Anna A., Gamlin, Clare, Gary, Amanda, Glandon, Alexandra, Goldy, Jeff, Gorham, Melissa, Goriounova, Natalia A., Gratiy, Sergey, Graybuck, Lucas, Gu, Hong, Hadley, Kristen, Hansen, Nathan, Heistek, Tim S., Henry, Alex M., Heyer, Djai B., Hill, DiJon, Hill, Chris, Hupp, Madie, Jarsky, Tim, Kebede, Sara, Keene, Lisa, Kim, Lisa, Kim, Mean-Hwan, Kroll, Matthew, Latimer, Caitlin, Levi, Boaz P., Link, Katherine E., Mallory, Matthew, Mann, Rusty, Marshall, Desiree, Maxwell, Michelle, McGraw, Medea, McMillen, Delissa, Melief, Erica, Mertens, Eline J., Mezei, Leona, Mihut, Norbert, Mok, Stephanie, Molnar, Gabor, Mukora, Alice, Ng, Lindsay, Ngo, Kiet, Nicovich, Philip R., Nyhus, Julie, Olah, Gaspar, Oldre, Aaron, Omstead, Victoria, Ozsvar, Attila, Park, Daniel, Peng, Hanchuan, Pham, Trangthanh, Pom, Christina A., Potekhina, Lydia, Rajanbabu, Ramkumar, Ransford, Shea, Reid, David, Rimorin, Christine, Ruiz, Augustin, Sandman, David, Sulc, Josef, Sunkin, Susan M., Szafer, Aaron, Szemenyei, Viktor, Thomsen, Elliot R., Tieu, Michael, Torkelson, Amy, Trinh, Jessica, Tung, Herman, Wakeman, Wayne, Waleboer, Femke, Ward, Katelyn, Wilbers, René, Williams, Grace, Yao, Zizhen, Yoon, Jae-Geun, Anastassiou, Costas, Arkhipov, Anton, Barzo, Pal, Bernard, Amy, Cobbs, Charles, de Witt Hamer, Philip C., Ellenbogen, Richard G., Esposito, Luke, Ferreira, Manuel, Gwinn, Ryder P., Hawrylycz, Michael J., Hof, Patrick R., Idema, Sander, Jones, Allan R., Keene, C. Dirk, Ko, Andrew L., Murphy, Gabe J., Ng, Lydia, Ojemann, Jeffrey G., Patel, Anoop P., Phillips, John W., Silbergeld, Daniel L., Smith, Kimberly, Tasic, Bosiljka, Yuste, Rafael, Segev, Idan, de Kock, Christiaan P. J., Mansvelder, Huibert D., Tamas, Gabor, Zeng, Hongkui, Koch, Christof, and Lein, Ed S.

Abstract

In the version of this Article initially published, the Acknowledgements statement contained an error. Originally appearing with thanks for support given in part as follows, “R01EY023173 from The National Eye Institute, U01MH105982 from the National Institute of Mental Health and Eunice Kennedy Shriver National Institute of Child Health and Human Development, and R011EY023173 from The National Institute of Allergy and Infectious Disease,” the last number (R011EY023173) was mistakenly added and is not in fact a grant or one provided by the NIAID. The mention has been removed. The changes have been made to the online version of the Article.

Published
2022
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16. Local connectivity and synaptic dynamics in mouse and human neocortex

Author

Campagnola, Luke, primary, Seeman, Stephanie C., additional, Chartrand, Thomas, additional, Kim, Lisa, additional, Hoggarth, Alex, additional, Gamlin, Clare, additional, Ito, Shinya, additional, Trinh, Jessica, additional, Davoudian, Pasha, additional, Radaelli, Cristina, additional, Kim, Mean-Hwan, additional, Hage, Travis, additional, Braun, Thomas, additional, Alfiler, Lauren, additional, Andrade, Julia, additional, Bohn, Phillip, additional, Dalley, Rachel, additional, Henry, Alex, additional, Kebede, Sara, additional, Alice, Mukora, additional, Sandman, David, additional, Williams, Grace, additional, Larsen, Rachael, additional, Teeter, Corinne, additional, Daigle, Tanya L., additional, Berry, Kyla, additional, Dotson, Nadia, additional, Enstrom, Rachel, additional, Gorham, Melissa, additional, Hupp, Madie, additional, Dingman Lee, Samuel, additional, Ngo, Kiet, additional, Nicovich, Philip R., additional, Potekhina, Lydia, additional, Ransford, Shea, additional, Gary, Amanda, additional, Goldy, Jeff, additional, McMillen, Delissa, additional, Pham, Trangthanh, additional, Tieu, Michael, additional, Siverts, La’Akea, additional, Walker, Miranda, additional, Farrell, Colin, additional, Schroedter, Martin, additional, Slaughterbeck, Cliff, additional, Cobb, Charles, additional, Ellenbogen, Richard, additional, Gwinn, Ryder P., additional, Keene, C. Dirk, additional, Ko, Andrew L., additional, Ojemann, Jeffrey G., additional, Silbergeld, Daniel L., additional, Carey, Daniel, additional, Casper, Tamara, additional, Crichton, Kirsten, additional, Clark, Michael, additional, Dee, Nick, additional, Ellingwood, Lauren, additional, Gloe, Jessica, additional, Kroll, Matthew, additional, Sulc, Josef, additional, Tung, Herman, additional, Wadhwani, Katherine, additional, Brouner, Krissy, additional, Egdorf, Tom, additional, Maxwell, Michelle, additional, McGraw, Medea, additional, Pom, Christina Alice, additional, Ruiz, Augustin, additional, Bomben, Jasmine, additional, Feng, David, additional, Hejazinia, Nika, additional, Shi, Shu, additional, Szafer, Aaron, additional, Wakeman, Wayne, additional, Phillips, John, additional, Bernard, Amy, additional, Esposito, Luke, additional, D’Orazi, Florence D., additional, Sunkin, Susan, additional, Smith, Kimberly, additional, Tasic, Bosiljka, additional, Arkhipov, Anton, additional, Sorensen, Staci, additional, Lein, Ed, additional, Koch, Christof, additional, Murphy, Gabe, additional, Zeng, Hongkui, additional, and Jarsky, Tim, additional

