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Mizuno M, Maeda Y, Sanami S, Matsuzaki T, Yoshikawa HY, Ozeki N, Koga H, Sekiya I. Noninvasive total counting of cultured cells using a home-use scanner with a pattern sheet. iScience 2024; 27:109170. [PMID: 38405610 PMCID: PMC10884908 DOI: 10.1016/j.isci.2024.109170] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2023] [Revised: 11/07/2023] [Accepted: 02/06/2024] [Indexed: 02/27/2024] Open
Abstract
The inherent variability in cell culture techniques hinders their reproducibility. To address this issue, we introduce a comprehensive cell observation device. This new approach enhances the features of existing home-use scanners by implementing a pattern sheet. Compared with fluorescent staining, our method over- or underestimated the cell count by a mere 5%. The proposed technique showcased a strong correlation with conventional methodologies, displaying R2 values of 0.91 and 0.99 compared with the standard chamber and fluorescence methods, respectively. Simulations of microscopic observations indicated the potential to estimate accurately the total cell count using just 20 fields of view. Our proposed cell-counting device offers a straightforward, noninvasive means of measuring the number of cultured cells. By harnessing the power of deep learning, this device ensures data integrity, thereby making it an attractive option for future cell culture research.
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Affiliation(s)
- Mitsuru Mizuno
- Center for Stem Cell and Regenerative Medicine, Tokyo Medical and Dental University (TMDU), 1-5-45, Bunkyo-ku, Yushima, Tokyo 113-8519, Japan
| | - Yoshitaka Maeda
- Medical & Healthcare Division, Dai Nippon Printing Co., Ltd., Tokyo, Japan
| | - Sho Sanami
- Medical & Healthcare Division, Dai Nippon Printing Co., Ltd., Tokyo, Japan
| | - Takahisa Matsuzaki
- Department of Applied Physics, Graduate School of Engineering, Osaka University, 2-1, Yamadaoka, Suita City, Osaka 565-0871, Japan
| | - Hiroshi Y. Yoshikawa
- Department of Applied Physics, Graduate School of Engineering, Osaka University, 2-1, Yamadaoka, Suita City, Osaka 565-0871, Japan
| | - Nobutake Ozeki
- Center for Stem Cell and Regenerative Medicine, Tokyo Medical and Dental University (TMDU), 1-5-45, Bunkyo-ku, Yushima, Tokyo 113-8519, Japan
| | - Hideyuki Koga
- Department of Joint Surgery and Sports Medicine, Tokyo Medical and Dental University (TMDU), Tokyo, Japan
| | - Ichiro Sekiya
- Center for Stem Cell and Regenerative Medicine, Tokyo Medical and Dental University (TMDU), 1-5-45, Bunkyo-ku, Yushima, Tokyo 113-8519, Japan
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2
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Kim K, Lee WG. Portable, Automated and Deep-Learning-Enabled Microscopy for Smartphone-Tethered Optical Platform Towards Remote Homecare Diagnostics: A Review. SMALL METHODS 2023; 7:e2200979. [PMID: 36420919 DOI: 10.1002/smtd.202200979] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Revised: 10/18/2022] [Indexed: 06/16/2023]
Abstract
Globally new pandemic diseases induce urgent demands for portable diagnostic systems to prevent and control infectious diseases. Smartphone-based portable diagnostic devices are significantly efficient tools to user-friendly connect personalized health conditions and collect valuable optical information for rapid diagnosis and biomedical research through at-home screening. Deep learning algorithms for portable microscopes also help to enhance diagnostic accuracy by reducing the imaging resolution gap between benchtop and portable microscopes. This review highlighted recent progress and continued efforts in a smartphone-tethered optical platform through portable, automated, and deep-learning-enabled microscopy for personalized diagnostics and remote monitoring. In detail, the optical platforms through smartphone-based microscopes and lens-free holographic microscopy are introduced, and deep learning-based portable microscopic imaging is explained to improve the image resolution and accuracy of diagnostics. The challenges and prospects of portable optical systems with microfluidic channels and a compact microscope to screen COVID-19 in the current pandemic are also discussed. It has been believed that this review offers a novel guide for rapid diagnosis, biomedical imaging, and digital healthcare with low cost and portability.
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Affiliation(s)
- Kisoo Kim
- Intelligent Optical Module Research Center, Korea Photonics Technology Institute (KOPTI), Buk-gu, Gwangju, 61007, Republic of Korea
| | - Won Gu Lee
- Department of Mechanical Engineering, Kyung Hee University, Yongin, 17104, Republic of Korea
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3
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Computational Portable Microscopes for Point-of-Care-Test and Tele-Diagnosis. Cells 2022; 11:cells11223670. [PMID: 36429102 PMCID: PMC9688637 DOI: 10.3390/cells11223670] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Revised: 11/11/2022] [Accepted: 11/16/2022] [Indexed: 11/22/2022] Open
Abstract
In bio-medical mobile workstations, e.g., the prevention of epidemic viruses/bacteria, outdoor field medical treatment and bio-chemical pollution monitoring, the conventional bench-top microscopic imaging equipment is limited. The comprehensive multi-mode (bright/dark field imaging, fluorescence excitation imaging, polarized light imaging, and differential interference microscopy imaging, etc.) biomedical microscopy imaging systems are generally large in size and expensive. They also require professional operation, which means high labor-cost, money-cost and time-cost. These characteristics prevent them from being applied in bio-medical mobile workstations. The bio-medical mobile workstations need microscopy systems which are inexpensive and able to handle fast, timely and large-scale deployment. The development of lightweight, low-cost and portable microscopic imaging devices can meet these demands. Presently, for the increasing needs of point-of-care-test and tele-diagnosis, high-performance computational portable microscopes are widely developed. Bluetooth modules, WLAN modules and 3G/4G/5G modules generally feature very small sizes and low prices. And industrial imaging lens, microscopy objective lens, and CMOS/CCD photoelectric image sensors are also available in small sizes and at low prices. Here we review and discuss these typical computational, portable and low-cost microscopes by refined specifications and schematics, from the aspect of optics, electronic, algorithms principle and typical bio-medical applications.
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Al-madani H, Du H, Yao J, Peng H, Yao C, Jiang B, Wu A, Yang F. Living Sample Viability Measurement Methods from Traditional Assays to Nanomotion. BIOSENSORS 2022; 12:453. [PMID: 35884256 PMCID: PMC9313330 DOI: 10.3390/bios12070453] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/27/2022] [Revised: 06/20/2022] [Accepted: 06/22/2022] [Indexed: 12/18/2022]
Abstract
Living sample viability measurement is an extremely common process in medical, pharmaceutical, and biological fields, especially drug pharmacology and toxicology detection. Nowadays, there are a number of chemical, optical, and mechanical methods that have been developed in response to the growing demand for simple, rapid, accurate, and reliable real-time living sample viability assessment. In parallel, the development trend of viability measurement methods (VMMs) has increasingly shifted from traditional assays towards the innovative atomic force microscope (AFM) oscillating sensor method (referred to as nanomotion), which takes advantage of the adhesion of living samples to an oscillating surface. Herein, we provide a comprehensive review of the common VMMs, laying emphasis on their benefits and drawbacks, as well as evaluating the potential utility of VMMs. In addition, we discuss the nanomotion technique, focusing on its applications, sample attachment protocols, and result display methods. Furthermore, the challenges and future perspectives on nanomotion are commented on, mainly emphasizing scientific restrictions and development orientations.
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Affiliation(s)
- Hamzah Al-madani
- Cixi Institute of Biomedical Engineering, International Cooperation Base of Biomedical Materials Technology and Application, Chinese Academy of Sciences (CAS), Key Laboratory of Magnetic Materials and Devices, Zhejiang Engineering Research Center for Biomedical Materials, Ningbo Institute of Materials Technology and Engineering, CAS, Ningbo 315201, China; (H.A.-m.); (H.D.); (J.Y.); (H.P.); (C.Y.); (B.J.)
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Hui Du
- Cixi Institute of Biomedical Engineering, International Cooperation Base of Biomedical Materials Technology and Application, Chinese Academy of Sciences (CAS), Key Laboratory of Magnetic Materials and Devices, Zhejiang Engineering Research Center for Biomedical Materials, Ningbo Institute of Materials Technology and Engineering, CAS, Ningbo 315201, China; (H.A.-m.); (H.D.); (J.Y.); (H.P.); (C.Y.); (B.J.)
