1
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Cheng X, Caruso C, Lam WA, Graham MD. Marginated aberrant red blood cells induce pathologic vascular stress fluctuations in a computational model of hematologic disorders. SCIENCE ADVANCES 2023; 9:eadj6423. [PMID: 38019922 PMCID: PMC10686556 DOI: 10.1126/sciadv.adj6423] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Accepted: 10/27/2023] [Indexed: 12/01/2023]
Abstract
Red blood cell (RBC) disorders such as sickle cell disease affect billions worldwide. While much attention focuses on altered properties of aberrant RBCs and corresponding hemodynamic changes, RBC disorders are also associated with vascular dysfunction, whose origin remains unclear and which provoke severe consequences including stroke. Little research has explored whether biophysical alterations of RBCs affect vascular function. We use a detailed computational model of blood that enables characterization of cell distributions and vascular stresses in blood disorders and compare simulation results with experimental observations. Aberrant RBCs, with their smaller size and higher stiffness, concentrate near vessel walls (marginate) because of contrasts in physical properties relative to normal cells. In a curved channel exemplifying the geometric complexity of the microcirculation, these cells distribute heterogeneously, indicating the importance of geometry. Marginated cells generate large transient stress fluctuations on vessel walls, indicating a mechanism for the observed vascular inflammation.
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Affiliation(s)
- Xiaopo Cheng
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Christina Caruso
- Aflac Cancer and Blood Disorders Center of Children’s Healthcare of Atlanta, Department of Pediatrics, Emory University School of Medicine, Atlanta, GA 30307, USA
| | - Wilbur A. Lam
- Aflac Cancer and Blood Disorders Center of Children’s Healthcare of Atlanta, Department of Pediatrics, Emory University School of Medicine, Atlanta, GA 30307, USA
- Wallace H. Coulter Department of Biomedical Engineering. Georgia Institute of Technology and Emory University, Atlanta, GA 30332, USA
| | - Michael D. Graham
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
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2
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Zhao J, Liu L, Wang T, Zhang J, Wang X, Du X, Hao R, Liu J, Liu Y, Liu Y. Quantitative phase imaging of living red blood cells combining digital holographic microscopy and deep learning. JOURNAL OF BIOPHOTONICS 2023; 16:e202300090. [PMID: 37321984 DOI: 10.1002/jbio.202300090] [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: 03/17/2023] [Revised: 06/12/2023] [Accepted: 06/13/2023] [Indexed: 06/17/2023]
Abstract
Digital holographic microscopy as a non-contacting, non-invasive, and highly accurate measurement technology, is becoming a valuable method for quantitatively investigating cells and tissues. Reconstruction of phases from a digital hologram is a key step in quantitative phase imaging for biological and biomedical research. This study proposes a two-stage deep convolutional neural network named VY-Net, to realize the effective and robust phase reconstruction of living red blood cells. The VY-Net can obtain the phase information of an object directly from a single-shot off-axis digital hologram. We also propose two new indices to evaluate the reconstructed phases. In experiments, the mean of the structural similarity index of reconstructed phases can reach 0.9309, and the mean of the accuracy of reconstructions of reconstructed phases is as high as 91.54%. An unseen phase map of a living human white blood cell is successfully reconstructed by the trained VY-Net, demonstrating its strong generality.
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Affiliation(s)
- Jiaxi Zhao
- School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China
| | - Lin Liu
- School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China
| | - Tianhe Wang
- School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China
| | - Jing Zhang
- School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China
| | - Xiangzhou Wang
- School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China
| | - Xiaohui Du
- School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China
| | - Ruqian Hao
- School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China
| | - Juanxiu Liu
- School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China
| | - Yi Liu
- School of Physics, University of Electronic Science and Technology of China, Chengdu, China
| | - Yong Liu
- School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China
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3
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Filan C, Song H, Platt MO, Robles FE. Analysis of structural effects of sickle cell disease on brain vasculature of mice using three-dimensional quantitative phase imaging. JOURNAL OF BIOMEDICAL OPTICS 2023; 28:096501. [PMID: 37692563 PMCID: PMC10491933 DOI: 10.1117/1.jbo.28.9.096501] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Revised: 08/08/2023] [Accepted: 08/30/2023] [Indexed: 09/12/2023]
Abstract
Significance Although the molecular origins of sickle cell disease (SCD) have been extensively studied, the effects of SCD on the vasculature-which can influence blood clotting mechanisms, pain crises, and strokes-are not well understood. Improving this understanding can yield insight into the mechanisms and wide-ranging effects of this devastating disease. Aim We aim to demonstrate the ability of a label-free 3D quantitative phase imaging technology, called quantitative oblique back-illumination microscopy (qOBM), to provide insight into the effects of SCD on brain vasculature. Approach Using qOBM, we quantitatively analyze the vasculature of freshly excised, but otherwise unaltered, whole mouse brains. We use Townes sickle transgenic mice, which closely recapitulate the pathophysiology of human SCD, and sickle cell trait mice as controls. Two developmental time points are studied: 6-week-old mice and 20-week-old mice. Quantitative structural and biophysical parameters of the vessels (including the refractive index (RI), which is linearly proportional to dry mass) are extracted from the high-resolution images and analyzed. Results qOBM reveals structural differences in the brain blood vessel thickness (thinner for SCD in particular brain regions) and the RI of the vessel wall (higher and containing a larger variation throughout the brain for SCD). These changes were only significant in 20-week-old mice. Further, vessel breakages are observed in SCD mice at both time points. The vessel wall RI distribution near these breaks, up to 350 μ m away from the breaking point, shows an erratic behavior characterized by wide RI variations. Vessel diameter, tortuosity, texture within the vessel, and structural fractal patterns are found to not be statistically different. As with vessel breaks, we also observe blood vessel blockages only in mice brains with SCD. Conclusions qOBM provides insight into the biophysical and structural composition of brain blood vessels in mice with SCD. Data suggest that the RI may be an indirect indicator of vessel rigidity, vessel strength, and/or tensions, which change with SCD. Future ex vivo and in vivo studies with qOBM could improve our understanding of SCD.
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Affiliation(s)
- Caroline Filan
- Georgia Institute of Technology, George W. Woodruff School of Mechanical Engineering, Atlanta, Georgia, United States
| | - Hannah Song
- Georgia Institute of Technology, Wallace H. Coulter Department of Biomedical Engineering, Atlanta, Georgia, United States
- National Institute of Biomedical Imaging and Bioengineering, National Institutes of Health, Bethesda, Maryland, United States
| | - Manu O. Platt
- Georgia Institute of Technology, Wallace H. Coulter Department of Biomedical Engineering, Atlanta, Georgia, United States
- National Institute of Biomedical Imaging and Bioengineering, National Institutes of Health, Bethesda, Maryland, United States
| | - Francisco E. Robles
- Georgia Institute of Technology, Wallace H. Coulter Department of Biomedical Engineering, Atlanta, Georgia, United States
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Satheesh K, Tomar G. A device for sorting soft capsules in a microchannel flow. SOFT MATTER 2023. [PMID: 37465932 DOI: 10.1039/d3sm00594a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/20/2023]
Abstract
The sorting of deforming capsules of varying stiffnesses is a challenging problem that finds applications in areas such as the pharmaceutical and food industries. Recent studies have shown that various flow configurations can be used to segregate the capsules. A lack of inertia in the microchannels makes the design of such devices extremely challenging. In this context, we propose a sorting device, which consists of capsules going through a tapered slit section. Using numerical simulations, we show that the proposed device is able to achieve significant levels of sorting with a compact setup. The design parameters can be conveniently adjusted, thus making it easier to extend the use of the device to a large range of stiffnesses.
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Affiliation(s)
- Kiran Satheesh
- Department of Mechanical Engineering, Indian Institute of Science, Bangalore, India.
| | - Gaurav Tomar
- Department of Mechanical Engineering, Indian Institute of Science, Bangalore, India.
