The circuits of the human brain contain more than 100 billion neurons, each linked to many other neurons via thousands of synaptic connections, resulting in a three-pound organ that is profoundly more complex than the sum of its innumerable parts.
In recent years, however, transformative advances in imaging, sequencing and computational technologies have opened the possibility of mapping a human brain truly at the resolution of its molecular and cellular components. While that ultimate goal remains to be achieved, researchers have steadily progressed with a smaller, but no less momentous, effort: an atlas of the mouse brain.
In a special issue of Nature, researchers at the University of California San Diego, with colleagues across the country, describe their progress in collection of papers. Two of the papers, in which UC San Diego scientists served as senior authors, further refine the organization of cells within key regions of the mouse brain and, more critically, the organization of transcriptomic, epigenomic, and regulatory factors and elements that provide these brain cells with function and purpose.
“To truly understand how the brain functions, and from that knowledge develop new drugs and therapies to improve human lives and health, we need to see and quantify brain structure, organization and function down to the level of single cells,” said Bing Ren, PhD, director of the Center for Epigenomics, professor of cellular and molecular medicine at UC San Diego School of Medicine and member of the Ludwig Institute for Cancer Research at UC San Diego.
“Depth and specificity are essential,” agreed Eran A. Mukamel, PhD, director of the Computational Neural DNA Dynamics Lab and associate professor in the Department of Cognitive Science at UC San Diego. “We want a comprehensive parts list for the brain, including not just the locations and connections of the neurons, but also the molecular and epigenetic fingerprints that give them their specialized identity.”
Gene regulatory elements
Since 2006, there has been a concerted, international effort to create a three-dimensional atlas of the mouse brain, which is roughly the size of a pea and comprised of approximately eight to 14 million neurons and glial cells. Though the mouse brain is not a miniature version of the human brain, it has proven to be a powerful model for studying many human brain functions, diseases, and mental disorders, in part because the genes responsible for building and operating both human and rodent organs are 90 percent identical.
In their paper, senior author Ren, colleagues, and collaborators at the Center for Epigenomics focused on creating an atlas of gene regulatory elements in the mouse cerebrum, the evolutionarily youngest region of the brain that supports high-level sensory perception, motor control, and cognitive functions.
Recent surveys of mouse and human brains have revealed that the cerebrum contains hundreds of neural cell types distributed in different regions, but the transcriptional regulatory programs — the directions responsible for each cell’s unique pattern of gene expression, and hence its identity and function — remain unknown.
Ren’s team probed accessible chromatin — the stuff of chromosomes — in more than 800,000 individual cell nuclei from 45 locations in the adult mouse brain, then used the data to map the state of 491,818 candidate cis-regulatory DNA elements in 160 distinct cell types. Cis-regulatory elements are regions of non-coding DNA that regulate transcription (copying a segment of DNA into RNA) of neighboring genes.
They found that different types of neurons are located in distinct areas of the mouse brain, and the specificity of their spatial distribution and function is correlated, and likely driven, by the unique set of cis-regulatory DNA elements within each cell type. Indeed, some of the cell-type-specific elements identified by Ren’s team were independently shown to be sufficient to drive reporter gene expression in specific sub-classes of neurons in the mouse brain.
Surprisingly, most of the mouse brain cis-regulatory elements mapped by the researchers have homologous or similar sequences in the human genome that may act as regulatory elements, and therefore could be used to annotate gene regulatory elements involved in human brain cell type specification.
Ren said the findings provide a foundation for comprehensive analysis of gene regulatory programs of the mammalian brain, including humans, and can assist in interpreting noncoding risk variants that contribute to various neurological diseases and traits in humans.
Transcriptomic and epigenomic elements
Each cell or population of cells produces a unique pattern of RNA transcripts — strands of RNA transcribed from DNA that convey genetic instructions for the proteins that direct and sustain life. It’s estimated that millions of chemical reactions occur within mammalian cells every second. That complexity, combined with growing datasets describing the functions of genes, fats, proteins, sugars, and other players in cell biology, have complicated efforts to understand how the brain is organized and functions.
Mukamel and colleagues brought together advanced sequencing techniques to focus on the mouse primary motor cortex, a brain region fundamental to movement. They generated more than 500,000 transcriptomes and epigenomes — comprehensive listings of all of the RNA molecules and modifications of DNA that make each mouse brain cell unique.
