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According to dual-process theory, recognition memory performance draws upon two processes, familiarity and recollection. The relative contribution to recognition memory are commonly distinguished in humans by analyzing receiver-operating-characteristics (ROC) curves; analogous methods are more complex and very rare in animals but fast familiarity and slow recollective-like processes (FF/SR) have been detected in non-human primates (NHPs) based on analyzing recognition error response time profiles. The relative utility of these methods to investigate familiarity and recollection/recollection-like processes across species is uncertain; indeed, even how comparable the FF/SR measures are across humans and NHPs remains unclear. Therefore in this study a broadly similar recognition memory task was exploited in both humans and NHPs to investigate the time course of the two recognition processes. We first show that the FF/SR dissociation exists in this task in human participants and then we demonstrate a similar profile in NHPs which suggests that FF/SR processes are comparable across species. We then verified, using ROC-derived indices for each time-bin in the FF/SR profile, that the ROC and FF/DR measures are related. Hence we argue that the FF/SR approach, procedurally easier in animals, can be used as a decent proxy to investigate these two recognition processes in future animal studies, important given that scant data exists as to the neural basis underlying recollection yet many of the most informative techniques primarily exist in animal models.

According to dual-process theories, recognition memory draws upon both familiarity and recollection. It remains unclear how primate prefrontal cortex (PFC) contributes to familiarity and recollection processes but frequency-specific neuronal activities are considered to play a key role. Here, non-human primate (NHP) electrophysiological local field potential (LFP) recordings first showed that a specific subregion of macaque PFC (i.e., dorsolateral PFC, dlPFC) was implicated in task performance at a specific frequency (i.e., increased beta power in the 10-15 Hz range observed in correct versus error trials) in a specific phase of a recognition memory task (i.e., during sample presentation). Then, to assess generalization to humans and causality we targeted left human dlPFC (BA 9/46) as well as left dorsomedial prefrontal cortex (BA 8/9) for comparison, and also vertex as a control, with transcranial magnetic stimulation at a frequency in the middle of the low-beta range observed in NHP (i.e. 12.5 Hz) and compared that to non-frequency-specific stimulation, and also to a no-stimulation control, during occasional sample presentations within a similar task. Hence we investigated hypotheses about the causal importance for human memory of a location-specific, frequency-specific, and task-epoch-specific intervention derived directly from the NHP electrophysiological observations. Using a dual-process signal detection (DPSD) model based on analysing receiver operating characteristics (ROC) curves, we showed beta-frequency TMS caused decreased recollection when targeted to human dlPFC, but enhanced familiarity when targeted to dorsomedial prefrontal cortex. Non-frequency-specific patterns of stimulation to all sites, and beta-frequency stimulation to vertex, were all without behavioural effect. This study provides causal evidence that PFC-mediated contributions to object recognition memory are modulated by beta-frequency activity; more broadly it provides translational evidence bridging NHPs and humans by emphasizing functional roles of beta-frequency activity in homologous brain regions in recognition memory.Highlightslow beta power in NHP dlPFC during stimulus encoding was related to behaviourhuman rTMS study used parameters derived from NHP observations to test causalitylow beta rTMS to human dlPFC, but not dmPFC, impairs recollectionlow beta rTMS to human dmPFC, but not dlPFC, enhances familiarityprovides cross-species validation of prefrontal beta power to primate recognition