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5
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Darrin M, Samudre A, Sahun M, Atwell S, Badens C, Charrier A, Helfer E, Viallat A, Cohen-Addad V, Giffard-Roisin S. Classification of red cell dynamics with convolutional and recurrent neural networks: a sickle cell disease case study. Sci Rep 2023; 13:745. [PMID: 36639503 PMCID: PMC9839696 DOI: 10.1038/s41598-023-27718-w] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Accepted: 01/06/2023] [Indexed: 01/15/2023] Open
Abstract
The fraction of red blood cells adopting a specific motion under low shear flow is a promising inexpensive marker for monitoring the clinical status of patients with sickle cell disease. Its high-throughput measurement relies on the video analysis of thousands of cell motions for each blood sample to eliminate a large majority of unreliable samples (out of focus or overlapping cells) and discriminate between tank-treading and flipping motion, characterizing highly and poorly deformable cells respectively. Moreover, these videos are of different durations (from 6 to more than 100 frames). We present a two-stage end-to-end machine learning pipeline able to automatically classify cell motions in videos with a high class imbalance. By extending, comparing, and combining two state-of-the-art methods, a convolutional neural network (CNN) model and a recurrent CNN, we are able to automatically discard 97% of the unreliable cell sequences (first stage) and classify highly and poorly deformable red cell sequences with 97% accuracy and an F1-score of 0.94 (second stage). Dataset and codes are publicly released for the community.
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Affiliation(s)
| | | | - Maxime Sahun
- Aix Marseille Univ, CNRS, CINAM, Marseille, France
| | - Scott Atwell
- Aix Marseille Univ, CNRS, CINAM, Marseille, France
| | - Catherine Badens
- Aix Marseille University, INSERM, Marseille Medical Genetics (MMG), 13005, Marseille, France
| | | | | | | | | | - Sophie Giffard-Roisin
- Univ. Grenoble Alpes, Univ. Savoie Mont Blanc, CNRS, IRD, IFSTTAR, ISTerre, Grenoble, France.
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Månefjord H, Li M, Brackmann C, Reistad N, Runemark A, Rota J, Anderson B, Zoueu JT, Merdasa A, Brydegaard M. A biophotonic platform for quantitative analysis in the spatial, spectral, polarimetric, and goniometric domains. THE REVIEW OF SCIENTIFIC INSTRUMENTS 2022; 93:113709. [PMID: 36461456 DOI: 10.1063/5.0095133] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Accepted: 10/21/2022] [Indexed: 06/17/2023]
Abstract
Advanced instrumentation and versatile setups are needed for understanding light interaction with biological targets. Such instruments include (1) microscopes and 3D scanners for detailed spatial analysis, (2) spectral instruments for deducing molecular composition, (3) polarimeters for assessing structural properties, and (4) goniometers probing the scattering phase function of, e.g., tissue slabs. While a large selection of commercial biophotonic instruments and laboratory equipment are available, they are often bulky and expensive. Therefore, they remain inaccessible for secondary education, hobbyists, and research groups in low-income countries. This lack of equipment impedes hands-on proficiency with basic biophotonic principles and the ability to solve local problems with applied physics. We have designed, prototyped, and evaluated the low-cost Biophotonics, Imaging, Optical, Spectral, Polarimetric, Angular, and Compact Equipment (BIOSPACE) for high-quality quantitative analysis. BIOSPACE uses multiplexed light-emitting diodes with emission wavelengths from ultraviolet to near-infrared, captured by a synchronized camera. The angles of the light source, the target, and the polarization filters are automated by low-cost mechanics and a microcomputer. This enables multi-dimensional scatter analysis of centimeter-sized biological targets. We present the construction, calibration, and evaluation of BIOSPACE. The diverse functions of BIOSPACE include small animal spectral imaging, measuring the nanometer thickness of a bark-beetle wing, acquiring the scattering phase function of a blood smear and estimating the anisotropic scattering and the extinction coefficients, and contrasting muscle fibers using polarization. We provide blueprints, component list, and software for replication by enthusiasts and educators to simplify the hands-on investigation of fundamental optical properties in biological samples.
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Affiliation(s)
- Hampus Månefjord
- Department of Physics, Lund University, Sölvegatan 14, SE-223 62 Lund, Sweden
| | - Meng Li
- Department of Physics, Lund University, Sölvegatan 14, SE-223 62 Lund, Sweden
| | - Christian Brackmann
- Department of Physics, Lund University, Sölvegatan 14, SE-223 62 Lund, Sweden
| | - Nina Reistad
- Department of Physics, Lund University, Sölvegatan 14, SE-223 62 Lund, Sweden
| | - Anna Runemark
- Department of Biology, Lund University, Sölvegatan 35, SE-223 63 Lund, Sweden
| | - Jadranka Rota
- Biological Museum, Department of Biology, Lund University, Sölvegatan 37, SE-223 62 Lund, Sweden
| | | | - Jeremie T Zoueu
- Laboratoire d'Instrumentation, Image et Spectroscopie, INP-HB, BP 1093 Yamoussoukro, Côte d'Ivoire
| | - Aboma Merdasa
- Department of Physics, Lund University, Sölvegatan 14, SE-223 62 Lund, Sweden
| | - Mikkel Brydegaard
- Department of Physics, Lund University, Sölvegatan 14, SE-223 62 Lund, Sweden
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7
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An R, Gurkan UA. Emerging functional microfluidic assays for the study of thromboinflammation in sickle cell disease. Curr Opin Hematol 2022; 29:327-334. [PMID: 35916533 PMCID: PMC10440906 DOI: 10.1097/moh.0000000000000731] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
PURPOSE OF REVIEW This review briefly summarizes the significant impact of thromboinflammation in sickle cell disease in relation to recent advances in biomarkers that are used in functional microfluidic assays. RECENT FINDINGS Sickle cell disease (SCD) is an inherited hemoglobinopathy that affects 100 000 Americans and millions worldwide. Patients with SCD exhibit chronic haemolysis, chronic inflammation and thrombosis, and vaso-occlusion, triggering various clinical complications, including organ damage and increased mortality and morbidity. Recent advances in functional microfluidic assays provide direct biomarkers of disease, including abnormal white blood cell and red blood cell adhesion, cell aggregation, endothelial degradation and contraction, and thrombus formation. SUMMARY Novel and emerging functional microfluidic assays are a promising and feasible strategy to comprehensively characterize thromboinflammatory reactions in SCD, which can be used for personalized risk assessment and tailored therapeutic decisions.
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Affiliation(s)
- Ran An
- Department of Mechanical and Aerospace Engineering, Case Western Reserve University, Cleveland, Ohio, USA
| | - Umut A. Gurkan
- Department of Mechanical and Aerospace Engineering, Case Western Reserve University, Cleveland, Ohio, USA
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, Ohio, USA
- Case Comprehensive Cancer Center, Case Western Reserve University, Cleveland, Ohio, USA
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8
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Chen C, Gu Y, Xiao Z, Wang H, He X, Jiang Z, Kong Y, Liu C, Xue L, Vargas J, Wang S. Automatic whole blood cell analysis from blood smear using label-free multi-modal imaging with deep neural networks. Anal Chim Acta 2022; 1229:340401. [PMID: 36156229 DOI: 10.1016/j.aca.2022.340401] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2022] [Revised: 08/27/2022] [Accepted: 09/11/2022] [Indexed: 11/01/2022]
Abstract
Whole blood cell analysis is widely used in medical applications since its results are indicators for diagnosing a series of diseases. In this work, we report automatic whole blood cell analysis from blood smear using label-free multi-modal imaging with deep neural networks. First, a commercial microscope equipped with our developed Phase Real-time Microscope Camera (PhaseRMiC) obtains both bright-field and quantitative phase images. Then, these images are automatically processed by our designed blood smear recognition networks (BSRNet) that recognize erythrocytes, leukocytes and platelets. Finally, blood cell parameters such as counts, shapes and volumes can be extracted according to both quantitative phase images and automatic recognition results. The proposed whole blood cell analysis technique provides high-quality blood cell images and supports accurate blood cell recognition and analysis. Moreover, this approach requires rather simple and cost-effective setups as well as easy and rapid sample preparations. Therefore, this proposed method has great potential application in blood testing aiming at disease diagnostics.