Using novel computational and statistical models, they created a multimodal atlas of 56 neuronal cell types in the mouse primary motor cortex that comprehensively describes their molecular, genomic, and anatomic features.
Mukamel said the study showed that each brain cell has a coordinated pattern of gene expression and epigenetic regulation that can be recognized with high fidelity using different sequencing techniques. Just as an individual has characteristic handwriting, facial features, vocal patterns and personality traits, the authors found that the RNA and DNA signatures of cell types in the motor cortex differentiate each cell from its neighbors.
And just as our human individuality contributes to the strength and diversity of our communities, said Mukamel, the unique patterns of gene expression and regulation in brain circuits support a highly diverse network of cells with specialized roles and interdependent functions.
By combining both epigenomic and transcriptomic data from an unprecedented number of cells, Mukamel said the study demonstrates the potential of single-cell sequencing technologies to comprehensively map brain cell types — a lesson that will help in understanding the more complex circuits of the human brain.
“An atlas of gene regulatory elements in adult mouse cerebrum” by Yang Eric Li, Sebastian Preissl, Xiaomeng Hou, Ziyang Zhang, Kai Zhang, Yunjiang Qiu, Olivier B. Poirion, Bin Li, Joshua Chiou, Hanqing Liu, Antonio Pinto-Duarte, Naoki Kubo, Xiaoyu Yang, Rongxin Fang, Xinxin Wang, Jee Yun Han, Jacinta Lucero, Yiming Yan, Michael Miller, Samantha Kuan, David Gorkin, Kyle J. Gaulton, Yin Shen, Michael Nunn, Eran A. Mukamel, M. Margarita Behrens, Joseph R. Ecker and Bing Ren, 6 October 2021, Nature.
“A transcriptomic and epigenomic cell atlas of the mouse primary motor cortex” by Zizhen Yao, Hanqing Liu, Fangming Xie, Stephan Fischer, Ricky S. Adkins, Andrew I. Aldridge, Seth A. Ament, Anna Bartlett, M. Margarita Behrens, Koen Van den Berge, Darren Bertagnolli, Hector Roux de Bézieux, Tommaso Biancalani, A. Sina Booeshaghi, Héctor Corrada Bravo, Tamara Casper, Carlo Colantuoni, Jonathan Crabtree, Heather Creasy, Kirsten Crichton, Megan Crow, Nick Dee, Elizabeth L. Dougherty, Wayne I. Doyle, Sandrine Dudoit, Rongxin Fang, Victor Felix, Olivia Fong, Michelle Giglio, Jeff Goldy, Mike Hawrylycz, Brian R. Herb, Ronna Hertzano, Xiaomeng Hou, Qiwen Hu, Jayaram Kancherla, Matthew Kroll, Kanan Lathia, Yang Eric Li, Jacinta D. Lucero, Chongyuan Luo, Anup Mahurkar, Delissa McMillen, Naeem M. Nadaf, Joseph R. Nery, Thuc Nghi Nguyen, Sheng-Yong Niu, Vasilis Ntranos, Joshua Orvis, Julia K. Osteen, Thanh Pham, Antonio Pinto-Duarte, Olivier Poirion, Sebastian Preissl, Elizabeth Purdom, Christine Rimorin, Davide Risso, Angeline C. Rivkin, Kimberly Smith, Kelly Street, Josef Sulc, Valentine Svensson, Michael Tieu, Amy Torkelson, Herman Tung, Eeshit Dhaval Vaishnav, Charles R. Vanderburg, Cindy van Velthoven, Xinxin Wang, Owen R. White, Z. Josh Huang, Peter V. Kharchenko, Lior Pachter, John Ngai, Aviv Regev, Bosiljka Tasic, Joshua D. Welch, Jesse Gillis, Evan Z. Macosko, Bing Ren, Joseph R. Ecker, Hongkui Zeng and Eran A. Mukamel, 6 October 2021, Nature.
Funding came, in part, from the National Institutes of Health (grant U19MH11483), the Howard Hughes Medical Institute, National Institutes of Health BRAIN Initiative (grants U19MH114830, U19MH121282, U19MH114821, R24MH114788, U24MH114827, R24MH114815) National Institute on Deafness and Other Communication Disorders (DC013817), the Hearing Health Foundation and the National Institute of General Medical Sciences (GM114267).