- College of Materials Sciences and Opto-Electronic Technology, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Junlie Yao
- Cixi Institute of Biomedical Engineering, International Cooperation Base of Biomedical Materials Technology and Application, Chinese Academy of Sciences (CAS), Key Laboratory of Magnetic Materials and Devices, Zhejiang Engineering Research Center for Biomedical Materials, Ningbo Institute of Materials Technology and Engineering, CAS, Ningbo 315201, China; (H.A.-m.); (H.D.); (J.Y.); (H.P.); (C.Y.); (B.J.)
- College of Materials Sciences and Opto-Electronic Technology, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Hao Peng
- Cixi Institute of Biomedical Engineering, International Cooperation Base of Biomedical Materials Technology and Application, Chinese Academy of Sciences (CAS), Key Laboratory of Magnetic Materials and Devices, Zhejiang Engineering Research Center for Biomedical Materials, Ningbo Institute of Materials Technology and Engineering, CAS, Ningbo 315201, China; (H.A.-m.); (H.D.); (J.Y.); (H.P.); (C.Y.); (B.J.)
- College of Materials Sciences and Opto-Electronic Technology, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Chenyang Yao
- Cixi Institute of Biomedical Engineering, International Cooperation Base of Biomedical Materials Technology and Application, Chinese Academy of Sciences (CAS), Key Laboratory of Magnetic Materials and Devices, Zhejiang Engineering Research Center for Biomedical Materials, Ningbo Institute of Materials Technology and Engineering, CAS, Ningbo 315201, China; (H.A.-m.); (H.D.); (J.Y.); (H.P.); (C.Y.); (B.J.)
- College of Materials Sciences and Opto-Electronic Technology, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Bo Jiang
- Cixi Institute of Biomedical Engineering, International Cooperation Base of Biomedical Materials Technology and Application, Chinese Academy of Sciences (CAS), Key Laboratory of Magnetic Materials and Devices, Zhejiang Engineering Research Center for Biomedical Materials, Ningbo Institute of Materials Technology and Engineering, CAS, Ningbo 315201, China; (H.A.-m.); (H.D.); (J.Y.); (H.P.); (C.Y.); (B.J.)
| | - Aiguo Wu
- Cixi Institute of Biomedical Engineering, International Cooperation Base of Biomedical Materials Technology and Application, Chinese Academy of Sciences (CAS), Key Laboratory of Magnetic Materials and Devices, Zhejiang Engineering Research Center for Biomedical Materials, Ningbo Institute of Materials Technology and Engineering, CAS, Ningbo 315201, China; (H.A.-m.); (H.D.); (J.Y.); (H.P.); (C.Y.); (B.J.)
- Advanced Energy Science and Technology Guangdong Laboratory, Huizhou 516000, China
| | - Fang Yang
- Cixi Institute of Biomedical Engineering, International Cooperation Base of Biomedical Materials Technology and Application, Chinese Academy of Sciences (CAS), Key Laboratory of Magnetic Materials and Devices, Zhejiang Engineering Research Center for Biomedical Materials, Ningbo Institute of Materials Technology and Engineering, CAS, Ningbo 315201, China; (H.A.-m.); (H.D.); (J.Y.); (H.P.); (C.Y.); (B.J.)
- Advanced Energy Science and Technology Guangdong Laboratory, Huizhou 516000, China
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Badon A, Andrique L, Mombereau A, Rivet L, Boyreau A, Nassoy P, Recher G. The Incubascope: a simple, compact and large field of view microscope for long-term imaging inside an incubator. ROYAL SOCIETY OPEN SCIENCE 2022; 9:211444. [PMID: 35154792 PMCID: PMC8826139 DOI: 10.1098/rsos.211444] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/10/2021] [Accepted: 12/03/2021] [Indexed: 05/03/2023]
Abstract
Optical imaging has rapidly evolved in the last decades. Sophisticated microscopes allowing optical sectioning for three-dimensional imaging or sub-diffraction resolution are available. Due to price and maintenance issues, these microscopes are often shared between users in facilities. Consequently, long-term access is often prohibited and does not allow to monitor slowly evolving biological systems or to validate new models like organoids. Preliminary coarse long-term data that do not require acquisition of terabytes of high-resolution images are important as a first step. By contrast with expensive all-in-one commercialized stations, standard microscopes equipped with incubator stages offer a more cost-effective solution despite imperfect long-run atmosphere and temperature control. Here, we present the Incubascope, a custom-made compact microscope that fits into a table-top incubator. It is cheap and simple to implement, user-friendly and yet provides high imaging performances. The system has a field of view of 5.5 × 8 mm2, a 3 μm resolution, a 10 frames per second acquisition rate, and is controlled with a Python-based graphical interface. We exemplify the capabilities of the Incubascope on biological applications such as the hatching of Artemia salina eggs, the growth of the slime mould Physarum polycephalum and of encapsulated spheroids of mammalian cells.
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Affiliation(s)
- A. Badon
- LP2N, Laboratoire Photonique Numérique et Nanosciences, University Bordeaux, Talence 33400, France
- Institut d’Optique Graduate School and CNRS UMR 5298, Talence 33400, France
| | - L. Andrique
- TBMCore VoxCell Facility, University Bordeaux, UMS CNRS 3427, Inserm US 005, Bordeaux 33076, France
| | - A. Mombereau
- LP2N, Laboratoire Photonique Numérique et Nanosciences, University Bordeaux, Talence 33400, France
- Institut d’Optique Graduate School and CNRS UMR 5298, Talence 33400, France
| | - L. Rivet
- LP2N, Laboratoire Photonique Numérique et Nanosciences, University Bordeaux, Talence 33400, France
- Institut d’Optique Graduate School and CNRS UMR 5298, Talence 33400, France
| | - A. Boyreau
- LP2N, Laboratoire Photonique Numérique et Nanosciences, University Bordeaux, Talence 33400, France
- Institut d’Optique Graduate School and CNRS UMR 5298, Talence 33400, France
| | - P. Nassoy
- LP2N, Laboratoire Photonique Numérique et Nanosciences, University Bordeaux, Talence 33400, France
- Institut d’Optique Graduate School and CNRS UMR 5298, Talence 33400, France
| | - G. Recher
- LP2N, Laboratoire Photonique Numérique et Nanosciences, University Bordeaux, Talence 33400, France
- Institut d’Optique Graduate School and CNRS UMR 5298, Talence 33400, France
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6
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Cadart C, Venkova L, Piel M, Cosentino Lagomarsino M. Volume growth in animal cells is cell cycle dependent and shows additive fluctuations. eLife 2022; 11:e70816. [PMID: 35088713 PMCID: PMC8798040 DOI: 10.7554/elife.70816] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2021] [Accepted: 12/21/2021] [Indexed: 12/04/2022] Open
Abstract
The way proliferating animal cells coordinate the growth of their mass, volume, and other relevant size parameters is a long-standing question in biology. Studies focusing on cell mass have identified patterns of mass growth as a function of time and cell cycle phase, but little is known about volume growth. To address this question, we improved our fluorescence exclusion method of volume measurement (FXm) and obtained 1700 single-cell volume growth trajectories of HeLa cells. We find that, during most of the cell cycle, volume growth is close to exponential and proceeds at a higher rate in S-G2 than in G1. Comparing the data with a mathematical model, we establish that the cell-to-cell variability in volume growth arises from constant-amplitude fluctuations in volume steps rather than fluctuations of the underlying specific growth rate. We hypothesize that such 'additive noise' could emerge from the processes that regulate volume adaptation to biophysical cues, such as tension or osmotic pressure.
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Affiliation(s)
- Clotilde Cadart
- Institut Pierre-Gilles de Gennes, PSL Research UniversityParisFrance
- Institut Curie, PSL Research University, CNRSParisFrance
| | - Larisa Venkova
- Institut Pierre-Gilles de Gennes, PSL Research UniversityParisFrance
- Institut Curie, PSL Research University, CNRSParisFrance
| | - Matthieu Piel
- Institut Pierre-Gilles de Gennes, PSL Research UniversityParisFrance
- Institut Curie, PSL Research University, CNRSParisFrance
| | - Marco Cosentino Lagomarsino
- FIRC Institute of Molecular Oncology (IFOM)MilanItaly
- Physics Department, University of Milan, and INFNMilanItaly
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7
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Maeda Y, Yoshino T, Kogiso A, Negishi R, Takabayashi T, Tago H, Lim TK, Harada M, Matsunaga T, Tanaka T. Lensless imaging-based discrimination between tumour cells and blood cells towards circulating tumour cell cultivation. Analyst 2021; 146:7327-7335. [PMID: 34766603 DOI: 10.1039/d1an01414e] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Circulating tumour cells (CTCs) are recognized as important markers for cancer research. Nonetheless, the extreme rarity of CTCs in blood samples limits their availability for multiple characterization. The cultivation of CTCs is still technically challenging due to the lack of information of CTC proliferation, and it is difficult for conventional microscopy to monitor CTC cultivation owing to low throughput. In addition, for precise monitoring, CTCs need to be distinguished from the blood cells which co-exist with CTCs. Lensless imaging is an emerging technique to visualize micro-objects over a wide field of view, and has been applied for various cytometry analyses including blood tests. However, discrimination between tumour cells and blood cells was not well studied. In this study, we evaluated the potential of the lensless imaging system as a tool for monitoring CTC cultivation. Cell division of model tumour cells was examined using the lensless imaging system composed of a simple setup. Subsequently, we confirmed that tumour cells, JM cells (model lymphocytes), and erythrocytes exhibited cell line-specific patterns on the lensless images. After several discriminative parameters were extracted, discrimination between the tumour cells and other blood cells was demonstrated based on linear discriminant analysis. We also combined the highly efficient CTC recovery device, termed microcavity array, with the lensless-imaging to demonstrate recovery, monitoring and discrimination of the tumour cells spiked into whole blood samples. This study indicates that lensless imaging can be a powerful tool to investigate CTC proliferation and cultivation.