Published
2022
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17. A multimodal cell census and atlas of the mammalian primary motor cortex

Author

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

Subjects
Epigenomics, Male, INTERNEURONS, ORGANIZATION, MOUSE, Molecular neuroscience, Neural circuits, CLASSIFICATION, Article, Mice, Atlases as Topic, Glutamates, Species Specificity, Animals, Humans, TRANSCRIPTOMICS, SPECIFICATION, NEURONS, In Situ Hybridization, Fluorescence, Phylogeny, Neurons, Multidisciplinary, Gene Expression Profiling, Biology and Life Sciences, PATHWAYS, Brain, Callithrix, Censuses, Cellular neuroscience, Mathematics and Statistics, SINGLE, Organ Specificity, MORPHOLOGY, Motor cortex, Female, Single-Cell Analysis, Transcriptome
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 organization1–5. 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., The BRAIN Initiative Cell Census Network has constructed a multimodal cell census and atlas of the mammalian primary motor cortex in a landmark effort towards understanding brain cell-type diversity, neural circuit organization and brain function.

Published
2021

18. Local Connectivity and Synaptic Dynamics in Mouse and Human Neocortex

Author

Campagnola, Luke, primary, Seeman, Stephanie C, additional, Chartrand, Thomas, additional, Kim, Lisa, additional, Hoggarth, Alex, additional, Gamlin, Clare, additional, Ito, Shinya, additional, Trinh, Jessica, additional, Davoudian, Pasha, additional, Radaelli, Cristina, additional, Kim, Mean-Hwan, additional, Hage, Travis, additional, Braun, Thomas, additional, Alfiler, Lauren, additional, Andrade, Juia, additional, Bohn, Phillip, additional, Dalley, Rachel, additional, Henry, Alex, additional, Kebede, Sara, additional, Mukora, Alice, additional, Sandman, David, additional, Williams, Grace, additional, Larsen, Rachael, additional, Teeter, Corinne, additional, Daigle, Tanya L., additional, Berry, Kyla, additional, Dotson, Nadia, additional, Enstrom, Rachel, additional, Gorham, Melissa, additional, Hupp, Madie, additional, Lee, Samuel Dingman, additional, Ngo, Kiet, additional, Nicovich, Rusty, additional, Potekhina, Lydia, additional, Ransford, Shea, additional, Gary, Amanda, additional, Goldy, Jeff, additional, McMillen, Delissa, additional, Pham, Trangthanh, additional, Tieu, Michael, additional, Siverts, La’Akea, additional, Walker, Miranda, additional, Farrell, Colin, additional, Schroedter, Martin, additional, Slaughterbeck, Cliff, additional, Cobb, Charles, additional, Ellenbogen, Richard, additional, Gwinn, Ryder P, additional, Keene, C. Dirk, additional, Ko, Andrew L, additional, Ojemann, Jeffrey G, additional, Silbergeld, Daniel L, additional, Carey, Daniel, additional, Casper, Tamara, additional, Crichton, Kirsten, additional, Clark, Michael, additional, Dee, Nick, additional, Ellingwood, Lauren, additional, Gloe, Jessica, additional, Kroll, Matthew, additional, Sulc, Josef, additional, Tung, Herman, additional, Wadhwani, Katherine, additional, Brouner, Krissy, additional, Egdorf, Tom, additional, Maxwell, Michelle, additional, McGraw, Medea, additional, Pom, Christina Alice, additional, Ruiz, Augustin, additional, Bomben, Jasmine, additional, Feng, David, additional, Hejazinia, Nika, additional, Shi, Shu, additional, Szafer, Aaron, additional, Wakeman, Wayne, additional, Phillips, John, additional, Bernard, Amy, additional, Esposito, Luke, additional, D’Orazi, Florence D, additional, Sunkin, Susan, additional, Smith, Kimberly, additional, Tasic, Bosiljka, additional, Arkhipov, Anton, additional, Sorensen, Staci, additional, Lein, Ed, additional, Koch, Christof, additional, Murphy, Gabe, additional, Zeng, Hongkui, additional, and Jarsky, Tim, additional