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Affiliation(s)
- Chao Chen
- Computational Optics Laboratory, School of Science, Jiangnan University, Wuxi, Jiangsu, 214122, China
| | - Yuanjie Gu
- Computational Optics Laboratory, School of Science, Jiangnan University, Wuxi, Jiangsu, 214122, China
| | - Zhibo Xiao
- Computational Optics Laboratory, School of Science, Jiangnan University, Wuxi, Jiangsu, 214122, China
| | - Hailun Wang
- Computational Optics Laboratory, School of Science, Jiangnan University, Wuxi, Jiangsu, 214122, China
| | - Xiaoliang He
- Computational Optics Laboratory, School of Science, Jiangnan University, Wuxi, Jiangsu, 214122, China
| | - Zhilong Jiang
- Computational Optics Laboratory, School of Science, Jiangnan University, Wuxi, Jiangsu, 214122, China
| | - Yan Kong
- Computational Optics Laboratory, School of Science, Jiangnan University, Wuxi, Jiangsu, 214122, China
| | - Cheng Liu
- Computational Optics Laboratory, School of Science, Jiangnan University, Wuxi, Jiangsu, 214122, China; Shanghai Institute of Optics and Fine Mechanics, Chinese Academy of Sciences, Shanghai, 201800, China
| | - Liang Xue
- College of Electronics and Information Engineering, Shanghai University of Electric Power, Shanghai, 200090, China.
| | - Javier Vargas
- Applied Optics Complutense Group, Optics Department, Universidad Complutense de Madrid, Facultad de CC. Físicas, Plaza de Ciencias, 1, 28040, Madrid, Spain
| | - Shouyu Wang
- Computational Optics Laboratory, School of Science, Jiangnan University, Wuxi, Jiangsu, 214122, China; OptiX+ Laboratory, Wuxi, Jiangsu, China.
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9
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Palomarez A, Jha M, Medina Romero X, Horton RE. Cardiovascular consequences of sickle cell disease. BIOPHYSICS REVIEWS 2022; 3:031302. [PMID: 38505276 PMCID: PMC10903381 DOI: 10.1063/5.0094650] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/05/2022] [Accepted: 07/11/2022] [Indexed: 03/21/2024]
Abstract
Sickle cell disease (SCD) is an inherited blood disorder caused by a single point mutation within the beta globin gene. As a result of this mutation, hemoglobin polymerizes under low oxygen conditions causing red blood cells to deform, become more adhesive, and increase in rigidity, which affects blood flow dynamics. This process leads to enhanced red blood cell interactions with the endothelium and contributes to vaso-occlusion formation. Although traditionally defined as a red blood cell disorder, individuals with SCD are affected by numerous clinical consequences including stroke, painful crisis episodes, bone infarctions, and several organ-specific complications. Elevated cardiac output, endothelium activation along with the sickling process, and the vaso-occlusion events pose strains on the cardiovascular system. We will present a review of the cardiovascular consequences of sickle cell disease and show connections with the vasculopathy related to SCD. We will also highlight biophysical properties and engineering tools that have been used to characterize the disease. Finally, we will discuss therapies for SCD and potential implications on SCD cardiomyopathy.
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Affiliation(s)
- Alexis Palomarez
- Department of Biomedical Engineering, Cullen College of Engineering, University of Houston, Houston, Texas 77204, USA
| | - Manisha Jha
- Department of Biomedical Engineering, Cullen College of Engineering, University of Houston, Houston, Texas 77204, USA
| | - Ximena Medina Romero
- Department of Biomedical Engineering, Cullen College of Engineering, University of Houston, Houston, Texas 77204, USA
| | - Renita E. Horton
- Department of Biomedical Engineering, Cullen College of Engineering, University of Houston, Houston, Texas 77204, USA
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10
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Szafraniec HM, Valdez JM, Iffrig E, Lam WA, Higgins JM, Pearce P, Wood DK. Feature tracking microfluidic analysis reveals differential roles of viscosity and friction in sickle cell blood. LAB ON A CHIP 2022; 22:1565-1575. [PMID: 35315465 PMCID: PMC9004467 DOI: 10.1039/d1lc01133b] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2023]
Abstract
Characterization of blood flow rheology in hematological disorders is critical for understanding disease pathophysiology. Existing methods to measure blood rheological parameters are limited in their physiological relevance, and there is a need for new tools that focus on the microcirculation and extract properties at finer resolution than overall flow resistance. Herein, we present a method that combines microfluidic systems and powerful object-tracking computational technologies with mathematical modeling to separate the red blood cell flow profile into a bulk component and a wall component. We use this framework to evaluate differential contributions of effective viscosity and wall friction to the overall resistance in blood from patients with sickle cell disease (SCD) under a range of oxygen tensions. Our results demonstrate that blood from patients with SCD exhibits elevated frictional and viscous resistances at all physiologic oxygen tensions. Additionally, the viscous resistance increases more rapidly than the frictional resistance as oxygen tension decreases, which may confound analyses that extract only flow velocities or overall flow resistances. Furthermore, we evaluate the impact of transfusion treatments on the components of the resistance, revealing patient variability in blood properties that may improve our understanding of the heterogeneity of clinical responses to such treatments. Overall, our system provides a new method to analyze patient-specific blood properties and can be applied to a wide range of hematological and vascular disorders.
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Affiliation(s)
- Hannah M Szafraniec
- Department of Biomedical Engineering, University of Minnesota, Minneapolis, Minnesota, USA.
| | - José M Valdez
- Department of Biomedical Engineering, University of Minnesota, Minneapolis, Minnesota, USA.
| | - Elizabeth Iffrig
- Department of Medicine, Emory University, Atlanta, Georgia, USA
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, Georgia, USA
| | - Wilbur A Lam
- Aflac Cancer Center and Blood Disorders Service of Children's Healthcare of Atlanta, Atlanta, Georgia, USA
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, Georgia, USA
- Department of Pediatrics, Emory University School of Medicine, Atlanta, Georgia, USA
| | - John M Higgins
- Center for Systems Biology and Department of Pathology, Massachusetts General Hospital, Boston, Massachusetts, USA
- Department of Systems Biology, Harvard Medical School, Boston, Massachusetts, USA
| | - Philip Pearce
- Department of Mathematics, University College London, London, UK.
- Institute for the Physics of Living Systems, University College London, London, UK
| | - David K Wood
- Department of Biomedical Engineering, University of Minnesota, Minneapolis, Minnesota, USA.
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11
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Green BJ, Marazzini M, Hershey B, Fardin A, Li Q, Wang Z, Giangreco G, Pisati F, Marchesi S, Disanza A, Frittoli E, Martini E, Magni S, Beznoussenko GV, Vernieri C, Lobefaro R, Parazzoli D, Maiuri P, Havas K, Labib M, Sigismund S, Fiore PPD, Gunby RH, Kelley SO, Scita G. PillarX: A Microfluidic Device to Profile Circulating Tumor Cell Clusters Based on Geometry, Deformability, and Epithelial State. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2022; 18:e2106097. [PMID: 35344274 DOI: 10.1002/smll.202106097] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/07/2021] [Revised: 03/07/2022] [Indexed: 06/14/2023]
Abstract
Circulating tumor cell (CTC) clusters are associated with increased metastatic potential and worse patient prognosis, but are rare, difficult to count, and poorly characterized biophysically. The PillarX device described here is a bimodular microfluidic device (Pillar-device and an X-magnetic device) to profile single CTCs and clusters from whole blood based on their size, deformability, and epithelial marker expression. Larger, less deformable clusters and large single cells are captured in the Pillar-device and sorted according to pillar gap sizes. Smaller, deformable clusters and single cells are subsequently captured in the X-device and separated based on epithelial marker expression using functionalized magnetic nanoparticles. Clusters of established and primary breast cancer cells with variable degrees of cohesion driven by different cell-cell adhesion protein expression are profiled in the device. Cohesive clusters exhibit a lower deformability as they travel through the pillar array, relative to less cohesive clusters, and have greater collective invasive behavior. The ability of the PillarX device to capture clusters is validated in mouse models and patients of metastatic breast cancer. Thus, this device effectively enumerates and profiles CTC clusters based on their unique geometrical, physical, and biochemical properties, and could form the basis of a novel prognostic clinical tool.
