13The midbrain superior colliculus (SC) generates a rapid saccadic eye movement to a sensory stimulus 14 by recruiting a population of cells in its topographically organized motor map. Supra-threshold 15 electrical microstimulation in the SC reveals that the site of stimulation produces a normometric 16 saccade vector with little effect of the stimulation parameters. Moreover, electrically evoked saccades 17 (E-saccades) have kinematic properties that strongly resemble natural, visual-evoked saccades (V-18 saccades). These findings support models in which the saccade vector is determined by a center-of-19 gravity computation of activated neurons, while its trajectory and kinematics arise from downstream 20 feedback circuits in the brainstem. Recent single-unit recordings, however, have indicated that the SC 21 population also specifies instantaneous kinematics. These results support an alternative model, in 22 which the desired saccade trajectory, including its kinematics, follows from instantaneous summation 23 Kasap and Van Opstal: Microstimulation in a spiking neural network model 2 of movement effects of all SC spike trains. But how to reconcile this model with microstimulation 24 results? Although it is thought that microstimulation activates a large population of SC neurons, the 25 mechanism through which it arises is unknown. We developed a spiking neural network model of the 26 SC, in which microstimulation directly activates a relatively small set of neurons around the electrode 27 tip, which subsequently sets up a large population response through lateral synaptic interactions. We 28 show that through this mechanism the population drives an E-saccade with near-normal kinematics 29 that are largely independent of the stimulation parameters. Only at very low stimulus intensities the 30 network recruits a population with low firing rates, resulting in abnormally slow saccades. 31 32 33 34 35 36 37 Author Summary 38 39 The midbrain Superior Colliculus (SC) contains a topographically organized map for rapid goal-40 directed gaze shifts, in which the location of the active population determines size and direction of the 41 eye-movement vector, and the neural firing rates specify the eye-movement kinematics. Electrical 42 microstimulation in this map produces eye movements that correspond to the site of stimulation with 43 normal kinematics. We here explain how intrinsic lateral interactions within the SC network of spiking 44 neurons sets up the population activity profile in response to local microstimulation to explain these 45 results. 46 47 48