Published
2021
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19. An integrated transcriptomic and epigenomic atlas of mouse primary motor cortex cell types

Author

Yao, Zizhen, Liu, Hanqing, Xie, Fangming, Fischer, Stephan, Adkins, Ricky S., Aldrige, Andrew I., Ament, Seth A., Bartlett, Ann, Behrens, M. Margarita, Van den Berge, Koen, Bertagnolli, Darren, Biancalani, Tommaso, Booeshaghi, A. Sina, Corrada Bravo, Hector, Casper, Tamara, Colantuoni, Carlo, Crabtree, Jonathan, Creasy, Heather, Crichton, Kirsten, Crow, Megan, Dee, Nick, Dougherty, Elizabeth L., Doyle, Wayne I., Dudoit, Sandrine, Fang, Rongxin, Felix, Victor, Fong, Olivia, Giglio, Michelle, Goldy, Jeff, Hawrylycz, Michael, Roux de Bezieux, Hector, Herb, Brian R., Hertzano, Ronna, Hou, Xiaomeng, Hu, Qiwen, Huang, Z. Josh, Kancherla, Jayaram, Kroll, Matthew, Lathia, Kanan, Li, Yang Eric, Lucero, Jacinta D., Luo, Chongyuan, Mahurkar, Anup, McMillen, Delissa, Nadaf, Naeem M., Nery, Joseph R., Nguyen, Thuc Nghi, Niu, Sheng-Yong, Ntranos, Vasilis, Orvis, Joshua, Osteen, Julia K., Pham, Thanh, Pinto-Duarte, Antonio, Poirion, Olivier, Preissl, Sebastian, Purdom, Elizabeth, Rimorin, Christine, Risso, Davide, Rivkin, Angeline C., Smith, Kimberly, Street, Kelly, Sulc, Josef, Svensson, Valentine, Tieu, Michael, Torkelson, Amy, Tung, Herman, Vaishnav, Eeshit Dhaval, Vanderburg, Charles R., van Velthoven, Cindy, Wang, Xinxin, White, Owen, Gillis, Jesse, Kharchenko, Peter V., Ngai, John, Pachter, Lior, Regev, Aviv, Tasic, Bosiljka, Welch, Joshua D., Ecker, Joseph R., Macosko, Evan, Ren, Bing, Zeng, Hongkui, Mukamel, Eran A., Yao, Zizhen, Liu, Hanqing, Xie, Fangming, Fischer, Stephan, Adkins, Ricky S., Aldrige, Andrew I., Ament, Seth A., Bartlett, Ann, Behrens, M. Margarita, Van den Berge, Koen, Bertagnolli, Darren, Biancalani, Tommaso, Booeshaghi, A. Sina, Corrada Bravo, Hector, Casper, Tamara, Colantuoni, Carlo, Crabtree, Jonathan, Creasy, Heather, Crichton, Kirsten, Crow, Megan, Dee, Nick, Dougherty, Elizabeth L., Doyle, Wayne I., Dudoit, Sandrine, Fang, Rongxin, Felix, Victor, Fong, Olivia, Giglio, Michelle, Goldy, Jeff, Hawrylycz, Michael, Roux de Bezieux, Hector, Herb, Brian R., Hertzano, Ronna, Hou, Xiaomeng, Hu, Qiwen, Huang, Z. Josh, Kancherla, Jayaram, Kroll, Matthew, Lathia, Kanan, Li, Yang Eric, Lucero, Jacinta D., Luo, Chongyuan, Mahurkar, Anup, McMillen, Delissa, Nadaf, Naeem M., Nery, Joseph R., Nguyen, Thuc Nghi, Niu, Sheng-Yong, Ntranos, Vasilis, Orvis, Joshua, Osteen, Julia K., Pham, Thanh, Pinto-Duarte, Antonio, Poirion, Olivier, Preissl, Sebastian, Purdom, Elizabeth, Rimorin, Christine, Risso, Davide, Rivkin, Angeline C., Smith, Kimberly, Street, Kelly, Sulc, Josef, Svensson, Valentine, Tieu, Michael, Torkelson, Amy, Tung, Herman, Vaishnav, Eeshit Dhaval, Vanderburg, Charles R., van Velthoven, Cindy, Wang, Xinxin, White, Owen, Gillis, Jesse, Kharchenko, Peter V., Ngai, John, Pachter, Lior, Regev, Aviv, Tasic, Bosiljka, Welch, Joshua D., Ecker, Joseph R., Macosko, Evan, Ren, Bing, Zeng, Hongkui, and Mukamel, Eran A.