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Affiliation(s)
- Brenda J Green
- IFOM-FIRC Institute of Molecular Oncology, Via Adamello, 16, Milan, 20139, Italy
| | - Margherita Marazzini
- IFOM-FIRC Institute of Molecular Oncology, Via Adamello, 16, Milan, 20139, Italy
| | - Ben Hershey
- IFOM-FIRC Institute of Molecular Oncology, Via Adamello, 16, Milan, 20139, Italy
| | - Amir Fardin
- IEO, Istituto Europeo di Oncologia IRCCS, Via Ripamonti 435, Milan, 20141, Italy
| | - Qingsen Li
- IFOM-FIRC Institute of Molecular Oncology, Via Adamello, 16, Milan, 20139, Italy
| | - Zongjie Wang
- Institute for Biomaterials and Biomedical Engineering, University of Toronto, 144 College St, Toronto, Ontario, M5S 3M2, Canada
| | - Giovanni Giangreco
- IEO, Istituto Europeo di Oncologia IRCCS, Via Ripamonti 435, Milan, 20141, Italy
- Tumour Cell Biology Laboratory, The Francis Crick Institute, 1 Midland Rd, London, NW1 1AT, UK
| | - Federica Pisati
- IFOM-FIRC Institute of Molecular Oncology, Via Adamello, 16, Milan, 20139, Italy
| | - Stefano Marchesi
- IFOM-FIRC Institute of Molecular Oncology, Via Adamello, 16, Milan, 20139, Italy
| | - Andrea Disanza
- IFOM-FIRC Institute of Molecular Oncology, Via Adamello, 16, Milan, 20139, Italy
| | - Emanuela Frittoli
- IFOM-FIRC Institute of Molecular Oncology, Via Adamello, 16, Milan, 20139, Italy
| | - Emanuele Martini
- IFOM-FIRC Institute of Molecular Oncology, Via Adamello, 16, Milan, 20139, Italy
| | - Serena Magni
- IFOM-FIRC Institute of Molecular Oncology, Via Adamello, 16, Milan, 20139, Italy
| | | | - Claudio Vernieri
- IFOM-FIRC Institute of Molecular Oncology, Via Adamello, 16, Milan, 20139, Italy
- Fondazione IRCCS Istituto Nazionale dei Tumori, Via G. Venezian 1, Milan, 20133, Italy
| | - Riccardo Lobefaro
- IFOM-FIRC Institute of Molecular Oncology, Via Adamello, 16, Milan, 20139, Italy
- Fondazione IRCCS Istituto Nazionale dei Tumori, Via G. Venezian 1, Milan, 20133, Italy
| | - Dario Parazzoli
- IFOM-FIRC Institute of Molecular Oncology, Via Adamello, 16, Milan, 20139, Italy
| | - Paolo Maiuri
- IFOM-FIRC Institute of Molecular Oncology, Via Adamello, 16, Milan, 20139, Italy
| | - Kristina Havas
- IFOM-FIRC Institute of Molecular Oncology, Via Adamello, 16, Milan, 20139, Italy
| | - Mahmoud Labib
- Department of Chemistry, Northwestern University, 2145 Sheridan Road, Evanston, IL, 60208, USA
| | - Sara Sigismund
- IEO, Istituto Europeo di Oncologia IRCCS, Via Ripamonti 435, Milan, 20141, Italy
- Department of Oncology and Haemato-Oncology, Università degli Studi di Milano, Via Festa del Perdono, 7, Milan, 20122, Italy
| | - Pier Paolo Di Fiore
- IEO, Istituto Europeo di Oncologia IRCCS, Via Ripamonti 435, Milan, 20141, Italy
- Department of Oncology and Haemato-Oncology, Università degli Studi di Milano, Via Festa del Perdono, 7, Milan, 20122, Italy
| | - Rosalind H Gunby
- IEO, Istituto Europeo di Oncologia IRCCS, Via Ripamonti 435, Milan, 20141, Italy
| | - Shana O Kelley
- Institute for Biomaterials and Biomedical Engineering, University of Toronto, 144 College St, Toronto, Ontario, M5S 3M2, Canada
- Department of Chemistry, Northwestern University, 2145 Sheridan Road, Evanston, IL, 60208, USA
| | - Giorgio Scita
- IFOM-FIRC Institute of Molecular Oncology, Via Adamello, 16, Milan, 20139, Italy
- Department of Oncology and Haemato-Oncology, Università degli Studi di Milano, Via Festa del Perdono, 7, Milan, 20122, Italy
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12
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Matthews K, Lamoureux ES, Myrand-Lapierre ME, Duffy SP, Ma H. Technologies for measuring red blood cell deformability. LAB ON A CHIP 2022; 22:1254-1274. [PMID: 35266475 DOI: 10.1039/d1lc01058a] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
Human red blood cells (RBCs) are approximately 8 μm in diameter, but must repeatedly deform through capillaries as small as 2 μm in order to deliver oxygen to all parts of the body. The loss of this capability is associated with the pathology of many diseases, and is therefore a potential biomarker for disease status and treatment efficacy. Measuring RBC deformability is a difficult problem because of the minute forces (∼pN) that must be exerted on these cells, as well as the requirements for throughput and multiplexing. The development of technologies for measuring RBC deformability date back to the 1960s with the development of micropipette aspiration, ektacytometry, and the cell transit analyzer. In the past 10 years, significant progress has been made using microfluidics by leveraging the ability to precisely control fluid flow through microstructures at the size scale of individual RBCs. These technologies have now surpassed traditional methods in terms of sensitivity, throughput, consistency, and ease of use. As a result, these efforts are beginning to move beyond feasibility studies and into applications to enable biomedical discoveries. In this review, we provide an overview of both traditional and microfluidic techniques for measuring RBC deformability. We discuss the capabilities of each technique and compare their sensitivity, throughput, and robustness in measuring bulk and single-cell RBC deformability. Finally, we discuss how these tools could be used to measure changes in RBC deformability in the context of various applications including pathologies caused by malaria and hemoglobinopathies, as well as degradation during storage in blood bags prior to blood transfusions.
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Affiliation(s)
- Kerryn Matthews
- Department of Mechanical Engineering, University of British Columbia, 2054-6250 Applied Science Lane, Vancouver, BC, V6T 1Z4, Canada.
- Centre for Blood Research, University of British Columbia, Vancouver, BC, Canada
| | - Erik S Lamoureux
- Department of Mechanical Engineering, University of British Columbia, 2054-6250 Applied Science Lane, Vancouver, BC, V6T 1Z4, Canada.
- Centre for Blood Research, University of British Columbia, Vancouver, BC, Canada
| | - Marie-Eve Myrand-Lapierre
- Department of Mechanical Engineering, University of British Columbia, 2054-6250 Applied Science Lane, Vancouver, BC, V6T 1Z4, Canada.
| | - Simon P Duffy
- Centre for Blood Research, University of British Columbia, Vancouver, BC, Canada
- British Columbia Institute of Technology, Vancouver, BC, Canada
| | - Hongshen Ma
- Department of Mechanical Engineering, University of British Columbia, 2054-6250 Applied Science Lane, Vancouver, BC, V6T 1Z4, Canada.
- Centre for Blood Research, University of British Columbia, Vancouver, BC, Canada
- Department of Urologic Science, University of British Columbia, Vancouver, BC, Canada
- Vancouver Prostate Centre, Vancouver General Hospital, Vancouver, BC, Canada
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13
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Sheikhhassani V, Evers TMJ, Lamba S, Shokri F, Mashaghi A. Single cell force spectroscopy of erythrocytes at physiological and febrile temperatures reveals mechano-modulatory effects of atorvastatin. SOFT MATTER 2022; 18:2143-2148. [PMID: 35201243 DOI: 10.1039/d1sm01715b] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
RBCs are mechanically active cells and constantly deform as they circulate through vasculature. Their mechanical properties can be significantly altered by various pathophysiological conditions, and the alterations in RBC mechanics can, in turn, have functional consequences. Although numerous mechanical studies have been conducted on RBCs, surprisingly, strain-rate and temperature dependent mechanics of RBCs have not been systematically examined, and current data is primarily based on measurements at room temperature. Here, we have used state-of-the-art single-cell optical tweezers to probe atorvastatin-induced changes of RBC mechanics and its strain-rate dependency at physiologically and medically relevant temperatures. Our data indicate that RBC mechanics is strain-rate and temperature dependent, and atorvastatin treatment softens RBCs at physiological temperature, but not at febrile temperature. The observed mechanical change is a notable side effect of the drug in some therapeutic applications. However, the mechano-modulatory effects of atorvastatin on erythrocytes at physiological temperature might offer new therapeutic possibilities for diseases related to blood cell mechanics.
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Affiliation(s)
- Vahid Sheikhhassani
- Medical Systems Biophysics and Bioengineering, Leiden Academic Centre for Drug Research, Faculty of Science, Leiden University, 2333 CC Leiden, The Netherlands.
| | - Tom M J Evers
- Medical Systems Biophysics and Bioengineering, Leiden Academic Centre for Drug Research, Faculty of Science, Leiden University, 2333 CC Leiden, The Netherlands.
| | - Sanjeevani Lamba
- Medical Systems Biophysics and Bioengineering, Leiden Academic Centre for Drug Research, Faculty of Science, Leiden University, 2333 CC Leiden, The Netherlands.
| | - Fereshteh Shokri
- Department of Clinical Epidemiology, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
| | - Alireza Mashaghi
- Medical Systems Biophysics and Bioengineering, Leiden Academic Centre for Drug Research, Faculty of Science, Leiden University, 2333 CC Leiden, The Netherlands.
