TY - JOUR
T1 - Why bilateral damage is worse than unilateral damage to the brain
AU - Schapiro, Anna C.
AU - McClelland, James L.
AU - Welbourne, Stephen R.
AU - Rogers, Timothy T.
AU - Ralph, Matthew A Lambon
PY - 2013/12
Y1 - 2013/12
N2 - Human and animal lesion studies have shown that behavior can be catastrophically impaired after bilateral lesions but that unilateral damage often produces little or no effect, even controlling for lesion extent. This pattern is found across many different sensory, motor, and memory domains. Despite these findings, there has been no systematic, computational explanation. We found that the same striking difference between unilateral and bilateral damage emerged in a distributed, recurrent attractor neural network. The difference persists in simple feedforward networks, where it can be understood in explicit quantitative terms. In essence, damage both distorts and reduces the magnitude of relevant activity in each hemisphere. Unilateral damage reduces the relative magnitude of the contribution to performance of the damaged side, allowing the intact side to dominate performance. In contrast, balanced bilateral damage distorts representations on both sides, which contribute equally, resulting in degraded performance. The model's ability to account for relevant patient data suggests that mechanisms similar to those in the model may operate in the brain. © 2013 Massachusetts Institute of Technology.
AB - Human and animal lesion studies have shown that behavior can be catastrophically impaired after bilateral lesions but that unilateral damage often produces little or no effect, even controlling for lesion extent. This pattern is found across many different sensory, motor, and memory domains. Despite these findings, there has been no systematic, computational explanation. We found that the same striking difference between unilateral and bilateral damage emerged in a distributed, recurrent attractor neural network. The difference persists in simple feedforward networks, where it can be understood in explicit quantitative terms. In essence, damage both distorts and reduces the magnitude of relevant activity in each hemisphere. Unilateral damage reduces the relative magnitude of the contribution to performance of the damaged side, allowing the intact side to dominate performance. In contrast, balanced bilateral damage distorts representations on both sides, which contribute equally, resulting in degraded performance. The model's ability to account for relevant patient data suggests that mechanisms similar to those in the model may operate in the brain. © 2013 Massachusetts Institute of Technology.
U2 - 10.1162/jocn_a_00441
DO - 10.1162/jocn_a_00441
M3 - Article
C2 - 23806177
SN - 1530-8898
VL - 25
SP - 2107
EP - 2123
JO - Journal of Cognitive Neuroscience
JF - Journal of Cognitive Neuroscience
IS - 12
ER -