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Affiliation(s)
- Yoshiaki Maeda
- Division of Biotechnology and Life Science, Institute of Engineering, Tokyo University of Agriculture and Technology, 2-24-16, Naka-cho, Koganei, Tokyo, 184-8588, Japan.
| | - Tomoko Yoshino
- Division of Biotechnology and Life Science, Institute of Engineering, Tokyo University of Agriculture and Technology, 2-24-16, Naka-cho, Koganei, Tokyo, 184-8588, Japan.
| | - Atsushi Kogiso
- Division of Biotechnology and Life Science, Institute of Engineering, Tokyo University of Agriculture and Technology, 2-24-16, Naka-cho, Koganei, Tokyo, 184-8588, Japan.
| | - Ryo Negishi
- Division of Biotechnology and Life Science, Institute of Engineering, Tokyo University of Agriculture and Technology, 2-24-16, Naka-cho, Koganei, Tokyo, 184-8588, Japan.
| | - Tomohiro Takabayashi
- Division of Biotechnology and Life Science, Institute of Engineering, Tokyo University of Agriculture and Technology, 2-24-16, Naka-cho, Koganei, Tokyo, 184-8588, Japan.
| | - Hikaru Tago
- Division of Biotechnology and Life Science, Institute of Engineering, Tokyo University of Agriculture and Technology, 2-24-16, Naka-cho, Koganei, Tokyo, 184-8588, Japan.
| | - Tae-Kyu Lim
- Malcom Co., Ltd, 4-15-10, Honmachi, Shibuya-ku, Tokyo, 151-0071, Japan
| | - Manabu Harada
- Malcom Co., Ltd, 4-15-10, Honmachi, Shibuya-ku, Tokyo, 151-0071, Japan
| | - Tadashi Matsunaga
- Division of Biotechnology and Life Science, Institute of Engineering, Tokyo University of Agriculture and Technology, 2-24-16, Naka-cho, Koganei, Tokyo, 184-8588, Japan. .,Japan Agency for Marine-Earth Science and Technology (JAMSTEC), 2-15, Natsushima-cho, Yokosuka, Kanagawa, 237-0061, Japan
| | - Tsuyoshi Tanaka
- Division of Biotechnology and Life Science, Institute of Engineering, Tokyo University of Agriculture and Technology, 2-24-16, Naka-cho, Koganei, Tokyo, 184-8588, Japan.
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8
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Baker M, Liu W, McLeod E. Accurate and fast modeling of scattering from random arrays of nanoparticles using the discrete dipole approximation and angular spectrum method. OPTICS EXPRESS 2021; 29:22761-22777. [PMID: 34266032 DOI: 10.1364/oe.431754] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/18/2021] [Accepted: 06/22/2021] [Indexed: 06/13/2023]
Abstract
Lens-free microscopes can utilize holographic reconstruction techniques to recover the image of an object from the digitally recorded superposition of an unperturbed plane wave and a wave scattered by the object. Image reconstruction most commonly relies on the scalar angular spectrum method (ASM). While fast, the scalar ASM can be inaccurate for nanoscale objects, either because of the scalar approximation, or more generally, because it only models field propagation and not light-matter interaction, including inter-particle coupling. Here we evaluate the accuracy of the scalar ASM when combined with three different light-matter interaction models for computing the far-field light scattered by random arrays of gold and polystyrene nanoparticles. Among the three models-a dipole-matched transmission model, an optical path length model, and a binary amplitude model-we find that which model is most accurate depends on the nanoparticle material and packing density. For polystyrene particles at any packing density, there is always at least one model with error below 20%, while for gold nanoparticles with 40% or 50% surface coverage, there are no models that can provide errors better than 30%. The ASM error is determined in comparison to a discrete dipole approximation model, which is more computationally efficient than other full-wave modeling techniques. The knowledge of when and how the ASM fails can serve as a first step toward improved resolution in lens-free reconstruction and can also be applied to other random nanoparticle array applications such as lens-based super-resolution imaging, sub-diffraction beam focusing, and biomolecular sensing.
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Xiong Z, Potter CJ, McLeod E. High-Speed Lens-Free Holographic Sensing of Protein Molecules Using Quantitative Agglutination Assays. ACS Sens 2021; 6:1208-1217. [PMID: 33587611 DOI: 10.1021/acssensors.0c02481] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Accurate, cost-effective, easy-to-use, and point-of-care sensors for protein biomarker levels are important for disease diagnostics. A cost-effective and compact readout approach that has been used for several diagnostic applications is lens-free holographic microscopy, which provides an ultralarge field of view and submicron resolution when it is coupled with pixel super-resolution techniques. Despite its potential as a diagnostic technique, lens-free microscopy has not previously been applied to quantitative protein molecule sensing in solution, which can simplify sensing protocols and ultimately enable measurements of binding kinetics in physiological conditions. Here, we sense interferon-γ (an immune system biomarker) and NeutrAvidin molecules in solution by combining lens-free microscopy with a one-step bead-based agglutination assay, enabled by a custom high-speed light-emitting diode (LED) array and automated image processing routines. We call this a quantitative large-area binding (QLAB) sensor. The high-speed light source provides, for the first time, pixel super-resolved imaging of >104 2 μm beads in solution undergoing Brownian motion, without significant motion blur. The automated image processing routines enable the counting of individual beads and clusters, providing a quantitative sensor readout that depends on both bead and analyte concentrations. Fits to the chemical binding theory are provided. For NeutrAvidin, we find a limit of detection (LOD) of <27 ng/mL (450 pM) and a dynamic range of 2-4 orders of magnitude. For mouse interferon-γ, the LOD is <3 ng/mL (200 pM) and the dynamic range is at least 4 orders of magnitude. The QLAB sensor holds promise for point-of-care applications in low-resource communities and where protocol simplicity is important.
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Affiliation(s)
- Zhen Xiong
- Wyant College of Optical Sciences, University of Arizona, 1630 East University Boulevard, Tucson, Arizona 85719, United States
| | - Colin J. Potter
- Wyant College of Optical Sciences, University of Arizona, 1630 East University Boulevard, Tucson, Arizona 85719, United States
| | - Euan McLeod
- Wyant College of Optical Sciences, University of Arizona, 1630 East University Boulevard, Tucson, Arizona 85719, United States
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10
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Dharmawan AB, Mariana S, Scholz G, Hörmann P, Schulze T, Triyana K, Garcés-Schröder M, Rustenbeck I, Hiller K, Wasisto HS, Waag A. Nonmechanical parfocal and autofocus features based on wave propagation distribution in lensfree holographic microscopy. Sci Rep 2021; 11:3213. [PMID: 33547342 PMCID: PMC7865004 DOI: 10.1038/s41598-021-81098-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2020] [Accepted: 12/31/2020] [Indexed: 01/30/2023] Open
Abstract
Performing long-term cell observations is a non-trivial task for conventional optical microscopy, since it is usually not compatible with environments of an incubator and its temperature and humidity requirements. Lensless holographic microscopy, being entirely based on semiconductor chips without lenses and without any moving parts, has proven to be a very interesting alternative to conventional microscopy. Here, we report on the integration of a computational parfocal feature, which operates based on wave propagation distribution analysis, to perform a fast autofocusing process. This unique non-mechanical focusing approach was implemented to keep the imaged object staying in-focus during continuous long-term and real-time recordings. A light-emitting diode (LED) combined with pinhole setup was used to realize a point light source, leading to a resolution down to 2.76 μm. Our approach delivers not only in-focus sharp images of dynamic cells, but also three-dimensional (3D) information on their (x, y, z)-positions. System reliability tests were conducted inside a sealed incubator to monitor cultures of three different biological living cells (i.e., MIN6, neuroblastoma (SH-SY5Y), and Prorocentrum minimum). Altogether, this autofocusing framework enables new opportunities for highly integrated microscopic imaging and dynamic tracking of moving objects in harsh environments with large sample areas.