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14
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Atwell S, Badens C, Charrier A, Helfer E, Viallat A. Dynamics of Individual Red Blood Cells Under Shear Flow: A Way to Discriminate Deformability Alterations. Front Physiol 2022; 12:775584. [PMID: 35069240 PMCID: PMC8767062 DOI: 10.3389/fphys.2021.775584] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Accepted: 12/08/2021] [Indexed: 11/13/2022] Open
Abstract
In this work, we compared the dynamics of motion in a linear shear flow of individual red blood cells (RBCs) from healthy and pathological donors (Sickle Cell Disease (SCD) or Sickle Cell-β-thalassemia) and of low and high densities, in a suspending medium of higher viscosity. In these conditions, at lower shear rates, biconcave discocyte-shaped RBCs present an unsteady flip-flopping motion, where the cell axis of symmetry rotates in the shear plane, rocking to and fro between an orbital angle ±ϕ observed when the cell is on its edge. We show that the evolution of ϕ depends solely on RBC density for healthy RBCs, with denser RBCs displaying lower ϕ values than the lighter ones. Typically, at a shear stress of 0.08 Pa, ϕ has values of 82 and 72° for RBCs with average densities of 1.097 and 1.115, respectively. Surprisingly, we show that SCD RBCs display the same ϕ-evolution as healthy RBCs of same density, showing that the flip-flopping behavior is unaffected by the SCD pathology. When the shear stress is increased further (above 0.1 Pa), healthy RBCs start going through a transition to a fluid-like motion, called tank-treading, where the RBC has a quasi-constant orientation relatively to the flow and the membrane rotates around the center of mass of the cell. This transition occurs at higher shear stresses (above 0.2 Pa) for denser cells. This shift toward higher stresses is even more remarkable in the case of SCD RBCs, showing that the transition to the tank-treading regime is highly dependent on the SCD pathology. Indeed, at a shear stress of 0.2 Pa, for RBCs with a density of 1.097, 100% of healthy RBCs have transited to the tank-treading regime vs. less than 50% SCD RBCs. We correlate the observed differences in dynamics to the alterations of RBC mechanical properties with regard to density and SCD pathology reported in the literature. Our results suggest that it might be possible to develop simple non-invasive assays for diagnosis purpose based on the RBC motion in shear flow and relying on this millifluidic approach.
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Affiliation(s)
- Scott Atwell
- Aix Marseille Univ, CNRS, CINAM, Marseille, France
| | - Catherine Badens
- Aix Marseille Univ, INSERM, MMG, Marseille, France.,APHM Service de Génétique Médicale, Centre de référence pour la Drépanocytose, les Thalassémies et les maladies constitutives du Globule Rouge et de l'Erythropoïèse, Hôpital de la Timone, Marseille, France
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15
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Single-cell analysis reveals chemokine-mediated differential regulation of monocyte mechanics. iScience 2022; 25:103555. [PMID: 34988399 PMCID: PMC8693412 DOI: 10.1016/j.isci.2021.103555] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2021] [Revised: 07/26/2021] [Accepted: 12/01/2021] [Indexed: 12/17/2022] Open
Abstract
Monocytes continuously adapt their shapes for proper circulation and elicitation of effective immune responses. Although these functions depend on the cell mechanical properties, the mechanical behavior of monocytes is still poorly understood and accurate physiologically relevant data on basic mechanical properties are lacking almost entirely. By combining several complementary single-cell force spectroscopy techniques, we report that the mechanical properties of human monocyte are strain-rate dependent, and that chemokines can induce alterations in viscoelastic behavior. In addition, our findings indicate that human monocytes are heterogeneous mechanically and this heterogeneity is regulated by chemokine CCL2. The technology presented here can be readily used to reveal mechanical complexity of the blood cell population in disease conditions, where viscoelastic properties may serve as physical biomarkers for disease progression and response to therapy. Mechanical properties of monocytes are affected by temperature changes Mechanical properties of monocytes are strain-rate dependent CCL2 affects both the viscous and elastic properties of monocytes CCL2 potentially modulates monocytes mechanically to transit to a primed state
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16
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Muhammed E, Cooper J, Devito D, Mushi R, del Pilar Aguinaga M, Erenso D, Crogman H. Elastic property of sickle cell anemia and sickle cell trait red blood cells. JOURNAL OF BIOMEDICAL OPTICS 2021; 26:JBO-210188R. [PMID: 34590447 PMCID: PMC8479689 DOI: 10.1117/1.jbo.26.9.096502] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Accepted: 09/02/2021] [Indexed: 05/14/2023]
Abstract
SIGNIFICANCE We introduce a model for better calibration of the trapping force using an equal but oppositely directed drag force acting on a trapped red blood cell (RBC). We demonstrate this approach by studying RBCs' elastic properties from deidentified sickle cell anemia (SCA) and sickle cell trait (SCT) blood samples. AIM A laser trapping (LT) force was formulated and analytically calculated in a cylindrical model. Using this trapping force relative percent difference, the maximum (longitudinal) and minimum (transverse) radius rate and stiffness were used to study the elasticity. APPROACH The elastic property of SCA and SCT RBCs was analyzed using LT technique with computer controlled piezo-driven stage, in order to trap and stretch the RBCs. RESULTS For all parameters, the results show that the SCT RBC samples have higher elastic property than the SCA RBCs. The higher rigidity in the SCA cell may be due to the lipid composition of the membrane, which was affected by the cholesterol concentration. CONCLUSIONS By developing a theoretical model for different trapping forces, we have also studied the elasticity of RBCs in SCT (with hemoglobin type HbAS) and in SCA (with hemoglobin type HbSS). The results for the quantities describing the elasticity of the cells consistently showed that the RBCs in the SCT display lower rigidity and higher deformability than the RBCs with SCA.
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Affiliation(s)
- Endris Muhammed
- Addis Ababa University, Department of Physics, Addis Ababa, Ethiopia
| | - James Cooper
- Middle Tennessee State University, Department of Physics, Murfreesboro, Tennessee, United States
| | - Daniel Devito
- Middle Tennessee State University, Department of Physics, Murfreesboro, Tennessee, United States
| | - Robert Mushi
- Meharry Medical College, Meharry Sickle Cell Center, Department of Internal Medicine, Nashville, Tennessee, United States
| | - Maria del Pilar Aguinaga
- Meharry Medical College, Meharry Sickle Cell Center, Department of Internal Medicine, Nashville, Tennessee, United States
- Meharry Medical College, Department of Obstetrics and Gynecology, Nashville, Tennessee, United States
| | - Daniel Erenso
- Middle Tennessee State University, Department of Physics, Murfreesboro, Tennessee, United States
| | - Horace Crogman
- California State University Dominguez Hills, Department of Physics, Carson, California, United States
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17
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Tutwiler V, Litvinov RI, Protopopova A, Nagaswami C, Villa C, Woods E, Abdulmalik O, Siegel DL, Russell JE, Muzykantov VR, Lam WA, Myers DR, Weisel JW. Pathologically stiff erythrocytes impede contraction of blood clots. J Thromb Haemost 2021; 19:1990-2001. [PMID: 34233380 PMCID: PMC10066851 DOI: 10.1111/jth.15407] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2021] [Accepted: 05/27/2021] [Indexed: 12/16/2022]
Abstract
BACKGROUND Blood clot contraction, volume shrinkage of the clot, is driven by platelet contraction and accompanied by compaction of the erythrocytes and their gradual shape change from biconcave to polyhedral, with the resulting cells named polyhedrocytes. OBJECTIVES Here, we examined the role of erythrocyte rigidity on clot contraction and erythrocyte shape transformation. METHODS We used an optical tracking methodology that allowed us to quantify changes in contracting clot size over time. RESULTS AND CONCLUSIONS Erythrocyte rigidity has been shown to be increased in sickle cell disease (SCD), and in our experiments erythrocytes from SCD patients were 4-fold stiffer than those from healthy subjects. On average, the final extent of clot contraction was reduced by 53% in the clots from the blood of patients with SCD compared to healthy individuals, and there was significantly less polyhedrocyte formation. To test if this reduction in clot contraction was due to the increase in erythrocyte rigidity, we used stiffening of erythrocytes via chemical cross-linking (glutaraldehyde), rigidifying Wrightb antibodies (Wrb ), and naturally more rigid llama ovalocytes. Results revealed that stiffening erythrocytes result in impaired clot contraction and fewer polyhedrocytes. These results demonstrate the role of erythrocyte rigidity in the contraction of blood clots and suggest that the impaired clot contraction/shrinkage in SCD is due to the reduced erythrocyte deformability, which may be an underappreciated mechanism that aggravates obstructiveness of erythrocyte-rich (micro)thrombi in SCD.
