Molecular processes of neuronal learning have been well-described. However, learning mechanisms of non-neuronal cells have not been fully understood at the molecular level. Here, we discuss molecular mechanisms of cellular learning, including conformational memory of intrinsically disordered proteins and prions, signaling cascades, protein translocation, RNAs (microRNA and lncRNA), and chromatin memory. We hypothesize that these processes constitute the learning of signaling networks and correspond to a generalized Hebbian learning process of single, non-neuronal cells, and discuss how cellular learning may open novel directions in drug design and inspire new artificial intelligence methods.
Highlights--Besides the well-known learning processes of neurons, non-neuronal single cells are able to learn and show a more robust (and often faster) adaptive response when the same stimulus is repeated.--Known examples of cellular learning are sensitization-or habituation-type responses.--Several molecular mechanisms of neuronal learning, such as conformational memory, protein translocation, signaling cascades, microRNAs, lncRNAs and chromatin memory, also participate in learning of non-neuronal, single cells.--We propose that these molecular mechanisms form the integrative memory of signaling networks and display a generalized Hebbian learning process by increasing those edge weights through which the signal has been propagated.
Learning of non-neural cells: Adaptive Molecular Responses Observed when the same Stimulus is RepeatedMolecular mechanisms of neuronal learning have been well-established in the past decades [1]. However, we know relatively little about the molecular details of learning mechanisms of non-neuronal cells. We define cellular learning as an adaptive response to a simple stimulus observed when the same stimulus is repeated in a short time -as compared to the duration of the cell cycle of the given cell. We note that it is crucial to discriminate between molecular changes which are indeed adaptive, and those which are fortuitous by-products of other, co-* Correspondence: csermely.peter@med.semmelweis-univ.hu (P. Csermely)