The storage of stable memories is generally considered to rely on changes in the functional properties and/or the synaptic connectivity of neural networks. However, these changes are not easily tractable given the complexity of the learning procedures and brain circuits studied. Such a search can be narrowed down by studying memories of specific stimuli in a given sensory modality and by working on networks with a modular and relatively simple organization. We have therefore focused on associative memories of individual odors and the possible related changes in the honeybee primary olfactory center, the antennal lobe (AL). As this brain structure is organized in well-identified morpho-functional units, the glomeruli, we looked for evidence of structural and functional plasticity in these units in relation with the bees' ability to store long-term memories (LTMs) of specific odors. Restrained bees were trained to form an odor-specific LTM in an appetitive Pavlovian conditioning protocol. The stability and specificity of this memory was tested behaviorally 3 d after conditioning. At that time, we performed both a structural and a functional analysis on a subset of 17 identified glomeruli by measuring glomerular volume under confocal microscopy, and odor-evoked activity, using in vivo calcium imaging. We show that long-term olfactory memory for a given odor is associated with volume increases in a subset of glomeruli. Independent of these structural changes, odor-evoked activity was not modified. Lastly, we show that structural glomerular plasticity can be predicted based on a putative model of interglomerular connections.[Supplemental material is available online at http: //www.learnmem.org.]In nature, animals' survival relies on their capacity to adapt to changes in the environment by constantly learning and memorizing novel information and modifying their behavior accordingly. This capacity relies on the long-term storage of learned information involving specific stable modifications of neural networks, both in their connectivity and in the strength of synaptic transmission (Matsuzaki 2007). For such long-term memory (LTM) to be specific for particular stimuli (for instance, an odor), they must rely on specific neural traces of these stimuli in the brain. A crucial question is whether such specific traces can be tracked down to individual neural units, given the complexity of the neuronal networks usually involved in the formation of LTM. Brain regions constituted of relatively few neurons and organized in clearly identified modules offer an excellent opportunity to answer this question. Among these is the insect antennal lobe (AL), an olfactory center that shares many similarities with the vertebrate olfactory bulb, but provides numerical simplicity. In the honeybee, the AL contains ;160 interconnected neuropil subunits, the glomeruli, which can be unambiguously identified across individuals (Galizia et al. 1999a). Experiments using in vivo calcium imaging have shown that glomeruli are functional units for odor...