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Affiliation(s)
- Valerie Tutwiler
- Department of Cell and Developmental Biology, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Rustem I. Litvinov
- Department of Cell and Developmental Biology, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
- Institute of Fundamental Medicine and Biology, Kazan Federal University, Kazan, Russian Federation
| | - Anna Protopopova
- Department of Cell and Developmental Biology, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Chandrasekaran Nagaswami
- Department of Cell and Developmental Biology, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Carlos Villa
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Eric Woods
- Max-Planck-Institut für Eisenforschung GmbH Düsseldorf, Düsseldorf, Germany
| | | | - Don L. Siegel
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - J. Eric Russell
- Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Vladimir R. Muzykantov
- Department of Pharmacology, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Wilbur A. Lam
- The Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology & Emory University, Atlanta, Georgia, USA
| | - David R. Myers
- The Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology & Emory University, Atlanta, Georgia, USA
| | - John W. Weisel
- Department of Cell and Developmental Biology, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
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18
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Häner E, Vesperini D, Salsac AV, Le Goff A, Juel A. Sorting of capsules according to their stiffness: from principle to application. SOFT MATTER 2021; 17:3722-3732. [PMID: 33688883 DOI: 10.1039/d0sm02249g] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
We assess experimentally the ability of a simple flow-based sorting device, recently proposed numerically by [Zhu et al., Soft Matter, 2014, 10, 7705-7711], to separate capsules according to their stiffness. The device consists of a single pillar with a half-cylinder cross-section which partially obstructs a flow channel so that initially centred, propagating capsules deform and circumvent the obstacle into an expanding channel (or diffuser). We perform experiments with millimetric capsules of fixed size which indicate that the deviation of the capsule in the diffuser varies monotonically with a capillary number - the ratio of viscous to elastic stresses - where the elastic stresses are measured independently to include the effects of pre-inflation, membrane thickness and material properties. We find that soft capsules with resistance to deformation differing by a factor of 1.5 can be reliably separated in the diffuser but that experimental variability increases significantly with capsule stiffness. We extend the study to populations of microcapsules with size polydispersity. We find that the combined effects of increasing capsule deformability and relative constriction of the device with increasing capsule size enable the tuning of the imposed flow so that capsules can be separated based on their shear modulus but irrespectively of their size.
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Affiliation(s)
- Edgar Häner
- Manchester Centre for Nonlinear Dynamics & School of Physics & Astronomy, The University of Manchester, Manchester M13 9PL, UK.
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19
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Kim D, Lee S, Lee M, Oh J, Yang SA, Park Y. Holotomography: Refractive Index as an Intrinsic Imaging Contrast for 3-D Label-Free Live Cell Imaging. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2021; 1310:211-238. [PMID: 33834439 DOI: 10.1007/978-981-33-6064-8_10] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Live cell imaging provides essential information in the investigation of cell biology and related pathophysiology. Refractive index (RI) can serve as intrinsic optical imaging contrast for 3-D label-free and quantitative live cell imaging, and provide invaluable information to understand various dynamics of cells and tissues for the study of numerous fields. Recently significant advances have been made in imaging methods and analysis approaches utilizing RI, which are now being transferred to biological and medical research fields, providing novel approaches to investigate the pathophysiology of cells. To provide insight into how RI can be used as an imaging contrast for imaging of biological specimens, here we provide the basic principle of RI-based imaging techniques and summarize recent progress on applications, ranging from microbiology, hematology, infectious diseases, hematology, and histopathology.
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Affiliation(s)
- Doyeon Kim
- Department of Chemistry, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, South Korea
| | - Sangyun Lee
- Department of Physics, KAIST, Daejeon, South Korea
| | - Moosung Lee
- Department of Physics, KAIST, Daejeon, South Korea
| | - Juntaek Oh
- Department of Physics, KAIST, Daejeon, South Korea
| | - Su-A Yang
- Department of Biological Sciences, KAIST, Daejeon, South Korea
| | - YongKeun Park
- Department of Physics, KAIST, Daejeon, South Korea. .,KAIST Institute Health Science and Technology, Daejeon, South Korea. .,Tomocube Inc., Daejeon, South Korea.
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20
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Chien W, Gompper G, Fedosov DA. Effect of cytosol viscosity on the flow behavior of red blood cell suspensions in microvessels. Microcirculation 2020; 28:e12668. [PMID: 33131140 DOI: 10.1111/micc.12668] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2020] [Revised: 09/24/2020] [Accepted: 10/26/2020] [Indexed: 12/14/2022]
Abstract
OBJECTIVE The flow behavior of blood is strongly affected by red blood cell (RBC) properties, such as the viscosity ratio C between cytosol and suspending medium, which can significantly be altered in several pathologies (e.g. sickle-cell disease, malaria). The main objective of this study is to understand the effect of C on macroscopic blood flow properties such as flow resistance in microvessels, and to link it to the deformation and dynamics of single RBCs. METHODS We employ mesoscopic hydrodynamic simulations to investigate flow properties of RBC suspensions with different cytosol viscosities for various flow conditions in cylindrical microchannels. RESULTS Starting from a dispersed cell configuration which approximates RBC dispersion at vessel bifurcations in the microvasculature, we find that the flow convergence and development of RBC-free layer (RBC-FL) depend only weakly on C, and require a convergence length in the range of 25D-50D, where D is channel diameter. In vessels with D ≤ 20 μ m , the final resistance of developed flow is nearly the same for C = 5 and C = 1, while for D = 40 μ m , the flow resistance for C = 5 is about 10% larger than for C = 1. The similarities and differences in flow resistance can be explained by viscosity-dependent RBC-FL thicknesses, which are associated with the viscosity-dependent dynamics of single RBCs. CONCLUSIONS The weak effect on the flow resistance and RBC-FL explains why RBCs can contain a high concentration of hemoglobin for efficient oxygen delivery, without a pronounced increase in the flow resistance. Furthermore, our results suggest that significant alterations in microvascular flow in various pathologies are likely not due to mere changes in cytosolic viscosity.
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Affiliation(s)
- Wei Chien
- Theoretical Physics of Living Matter, Institute of Biological Information Processing and Institute for Advanced Simulation, Forschungszentrum Jülich, Jülich, Germany
| | - Gerhard Gompper
- Theoretical Physics of Living Matter, Institute of Biological Information Processing and Institute for Advanced Simulation, Forschungszentrum Jülich, Jülich, Germany
| | - Dmitry A Fedosov
- Theoretical Physics of Living Matter, Institute of Biological Information Processing and Institute for Advanced Simulation, Forschungszentrum Jülich, Jülich, Germany
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21
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Firdaus ER, Park JH, Lee SK, Park Y, Cha GH, Han ET. 3D morphological and biophysical changes in a single tachyzoite and its infected cells using three-dimensional quantitative phase imaging. JOURNAL OF BIOPHOTONICS 2020; 13:e202000055. [PMID: 32441392 DOI: 10.1002/jbio.202000055] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/17/2020] [Revised: 05/18/2020] [Accepted: 05/19/2020] [Indexed: 06/11/2023]
Abstract
Toxoplasma gondii is an apicomplexan parasite that causes toxoplasmosis in the human body and commonly infects warm-blooded organisms. Pathophysiology of its diseases is still an interesting issue to be studied since T gondii can infect nearly all nucleated cells. Imaging techniques are crucial for studying its pathophysiology. In T gondii-infected cells structural and biochemical alterations occurred. To study that modification, we use digital holotomography to investigate the structure and biochemical alteration of single tachyzoite and its infected cells in a label-free and quantitative manner. Quantification analysis was done by measuring the refractive index distribution, which provides information about the concentration and dry mass of individual cells. This study showed that holotomography could be effectively used to identify the structural and biochemical alteration in tremendously different cells in supporting pathophysiological research in particular for T gondii-caused diseases.
