This 2022 rodent study investigated caffeine’s effects:

“A majority of molecular and neurophysiological studies explored the impact of acute rather than repeated exposure to caffeine. We show that, in bulk tissue analysis, chronic caffeine treatment reduced metabolic processes related to lipids, mitochondria, and translation in mouse hippocampus. In sharp contrast to what was observed in bulk tissue, we found that caffeine induced a neuronal autonomous epigenomic response related to synaptic plasticity activation.

Regular caffeine intake exerts a long-term effect on neuronal activity/plasticity in the adult brain, lowering metabolic-related processes, and simultaneously finely tuning activity-dependent regulations. In non-neuronal cells, caffeine decreases activities under basal conditions, and improves signal-to-noise ratio during information encoding in brain circuits, contributing to bolster salience of information.

Overall, our data prompt the novel concept that regular caffeine intake promotes a more efficient ability of the brain to encode experience-related events. By coordinating epigenomic changes in neuronal and non-neuronal cells, regular caffeine intake promotes a fine-tuning of metabolism in resting conditions.”

https://www.jci.org/articles/view/149371 “Caffeine intake exerts dual genome-wide effects on hippocampal metabolism and learning-dependent transcription”