Literature DB >> 27446699

High-throughput label-free image cytometry and image-based classification of live Euglena gracilis.

Cheng Lei1, Takuro Ito2, Masashi Ugawa3, Taisuke Nozawa3, Osamu Iwata4, Masanori Maki5, Genki Okada5, Hirofumi Kobayashi3, Xinlei Sun6, Pimsiri Tiamsak7, Norimichi Tsumura5, Kengo Suzuki4, Dino Di Carlo8, Yasuyuki Ozeki9, Keisuke Goda10.   

Abstract

We demonstrate high-throughput label-free single-cell image cytometry and image-based classification of Euglena gracilis (a microalgal species) under different culture conditions. We perform it with our high-throughput optofluidic image cytometer composed of a time-stretch microscope with 780-nm resolution and 75-Hz line rate, and an inertial-focusing microfluidic device. By analyzing a large number of single-cell images from the image cytometer, we identify differences in morphological and intracellular phenotypes between E. gracilis cell groups and statistically classify them under various culture conditions including nitrogen deficiency for lipid induction. Our method holds promise for real-time evaluation of culture techniques for E. gracilis and possibly other microalgae in a non-invasive manner.

Entities:  

Keywords:  (100.0100) Image processing; (110.0180) Microscopy; (120.0120) Instrumentation, measurement, and metrology

Year:  2016        PMID: 27446699      PMCID: PMC4948623          DOI: 10.1364/BOE.7.002703

Source DB:  PubMed          Journal:  Biomed Opt Express        ISSN: 2156-7085            Impact factor:   3.732


  14 in total

1.  Flow cytometry using spectrally encoded confocal microscopy.

Authors:  Lior Golan; Dvir Yelin
Journal:  Opt Lett       Date:  2010-07-01       Impact factor: 3.776

2.  Three-dimensional miniature endoscopy.

Authors:  D Yelin; I Rizvi; W M White; J T Motz; T Hasan; B E Bouma; G J Tearney
Journal:  Nature       Date:  2006-10-19       Impact factor: 49.962

3.  Serial time-encoded amplified imaging for real-time observation of fast dynamic phenomena.

Authors:  K Goda; K K Tsia; B Jalali
Journal:  Nature       Date:  2009-04-30       Impact factor: 49.962

4.  Exploiting diversity and synthetic biology for the production of algal biofuels.

Authors:  D Ryan Georgianna; Stephen P Mayfield
Journal:  Nature       Date:  2012-08-16       Impact factor: 49.962

Review 5.  Production and harvesting of microalgae for wastewater treatment, biofuels, and bioproducts.

Authors:  Logan Christenson; Ronald Sims
Journal:  Biotechnol Adv       Date:  2011-06-02       Impact factor: 14.227

6.  High-performance multi-megahertz optical coherence tomography based on amplified optical time-stretch.

Authors:  Jingjiang Xu; Xiaoming Wei; Luoqin Yu; Chi Zhang; Jianbing Xu; K K Y Wong; Kevin K Tsia
Journal:  Biomed Opt Express       Date:  2015-03-18       Impact factor: 3.732

7.  Time-stretch high-speed microscopic imaging system based on temporally and spectrally shaped amplified spontaneous emission.

Authors:  Cheng Lei; Hongwei Chen; Fangjian Xing; Minghua Chen; Sigang Yang; Shizhong Xie
Journal:  Opt Lett       Date:  2015-03-15       Impact factor: 3.776

8.  Three dimensional, sheathless, and high-throughput microparticle inertial focusing through geometry-induced secondary flows.

Authors:  Aram J Chung; Daniel R Gossett; Dino Di Carlo
Journal:  Small       Date:  2012-11-12       Impact factor: 13.281

9.  Multiwavelength time-stretch imaging system.

Authors:  Hongwei Chen; Cheng Lei; Fangjian Xing; Zhiliang Weng; Minghua Chen; Sigang Yang; Shizhong Xie
Journal:  Opt Lett       Date:  2014-04-01       Impact factor: 3.776

10.  Optical data compression in time stretch imaging.

Authors:  Claire Lifan Chen; Ata Mahjoubfar; Bahram Jalali
Journal:  PLoS One       Date:  2015-04-23       Impact factor: 3.240

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  7 in total

1.  On-chip light-sheet fluorescence imaging flow cytometry at a high flow speed of 1 m/s.

Authors:  Taichi Miura; Hideharu Mikami; Akihiro Isozaki; Takuro Ito; Yasuyuki Ozeki; Keisuke Goda
Journal:  Biomed Opt Express       Date:  2018-06-27       Impact factor: 3.732

Review 2.  Recent advances in the use of microfluidic technologies for single cell analysis.

Authors:  Travis W Murphy; Qiang Zhang; Lynette B Naler; Sai Ma; Chang Lu
Journal:  Analyst       Date:  2017-12-18       Impact factor: 4.616

3.  High-Throughput Accurate Single-Cell Screening of Euglena gracilis with Fluorescence-Assisted Optofluidic Time-Stretch Microscopy.

Authors:  Baoshan Guo; Cheng Lei; Takuro Ito; Yiyue Jiang; Yasuyuki Ozeki; Keisuke Goda
Journal:  PLoS One       Date:  2016-11-15       Impact factor: 3.240

4.  Fast intelligent cell phenotyping for high-throughput optofluidic time-stretch microscopy based on the XGBoost algorithm.

Authors:  Wanyue Zhao; Yingxue Guo; Sigang Yang; Minghua Chen; Hongwei Chen
Journal:  J Biomed Opt       Date:  2020-06       Impact factor: 3.170

5.  Label-free chemical imaging flow cytometry by high-speed multicolor stimulated Raman scattering.

Authors:  Yuta Suzuki; Koya Kobayashi; Yoshifumi Wakisaka; Dinghuan Deng; Shunji Tanaka; Chun-Jung Huang; Cheng Lei; Chia-Wei Sun; Hanqin Liu; Yasuhiro Fujiwaki; Sangwook Lee; Akihiro Isozaki; Yusuke Kasai; Takeshi Hayakawa; Shinya Sakuma; Fumihito Arai; Kenichi Koizumi; Hiroshi Tezuka; Mary Inaba; Kei Hiraki; Takuro Ito; Misa Hase; Satoshi Matsusaka; Kiyotaka Shiba; Kanako Suga; Masako Nishikawa; Masahiro Jona; Yutaka Yatomi; Yaxiaer Yalikun; Yo Tanaka; Takeaki Sugimura; Nao Nitta; Keisuke Goda; Yasuyuki Ozeki
Journal:  Proc Natl Acad Sci U S A       Date:  2019-07-19       Impact factor: 11.205

6.  Shape-based separation of microalga Euglena gracilis using inertial microfluidics.

Authors:  Ming Li; Hector Enrique Muñoz; Keisuke Goda; Dino Di Carlo
Journal:  Sci Rep       Date:  2017-09-07       Impact factor: 4.379

7.  Label-free detection of cellular drug responses by high-throughput bright-field imaging and machine learning.

Authors:  Hirofumi Kobayashi; Cheng Lei; Yi Wu; Ailin Mao; Yiyue Jiang; Baoshan Guo; Yasuyuki Ozeki; Keisuke Goda
Journal:  Sci Rep       Date:  2017-09-29       Impact factor: 4.379

  7 in total

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