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Affiliation(s)
- Egy Rahman Firdaus
- Department of Medical Environmental Biology and Tropical Medicine, School of Medicine, Kangwon National University, Chuncheon, Gangwon-do, Republic of Korea
| | - Ji-Hoon Park
- Department of Medical Environmental Biology and Tropical Medicine, School of Medicine, Kangwon National University, Chuncheon, Gangwon-do, Republic of Korea
| | - Seong-Kyun Lee
- Department of Medical Environmental Biology and Tropical Medicine, School of Medicine, Kangwon National University, Chuncheon, Gangwon-do, Republic of Korea
| | - YongKeun Park
- Department of Physics, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea
| | - Guang-Ho Cha
- Department of Medical Science & Infection Biology, Chungnam National University, School of Medicine, Daejeon, Korea
| | - Eun-Taek Han
- Department of Medical Environmental Biology and Tropical Medicine, School of Medicine, Kangwon National University, Chuncheon, Gangwon-do, Republic of Korea
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22
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Abstract
Hematological analysis, via a complete blood count (CBC) and microscopy, is critical for screening, diagnosing, and monitoring blood conditions and diseases but requires complex equipment, multiple chemical reagents, laborious system calibration and procedures, and highly trained personnel for operation. Here we introduce a hematological assay based on label-free molecular imaging with deep-ultraviolet microscopy that can provide fast quantitative information of key hematological parameters to facilitate and improve hematological analysis. We demonstrate that this label-free approach yields 1) a quantitative five-part white blood cell differential, 2) quantitative red blood cell and hemoglobin characterization, 3) clear identification of platelets, and 4) detailed subcellular morphology. Analysis of tens of thousands of live cells is achieved in minutes without any sample preparation. Finally, we introduce a pseudocolorization scheme that accurately recapitulates the appearance of cells under conventional staining protocols for microscopic analysis of blood smears and bone marrow aspirates. Diagnostic efficacy is evaluated by a panel of hematologists performing a blind analysis of blood smears from healthy donors and thrombocytopenic and sickle cell disease patients. This work has significant implications toward simplifying and improving CBC and blood smear analysis, which is currently performed manually via bright-field microscopy, and toward the development of a low-cost, easy-to-use, and fast hematological analyzer as a point-of-care device and for low-resource settings.
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23
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Zhang X, Caruso C, Lam WA, Graham MD. Flow-induced segregation and dynamics of red blood cells in sickle cell disease. PHYSICAL REVIEW FLUIDS 2020; 5:053101. [PMID: 34095646 PMCID: PMC8174308 DOI: 10.1103/physrevfluids.5.053101] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Blood flow in sickle cell disease (SCD) can substantially differ from normal blood flow due to significant alterations in the physical properties of the red blood cells (RBCs). Chronic complications, such as inflammation of the endothelial cells lining blood vessel walls, are associated with SCD, for reasons that are unclear. Here, detailed boundary integral simulations are performed to investigate an idealized model flow flow in SCD, a binary suspension of flexible biconcave discoidal fluid-filled capsules and stiff curved prolate capsules that represent healthy and sickle RBCs, respectively, subjected to pressure-driven flow in a planar slit. The stiff component is dilute. The key observation is that, unlike healthy RBCs that concentrate around the center of the channel and form an RBC-depleted layer (i.e. cell-free layer) next to the walls, sickle cells are largely drained from the bulk of the suspension and aggregate inside the cell-free layer, displaying strong margination. These cells are found to undergo a rigid-body-like rolling orbit near the walls. A binary suspension of flexible biconcave discoidal capsules and stiff straight (non-curved) prolate capsules is also considered for comparison, and the curvature of the stiff component is found to play a minor role in the behavior. Additionally, by considering a mixture of flexible and stiff biconcave discoids, we reveal that rigidity difference by itself is sufficient to induce the segregation behavior in a binary suspension. Furthermore, the additional shear stress on the walls induced by the presence of cells is computed for the various cases. Compared to the small fluctuations in wall shear stress for a suspension of healthy RBCs, large local peaks in wall shear stress are observed for the binary suspensions, due to the proximity of the marginated stiff cells to the walls. This effect is most marked for the straight prolate capsules. As endothelial cells are known to mechanotransduce physical forces such as aberrations in shear stress and convert them to physiological processes such as activation of inflammatory signals, these results may aid in understanding mechanisms for endothelial dysfunction associated with SCD.
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Affiliation(s)
- Xiao Zhang
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, WI 53706-1691
| | - Christina Caruso
- Department of Pediatrics, Division of Pediatric Hematology/Oncology, Aflac Cancer and Blood Disorders Center of Children’s Healthcare of Atlanta, Emory University School of Medicine, Atlanta, GA 30322
| | - Wilbur A. Lam
- Department of Pediatrics, Division of Pediatric Hematology/Oncology, Aflac Cancer and Blood Disorders Center of Children’s Healthcare of Atlanta, Emory University School of Medicine, Atlanta, GA 30322
- Wallace H. Coulter Department of Biomedical Engineering, Emory University and Georgia Institute of Technology, Atlanta, GA 30332
- Winship Cancer Institute, Emory University, Atlanta, GA 30322
- Parker H. Petit Institute of Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, GA 30332
| | - Michael D. Graham
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, WI 53706-1691
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24
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Lu M, Rab MA, Shevkoplyas SS, Sheehan VA. Blood rheology biomarkers in sickle cell disease. Exp Biol Med (Maywood) 2020; 245:155-165. [PMID: 31948290 DOI: 10.1177/1535370219900494] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
Sickle cell disease (SCD) is the most common inherited blood disorder, affecting approximately 100,000 patients in the U.S. and millions more worldwide. Patients with SCD experience a wide range of clinical complications, including frequent pain crises, stroke, and early mortality, all originating from a single-point mutation in the β-globin subunit. The RBC changes resulting from the sickle mutation lead to a host of rheological abnormalities that diminish microvascular blood flow, and produce severe anemia due to RBC hemolysis, and ischemia from vaso-occlusion initiated by sticky, rigid sickle RBCs. While the pathophysiology and mechanisms of SCD have been investigated for many years, therapies to treat the disease are limited. In addition to RBC transfusion, there are only two US Food and Drug Administration (FDA)-approved drugs to ameliorate SCD complications: hydroxyurea (HU) and L-glutamine (Endari™). The only curative therapy currently available is allogeneic hematopoietic stem cell transplantation (HSCT), which is generally reserved for individuals with a matched related donor, comprising only 10–15% of the total SCD population. Potentially curative advanced gene therapy approaches for SCD are under investigation in ongoing clinical trials. The ultimate goal of any curative treatment should be to repair the hemorheological abnormalities caused by SCD, and thus normalize blood flow and prevent clinical complications. Our mini-review highlights a set of key hemorheological biomarkers (and the current and emerging technologies used to measure them) that may be used to guide the development of novel curative and palliative therapies for SCD, and functionally assess outcomes. Impact statement Severe impairment of blood rheology is the hallmark of SCD pathophysiology, and one of the key factors predisposing SCD patients to pain crises, organ damage, and early mortality. As novel therapies emerge to treat or cure SCD, it is crucial that these treatments are functionally evaluated for their effect on blood rheology. This review describes a comprehensive panel of rheological biomarkers, their clinical uses, and the technologies used to obtain them. The described technologies can produce highly sensitive measurements of the ability of current treatments to improve blood rheology of SCD patients. The goal of curative therapies should be to achieve blood rheology biomarkers measurements in the range of sickle cell trait individuals (HbAS). The use of the panel of rheological biomarkers proposed in this review could significantly accelerate the development, optimization, and clinical translation of novel therapies for SCD.
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Affiliation(s)
- Madeleine Lu
- Department of Biomedical Engineering, University of Houston, Houston, TX 77204, USA
| | - Minke Ae Rab
- Laboratory of Clinical Chemistry & Hematology, University Medical Center Utrecht, Utrecht University, Utrecht 3584, The Netherlands
| | - Sergey S Shevkoplyas
- Department of Biomedical Engineering, University of Houston, Houston, TX 77204, USA
| | - Vivien A Sheehan
- Department of Pediatrics, Division of Hematology/Oncology, Baylor College of Medicine, Houston, TX 77030, USA
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25
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Fröhlich B, Jäger J, Lansche C, Sanchez CP, Cyrklaff M, Buchholz B, Soubeiga ST, Simpore J, Ito H, Schwarz US, Lanzer M, Tanaka M. Hemoglobin S and C affect biomechanical membrane properties of P. falciparum-infected erythrocytes. Commun Biol 2019; 2:311. [PMID: 31428699 PMCID: PMC6692299 DOI: 10.1038/s42003-019-0556-6] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2019] [Accepted: 07/01/2019] [Indexed: 11/08/2022] Open
Abstract
During intraerythrocytic development, the human malaria parasite Plasmodium falciparum alters the mechanical deformability of its host cell. The underpinning biological processes involve gain in parasite mass, changes in the membrane protein compositions, reorganization of the cytoskeletons and its coupling to the plasma membrane, and formation of membrane protrusions, termed knobs. The hemoglobinopathies S and C are known to partially protect carriers from severe malaria, possibly through additional changes in the erythrocyte biomechanics, but a detailed quantification of cell mechanics is still missing. Here, we combined flicker spectroscopy and a mathematical model and demonstrated that knob formation strongly suppresses membrane fluctuations by increasing membrane-cytoskeleton coupling. We found that the confinement increased with hemoglobin S but decreases with hemoglobin C in spite of comparable knob densities and diameters. We further found that the membrane bending modulus strongly depends on the hemoglobinopathetic variant, suggesting increased amounts of irreversibly oxidized hemichromes bound to membranes.
