Biology subjects

Akagi, K.-i.

Publications and source records attributed to Akagi, K.-i..

5 recordsLinked to original sources

bioRxiv2025

Data-Driven Feed Optimization for Sustainable Aquaculture through Integrated Omics Analysis and Two-stage Bayesian optimization

In aquaculture and livestock farming, developing feed that promotes efficient growth while minimizing environmental impact is crucial for sustainability. We developed a data-driven feed optimization system (DFOS) that integrates omics analysis with machine learning-based optimization technologies. First, DFOS employed Bayesian optimization (BO) to identify the optimal proportions of proteins and lipids, which are crucial feed components. Simultaneously, omics analysis was conducted to assess the physiological response of the targets to a given feed and identify key dietary components essential for growth. Next, BO was used to efficiently modify the combination and proportion of the specific additives identified in the first stage. We demonstrated the efficacy of DFOS by applying it to develop a new feed for the high-demand leopard coral grouper (Plectropomus leopardus) in Southeast Asia. This system provides an efficient data-driven framework for feed optimization across aquaculture and livestock, contributing significantly to more sustainable and productive farming practices.

ecology↗

bioRxiv2024

Analysis of the high-order conformational changes in glyceraldehyde-3-phosphate dehydrogenase induced by nicotinamide adenine dinucleotide, adenosine triphosphate, and oxidants

Glyceraldehyde-3-phosphate dehydrogenase (GAPDH) catalyzes the sixth step of glycolysis. As a moonlighting protein, GAPDH interacts with other molecules, seemingly unrelated to glycolysis, to exert additional functions, such as inducing apoptosis. However, specific mechanisms underlying these interactions remain unclear. Therefore, in this study, we aimed to elucidate these mechanisms by analyzing human and porcine GAPDHs based on their three-dimensional (3D) structures using various biophysical techniques, including nuclear magnetic resonance spectroscopy, gel filtration chromatography, and thermal shift assay. Although GAPDH became unstable when nicotinamide adenine dinucleotide (NAD+) was removed (apo state), the 3D structure of the tetramer was maintained regardless of the temperature. However, in the presence of adenosine triphosphate (ATP), GAPDH split into dimers at low temperatures, exposing the interface between the dimers and increasing the flexibility of the side chains at the site. Moreover, subunit splitting also occurred upon exposure to oxidizing agents, such as hydrogen peroxide. These findings suggest that GAPDH maintains a stable tetramer in the presence of NAD+ but becomes unstable and easily oxidized upon NAD+ depletion. When multiple residues, including those other than the cysteine residue at the active site, are oxidized by reactive oxygen species or nitric oxide, or when it interacts with ATP, GAPDH splits into dimers. This subunit splitting may trigger interactions with other molecules.

biochemistry↗

bioRxiv2023

NMR analysis of the homodimeric structure of a D-Ala-D-Ala metallopeptidase, VanX, from vancomycin-resistant bacteria

Bacteria that have acquired resistance to most antibiotics, particularly those causing nosocomial infections, create serious problems. Among these, the emergence of vancomycin-resistant enterococci was a tremendous shock considering that vancomycin is the last resort for controlling methicillin-resistant Staphylococcus aureus. Therefore, there is an urgent need to develop an inhibitor of VanX, a protein involved in vancomycin resistance. Although the crystal structure of VanX has been resolved, its asymmetric unit contains six molecules aligned in a row. We have developed a structural model of VanX as a stable dimer in solution, primarily utilizing nuclear magnetic resonance (NMR) residual dipolar coupling. Despite the 46 kDa molecular mass of the dimer, which is typically considered too large for NMR studies, we successfully assigned the main chain using an amino acid-selective unlabeling method. Because we found that the Zn2+-coordinating active sites in the dimer structure were situated in the opposite direction to the dimer interface, we generated an active monomer by mutating the dimer interface. The monomer consists of only 202 amino acids and is expected to be used in future studies to screen and improve inhibitors using NMR.

biochemistry↗

bioRxiv2020

Importin α2 associates with chromatin via a novel DNA binding domain

Nuclear transport of proteins is important for facilitating appropriate nuclear functions. The proteins of the importin family play key roles in nuclear transport as transport receptors for a huge number of nuclear proteins. Additionally, these proteins possess other functions, including chromatin association and gene regulation. However, these non-transport functions of importin are not yet fully understood, especially their molecular-level mechanisms for functioning with chromatin and their consequences. Here, we report the novel molecular characteristics of importin involving binding to diverse sequences in chromatin. We newly identified and characterized a DNA-binding domain--the Nucleic Acid Associating Trolley pole domain (NAAT domain)--in the N-terminal region of importin within the conventional importin {beta} binding (IBB) domain, which was shown to be necessary for nuclear transport of cargo proteins. We propose a stroll and locate model to explain the association of importin with chromatin. This is the first study to delineate the interaction between importin and chromatin DNA via the NAAT domain, indicating the bifunctionality of the importin N-terminal region for nuclear transport and chromatin association.

molecular biology↗

bioRxiv2019

Subcellular localization of glypican-5 associates with dynamic cell motility and cell communication of the human mesenchymal stem cell line U3DT

Glypican-5 (GPC5) is a heparan sulfate proteoglycan (HSPG) localized to the plasma membrane. We previously reported that in the human mesenchymal stem cell line UE6E7T3, GPC5 is overexpressed in association with transformation and promotes cell proliferation by acting as a co-receptor for Sonic hedgehog signaling. In this study, we found using an immunofluorescence microscopy that in transformed cells (U3DT), GPC5 localized not only at primary cilia on the cell surface, but also at the leading edge of migrating cells, at the intercellular bridge and blebs during cytokinesis, and in extracellular vesicles. In each subcellular region, GPC5 colocalized with the small GTPase Rab11. These observations suggest that the colocalization of GPC5 with Rab11 is crucial for its function, and that its activity in each subcellular compartment promotes proliferation of U3DT cells. Our findings indicate that GPC5 plays active and essential roles in regulation of U3DT cell proliferation, and provides several insights into the functions of GPC5 that could be elucidated by future studies.

cell biology↗