Rodent grooming is an important behaviour that is commonly used to characterize preclinical models of human brain disorders. A new paper has leveraged deep learning to develop a precise, high throughput and automated grooming classifier to facilitate mechanistic neuroscience research on grooming.
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16 September 2021
A Correction to this paper has been published: https://doi.org/10.1038/s41684-021-00870-4
References
Kalueff, A. V. et al. Nat. Rev. Neurosci. 17, 45–59, https://doi.org/10.1038/nrn.2015.8 (2016).
Geuther, B. Q. et al. eLife 10, e63207, https://doi.org/10.7554/eLife.63207 (2021).
Lecun, Y., Bottou, L., Bengio, Y. & Haffner, P. Proceedings of the IEEE 86, 2278–2324, https://doi.org/10.1109/5.726791 (1998).
Krizhevsky, A., Sutskever, I. & Hinton, G. E. ImageNet classification with deep convolutional neural networks. Advances in Neural Information Processing Systems 1106–1114 http://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks.pdf (2012).
Mathis, A. et al. Nat. Neurosci. 21, 1281–1289, https://doi.org/10.1038/s41593-018-0209-y (2018).
Pereira, T. D. et al. Nat. Method 16, 117–125, https://doi.org/10.1038/s41592-018-0234-5 (2019).
Kabra, M., Robie, A. A., Rivera-Alba, M., Branson, S. & Branson, K. Nat. Method 10, 64–67, https://doi.org/10.1038/nmeth.2281 (2013).
Berridge, K. C. Behaviour 113, 21–56, https://doi.org/10.1163/156853990X00428 (1990).
Kalueff, A. V., Aldridge, J. W., LaPorte, J. L., Murphy, D. L. & Tuohimaa, P. Nat. Protoc. 2, 2538–2544, https://doi.org/10.1038/nprot.2007.367 (2007).
Aldridge, J. W., Berridge, K. C. & Rosen, A. R. Can. J. Physiol. Pharmacol. 82, 732–739, https://doi.org/10.1139/y04-061 (2004).
Berridge, K. C., Aldridge, J. W., Houchard, K. R. & Zhuang, X. BMC Biol. 3, 4, https://doi.org/10.1186/1741-7007-3-4 (2005).
Hsu, A. I. & Yttri, E. A. bioRxiv https://doi.org/10.1101/770271 (2019).
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Burton, N.J., Borne, L. & Manning, E.E. Translational neuroscience applications for automated detection of rodent grooming with deep learning. Lab Anim 50, 244–245 (2021). https://doi.org/10.1038/s41684-021-00830-y
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DOI: https://doi.org/10.1038/s41684-021-00830-y