Recent advances in microscopy techniques enable whole-brain activity imaging of small animals at cellular resolution. However, image analysis techniques for detecting and tracking neurons and for measuring neural activities from such imaging data have not yet been established. The soil nematode C. elegans is the only animal that all neurons and the wiring diagram of the whole nervous system are known completely, and is one of the ideal model animals for understanding the mechanisms of information processing of nervous system. The neuronal nuclei are densely packed in the head region of the nematode, and some nuclei will be overlooked. For more accurate nucleus detection, we have developed a curvature-based segmentation method and a gaussian mixture-based image approximation method. The main objective of this project is combining the two methods and developing a framework of bio-image analysis for detecting, tracking, and measuring densely distributed cells in three-dimensional time-lapse images.
2017
Oda S., Toyoshima Y., de Bono M. (2017) Modulation of sensory information processing by a neuroglobin in Caenorhabditis elegans. Proc. Natl. Acad. Sci. U.S.A., 114(23):E4658-E4665.
doi: 10.1073/pnas.1614596114.
豊島 有 (2017) 神経応答のモデリング ~Ca2+イメージングを用いて,実験医学増刊号, 35 (5): 875-878.
豊島 有,飯野 雄一 (2017) 密集した多数の神経細胞の活動を同時に測定する自動画像解析技術の開発,生物物理, 57 (1), 20-23.
doi: 10.2142/biophys.57.020.
Hirose O., Kawaguchi S., Tokunaga T., Toyoshima Y., Teramoto T., Kuge S., Ishihara T., Iino U., Yoshida R. (2017) SPF-CellTracker: Tracking multiple cells with strongly-correlated moves using a spatial particle filter. IEEE/ACM Transactions on Computational Biology and Bioinformatics, 5963: 1.
doi: 10.1109/TCBB.2017.2782255.
豊島 有 (2017) 線虫の4Dイメージング画像処理. 生体の科学, 68:,474-475.
doi: 10.11477/mf.2425200701.
Oda S., Toyoshima Y., de Bono M. (2017) Modulation of sensory information processing by a neuroglobin in C. elegans. Proc.Natl. Acad.Sci., 114: E4658–E4665.
doi: 10.1073/pnas.1614596114.
豊島 有 (2017) 神経応答のモデリング ~Ca2+イメージングを用いて. 実験医学増刊号, 35: 875-878.
2016
Toyoshima Y., Tokunaga T., Hirose O., Kanamori M., Teramoto T., Jang, M-S., Kuge S., Ishihara T., Yoshida R., Iino Y. (2016) Accurate Automatic Detection of Densely Distributed Cell Nuclei in 3D Space. PLoS Computational Biology, 12: e1004970.
doi:10.1371/journal.pcbi.1004970.