Curated Optogenetic Publication Database

Abstract: System identification approaches are commonly used in engineering to infer simple yet predictive models of complex systems from their responses to time-dependent perturbations. Here, we apply this strategy at the whole organism scale, establishing a predictive model of commitment to metamorphosis in Drosophila. At this critical point in animal development, the larva stops feeding and proceeds to take on the adult form. The neuroendocrine circuits governing commitment to metamorphosis assess the growth and patterning programs, eventually triggering the production of systemic hormones that terminate growth and initiate metamorphosis. Previous studies of these circuits relied on relatively static genetic perturbations and starvation experiments. Here, we take advantage of optogenetic approaches in Drosophila to flexibly perturb a key signaling node within the endocrine gland in otherwise undisturbed larvae. We used this approach to infer parameters in a compact mathematical model and demonstrate that it makes accurate predictions of larval commitment to metamorphosis. Our work paves the way for quantitative studies of other juvenile-to-adult transitions, including mammalian puberty, which relies on strikingly similar mechanisms.

Abstract: Insulin regulates various cellular metabolic processes by activating specific isoforms of the Akt family of kinases. Here, we elucidated metabolic pathways that are regulated in an Akt2-dependent manner. We constructed a transomics network by quantifying phosphorylated Akt substrates, metabolites, and transcripts in C2C12 skeletal muscle cells with acute, optogenetically induced activation of Akt2. We found that Akt2-specific activation predominantly affected Akt substrate phosphorylation and metabolite regulation rather than transcript regulation. The transomics network revealed that Akt2 regulated the lower glycolysis pathway and nucleotide metabolism and cooperated with Akt2-independent signaling to promote the rate-limiting steps in these processes, such as the first step of glycolysis, glucose uptake, and the activation of the pyrimidine metabolic enzyme CAD. Together, our findings reveal the mechanism of Akt2-dependent metabolic pathway regulation, paving the way for Akt2-targeting therapeutics in diabetes and metabolic disorders.