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Affiliation(s)
- Agus Budi Dharmawan
- Institute of Semiconductor Technology (IHT), Technische Universität Braunschweig, Hans-Sommer-Straße 66, 38106, Braunschweig, Germany.
- Laboratory for Emerging Nanometrology (LENA), Technische Universität Braunschweig, Langer Kamp 6, 38106, Braunschweig, Germany.
- Faculty of Information Technology, Universitas Tarumanagara, Jl. Letjen S. Parman No. 1, Jakarta, 11440, Indonesia.
| | - Shinta Mariana
- Institute of Semiconductor Technology (IHT), Technische Universität Braunschweig, Hans-Sommer-Straße 66, 38106, Braunschweig, Germany
- Laboratory for Emerging Nanometrology (LENA), Technische Universität Braunschweig, Langer Kamp 6, 38106, Braunschweig, Germany
| | - Gregor Scholz
- Institute of Semiconductor Technology (IHT), Technische Universität Braunschweig, Hans-Sommer-Straße 66, 38106, Braunschweig, Germany
- Laboratory for Emerging Nanometrology (LENA), Technische Universität Braunschweig, Langer Kamp 6, 38106, Braunschweig, Germany
| | - Philipp Hörmann
- Institute for Biochemistry, Biotechnology and Bioinformatics, Braunschweig Integrated Centre of Systems Biology (BRICS), Technische Universität Braunschweig, Rebenring 56, 38106, Braunschweig, Germany
| | - Torben Schulze
- Institute of Pharmacology, Toxicology and Clinical Pharmacy (IPT), Technische Universität Braunschweig, Mendelssohnstraße 1, 38106, Braunschweig, Germany
| | - Kuwat Triyana
- Department of Physics, Faculty of Mathematics and Natural Sciences, Universitas Gadjah Mada, Sekip Utara, PO Box BLS 21, Yogyakarta, 55281, Indonesia
| | - Mayra Garcés-Schröder
- Institute of Semiconductor Technology (IHT), Technische Universität Braunschweig, Hans-Sommer-Straße 66, 38106, Braunschweig, Germany
- Laboratory for Emerging Nanometrology (LENA), Technische Universität Braunschweig, Langer Kamp 6, 38106, Braunschweig, Germany
| | - Ingo Rustenbeck
- Institute of Pharmacology, Toxicology and Clinical Pharmacy (IPT), Technische Universität Braunschweig, Mendelssohnstraße 1, 38106, Braunschweig, Germany
| | - Karsten Hiller
- Institute for Biochemistry, Biotechnology and Bioinformatics, Braunschweig Integrated Centre of Systems Biology (BRICS), Technische Universität Braunschweig, Rebenring 56, 38106, Braunschweig, Germany
| | - Hutomo Suryo Wasisto
- Institute of Semiconductor Technology (IHT), Technische Universität Braunschweig, Hans-Sommer-Straße 66, 38106, Braunschweig, Germany.
- Laboratory for Emerging Nanometrology (LENA), Technische Universität Braunschweig, Langer Kamp 6, 38106, Braunschweig, Germany.
| | - Andreas Waag
- Institute of Semiconductor Technology (IHT), Technische Universität Braunschweig, Hans-Sommer-Straße 66, 38106, Braunschweig, Germany.
- Laboratory for Emerging Nanometrology (LENA), Technische Universität Braunschweig, Langer Kamp 6, 38106, Braunschweig, Germany.
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11
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Mariën J, Stahl R, Lambrechts A, van Hoof C, Yurt A. Color lens-free imaging using multi-wavelength illumination based phase retrieval. OPTICS EXPRESS 2020; 28:33002-33018. [PMID: 33114984 DOI: 10.1364/oe.402293] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/13/2020] [Accepted: 10/06/2020] [Indexed: 06/11/2023]
Abstract
Accurate image reconstruction in color lens-free imaging has proven challenging. The color image reconstruction of a sample is impacted not only by how strongly the illumination intensity is absorbed at a given spectral range, but also by the lack of phase information recorded on the image sensor. We present a compact and cost-effective approach of addressing the need for phase retrieval to enable robust color image reconstruction in lens-free imaging. The amplitude images obtained at transparent wavelength bands are used to estimate the phase in highly absorbed wavelength bands. The accurate phase information, obtained through our iterative algorithm, removes the color artefacts due to twin-image noise in the reconstructed image and improves image reconstruction quality to allow accurate color reconstruction. This could enable the technique to be applied for imaging of stained pathology slides, an important tool in medical diagnostics.
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12
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Beck CL, Hickman CJ, Kunze A. Low-cost calcium fluorometry for long-term nanoparticle studies in living cells. Sci Rep 2020; 10:12568. [PMID: 32724093 PMCID: PMC7387557 DOI: 10.1038/s41598-020-69412-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2020] [Accepted: 07/10/2020] [Indexed: 01/21/2023] Open
Abstract
Calcium fluorometry is critical to determine cell homeostasis or to reveal communication patterns in neuronal networks. Recently, characterizing calcium signalling in neurons related to interactions with nanomaterials has become of interest due to its therapeutic potential. However, imaging of neuronal cell activity under stable physiological conditions can be either very expensive or limited in its long-term capability. Here, we present a low-cost, portable imaging system for long-term, fast-scale calcium fluorometry in neurons. Using the imaging system, we revealed temperature-dependent changes in long-term calcium signalling in kidney cells and primary cortical neurons. Furthermore, we introduce fast-scale monitoring of synchronous calcium activity in neuronal cultures in response to nanomaterials. Through graph network analysis, we found that calcium dynamics in neurons are temperature-dependent when exposed to chitosan-coated nanoparticles. These results give new insights into nanomaterial-interaction in living cultures and tissues based on calcium fluorometry and graph network analysis.
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Affiliation(s)
- Connor L Beck
- Department of Electrical and Computer Engineering, Montana State University, Bozeman, Montana, 59717, USA
| | - Clark J Hickman
- Department of Electrical and Computer Engineering, Montana State University, Bozeman, Montana, 59717, USA
- Department of Physics, North Carolina State University, Raleigh, NC, 27695, USA
| | - Anja Kunze
- Department of Electrical and Computer Engineering, Montana State University, Bozeman, Montana, 59717, USA.
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13
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Rathi S, Zoubek N, Zagarese VJ, Johnson DS. Differential interference contrast microscopy with adjustable plastic Sanderson prisms. APPLIED OPTICS 2020; 59:3404-3410. [PMID: 32400452 DOI: 10.1364/ao.381056] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/22/2019] [Accepted: 02/20/2020] [Indexed: 06/11/2023]
Abstract
Differential interference contrast (DIC) microscopy is a technique to image spatially dependent gradients in optical path lengths. Contrast is produced through the splitting of polarized light with quartz Wollaston prisms. Here we demonstrate that light splitting for DIC microscopy can also be achieved with Sanderson prisms consisting of polycarbonate bars under a bending load. Comparable image contrast while imaging cultured cells was achieved with this alternative technique. These results demonstrate an inexpensive and easily adjustable alternative to traditional quartz Wollaston prisms.
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14
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Nablo BJ, Ahn JJ, Bhadriraju K, Lee JM, Reyes DR. Lens-Free Imaging as a Sensor for Dynamic Cell Viability Detection Using the Neutral Red Uptake Assay. ACS APPLIED BIO MATERIALS 2020; 3:10.1021/acsabm.0c01082. [PMID: 34151220 PMCID: PMC8209770 DOI: 10.1021/acsabm.0c01082] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Neutral red is a low-cost supravital stain for determining cell viability. The standard protocol relies on a destructive extraction process to release the accumulated dye for endpoint spectrophotometric quantification. We report a non-destructive, live-cell quantification of neutral red uptake using a compact lens-free system. Two light sources indentify the cell perimeter and quantify neutral red uptake. The quantification occurs during staining, thus eliminating the destructive extraction process and reducing assay time. Our system enables live quantification for continuous high-throughput screening of cell viability within confined spaces such as incubators.
