Literature DB >> 33654846

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

Shinji Urata1,2, Tadatsune Iida1, Yuri Suzuki1, Shiou-Yuh Lin2, Yu Mizushima2, Chisato Fujimoto2, Yu Matsumoto2, Tatsuya Yamasoba2.   

Abstract

Here, we describe a sorbitol-based optical clearing method, called modified Sca/eS that can be used to image all hair cells (HCs) in the mouse cochlea. This modification of Sca/eS is defined by three steps: decalcification, de-lipidation, and refractive index matching, which can all be completed within 72 h. Furthermore, we established automated analysis programs that perform machine learning-based pattern recognition. These programs generate 1) a linearized image of HCs, 2) the coordinates of HCs, 3) a holocochleogram, and 4) clusters of HC loss. In summary, a novel approach that integrates modified Sca/eS and programs based on machine learning facilitates quantitative and comprehensive analysis of the physiological and pathological properties of all HCs.
Copyright © 2019 The Authors; exclusive licensee Bio-protocol LLC.

Entities:  

Keywords:  Sca/eS ; Auto hair cell analysis; Cochlea; Machine learning; Optical tissue clearing

Year:  2019        PMID: 33654846      PMCID: PMC7854069          DOI: 10.21769/BioProtoc.3342

Source DB:  PubMed          Journal:  Bio Protoc        ISSN: 2331-8325


  14 in total

1.  Whole-body tissue stabilization and selective extractions via tissue-hydrogel hybrids for high-resolution intact circuit mapping and phenotyping.

Authors:  Ken Y Chan; Nicholas C Flytzanis; Bin Yang; Jennifer B Treweek; Benjamin E Deverman; Alon Greenbaum; Antti Lignell; Cheng Xiao; Long Cai; Mark S Ladinsky; Pamela J Bjorkman; Charless C Fowlkes; Viviana Gradinaru
Journal:  Nat Protoc       Date:  2015-10-22       Impact factor: 13.491

2.  Macrophage recruitment, but not interleukin 1 beta activation, enhances noise-induced hearing damage.

Authors:  Yu Mizushima; Chisato Fujimoto; Akinori Kashio; Kenji Kondo; Tatsuya Yamasoba
Journal:  Biochem Biophys Res Commun       Date:  2017-09-23       Impact factor: 3.575

3.  iDISCO: a simple, rapid method to immunolabel large tissue samples for volume imaging.

Authors:  Nicolas Renier; Zhuhao Wu; David J Simon; Jing Yang; Pablo Ariel; Marc Tessier-Lavigne
Journal:  Cell       Date:  2014-10-30       Impact factor: 41.582

4.  Bone CLARITY: Clearing, imaging, and computational analysis of osteoprogenitors within intact bone marrow.

Authors:  Alon Greenbaum; Ken Y Chan; Tatyana Dobreva; David Brown; Deepak H Balani; Rogely Boyce; Henry M Kronenberg; Helen J McBride; Viviana Gradinaru
Journal:  Sci Transl Med       Date:  2017-04-26       Impact factor: 17.956

5.  Ultramicroscopy: three-dimensional visualization of neuronal networks in the whole mouse brain.

Authors:  Hans-Ulrich Dodt; Ulrich Leischner; Anja Schierloh; Nina Jährling; Christoph Peter Mauch; Katrin Deininger; Jan Michael Deussing; Matthias Eder; Walter Zieglgänsberger; Klaus Becker
Journal:  Nat Methods       Date:  2007-03-25       Impact factor: 28.547

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.  Optical clearing in dense connective tissues to visualize cellular connectivity in situ.

Authors:  Sarah Calve; Andrew Ready; Christopher Huppenbauer; Russell Main; Corey P Neu
Journal:  PLoS One       Date:  2015-01-12       Impact factor: 3.240

8.  Tissue clearing of both hard and soft tissue organs with the PEGASOS method.

Authors:  Dian Jing; Shiwen Zhang; Wenjing Luo; Xiaofei Gao; Yi Men; Chi Ma; Xiaohua Liu; Yating Yi; Abhijit Bugde; Bo O Zhou; Zhihe Zhao; Quan Yuan; Jian Q Feng; Liang Gao; Woo-Ping Ge; Hu Zhao
Journal:  Cell Res       Date:  2018-05-29       Impact factor: 25.617

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.  Seeing through Musculoskeletal Tissues: Improving In Situ Imaging of Bone and the Lacunar Canalicular System through Optical Clearing.

Authors:  Ian M Berke; Joseph P Miola; Michael A David; Melanie K Smith; Christopher Price
Journal:  PLoS One       Date:  2016-03-01       Impact factor: 3.240

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