Literature DB >> 31909985

Label-Free Tomographic Imaging of Lipid Droplets in Foam Cells for Machine-Learning-Assisted Therapeutic Evaluation of Targeted Nanodrugs.

Sangwoo Park1, Jae Won Ahn2, YoungJu Jo3,4, Ha-Young Kang1, Hyun Jung Kim5, Yeongmi Cheon1, Jin Won Kim5, YongKeun Park3,4,6, Seongsoo Lee1, Kyeongsoon Park2.   

Abstract

Lipid droplet (LD) accumulation, a key feature of foam cells, constitutes an attractive target for therapeutic intervention in atherosclerosis. However, despite advances in cellular imaging techniques, current noninvasive and quantitative methods have limited application in living foam cells. Here, using optical diffraction tomography (ODT), we performed quantitative morphological and biophysical analysis of living foam cells in a label-free manner. We identified LDs in foam cells by verifying the specific refractive index using correlative imaging comprising ODT integrated with three-dimensional fluorescence imaging. Through time-lapse monitoring of three-dimensional dynamics of label-free living foam cells, we precisely and quantitatively evaluated the therapeutic effects of a nanodrug (mannose-polyethylene glycol-glycol chitosan-fluorescein isothiocyanate-lobeglitazone; MMR-Lobe) designed to affect the targeted delivery of lobeglitazone to foam cells based on high mannose receptor specificity. Furthermore, by exploiting machine-learning-based image analysis, we further demonstrated therapeutic evaluation at the single-cell level. These findings suggest that refractive index measurement is a promising tool to explore new drugs against LD-related metabolic diseases.

Entities:  

Keywords:  3-D holotomography; atherosclerosis; foam cell; lipid droplet; machine learning; refractive index

Mesh:

Substances:

Year:  2020        PMID: 31909985     DOI: 10.1021/acsnano.9b07993

Source DB:  PubMed          Journal:  ACS Nano        ISSN: 1936-0851            Impact factor:   15.881


  7 in total

1.  Detection of intracellular monosodium urate crystals in gout synovial fluid using optical diffraction tomography.

Authors:  Sangwoo Park; Lucy Eunju Lee; Hanna Kim; Ji Eun Kim; Seung Jun Lee; Sunggyu Yoon; Seungwoo Shin; Heemin Kang; YongKeun Park; Jason Jungsik Song; Seongsoo Lee
Journal:  Sci Rep       Date:  2021-05-11       Impact factor: 4.379

2.  Camphene Attenuates Skeletal Muscle Atrophy by Regulating Oxidative Stress and Lipid Metabolism in Rats.

Authors:  Suji Baek; Jisu Kim; Byung Seok Moon; Sun Mi Park; Da Eun Jung; Seo Young Kang; Sang Ju Lee; Seung Jun Oh; Seung Hae Kwon; Myung Hee Nam; Hye Ok Kim; Hai Jeon Yoon; Bom Sahn Kim; Kang Pa Lee
Journal:  Nutrients       Date:  2020-12-03       Impact factor: 5.717

Review 3.  Lobeglitazone: A Novel Thiazolidinedione for the Management of Type 2 Diabetes Mellitus.

Authors:  Jaehyun Bae; Taegyun Park; Hyeyoung Kim; Minyoung Lee; Bong-Soo Cha
Journal:  Diabetes Metab J       Date:  2021-04-19       Impact factor: 5.376

4.  Interactions of Nanoparticles with Macrophages and Feasibility of Drug Delivery for Asthma.

Authors:  Sung Hun Kang; Yoo Seob Shin; Dong-Hyun Lee; Il Seok Park; Sung Kyun Kim; DongHun Ryu; YongKeun Park; Soo-Hwan Byun; Jeong-Hee Choi; Seok Jin Hong
Journal:  Int J Mol Sci       Date:  2022-01-30       Impact factor: 5.923

Review 5.  Neurons: The Interplay between Cytoskeleton, Ion Channels/Transporters and Mitochondria.

Authors:  Paola Alberti; Sara Semperboni; Guido Cavaletti; Arianna Scuteri
Journal:  Cells       Date:  2022-08-11       Impact factor: 7.666

Review 6.  Roadmap on Digital Holography-Based Quantitative Phase Imaging.

Authors:  Vinoth Balasubramani; Małgorzata Kujawińska; Cédric Allier; Vijayakumar Anand; Chau-Jern Cheng; Christian Depeursinge; Nathaniel Hai; Saulius Juodkazis; Jeroen Kalkman; Arkadiusz Kuś; Moosung Lee; Pierre J Magistretti; Pierre Marquet; Soon Hock Ng; Joseph Rosen; Yong Keun Park; Michał Ziemczonok
Journal:  J Imaging       Date:  2021-11-26

7.  CD45 pre-exclusion from the tips of T cell microvilli prior to antigen recognition.

Authors:  Yunmin Jung; Lai Wen; Amnon Altman; Klaus Ley
Journal:  Nat Commun       Date:  2021-06-23       Impact factor: 14.919

  7 in total

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