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Affiliation(s)
- Brian J. Nablo
- SOL Inc., H business Park, 26, Beobwon-ro 9-gil, SongPa-gu, Seoul, Korea
| | - Jung-Joon Ahn
- SOL Inc., H business Park, 26, Beobwon-ro 9-gil, SongPa-gu, Seoul, Korea
| | - Kiran Bhadriraju
- Physical Measurement Laboratory, National Institute of Standards and Technology, 100 Bureau Dr., Gaithersburg, MD, United States
| | - Jong Muk Lee
- SOL Inc., H business Park, 26, Beobwon-ro 9-gil, SongPa-gu, Seoul, Korea
| | - Darwin R. Reyes
- Physical Measurement Laboratory, National Institute of Standards and Technology, 100 Bureau Dr., Gaithersburg, MD, United States
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15
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Kuniyoshi F, Funatomi T, Kubo H, Sawada Y, Kato YO, Mukaigawa Y. Visibility Enhancement by Integrating Refocusing and Direct-Global Separation with Contact Imaging. Int J Comput Vis 2019. [DOI: 10.1007/s11263-019-01173-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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16
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Yang K, Wu J, Santos S, Liu Y, Zhu L, Lin F. Recent development of portable imaging platforms for cell-based assays. Biosens Bioelectron 2019; 124-125:150-160. [DOI: 10.1016/j.bios.2018.10.024] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2018] [Revised: 10/06/2018] [Accepted: 10/13/2018] [Indexed: 12/22/2022]
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17
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Dannhauser D, Rossi D, Memmolo P, Finizio A, Ferraro P, Netti PA, Causa F. Biophysical investigation of living monocytes in flow by collaborative coherent imaging techniques. BIOMEDICAL OPTICS EXPRESS 2018; 9:5194-5204. [PMID: 30460122 PMCID: PMC6238935 DOI: 10.1364/boe.9.005194] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/06/2018] [Revised: 09/21/2018] [Accepted: 09/23/2018] [Indexed: 05/17/2023]
Abstract
We implemented a completely label-free biophysical (morphometric and optical) property characterization of living monocytes in flow, using measurements obtained from two coherent imaging techniques: a pure light scattering approach to obtain an optical signature (OS) of cells, and a digital holography (DH) approach to achieve optical cell reconstructions in flow. A precise 3D cell alignment platform, taking advantage of viscoelastic fluid properties and microfluidic channel geometry, was used to investigate the OS of cells to achieve their refractive index, ratio of the nucleus over cytoplasm, and overall cell dimension. Further quantitative phase-contrast reconstructions by DH were employed to calculate surface area, dry mass, and biovolume of monocytes by using the OS outcomes as input parameters. The results show significantly different biophysical cell properties, confirming the possibility to differentiate monocytes from other cell classes in flow, thus avoiding chemical cell staining or labeling, which are nowadays used.
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Affiliation(s)
- David Dannhauser
- Center for Advanced Biomaterials for Health Care@CRIB, Istituto Italiano di Tecnologia, Largo Barsanti e Matteucci 53, 80125 Naples, Italy
| | - Domenico Rossi
- Center for Advanced Biomaterials for Health Care@CRIB, Istituto Italiano di Tecnologia, Largo Barsanti e Matteucci 53, 80125 Naples, Italy
| | - Pasquale Memmolo
- CNR-ISASI Institute of Applied Sciences & Intelligent Systems “E. Caianiello”, Via Campi Flegrei 34, 80078 Pozzuoli, Italy
| | - Andrea Finizio
- CNR-ISASI Institute of Applied Sciences & Intelligent Systems “E. Caianiello”, Via Campi Flegrei 34, 80078 Pozzuoli, Italy
| | - Pietro Ferraro
- CNR-ISASI Institute of Applied Sciences & Intelligent Systems “E. Caianiello”, Via Campi Flegrei 34, 80078 Pozzuoli, Italy
| | - Paolo Antonio Netti
- Center for Advanced Biomaterials for Health Care@CRIB, Istituto Italiano di Tecnologia, Largo Barsanti e Matteucci 53, 80125 Naples, Italy
- Interdisciplinary Research Centre on Biomaterials (CRIB) and Dipartimento di Ingegneria Chimica, dei Materiali e della Produzione Industriale (DICMAPI), Università degli Studi di Napoli “Federico II”, Piazzale Tecchio 80, 80125 Naples, Italy
| | - Filippo Causa
- Center for Advanced Biomaterials for Health Care@CRIB, Istituto Italiano di Tecnologia, Largo Barsanti e Matteucci 53, 80125 Naples, Italy
- Interdisciplinary Research Centre on Biomaterials (CRIB) and Dipartimento di Ingegneria Chimica, dei Materiali e della Produzione Industriale (DICMAPI), Università degli Studi di Napoli “Federico II”, Piazzale Tecchio 80, 80125 Naples, Italy
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18
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Rempfler M, Stierle V, Ditzel K, Kumar S, Paulitschke P, Andres B, Menze BH. Tracing cell lineages in videos of lens-free microscopy. Med Image Anal 2018; 48:147-161. [DOI: 10.1016/j.media.2018.05.009] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2018] [Revised: 05/04/2018] [Accepted: 05/29/2018] [Indexed: 01/29/2023]
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19
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Barreda ÁI, Otaduy D, Martín-Rodríguez R, Merino S, Fernández-Luna JL, González F, Moreno F. Electromagnetic behavior of dielectric objects on metallic periodically nanostructured substrates. OPTICS EXPRESS 2018; 26:11222-11237. [PMID: 29716047 DOI: 10.1364/oe.26.011222] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/10/2017] [Accepted: 03/15/2018] [Indexed: 06/08/2023]
Abstract
In this research, we investigate the electromagnetic behavior of a metallic thin-film with a periodic array of subwavelength apertures when dielectric objects are located on it. The influence of size, geometry and optical properties of the objects on the transmission spectra is numerically analyzed. We study the sensitivity of this system to changes in the refractive index of the illuminated volume induced by the presence of objects with sizes from hundreds of nanometers (submicron-sized objects) to a few microns (micron-sized objects). Parameters such as the object volume within the penetration depth of the surface plasmon in the buffer medium or the contact surface between the object and the nanostructured substrate strongly affect the sensitivity. The proposed system models the presence of objects and their detection through the spectral shifts undergone by the transmission spectra. Also, we demonstrate that these can be used for obtaining information about the refractive index of a micron-sized object immersed in a buffer and located on the nanostructured sensitive surface. We believe that results found in this study can help biomedical researchers and experimentalists in the process of detecting and monitoring biological organisms of large sizes (notably, cells).
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20
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Allier C, Vincent R, Navarro F, Menneteau M, Ghenim L, Gidrol X, Bordy T, Hervé L, Cioni O, Bardin S, Bornens M, Usson Y, Morales S. Lens-free Video Microscopy for the Dynamic and Quantitative Analysis of Adherent Cell Culture. J Vis Exp 2018. [PMID: 29553497 DOI: 10.3791/56580] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
Here, we demonstrate that lens-free video microscopy enables us to simultaneously capture the kinetics of thousands of cells directly inside the incubator and that it is possible to monitor and quantify single cells along several cell cycles. We describe the full protocol used to monitor and quantify a HeLa cell culture for 2.7 days. First, cell culture acquisition is performed with a lens-free video microscope, and then the data is analyzed following a four-step process: multi-wavelength holographic reconstruction, cell-tracking, cell segmentation and cell division detection algorithms. As a result, we show that it is possible to gather a dataset featuring more than 10,000 cell cycle tracks and more than 2 x 106 cell morphological measurements.
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Affiliation(s)
| | | | | | | | - Lamya Ghenim
- CEA, INSERM, BIG, Université Grenoble Alpes; CNRS, FR CNRS 3425
| | | | - Thomas Bordy
- CEA, LETI, DTBS, LISA, Université Grenoble Alpes
| | - Lionel Hervé
- CEA, LETI, DTBS, LISA, Université Grenoble Alpes
| | | | - Sabine Bardin
- CNRS, UMR 144, Molecular Mechanisms of Intracellular Transport, PSL Research University, Institut Curie
| | - Michel Bornens
- CNRS, UMR 144, Molecular Mechanisms of Intracellular Transport, PSL Research University, Institut Curie
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21
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Abstract
In this study, a simple and novel phase-retrieval scheme is implemented using multi-angle illumination to enhance the resolution of lensless microscopy. A random-phase mask (from 0 to 2π) precedes the sample to encode the information at the sensor plane. The sample is illuminated with multiple angles that are symmetrical along the optical axis of the system. The system is initially calibrated while recording the images without any sample at the corresponding multi angles. The two types of image are mutually subtracted, and the resultant images are summed at the sensor plane and backpropagated to the sample plane. The final image is free of the twin-image effect, and has a high signal-to-noise ratio owing to the multi angles of the illumination scheme. This scheme gives a resolution of ~4 micron for a large field-of-view (~15 mm2). The scheme is useful for robust imaging owing to the fast phase-retrieval method, and it enables a straightforward analytical reconstruction instead of using complicated iterative algorithms in a lensless microscopic setup.
