Literature DB >> 30657453

Cellular cartography of the organ of Corti based on optical tissue clearing and machine learning.

Shinji Urata1,2, Tadatsune Iida1, Masamichi Yamamoto3, Yu Mizushima2, Chisato Fujimoto2, Yu Matsumoto2, Tatsuya Yamasoba2, Shigeo Okabe1.   

Abstract

The highly organized spatial arrangement of sensory hair cells in the organ of Corti is essential for inner ear function. Here, we report a new analytical pipeline, based on optical clearing of tissue, for the construction of a single-cell resolution map of the organ of Corti. A sorbitol-based optical clearing method enabled imaging of the entire cochlea at subcellular resolution. High-fidelity detection and analysis of all hair cell positions along the entire longitudinal axis of the organ of Corti were performed automatically by machine learning-based pattern recognition. Application of this method to samples from young, adult, and noise-exposed mice extracted essential information regarding cellular pathology, including longitudinal and radial spatial characteristics of cell loss, implying that multiple mechanisms underlie clustered cell loss. Our method of cellular mapping is effective for system-level phenotyping of the organ of Corti under both physiological and pathological conditions.
© 2019, Urata et al.

Entities:  

Keywords:  hair cell; hard tissue; hearing loss; machine learning; mouse; neuroscience; optical tissue clearing; organ of Corti

Year:  2019        PMID: 30657453      PMCID: PMC6338463          DOI: 10.7554/eLife.40946

Source DB:  PubMed          Journal:  Elife        ISSN: 2050-084X            Impact factor:   8.140


  40 in total

1.  Whole-body imaging with single-cell resolution by tissue decolorization.

Authors:  Kazuki Tainaka; Shimpei I Kubota; Takeru Q Suyama; Etsuo A Susaki; Dimitri Perrin; Maki Ukai-Tadenuma; Hideki Ukai; Hiroki R Ueda
Journal:  Cell       Date:  2014-11-06       Impact factor: 41.582

2.  Whole-brain imaging with single-cell resolution using chemical cocktails and computational analysis.

Authors:  Etsuo A Susaki; Kazuki Tainaka; Dimitri Perrin; Fumiaki Kishino; Takehiro Tawara; Tomonobu M Watanabe; Chihiro Yokoyama; Hirotaka Onoe; Megumi Eguchi; Shun Yamaguchi; Takaya Abe; Hiroshi Kiyonari; Yoshihiro Shimizu; Atsushi Miyawaki; Hideo Yokota; Hiroki R Ueda
Journal:  Cell       Date:  2014-04-17       Impact factor: 41.582

3.  Ca²⁺ regulation of mitochondrial ATP synthesis visualized at the single cell level.

Authors:  Masahiro Nakano; Hiromi Imamura; Takeharu Nagai; Hiroyuki Noji
Journal:  ACS Chem Biol       Date:  2011-04-28       Impact factor: 5.100

Review 4.  Chemical Principles in Tissue Clearing and Staining Protocols for Whole-Body Cell Profiling.

Authors:  Kazuki Tainaka; Akihiro Kuno; Shimpei I Kubota; Tatzya Murakami; Hiroki R Ueda
Journal:  Annu Rev Cell Dev Biol       Date:  2016-06-08       Impact factor: 13.827

5.  Prevalence of hearing aid use among older adults in the United States.

Authors:  Wade Chien; Frank R Lin
Journal:  Arch Intern Med       Date:  2012-02-13

6.  ScaleS: an optical clearing palette for biological imaging.

Authors:  Hiroshi Hama; Hiroyuki Hioki; Kana Namiki; Tetsushi Hoshida; Hiroshi Kurokawa; Fumiyoshi Ishidate; Takeshi Kaneko; Takumi Akagi; Takashi Saito; Takaomi Saido; Atsushi Miyawaki
Journal:  Nat Neurosci       Date:  2015-09-14       Impact factor: 24.884

7.  ACT-PRESTO: Rapid and consistent tissue clearing and labeling method for 3-dimensional (3D) imaging.

Authors:  Eunsoo Lee; Jungyoon Choi; Youhwa Jo; Joo Yeon Kim; Yu Jin Jang; Hye Myeong Lee; So Yeun Kim; Ho-Jae Lee; Keunchang Cho; Neoncheol Jung; Eun Mi Hur; Sung Jin Jeong; Cheil Moon; Youngshik Choe; Im Joo Rhyu; Hyun Kim; Woong Sun
Journal:  Sci Rep       Date:  2016-01-11       Impact factor: 4.379

8.  Scanning laser optical tomography for in toto imaging of the murine cochlea.

Authors:  Lena Nolte; Nadine Tinne; Jennifer Schulze; Dag Heinemann; Georgios C Antonopoulos; Heiko Meyer; Hans Gerd Nothwang; Thomas Lenarz; Alexander Heisterkamp; Athanasia Warnecke; Tammo Ripken
Journal:  PLoS One       Date:  2017-04-07       Impact factor: 3.240

9.  Structural and molecular interrogation of intact biological systems.

Authors:  Kwanghun Chung; Jenelle Wallace; Sung-Yon Kim; Sandhiya Kalyanasundaram; Aaron S Andalman; Thomas J Davidson; Julie J Mirzabekov; Kelly A Zalocusky; Joanna Mattis; Aleksandra K Denisin; Sally Pak; Hannah Bernstein; Charu Ramakrishnan; Logan Grosenick; Viviana Gradinaru; Karl Deisseroth
Journal:  Nature       Date:  2013-04-10       Impact factor: 49.962

10.  Deep imaging of bone marrow shows non-dividing stem cells are mainly perisinusoidal.

Authors:  Melih Acar; Kiranmai S Kocherlakota; Malea M Murphy; James G Peyer; Hideyuki Oguro; Christopher N Inra; Christabel Jaiyeola; Zhiyu Zhao; Katherine Luby-Phelps; Sean J Morrison
Journal:  Nature       Date:  2015-09-23       Impact factor: 49.962

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  2 in total

1.  Three-dimensional imaging of intact porcine cochlea using tissue clearing and custom-built light-sheet microscopy.

Authors:  Adele Moatti; Yuheng Cai; Chen Li; Tyler Sattler; Laura Edwards; Jorge Piedrahita; Frances S Ligler; Alon Greenbaum
Journal:  Biomed Opt Express       Date:  2020-10-08       Impact factor: 3.732

2.  A Novel Technique for Imaging and Analysis of Hair Cells in the Organ of Corti Using Modified Sca/eS and Machine Learning.

Authors:  Shinji Urata; Tadatsune Iida; Yuri Suzuki; Shiou-Yuh Lin; Yu Mizushima; Chisato Fujimoto; Yu Matsumoto; Tatsuya Yamasoba
Journal:  Bio Protoc       Date:  2019-08-20
  2 in total

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