The mouse brain after foot shock in four dimensions: Temporal dynamics at a single-cell resolution

被引:23
作者
Bonapersona, Valeria [1 ]
Schuler, Heike [1 ,2 ]
Damsteegt, Ruth [1 ]
Adolfs, Youri [1 ]
Pasterkamp, R. Jeroen [1 ]
van den Heuvel, Martijn P. [3 ]
Joels, Marian [1 ,4 ]
Sarabdjitsingh, R. Angela [1 ]
机构
[1] Univ Utrecht, Univ Med Ctr Utrecht, Dept Translat Neurosci, Brain Ctr, NL-3584 CG Utrecht, Netherlands
[2] McGill Univ, Integrated Program Neurosci, Montreal, PQ H3A 1A1, Canada
[3] Vrije Univ Amsterdam, Ctr Neurogen & Cognit Res, Connectome Lab, Amsterdam Neurosci,Dept Complex Trait Genet, NL-1081 HV Amsterdam, Netherlands
[4] Univ Med Ctr Groningen, NL-9713 GZ Groningen, Netherlands
关键词
acute stress; whole brain; c-fos; foot shock; brain-wide analysis; IMMEDIATE-EARLY GENES; C-FOS; NEURAL CIRCUITS; EXPRESSION; STRESS; ACTIVATION; INDUCTION; NETWORKS; BEHAVIOR; ENGRAMS;
D O I
10.1073/pnas.2114002119
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Acute stress leads to sequential activation of functional brain networks. A biologically relevant question is exactly which (single) cells belonging to brain networks are changed in activity over time after acute stress across the entire brain. We developed a preprocessing and analytical pipeline to chart whole-brain immediate early genes' expression-as proxy for cellular activity-after a single stressful foot shock in four dimensions: that is, from functional networks up to three-dimensional (3D) single-cell resolution and over time. The pipeline is available as an R package. Most brain areas (96%) showed increased numbers of c-fos+ cells after foot shock, yet hypothalamic areas stood out as being most active and prompt in their activation, followed by amygdalar, prefrontal, hippocampal, and finally, thalamic areas. At the cellular level, c-fos+ density clearly shifted over time across subareas, as illustrated for the basolateral amygdala. Moreover, some brain areas showed increased numbers of c-fos+ cells, while others-like the dentate gyrus-dramatically increased c-fos intensity in just a subset of cells, reminiscent of engrams; importantly, this "strategy" changed after foot shock in half of the brain areas. One of the strengths of our approach is that single-cell data were simultaneously examined across all of the 90 brain areas and can be visualized in 3D in our interactive web portal.
引用
收藏
页数:9
相关论文
共 49 条
[11]   PATTERN AND TIME-COURSE OF IMMEDIATE-EARLY GENE-EXPRESSION IN RAT-BRAIN FOLLOWING ACUTE STRESS [J].
CULLINAN, WE ;
HERMAN, JP ;
BATTAGLIA, DF ;
AKIL, H ;
WATSON, SJ .
NEUROSCIENCE, 1995, 64 (02) :477-505
[12]  
Fields RD, 1997, J NEUROSCI, V17, P7252
[13]   An interactive framework for whole-brain maps at cellular resolution [J].
Furth, Daniel ;
Vaissiere, Thomas ;
Tzortzi, Ourania ;
Xuan, Yang ;
Martin, Antje ;
Lazaridis, Iakovos ;
Spigolon, Giada ;
Fisone, Gilberto ;
Tomer, Raju ;
Deisseroth, Karl ;
Carlen, Marie ;
Miller, Courtney A. ;
Rumbaugh, Gavin ;
Meletis, Konstantinos .
NATURE NEUROSCIENCE, 2018, 21 (01) :139-+
[14]   Immediate Early Genes, Memory and Psychiatric Disorders: Focus on c-Fos, Egr1 and Arc [J].
Gallo, Francisco T. ;
Katche, Cynthia ;
Morici, Juan F. ;
Medina, Jorge H. ;
Weisstaub, Noelia V. .
FRONTIERS IN BEHAVIORAL NEUROSCIENCE, 2018, 12
[15]   Why Batch Effects Matter in Omics Data, and How to Avoid Them [J].
Goh, Wilson Wen Bin ;
Wang, Wei ;
Wong, Limsoon .
TRENDS IN BIOTECHNOLOGY, 2017, 35 (06) :498-507
[16]   Arc expression identifies the lateral amygdala fear memory trace [J].
Gouty-Colomer, L. A. ;
Hosseini, B. ;
Marcelo, I. M. ;
Schreiber, J. ;
Slump, D. E. ;
Yamaguchi, S. ;
Houweling, A. R. ;
Jaarsma, D. ;
Elgersma, Y. ;
Kushner, S. A. .
MOLECULAR PSYCHIATRY, 2016, 21 (03) :364-375
[17]   Mapping behaviorally relevant neural circuits with immediate-early gene expression [J].
Guzowski, JF ;
Timlin, JA ;
Roysam, B ;
McNaughton, BL ;
Worley, PF ;
Barnes, CA .
CURRENT OPINION IN NEUROBIOLOGY, 2005, 15 (05) :599-606
[18]   Batch effects in single-cell RNA-sequencing data are corrected by matching mutual nearest neighbors [J].
Haghverdi, Laleh ;
Lun, Aaron T. L. ;
Morgan, Michael D. ;
Marioni, John C. .
NATURE BIOTECHNOLOGY, 2018, 36 (05) :421-+
[19]   Stress-induced alterations in large-scale functional networks of the rodent brain [J].
Henckens, Marloes J. A. G. ;
van der Marel, Kajo ;
van der Toorn, Annette ;
Pillai, Anup G. ;
Fernandez, Guillen ;
Dijkhuizen, Rick M. ;
Joels, Marian .
NEUROIMAGE, 2015, 105 :312-322
[20]   Dynamic adaptation of large-scale brain networks in response to acute stressors [J].
Hermans, Erno J. ;
Henckens, Marloes J. A. G. ;
Joels, Marian ;
Fernandez, Guillen .
TRENDS IN NEUROSCIENCES, 2014, 37 (06) :304-314