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22
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Osaki T, Kageyama T, Shimazu Y, Mysnikova D, Takahashi S, Takimoto S, Fukuda J. Flatbed epi relief-contrast cellular monitoring system for stable cell culture. Sci Rep 2017; 7:1897. [PMID: 28507330 PMCID: PMC5432522 DOI: 10.1038/s41598-017-02001-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2016] [Accepted: 04/06/2017] [Indexed: 01/20/2023] Open
Abstract
Consistent cell preparation is a fundamental preliminary step for understanding complex cellular mechanisms in various cell-based research fields, including basic cell biology, cancer research, and tissue engineering. However, certain elusive factors, such as cellular de-differentiation and contamination with mycoplasma or other types of cells, have compromised the reproducibility and reliability of cell-based approaches. Here, we propose an epi relief-contrast cellular monitoring system (eRC-CMS) that allows images of cells in a typical culture plate to be acquired, stored, and analysed for daily cell quality control. Due to its full flatbed nature and automated system, cells placed at any location on the stage can be analysed without special attention. Using this system, changes in the size, circularity, and proliferation of endothelial cells in subculture were recorded. Analyses of images of ~9,930,000 individual cells revealed that the growth activity and cell circularity in subcultures were closely correlated with their angiogenic activity in a subsequent hydrogel assay, demonstrating that eRC-CMS is useful for assessing cell quality in advance. We further demonstrated that eRC-CMS was feasible for the imaging of neurite elongation and spheroid formation. This system may provide a robust and versatile approach for daily cell preparation to facilitate reliable and reproducible cell-based studies.
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Affiliation(s)
- Tatsuya Osaki
- Faculty of Engineering, Yokohama National University, Yokohama, 240-8501, Japan
| | - Tatsuto Kageyama
- Faculty of Engineering, Yokohama National University, Yokohama, 240-8501, Japan
| | - Yuka Shimazu
- Faculty of Engineering, Yokohama National University, Yokohama, 240-8501, Japan
| | - Dina Mysnikova
- Faculty of Engineering, Yokohama National University, Yokohama, 240-8501, Japan
| | - Shintaro Takahashi
- Optical System Development Division, R&D Group, OLYMPUS Corporation, Hachioji, 192-8507, Japan
| | - Shinichi Takimoto
- Optical System Development Division, R&D Group, OLYMPUS Corporation, Hachioji, 192-8507, Japan
| | - Junji Fukuda
- Faculty of Engineering, Yokohama National University, Yokohama, 240-8501, Japan.
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23
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Berdeu A, Momey F, Laperrousaz B, Bordy T, Gidrol X, Dinten JM, Picollet-D'hahan N, Allier C. Comparative study of fully three-dimensional reconstruction algorithms for lens-free microscopy. APPLIED OPTICS 2017; 56:3939-3951. [PMID: 28463289 DOI: 10.1364/ao.56.003939] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
We propose a three-dimensional (3D) imaging platform based on lens-free microscopy to perform multiangle acquisitions on 3D cell cultures embedded in extracellular matrices. Lens-free microscopy acquisitions present some inherent issues such as the lack of phase information on the sensor plane and a limited angular coverage. We developed and compared three different algorithms based on the Fourier diffraction theorem to obtain fully 3D reconstructions. These algorithms present an increasing complexity associated with a better reconstruction quality. Two of them are based on a regularized inverse problem approach. To compare the reconstruction methods in terms of artefact reduction, signal-to-noise ratio, and computation time, we tested them on two experimental datasets: an endothelial cell culture and a prostate cell culture grown in a 3D extracellular matrix with large reconstructed volumes up to ∼5 mm3 with a resolution sufficient to resolve isolated single cells. The lens-free reconstructions compare well with standard microscopy.
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24
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Allier C, Morel S, Vincent R, Ghenim L, Navarro F, Menneteau M, Bordy T, Hervé L, Cioni O, Gidrol X, Usson Y, Dinten JM. Imaging of dense cell cultures by multiwavelength lens-free video microscopy. Cytometry A 2017; 91:433-442. [DOI: 10.1002/cyto.a.23079] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2016] [Revised: 01/27/2017] [Accepted: 02/07/2017] [Indexed: 01/15/2023]
Affiliation(s)
- C. Allier
- Universite Grenoble Alpes; Grenoble F-38000 France
- CEA LETI MlNATEC Campus; Grenoble F-38054 France
| | - S. Morel
- Universite Grenoble Alpes; Grenoble F-38000 France
- CEA LETI MlNATEC Campus; Grenoble F-38054 France
| | - R. Vincent
- Universite Grenoble Alpes; Grenoble F-38000 France
- CEA LETI MlNATEC Campus; Grenoble F-38054 France
| | - L. Ghenim
- Universite Grenoble Alpes; Grenoble F-38000 France
- CEA BIG Biologie à Grande Echelle; Grenoble F-38054 France
- INSERM; U1038 Grenoble F-38054 France
- CNRS, FR CNRS 3425; Grenoble F-38000 France
| | - F. Navarro
- Universite Grenoble Alpes; Grenoble F-38000 France
- CEA LETI MlNATEC Campus; Grenoble F-38054 France
| | - M. Menneteau
- Universite Grenoble Alpes; Grenoble F-38000 France
- CEA LETI MlNATEC Campus; Grenoble F-38054 France
| | - T. Bordy
- Universite Grenoble Alpes; Grenoble F-38000 France
- CEA LETI MlNATEC Campus; Grenoble F-38054 France
| | - L. Hervé
- Universite Grenoble Alpes; Grenoble F-38000 France
- CEA LETI MlNATEC Campus; Grenoble F-38054 France
| | - O. Cioni
- Universite Grenoble Alpes; Grenoble F-38000 France
- CEA LETI MlNATEC Campus; Grenoble F-38054 France
| | - X. Gidrol
- Universite Grenoble Alpes; Grenoble F-38000 France
- CEA BIG Biologie à Grande Echelle; Grenoble F-38054 France
- INSERM; U1038 Grenoble F-38054 France
| | - Y. Usson
- Universite Grenoble Alpes; Grenoble F-38000 France
- TIMC-IMAG; Grenoble F-38000 France
| | - J.-M. Dinten
- Universite Grenoble Alpes; Grenoble F-38000 France
- CEA LETI MlNATEC Campus; Grenoble F-38054 France
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25
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Rempfler M, Kumar S, Stierle V, Paulitschke P, Andres B, Menze BH. Cell Lineage Tracing in Lens-Free Microscopy Videos. LECTURE NOTES IN COMPUTER SCIENCE 2017. [DOI: 10.1007/978-3-319-66185-8_1] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
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26
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Abstract
Point-of-care (POC) laboratories that deliver rapid diagnoses of infectious diseases were invented to balance the centralization of core laboratories. POC laboratories operate 24 h a day and 7 days a week to provide diagnoses within 2 h, largely based on immunochromatography and real-time PCR tests. In our experience, these tests are conveniently combined into syndrome-based kits that facilitate sampling, including self-sampling and test operations, as POC laboratories can be operated by trained operators who are not necessarily biologists. POC laboratories are a way of easily providing clinical microbiology testing for populations distant from laboratories in developing and developed countries and on ships. Modern Internet connections enable support from core laboratories. The cost-effectiveness of POC laboratories has been established for the rapid diagnosis of tuberculosis and sexually transmitted infections in both developed and developing countries.
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27
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Mathieu E, Paul CD, Stahl R, Vanmeerbeeck G, Reumers V, Liu C, Konstantopoulos K, Lagae L. Time-lapse lens-free imaging of cell migration in diverse physical microenvironments. LAB ON A CHIP 2016; 16:3304-16. [PMID: 27436197 PMCID: PMC4987231 DOI: 10.1039/c6lc00860g] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
Time-lapse imaging of biological samples is important for understanding complex (patho)physiological processes. A growing number of point-of-care biomedical assays rely on real-time imaging of flowing or migrating cells. However, the cost and complexity of integrating experimental models simulating physiologically relevant microenvironments with bulky imaging systems that offer sufficient spatiotemporal resolution limit the use of time-lapse assays in research and clinical settings. This paper introduces a compact and affordable lens-free imaging (LFI) device based on the principle of coherent in-line, digital holography for time-lapse cell migration assays. The LFI device combines single-cell resolution (1.2 μm) with a large field of view (6.4 × 4.6 mm(2)), thus rendering it ideal for high-throughput applications and removing the need for expensive and bulky programmable motorized stages. The set-up is so compact that it can be housed in a standard cell culture incubator, thereby avoiding custom-built stage top incubators. LFI is thoroughly benchmarked against conventional live-cell phase contrast microscopy for random cell motility on two-dimensional (2D) surfaces and confined migration on 1D-microprinted lines and in microchannels using breast adenocarcinoma cells. The quality of the results obtained by the two imaging systems is comparable, and they reveal that cells migrate more efficiently upon increasing confinement. Interestingly, assays of confined migration more readily distinguish the migratory potential of metastatic MDA-MB-231 cells from non-metastatic MCF7 cells relative to traditional 2D migration assays. Altogether, this single-cell migration study establishes LFI as an elegant and useful tool for live-cell imaging.