Abstract

Single cell transcriptomics has transformed the characterization of brain cell identity by providing quantitative molecular signatures for large, unbiased samples of brain cell populations. With the proliferation of taxonomies based on individual datasets, a major challenge is to integrate and validate results toward defining biologically meaningful cell types. We used a battery of single-cell transcriptome and epigenome measurements generated by the BRAIN Initiative Cell Census Network (BICCN) to comprehensively assess the molecular signatures of cell types in the mouse primary motor cortex (MOp). We further developed computational and statistical methods to integrate these multimodal data and quantitatively validate the reproducibility of the cell types. The reference atlas, based on more than 600,000 high quality single-cell or -nucleus samples assayed by six molecular modalities, is a comprehensive molecular account of the diverse neuronal and non-neuronal cell types in MOp. Collectively, our study indicates that the mouse primary motor cortex contains over 55 neuronal cell types that are highly replicable across analysis methods, sequencing technologies, and modalities. We find many concordant multimodal markers for each cell type, as well as thousands of genes and gene regulatory elements with discrepant transcriptomic and epigenomic signatures. These data highlight the complex molecular regulation of brain cell types and will directly enable design of reagents to target specific MOp cell types for functional analysis.

Published
2020

20. Human cortical expansion involves diversification and specialization of supragranular intratelencephalic-projecting neurons

Author

Berg, Jim, primary, Sorensen, Staci A., additional, Ting, Jonathan T., additional, Miller, Jeremy A., additional, Chartrand, Thomas, additional, Buchin, Anatoly, additional, Bakken, Trygve E., additional, Budzillo, Agata, additional, Dee, Nick, additional, Ding, Song-Lin, additional, Gouwens, Nathan W., additional, Hodge, Rebecca D., additional, Kalmbach, Brian, additional, Lee, Changkyu, additional, Lee, Brian R., additional, Alfiler, Lauren, additional, Baker, Katherine, additional, Barkan, Eliza, additional, Beller, Allison, additional, Berry, Kyla, additional, Bertagnolli, Darren, additional, Bickley, Kris, additional, Bomben, Jasmine, additional, Braun, Thomas, additional, Brouner, Krissy, additional, Casper, Tamara, additional, Chong, Peter, additional, Crichton, Kirsten, additional, Dalley, Rachel, additional, de Frates, Rebecca, additional, Desta, Tsega, additional, Dingman Lee, Samuel, additional, D’Orazi, Florence, additional, Dotson, Nadezhda, additional, Egdorf, Tom, additional, Enstrom, Rachel, additional, Farrell, Colin, additional, Feng, David, additional, Fong, Olivia, additional, Furdan, Szabina, additional, Galakhova, Anna A., additional, Gamlin, Clare, additional, Gary, Amanda, additional, Glandon, Alexandra, additional, Goldy, Jeff, additional, Gorham, Melissa, additional, Goriounova, Natalia A., additional, Gratiy, Sergey, additional, Graybuck, Lucas, additional, Gu, Hong, additional, Hadley, Kristen, additional, Hansen, Nathan, additional, Heistek, Tim S., additional, Henry, Alex M., additional, Heyer, Djai B., additional, Hill, DiJon, additional, Hill, Chris, additional, Hupp, Madie, additional, Jarsky, Tim, additional, Kebede, Sara, additional, Keene, Lisa, additional, Kim, Lisa, additional, Kim, Mean-Hwan, additional, Kroll, Matthew, additional, Latimer, Caitlin, additional, Levi, Boaz P., additional, Link, Katherine E., additional, Mallory, Matthew, additional, Mann, Rusty, additional, Marshall, Desiree, additional, Maxwell, Michelle, additional, McGraw, Medea, additional, McMillen, Delissa, additional, Melief, Erica, additional, Mertens, Eline J., additional, Mezei, Leona, additional, Mihut, Norbert, additional, Mok, Stephanie, additional, Molnar, Gabor, additional, Mukora, Alice, additional, Ng, Lindsay, additional, Ngo, Kiet, additional, Nicovich, Philip R., additional, Nyhus, Julie, additional, Olah, Gaspar, additional, Oldre, Aaron, additional, Omstead, Victoria, additional, Ozsvar, Attila, additional, Park, Daniel, additional, Peng, Hanchuan, additional, Pham, Trangthanh, additional, Pom, Christina A., additional, Potekhina, Lydia, additional, Rajanbabu, Ramkumar, additional, Ransford, Shea, additional, Reid, David, additional, Rimorin, Christine, additional, Ruiz, Augustin, additional, Sandman, David, additional, Sulc, Josef, additional, Sunkin, Susan M., additional, Szafer, Aaron, additional, Szemenyei, Viktor, additional, Thomsen, Elliot R., additional, Tieu, Michael, additional, Torkelson, Amy, additional, Trinh, Jessica, additional, Tung, Herman, additional, Wakeman, Wayne, additional, Ward, Katelyn, additional, Wilbers, René, additional, Williams, Grace, additional, Yao, Zizhen, additional, Yoon, Jae-Geun, additional, Anastassiou, Costas, additional, Arkhipov, Anton, additional, Barzo, Pal, additional, Bernard, Amy, additional, Cobbs, Charles, additional, de Witt Hamer, Philip C., additional, Ellenbogen, Richard G., additional, Esposito, Luke, additional, Ferreira, Manuel, additional, Gwinn, Ryder P., additional, Hawrylycz, Michael J., additional, Hof, Patrick R., additional, Idema, Sander, additional, Jones, Allan R., additional, Keene, C.Dirk, additional, Ko, Andrew L., additional, Murphy, Gabe J., additional, Ng, Lydia, additional, Ojemann, Jeffrey G., additional, Patel, Anoop P., additional, Phillips, John W., additional, Silbergeld, Daniel L., additional, Smith, Kimberly, additional, Tasic, Bosiljka, additional, Yuste, Rafael, additional, Segev, Idan, additional, de Kock, Christiaan P.J., additional, Mansvelder, Huibert D., additional, Tamas, Gabor, additional, Zeng, Hongkui, additional, Koch, Christof, additional, and Lein, Ed S., additional

