Chestek Cynthia A, Batista Aaron P, Santhanam Gopal, Yu Byron M, Afshar Afsheen, Cunningham John P, Gilja Vikash, Ryu Stephen I, Churchland Mark M, Shenoy Krishna V
Department of Electrical Engineering, Stanford University, Stanford, California 94305, USA.
J Neurosci. 2007 Oct 3;27(40):10742-50. doi: 10.1523/JNEUROSCI.0959-07.2007.
Some movements that animals and humans make are highly stereotyped, repeated with little variation. The patterns of neural activity associated with repeats of a movement may be highly similar, or the same movement may arise from different patterns of neural activity, if the brain exploits redundancies in the neural projections to muscles. We examined the stability of the relationship between neural activity and behavior. We asked whether the variability in neural activity that we observed during repeated reaching was consistent with a noisy but stable relationship, or with a changing relationship, between neural activity and behavior. Monkeys performed highly similar reaches under tight behavioral control, while many neurons in the dorsal aspect of premotor cortex and the primary motor cortex were simultaneously monitored for several hours. Neural activity was predominantly stable over time in all measured properties: firing rate, directional tuning, and contribution to a decoding model that predicted kinematics from neural activity. The small changes in neural activity that we did observe could be accounted for primarily by subtle changes in behavior. We conclude that the relationship between neural activity and practiced behavior is reasonably stable, at least on timescales of minutes up to 48 h. This finding has significant implications for the design of neural prosthetic systems because it suggests that device recalibration need not be overly frequent, It also has implications for studies of neural plasticity because a stable baseline permits identification of nonstationary shifts.
动物和人类做出的一些动作高度刻板,几乎毫无变化地重复。与动作重复相关的神经活动模式可能高度相似,或者如果大脑利用神经向肌肉投射中的冗余,相同的动作可能源于不同的神经活动模式。我们研究了神经活动与行为之间关系的稳定性。我们询问,在重复伸手动作过程中观察到的神经活动变异性,与神经活动和行为之间嘈杂但稳定的关系,还是与变化的关系相一致。猴子在严格的行为控制下进行高度相似的伸手动作,同时对运动前皮质背侧和初级运动皮质中的许多神经元进行了数小时的同步监测。在所有测量属性(放电率、方向调谐以及对根据神经活动预测运动学的解码模型的贡献)方面,神经活动随时间基本稳定。我们确实观察到的神经活动的微小变化,主要可由行为的细微变化来解释。我们得出结论,神经活动与练习行为之间的关系相当稳定,至少在数分钟至48小时的时间尺度上如此。这一发现对神经假体系统的设计具有重要意义,因为它表明设备重新校准无需过于频繁。它对神经可塑性研究也有影响,因为稳定的基线有助于识别非平稳变化。