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Affiliation(s)
- Evelien Mathieu
- IMEC, Kapeldreef 75, 3001 Leuven, Belgium. and Department of Physics and Astronomy, KU Leuven, Celestijnenlaan 200D, 3001 Leuven, Belgium
| | - Colin D Paul
- Department of Chemical and Biomolecular Engineering, The Johns Hopkins University, 3400 N. Charles St, Baltimore, MD 21218, USA. and Institute for NanoBioTechnology, The Johns Hopkins University, 3400 N. Charles St., Baltimore, MD 21218, USA
| | | | | | | | | | - Konstantinos Konstantopoulos
- Department of Chemical and Biomolecular Engineering, The Johns Hopkins University, 3400 N. Charles St, Baltimore, MD 21218, USA. and Institute for NanoBioTechnology, The Johns Hopkins University, 3400 N. Charles St., Baltimore, MD 21218, USA and Department of Biomedical Engineering, The Johns Hopkins University, 3400 N. Charles St., Baltimore, MD 21218, USA
| | - Liesbet Lagae
- IMEC, Kapeldreef 75, 3001 Leuven, Belgium. and Department of Physics and Astronomy, KU Leuven, Celestijnenlaan 200D, 3001 Leuven, Belgium
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28
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McLeod E, Ozcan A. Unconventional methods of imaging: computational microscopy and compact implementations. REPORTS ON PROGRESS IN PHYSICS. PHYSICAL SOCIETY (GREAT BRITAIN) 2016; 79:076001. [PMID: 27214407 DOI: 10.1088/0034-4885/79/7/076001] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/09/2023]
Abstract
In the past two decades or so, there has been a renaissance of optical microscopy research and development. Much work has been done in an effort to improve the resolution and sensitivity of microscopes, while at the same time to introduce new imaging modalities, and make existing imaging systems more efficient and more accessible. In this review, we look at two particular aspects of this renaissance: computational imaging techniques and compact imaging platforms. In many cases, these aspects go hand-in-hand because the use of computational techniques can simplify the demands placed on optical hardware in obtaining a desired imaging performance. In the first main section, we cover lens-based computational imaging, in particular, light-field microscopy, structured illumination, synthetic aperture, Fourier ptychography, and compressive imaging. In the second main section, we review lensfree holographic on-chip imaging, including how images are reconstructed, phase recovery techniques, and integration with smart substrates for more advanced imaging tasks. In the third main section we describe how these and other microscopy modalities have been implemented in compact and field-portable devices, often based around smartphones. Finally, we conclude with some comments about opportunities and demand for better results, and where we believe the field is heading.
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Affiliation(s)
- Euan McLeod
- College of Optical Sciences, University of Arizona, Tucson, AZ 85721, USA
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29
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Wide-field imaging of birefringent synovial fluid crystals using lens-free polarized microscopy for gout diagnosis. Sci Rep 2016; 6:28793. [PMID: 27356625 PMCID: PMC4928089 DOI: 10.1038/srep28793] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2016] [Accepted: 06/10/2016] [Indexed: 11/08/2022] Open
Abstract
Gout is a form of crystal arthropathy where monosodium urate (MSU) crystals deposit and elicit inflammation in a joint. Diagnosis of gout relies on identification of MSU crystals under a compensated polarized light microscope (CPLM) in synovial fluid aspirated from the patient's joint. The detection of MSU crystals by optical microscopy is enhanced by their birefringent properties. However, CPLM partially suffers from the high-cost and bulkiness of conventional lens-based microscopy, and its relatively small field-of-view (FOV) limits the efficiency and accuracy of gout diagnosis. Here we present a lens-free polarized microscope which adopts a novel differential and angle-mismatched polarizing optical design achieving wide-field and high-resolution holographic imaging of birefringent objects with a color contrast similar to that of a standard CPLM. The performance of this computational polarization microscope is validated by imaging MSU crystals made from a gout patient's tophus and steroid crystals used as negative control. This lens-free polarized microscope, with its wide FOV (>20 mm(2)), cost-effectiveness and field-portability, can significantly improve the efficiency and accuracy of gout diagnosis, reduce costs, and can be deployed even at the point-of-care and in resource-limited clinical settings.
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30
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Momey F, Berdeu A, Bordy T, Dinten JM, Marcel FK, Picollet-D’hahan N, Gidrol X, Allier C. Lensfree diffractive tomography for the imaging of 3D cell cultures. BIOMEDICAL OPTICS EXPRESS 2016; 7:949-62. [PMID: 27231600 PMCID: PMC4866467 DOI: 10.1364/boe.7.000949] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/23/2015] [Revised: 12/18/2015] [Accepted: 01/15/2016] [Indexed: 05/05/2023]
Abstract
New microscopes are needed to help realize the full potential of 3D organoid culture studies. In order to image large volumes of 3D organoid cultures while preserving the ability to catch every single cell, we propose a new imaging platform based on lensfree microscopy. We have built a lensfree diffractive tomography setup performing multi-angle acquisitions of 3D organoid culture embedded in Matrigel and developed a dedicated 3D holographic reconstruction algorithm based on the Fourier diffraction theorem. With this new imaging platform, we have been able to reconstruct a 3D volume as large as 21.5 mm (3) of a 3D organoid culture of prostatic RWPE1 cells showing the ability of these cells to assemble in 3D intricate cellular network at the mesoscopic scale. Importantly, comparisons with 2D images show that it is possible to resolve single cells isolated from the main cellular structure with our lensfree diffractive tomography setup.
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Affiliation(s)
- F. Momey
- Univ. Grenoble Alpes, F-38000 Grenoble,
France
- CEA, LETI, MINATEC Campus, F-38054 Grenoble,
France
- The authors have equally contributed to this work
| | - A. Berdeu
- Univ. Grenoble Alpes, F-38000 Grenoble,
France
- CEA, LETI, MINATEC Campus, F-38054 Grenoble,
France
- The authors have equally contributed to this work
| | - T. Bordy
- Univ. Grenoble Alpes, F-38000 Grenoble,
France
- CEA, LETI, MINATEC Campus, F-38054 Grenoble,
France
| | - J.-M. Dinten
- Univ. Grenoble Alpes, F-38000 Grenoble,
France
- CEA, LETI, MINATEC Campus, F-38054 Grenoble,
France
| | - F. Kermarrec Marcel
- Univ. Grenoble Alpes, F-38000 Grenoble,
France
- CEA, iRTSV-Biologie Grande Echelle, F-38054 Grenoble,
France
- INSERM, U1038, F-38054 Grenoble,
France
| | - N. Picollet-D’hahan
- Univ. Grenoble Alpes, F-38000 Grenoble,
France
- CEA, iRTSV-Biologie Grande Echelle, F-38054 Grenoble,
France
- INSERM, U1038, F-38054 Grenoble,
France
| | - X. Gidrol
- Univ. Grenoble Alpes, F-38000 Grenoble,
France
- CEA, iRTSV-Biologie Grande Echelle, F-38054 Grenoble,
France
- INSERM, U1038, F-38054 Grenoble,
France
| | - C. Allier
- Univ. Grenoble Alpes, F-38000 Grenoble,
France
- CEA, LETI, MINATEC Campus, F-38054 Grenoble,
France
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31
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Momey F, Coutard JG, Bordy T, Navarro F, Menneteau M, Dinten JM, Allier C. Dynamics of cell and tissue growth acquired by means of extended field of view lensfree microscopy. BIOMEDICAL OPTICS EXPRESS 2016; 7:512-524. [PMID: 26977359 PMCID: PMC4771468 DOI: 10.1364/boe.7.000512] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/02/2015] [Revised: 09/16/2015] [Accepted: 09/24/2015] [Indexed: 06/05/2023]
Abstract
In this paper, we discuss a new methodology based on lensfree imaging to perform wound healing assay with unprecedented statistics. Our video lensfree microscopy setup is a simple device featuring only a CMOS sensor and a semi coherent illumination system. Yet it is a powerful mean for the real-time monitoring of cultivated cells. It presents several key advantages, e.g. integration into standard incubator, compatibility with standard cell culture protocol, simplicity and ease of use. It can perform the follow-up in a large field of view (25 mm(2)) of several crucial parameters during the culture of cells i.e. their motility, their proliferation rate or their death. Consequently the setup can gather large statistics both in space and time. Here we uses this facility in the context of wound healing assay to perform label-free measurements of the velocities of the fronts of proliferation of the cell layer as a function of time by means of particle image velocimetry (PIV) processing. However, for such tissue growth experiments, the field of view of 25 mm(2) remains not sufficient and results can be biased depending on the position of the device with respect to the recipient of the cell culture. Hence, to conduct exhaustive wound healing assays, we propose to enlarge the field of view up to 10 cm(2) through a raster scan, by moving the source/sensor with respect to the Petri dish. We have performed acquisitions of wound healing assay (keratinocytes HaCaT) both in real-time (25 mm(2)) and in final point (10 cm(2)) to assess the combination of velocimetry measurements and final point wide field imaging. In the future, we aim at combining directly our extended field of view acquisitions (>10 cm(2)) with real time ability inside the incubator.