Published
2020
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21. Evolution of cellular diversity in primary motor cortex of human, marmoset monkey, and mouse

Author

Bakken, Trygve E., primary, Jorstad, Nikolas L., additional, Hu, Qiwen, additional, Lake, Blue B., additional, Tian, Wei, additional, Kalmbach, Brian E., additional, Crow, Megan, additional, Hodge, Rebecca D., additional, Krienen, Fenna M., additional, Sorensen, Staci A., additional, Eggermont, Jeroen, additional, Yao, Zizhen, additional, Aevermann, Brian D., additional, Aldridge, Andrew I., additional, Bartlett, Anna, additional, Bertagnolli, Darren, additional, Casper, Tamara, additional, Castanon, Rosa G., additional, Crichton, Kirsten, additional, Daigle, Tanya L., additional, Dalley, Rachel, additional, Dee, Nick, additional, Dembrow, Nikolai, additional, Diep, Dinh, additional, Ding, Song-Lin, additional, Dong, Weixiu, additional, Fang, Rongxin, additional, Fischer, Stephan, additional, Goldman, Melissa, additional, Goldy, Jeff, additional, Graybuck, Lucas T., additional, Herb, Brian R., additional, Hou, Xiaomeng, additional, Kancherla, Jayaram, additional, Kroll, Matthew, additional, Lathia, Kanan, additional, van Lew, Baldur, additional, Li, Yang Eric, additional, Liu, Christine S., additional, Liu, Hanqing, additional, Lucero, Jacinta D., additional, Mahurkar, Anup, additional, McMillen, Delissa, additional, Miller, Jeremy A., additional, Moussa, Marmar, additional, Nery, Joseph R., additional, Nicovich, Philip R., additional, Orvis, Joshua, additional, Osteen, Julia K., additional, Owen, Scott, additional, Palmer, Carter R., additional, Pham, Thanh, additional, Plongthongkum, Nongluk, additional, Poirion, Olivier, additional, Reed, Nora M., additional, Rimorin, Christine, additional, Rivkin, Angeline, additional, Romanow, William J., additional, Sedeño-Cortés, Adriana E., additional, Siletti, Kimberly, additional, Somasundaram, Saroja, additional, Sulc, Josef, additional, Tieu, Michael, additional, Torkelson, Amy, additional, Tung, Herman, additional, Wang, Xinxin, additional, Xie, Fangming, additional, Yanny, Anna Marie, additional, Zhang, Renee, additional, Ament, Seth A., additional, Behrens, M. Margarita, additional, Bravo, Hector Corrada, additional, Chun, Jerold, additional, Dobin, Alexander, additional, Gillis, Jesse, additional, Hertzano, Ronna, additional, Hof, Patrick R., additional, Höllt, Thomas, additional, Horwitz, Gregory D., additional, Keene, C. Dirk, additional, Kharchenko, Peter V., additional, Ko, Andrew L., additional, Lelieveldt, Boudewijn P., additional, Luo, Chongyuan, additional, Mukamel, Eran A., additional, Preissl, Sebastian, additional, Regev, Aviv, additional, Ren, Bing, additional, Scheuermann, Richard H., additional, Smith, Kimberly, additional, Spain, William J., additional, White, Owen R., additional, Koch, Christof, additional, Hawrylycz, Michael, additional, Tasic, Bosiljka, additional, Macosko, Evan Z., additional, McCarroll, Steven A., additional, Ting, Jonathan T., additional, Zeng, Hongkui, additional, Zhang, Kun, additional, Feng, Guoping, additional, Ecker, Joseph R., additional, Linnarsson, Sten, additional, and Lein, Ed S., additional

Published
2020
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22. A taxonomy of transcriptomic cell types across the isocortex and hippocampal formation

Author

Yao, Zizhen, primary, Nguyen, Thuc Nghi, additional, van Velthoven, Cindy T. J., additional, Goldy, Jeff, additional, Sedeno-Cortes, Adriana E., additional, Baftizadeh, Fahimeh, additional, Bertagnolli, Darren, additional, Casper, Tamara, additional, Crichton, Kirsten, additional, Ding, Song-Lin, additional, Fong, Olivia, additional, Garren, Emma, additional, Glandon, Alexandra, additional, Gray, James, additional, Graybuck, Lucas T., additional, Hirschstein, Daniel, additional, Kroll, Matthew, additional, Lathia, Kanan, additional, Levi, Boaz, additional, McMillen, Delissa, additional, Mok, Stephanie, additional, Pham, Thanh, additional, Ren, Qingzhong, additional, Rimorin, Christine, additional, Shapovalova, Nadiya, additional, Sulc, Josef, additional, Sunkin, Susan M., additional, Tieu, Michael, additional, Torkelson, Amy, additional, Tung, Herman, additional, Ward, Katelyn, additional, Dee, Nick, additional, Smith, Kimberly A., additional, Tasic, Bosiljka, additional, and Zeng, Hongkui, additional

Published
2020
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23. An integrated transcriptomic and epigenomic atlas of mouse primary motor cortex cell types

Author

Yao, Zizhen, primary, Liu, Hanqing, additional, Xie, Fangming, additional, Fischer, Stephan, additional, Booeshaghi, A. Sina, additional, Adkins, Ricky S, additional, Aldridge, Andrew I., additional, Ament, Seth A., additional, Pinto-Duarte, Antonio, additional, Bartlett, Anna, additional, Behrens, M. Margarita, additional, Van den Berge, Koen, additional, Bertagnolli, Darren, additional, Biancalani, Tommaso, additional, Bravo, Héctor Corrada, additional, Casper, Tamara, additional, Colantuoni, Carlo, additional, Creasy, Heather, additional, Crichton, Kirsten, additional, Crow, Megan, additional, Dee, Nick, additional, Dougherty, Elizabeth L, additional, Doyle, Wayne I., additional, Dudoit, Sandrine, additional, Fang, Rongxin, additional, Felix, Victor, additional, Fong, Olivia, additional, Giglio, Michelle, additional, Goldy, Jeff, additional, Hawrylycz, Mike, additional, de Bézieux, Hector Roux, additional, Herb, Brian R., additional, Hertzano, Ronna, additional, Hou, Xiaomeng, additional, Hu, Qiwen, additional, Crabtree, Jonathan, additional, Kancherla, Jayaram, additional, Kroll, Matthew, additional, Lathia, Kanan, additional, Li, Yang Eric, additional, Lucero, Jacinta D., additional, Luo, Chongyuan, additional, Mahurkar, Anup, additional, McMillen, Delissa, additional, Nadaf, Naeem, additional, Nery, Joseph R., additional, Niu, Sheng-Yong, additional, Orvis, Joshua, additional, Osteen, Julia K., additional, Pham, Thanh, additional, Poirion, Olivier, additional, Preissl, Sebastian, additional, Purdom, Elizabeth, additional, Rimorin, Christine, additional, Risso, Davide, additional, Rivkin, Angeline C., additional, Smith, Kimberly, additional, Street, Kelly, additional, Sulc, Josef, additional, Nguyen, Thuc Nghi, additional, Tieu, Michael, additional, Torkelson, Amy, additional, Tung, Herman, additional, Vaishnav, Eeshit Dhaval, additional, Svensson, Valentine, additional, Vanderburg, Charles R., additional, Ntranos, Vasilis, additional, van Velthoven, Cindy, additional, Wang, Xinxin, additional, White, Owen R., additional, Huang, Z. Josh, additional, Kharchenko, Peter V., additional, Pachter, Lior, additional, Ngai, John, additional, Regev, Aviv, additional, Tasic, Bosiljka, additional, Welch, Joshua D., additional, Gillis, Jesse, additional, Macosko, Evan Z., additional, Ren, Bing, additional, Ecker, Joseph R., additional, Zeng, Hongkui, additional, and Mukamel, Eran A., additional

Published
2020
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24. Toward an integrated classification of neuronal cell types: morphoelectric and transcriptomic characterization of individual GABAergic cortical neurons

Author

Gouwens, Nathan W., primary, Sorensen, Staci A., additional, Baftizadeh, Fahimeh, additional, Budzillo, Agata, additional, Lee, Brian R., additional, Jarsky, Tim, additional, Alfiler, Lauren, additional, Arkhipov, Anton, additional, Baker, Katherine, additional, Barkan, Eliza, additional, Berry, Kyla, additional, Bertagnolli, Darren, additional, Bickley, Kris, additional, Bomben, Jasmine, additional, Braun, Thomas, additional, Brouner, Krissy, additional, Casper, Tamara, additional, Crichton, Kirsten, additional, Daigle, Tanya L., additional, Dalley, Rachel, additional, de Frates, Rebecca, additional, Dee, Nick, additional, Desta, Tsega, additional, Lee, Samuel Dingman, additional, Dotson, Nadezhda, additional, Egdorf, Tom, additional, Ellingwood, Lauren, additional, Enstrom, Rachel, additional, Esposito, Luke, additional, Farrell, Colin, additional, Feng, David, additional, Fong, Olivia, additional, Gala, Rohan, additional, Gamlin, Clare, additional, Gary, Amanda, additional, Glandon, Alexandra, additional, Goldy, Jeff, additional, Gorham, Melissa, additional, Graybuck, Lucas, additional, Gu, Hong, additional, Hadley, Kristen, additional, Hawrylycz, Michael J., additional, Henry, Alex M., additional, Hill, DiJon, additional, Hupp, Madie, additional, Kebede, Sara, additional, Kim, Tae Kyung, additional, Kim, Lisa, additional, Kroll, Matthew, additional, Lee, Changkyu, additional, Link, Katherine E., additional, Mallory, Matthew, additional, Mann, Rusty, additional, Maxwell, Michelle, additional, McGraw, Medea, additional, McMillen, Delissa, additional, Mukora, Alice, additional, Ng, Lindsay, additional, Ng, Lydia, additional, Ngo, Kiet, additional, Nicovich, Philip R., additional, Oldre, Aaron, additional, Park, Daniel, additional, Peng, Hanchuan, additional, Penn, Osnat, additional, Pham, Thanh, additional, Pom, Alice, additional, Potekhina, Lydia, additional, Rajanbabu, Ramkumar, additional, Ransford, Shea, additional, Reid, David, additional, Rimorin, Christine, additional, Robertson, Miranda, additional, Ronellenfitch, Kara, additional, Ruiz, Augustin, additional, Sandman, David, additional, Smith, Kimberly, additional, Sulc, Josef, additional, Sunkin, Susan M., additional, Szafer, Aaron, additional, Tieu, Michael, additional, Torkelson, Amy, additional, Trinh, Jessica, additional, Tung, Herman, additional, Wakeman, Wayne, additional, Ward, Katelyn, additional, Williams, Grace, additional, Zhou, Zhi, additional, Ting, Jonathan, additional, Sumbul, Uygar, additional, Lein, Ed, additional, Koch, Christof, additional, Yao, Zizhen, additional, Tasic, Bosiljka, additional, Berg, Jim, additional, Murphy, Gabe J., additional, and Zeng, Hongkui, additional