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Affiliation(s)
- F. Momey
- Univ. Grenoble Alpes, F-38000 Grenoble,
France
- CEA, LETI, MINATEC Campus, F-38054 Grenoble,
France
| | - J.-G. Coutard
- Univ. Grenoble Alpes, F-38000 Grenoble,
France
- CEA, LETI, MINATEC Campus, F-38054 Grenoble,
France
| | - T. Bordy
- Univ. Grenoble Alpes, F-38000 Grenoble,
France
- CEA, LETI, MINATEC Campus, F-38054 Grenoble,
France
| | - F. Navarro
- Univ. Grenoble Alpes, F-38000 Grenoble,
France
- CEA, LETI, MINATEC Campus, F-38054 Grenoble,
France
| | - M. Menneteau
- Univ. Grenoble Alpes, F-38000 Grenoble,
France
- CEA, LETI, MINATEC Campus, F-38054 Grenoble,
France
| | - J.-M. Dinten
- Univ. Grenoble Alpes, F-38000 Grenoble,
France
- CEA, LETI, MINATEC Campus, F-38054 Grenoble,
France
| | - C. Allier
- Univ. Grenoble Alpes, F-38000 Grenoble,
France
- CEA, LETI, MINATEC Campus, F-38054 Grenoble,
France
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Abstract
High-resolution optical microscopy has traditionally relied on high-magnification and high-numerical aperture objective lenses. In contrast, lensless microscopy can provide high-resolution images without the use of any focusing lenses, offering the advantages of a large field of view, high resolution, cost-effectiveness, portability, and depth-resolved three-dimensional (3D) imaging. Here we review various approaches to lensless imaging, as well as its applications in biosensing, diagnostics, and cytometry. These approaches include shadow imaging, fluorescence, holography, superresolution 3D imaging, iterative phase recovery, and color imaging. These approaches share a reliance on computational techniques, which are typically necessary to reconstruct meaningful images from the raw data captured by digital image sensors. When these approaches are combined with physical innovations in sample preparation and fabrication, lensless imaging can be used to image and sense cells, viruses, nanoparticles, and biomolecules. We conclude by discussing several ways in which lensless imaging and sensing might develop in the near future.
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Affiliation(s)
- Aydogan Ozcan
- Department of Electrical Engineering.,Department of Bioengineering, and.,California NanoSystems Institute, University of California, Los Angeles, California 90095;
| | - Euan McLeod
- College of Optical Sciences, University of Arizona, Tucson, Arizona 85721;
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Gabriel M, Balle D, Bigault S, Pornin C, Gétin S, Perraut F, Block MR, Chatelain F, Picollet-D'hahan N, Gidrol X, Haguet V. Time-lapse contact microscopy of cell cultures based on non-coherent illumination. Sci Rep 2015; 5:14532. [PMID: 26459014 PMCID: PMC4602279 DOI: 10.1038/srep14532] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2015] [Accepted: 08/25/2015] [Indexed: 11/30/2022] Open
Abstract
Video microscopy offers outstanding capabilities to investigate the dynamics of biological and pathological mechanisms in optimal culture conditions. Contact imaging is one of the simplest imaging architectures to digitally record images of cells due to the absence of any objective between the sample and the image sensor. However, in the framework of in-line holography, other optical components, e.g., an optical filter or a pinhole, are placed underneath the light source in order to illuminate the cells with a coherent or quasi-coherent incident light. In this study, we demonstrate that contact imaging with an incident light of both limited temporal and spatial coherences can be achieved with sufficiently high quality for most applications in cell biology, including monitoring of cell sedimentation, rolling, adhesion, spreading, proliferation, motility, death and detachment. Patterns of cells were recorded at various distances between 0 and 1000 μm from the pixel array of the image sensors. Cells in suspension, just deposited or at mitosis focalise light into photonic nanojets which can be visualised by contact imaging. Light refraction by cells significantly varies during the adhesion process, the cell cycle and among the cell population in connection with every modification in the tridimensional morphology of a cell.
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Affiliation(s)
- Marion Gabriel
- CEA, iRTSV-BGE, F-38000 Grenoble, France.,INSERM, BGE, F-38000 Grenoble, France.,Université Grenoble Alpes, iRTSV-BGE, F-38000 Grenoble, France
| | - Dorothée Balle
- CEA, iRTSV-BGE, F-38000 Grenoble, France.,INSERM, BGE, F-38000 Grenoble, France.,Université Grenoble Alpes, iRTSV-BGE, F-38000 Grenoble, France
| | - Stéphanie Bigault
- CEA, iRTSV-BGE, F-38000 Grenoble, France.,INSERM, BGE, F-38000 Grenoble, France.,Université Grenoble Alpes, iRTSV-BGE, F-38000 Grenoble, France
| | | | | | | | - Marc R Block
- IAB, CRI INSERM/UJF U823, 38706 La Tronche, France
| | | | - Nathalie Picollet-D'hahan
- CEA, iRTSV-BGE, F-38000 Grenoble, France.,INSERM, BGE, F-38000 Grenoble, France.,Université Grenoble Alpes, iRTSV-BGE, F-38000 Grenoble, France
| | - Xavier Gidrol
- CEA, iRTSV-BGE, F-38000 Grenoble, France.,INSERM, BGE, F-38000 Grenoble, France.,Université Grenoble Alpes, iRTSV-BGE, F-38000 Grenoble, France
| | - Vincent Haguet
- CEA, iRTSV-BGE, F-38000 Grenoble, France.,INSERM, BGE, F-38000 Grenoble, France.,Université Grenoble Alpes, iRTSV-BGE, F-38000 Grenoble, France
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Monitoring in real time the cytotoxic effect of Clostridium difficile upon the intestinal epithelial cell line HT29. J Microbiol Methods 2015; 119:66-73. [PMID: 26436983 DOI: 10.1016/j.mimet.2015.09.022] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2015] [Revised: 09/29/2015] [Accepted: 09/29/2015] [Indexed: 01/05/2023]
Abstract
The incidence and severity of Clostridium difficile infections (CDI) has been increased not only among hospitalized patients, but also in healthy individuals traditionally considered as low risk population. Current treatment of CDI involves the use of antibiotics to eliminate the pathogen, although recurrent relapses have also been reported. For this reason, the search of new antimicrobials is a very active area of research. The strategy to use inhibitors of toxin's activity has however been less explored in spite of being a promising option. In this regard, the lack of fast and reliable in vitro screening methods to search for novel anti-toxin drugs has hampered this approach. The aim of the current study was to develop a method to monitor in real time the cytotoxicity of C. difficile upon the human colonocyte-like HT29 line, since epithelial intestinal cells are the primary targets of the toxins. The label-free, impedance based RCTA (real time cell analyser) technology was used to follow overtime the behaviour of HT29 in response to C. difficile LMG21717 producing both A and B toxins. Results obtained showed that the selection of the medium to grow the pathogen had a great influence in obtaining toxigenic supernatants, given that some culture media avoided the release of the toxins. A cytotoxic dose- and time-dependent effect of the supernatant obtained from GAM medium upon HT29 and Caco2 cells was detected. The sigmoid-curve fit of data obtained with HT29 allowed the calculation of different toxicological parameters, such as EC50 and LOAEL values. Finally, the modification in the behaviour of HT29 reordered in the RTCA was correlated with the cell rounding effect, typically induced by these toxins, visualized by time-lapsed captures using an optical microscope. Therefore, this RTCA method developed to test cytotoxicity kinetics of C. difficile supernatants upon IEC could be a valuable in vitro model for the screening of new anti-CDI agents.
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