Published
2020
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25. Toward an Integrated Classification of Cell Types: Morphoelectric and Transcriptomic Characterization of Individual GABAergic Cortical Neurons

Author

Gouwens, Nathan W., primary, Sorensen, Staci A., additional, Baftizadeh, Fahimeh, additional, Budzillo, Agata, additional, Lee, Brian R., additional, Jarsky, Tim, additional, Alfiler, Lauren, additional, Baker, Katherine, additional, Barkan, Eliza, additional, Berry, Kyla, additional, Bertagnolli, Darren, additional, Bickley, Kris, additional, Bomben, Jasmine, additional, Braun, Thomas, additional, Brouner, Kirssy, additional, Casper, Tamara, additional, Crichton, Kirsten, additional, Daigle, Tanya L., additional, Dalley, Rachel, additional, de Frates, Rebeeca, additional, Dee, Nick, additional, Desta, Tsega, additional, Dingman Lee, Samuel, additional, Dotson, Nadezhda, additional, Egdorf, Tom, additional, Ellingwood, Lauren, additional, Enstrom, Rachel, additional, Esposito, Luke, additional, Farrell, Colin, additional, Feng, David, additional, Fong, Olivia, additional, Gala, Rohan, additional, Gamlin, Clare, additional, Gary, Amanda, additional, Glandon, Alexandra, additional, Goldy, Jeff, additional, Gorham, Melissa, additional, Graybuck, Lucas, additional, Gu, Hong, additional, Hadley, Kirsten, additional, Hawrylycz, Michael J., additional, Henry, Alex M., additional, Hill, DiJon, additional, Happ, Madie, additional, Kebede, Sara, additional, Kyung Kim, Tae, additional, Kim, Lisa, additional, Kroll, Matthew, additional, Lee, Changkyu, additional, Link, Katherine E., additional, Mallory, Matthew, additional, Mann, Rusty, additional, Maxwell, Michelle, additional, McGraw, Medea, additional, McMillen, Delissa, additional, Mukora, Alice, additional, Ng, Lindsay, additional, Ng, Lydia, additional, Ngo, Kiet, additional, Nicovich, Philip R., additional, Oldre, Aaron, additional, Park, Daniel, additional, Peng, Hanchuan, additional, Penn, Osnat, additional, Pham, Thanh, additional, Pom, Alice, additional, Potekhina, Lyida, additional, Rajanbabu, Ramkumar, additional, Ransford, Shea, additional, Reid, David, additional, Rimorin, Christine, additional, Robertson, Miranda, additional, Ronellenfitch, Kara, additional, Ruiz, Augustin, additional, Sandman, David, additional, Smith, Kimberly, additional, Sulc, Josef, additional, Sunkin, Susan M., additional, Szafer, Aaron, additional, Tieu, Michael, additional, Torkelson, Amy, additional, Trinh, Jessica, additional, Tung, Herman, additional, Wakeman, Wayne, additional, Ward, Katelyn, additional, Williams, Grace, additional, Zhou, Zhi, additional, Ting, Jonathan, additional, Arkhipov, Anton, additional, Sumbul, Uygar, additional, Lein, Ed, additional, Koch, Christof, additional, Yao, Zizhen, additional, Tasic, Bosiljka, additional, Berg, Jim, additional, Murphy, Gabe J., additional, and Zeng, Hongkui, additional

Published
2020
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26. Classification of electrophysiological and morphological types in mouse visual cortex

Author

Gouwens, Nathan W., primary, Sorensen, Staci A., additional, Berg, Jim, additional, Lee, Changkyu, additional, Jarsky, Tim, additional, Ting, Jonathan, additional, Sunkin, Susan M., additional, Feng, David, additional, Anastassiou, Costas, additional, Barkan, Eliza, additional, Bickley, Kris, additional, Blesie, Nicole, additional, Braun, Thomas, additional, Brouner, Krissy, additional, Budzillo, Agata, additional, Caldejon, Shiella, additional, Casper, Tamara, additional, Casteli, Dan, additional, Chong, Peter, additional, Crichton, Kirsten, additional, Cuhaciyan, Christine, additional, Tanya, L. Daigle, additional, Dalley, Rachel, additional, Dee, Nick, additional, Desta, Tsega, additional, Dingman, Samuel, additional, Doperalski, Alyse, additional, Dotson, Nadezhda, additional, Egdorf, Tom, additional, Fisher, Michael, additional, de Frates, Rebecca A., additional, Garren, Emma, additional, Garwood, Marissa, additional, Gary, Amanda, additional, Gaudreault, Nathalie, additional, Godfrey, Keith, additional, Gorham, Melissa, additional, Gu, Hong, additional, Habel, Caroline, additional, Hadley, Kristen, additional, Harrington, James, additional, Harris, Julie, additional, Henry, Alex, additional, Hill, DiJon, additional, Josephsen, Sam, additional, Kebede, Sara, additional, Kim, Lisa, additional, Kroll, Matthew, additional, Lee, Brian, additional, Lemon, Tracy, additional, Liu, Xiaoxiao, additional, Long, Brian, additional, Mann, Rusty, additional, McGraw, Medea, additional, Mihalas, Stefan, additional, Mukora, Alice, additional, Murphy, Gabe J., additional, Ng, Lindsay, additional, Ngo, Kiet, additional, Nguyen, Thuc Nghi, additional, Nicovich, Philip R., additional, Oldre, Aaron, additional, Park, Daniel, additional, Parry, Sheana, additional, Perkins, Jed, additional, Potekhina, Lydia, additional, Reid, David, additional, Robertson, Miranda, additional, Sandman, David, additional, Schroedter, Martin, additional, Slaughterbeck, Cliff, additional, Soler-Llavina, Gilberto, additional, Sulc, Josef, additional, Szafer, Aaron, additional, Tasic, Bosiljka, additional, Taskin, Naz, additional, Teeter, Corinne, additional, Thatra, Nivretta, additional, Tung, Herman, additional, Wakeman, Wayne, additional, Williams, Grace, additional, Young, Rob, additional, Zhou, Zhi, additional, Farrell, Colin, additional, Peng, Hanchuan, additional, Hawrylycz, Michael J., additional, Lein, Ed, additional, Ng, Lydia, additional, Arkhipov, Anton, additional, Bernard, Amy, additional, Phillips, John W., additional, Zeng, Hongkui, additional, and Koch, Christof, additional

Published
2018
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27. A high-resolution transcriptomic and spatial atlas of cell types in the whole mouse brain.

Author

Yao Z, van Velthoven CTJ, Kunst M, Zhang M, McMillen D, Lee C, Jung W, Goldy J, Abdelhak A, Baker P, Barkan E, Bertagnolli D, Campos J, Carey D, Casper T, Chakka AB, Chakrabarty R, Chavan S, Chen M, Clark M, Close J, Crichton K, Daniel S, Dolbeare T, Ellingwood L, Gee J, Glandon A, Gloe J, Gould J, Gray J, Guilford N, Guzman J, Hirschstein D, Ho W, Jin K, Kroll M, Lathia K, Leon A, Long B, Maltzer Z, Martin N, McCue R, Meyerdierks E, Nguyen TN, Pham T, Rimorin C, Ruiz A, Shapovalova N, Slaughterbeck C, Sulc J, Tieu M, Torkelson A, Tung H, Cuevas NV, Wadhwani K, Ward K, Levi B, Farrell C, Thompson CL, Mufti S, Pagan CM, Kruse L, Dee N, Sunkin SM, Esposito L, Hawrylycz MJ, Waters J, Ng L, Smith KA, Tasic B, Zhuang X, and Zeng H

Abstract

The mammalian brain is composed of millions to billions of cells that are organized into numerous cell types with specific spatial distribution patterns and structural and functional properties. An essential step towards understanding brain function is to obtain a parts list, i.e., a catalog of cell types, of the brain. 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 based on the combination of two single-cell-level, whole-brain-scale datasets: a single-cell RNA-sequencing (scRNA-seq) dataset of ~7 million cells profiled, and a spatially resolved transcriptomic dataset of ~4.3 million cells using MERFISH. The atlas is hierarchically organized into five nested levels of classification: 7 divisions, 32 classes, 306 subclasses, 1,045 supertypes and 5,200 clusters. We systematically analyzed the neuronal, non-neuronal, and immature 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. We also systematically characterized cell-type specific expression of neurotransmitters, neuropeptides, and transcription factors. The study uncovered extraordinary diversity and heterogeneity in neurotransmitter and neuropeptide expression and co-expression patterns in different cell types across the brain, suggesting they mediate a myriad of modes of intercellular communications. Finally, we found that transcription factors are major determinants of cell type classification in the adult mouse brain 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 deep and integrative investigations of cell type and circuit function, development, and evolution of the mammalian brain., Competing Interests: Competing Interests X.Z. is a co-founder and consultant of Vizgen.

Published
2023
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