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Affiliation(s)
- Benjamin Fröhlich
- Physical Chemistry of Biosystems, Heidelberg University, Im Neuenheimer Feld 253, 69120 Heidelberg, Germany
| | - Julia Jäger
- Institute for Theoretical Physics and BioQuant-Center for Quantitative Biology, Philosophenweg 19, Heidelberg University, 69120 Heidelberg, Germany
| | - Christine Lansche
- Department of Infectious Diseases, Parasitology, Universitätsklinikum Heidelberg, Im Neuenheimer Feld 324, 69120 Heidelberg, Germany
| | - Cecilia P. Sanchez
- Department of Infectious Diseases, Parasitology, Universitätsklinikum Heidelberg, Im Neuenheimer Feld 324, 69120 Heidelberg, Germany
| | - Marek Cyrklaff
- Department of Infectious Diseases, Parasitology, Universitätsklinikum Heidelberg, Im Neuenheimer Feld 324, 69120 Heidelberg, Germany
| | - Bernd Buchholz
- Department of Hematology and Oncology, University Children’s Hospital, Medical Faculty Mannheim, 68167 Mannheim, Germany
| | - Serge Theophile Soubeiga
- Biomolecular ResearchCenter Pietro Annigoni, University of Ouagadougou, 01 BP 364 Ouagadougou, Burkina Faso
| | - Jacque Simpore
- Biomolecular ResearchCenter Pietro Annigoni, University of Ouagadougou, 01 BP 364 Ouagadougou, Burkina Faso
| | - Hiroaki Ito
- Department of Mechanical Engineering, Osaka University, Suita, Osaka 565-0871 Japan
| | - Ulrich S. Schwarz
- Institute for Theoretical Physics and BioQuant-Center for Quantitative Biology, Philosophenweg 19, Heidelberg University, 69120 Heidelberg, Germany
| | - Michael Lanzer
- Department of Infectious Diseases, Parasitology, Universitätsklinikum Heidelberg, Im Neuenheimer Feld 324, 69120 Heidelberg, Germany
| | - Motomu Tanaka
- Physical Chemistry of Biosystems, Heidelberg University, Im Neuenheimer Feld 253, 69120 Heidelberg, Germany
- Center for Integrative Medicine and Physics, Institute for Advanced Study, Kyoto University, Kyoto, 606-8501 Japan
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26
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Eldridge WJ, Ceballos S, Shah T, Park HS, Steelman ZA, Zauscher S, Wax A. Shear Modulus Measurement by Quantitative Phase Imaging and Correlation with Atomic Force Microscopy. Biophys J 2019; 117:696-705. [PMID: 31349989 DOI: 10.1016/j.bpj.2019.07.008] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2019] [Revised: 05/08/2019] [Accepted: 07/09/2019] [Indexed: 02/03/2023] Open
Abstract
Many approaches have been developed to characterize cell elasticity. Among these, atomic force microscopy (AFM) combined with modeling has been widely used to characterize cellular compliance. However, such approaches are often limited by the difficulties associated with using a specific instrument and by the complexity of analyzing the measured data. More recently, quantitative phase imaging (QPI) has been applied to characterize cellular stiffness by using an effective spring constant. This metric was further correlated to mass distribution (disorder strength) within the cell. However, these measurements are difficult to compare to AFM-derived measurements of Young's modulus. Here, we describe, to our knowledge, a new way of analyzing QPI data to directly retrieve the shear modulus. Our approach enables label-free measurement of cellular mechanical properties that can be directly compared to values obtained from other rheological methods. To demonstrate the technique, we measured shear modulus and phase disorder strength using QPI, as well as Young's modulus using AFM, across two breast cancer cell-line populations dosed with three different concentrations of cytochalasin D, an actin-depolymerizing toxin. Comparison of QPI-derived and AFM moduli shows good agreement between the two measures and further agrees with theory. Our results suggest that QPI is a powerful tool for cellular biophysics because it allows for optical quantitative measurements of cell mechanical properties.
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Affiliation(s)
- Will J Eldridge
- Duke University, Department of Biomedical Engineering, Durham, North Carolina.
| | - Silvia Ceballos
- Duke University, Department of Biomedical Engineering, Durham, North Carolina
| | - Tejank Shah
- Duke University, Department of Biomedical Engineering, Durham, North Carolina
| | - Han Sang Park
- Duke University, Department of Biomedical Engineering, Durham, North Carolina
| | - Zachary A Steelman
- Duke University, Department of Biomedical Engineering, Durham, North Carolina
| | - Stefan Zauscher
- Duke University, Department of Biomedical Engineering, Durham, North Carolina
| | - Adam Wax
- Duke University, Department of Biomedical Engineering, Durham, North Carolina
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27
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Shan Y, Gong Q, Wang J, Xu J, Wei Q, Liu C, Xue L, Wang S, Liu F. Measurements on ATP induced cellular fluctuations using real-time dual view transport of intensity phase microscopy. BIOMEDICAL OPTICS EXPRESS 2019; 10:2337-2354. [PMID: 31143493 PMCID: PMC6524602 DOI: 10.1364/boe.10.002337] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/28/2019] [Revised: 03/28/2019] [Accepted: 04/02/2019] [Indexed: 05/20/2023]
Abstract
Dual view transport of intensity phase microscopy is adopted to quantitatively study the regulation of adenosine triphosphate (ATP) on cellular mechanics. It extracts cell phases in real time from simultaneously captured under- and over-focus images. By computing the root-mean-square phase and correlation time, it is found that the cellular fluctuation amplitude and speed increased with ATP compared to those with ATP depletion. Besides, when adenylyl-imidodiphosphate (AMP-PNP) was introduced, it competed with ATP to bind to the ATP binding site, and the cellular fluctuation amplitude and speed decreased. The results prove that ATP is a factor in the regulation of cellular mechanics. To our best knowledge, it is the first time that the dual view transport of intensity phase microscopy was used for live cell phase imaging and analysis. Our work not only provides direct measurements on cellular fluctuations to study ATP regulation on cellular mechanics, but it also proves that our proposed dual view transport of intensity phase microscopy can be well used, especially in quantitative phase imaging of live cells in biological and medical applications.
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Affiliation(s)
- Yanke Shan
- Joint International Research Laboratory of Animal Health and Food Safety of Ministry of Education & Single Molecule Nanometry Laboratory (Sinmolab), Nanjing Agricultural University, Nanjing, Jiangsu 210095, China
- These authors contributed equally to this work
| | - Qingtao Gong
- Joint International Research Laboratory of Animal Health and Food Safety of Ministry of Education & Single Molecule Nanometry Laboratory (Sinmolab), Nanjing Agricultural University, Nanjing, Jiangsu 210095, China
- Computational Optics Laboratory, School of Science, Jiangnan University, Wuxi, Jiangsu 214122, China
- These authors contributed equally to this work
| | - Jian Wang
- Joint International Research Laboratory of Animal Health and Food Safety of Ministry of Education & Single Molecule Nanometry Laboratory (Sinmolab), Nanjing Agricultural University, Nanjing, Jiangsu 210095, China
| | - Jing Xu
- Joint International Research Laboratory of Animal Health and Food Safety of Ministry of Education & Single Molecule Nanometry Laboratory (Sinmolab), Nanjing Agricultural University, Nanjing, Jiangsu 210095, China
- Computational Optics Laboratory, School of Science, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Qi Wei
- Joint International Research Laboratory of Animal Health and Food Safety of Ministry of Education & Single Molecule Nanometry Laboratory (Sinmolab), Nanjing Agricultural University, Nanjing, Jiangsu 210095, China
- Computational Optics Laboratory, School of Science, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Cheng Liu
- Computational Optics Laboratory, School of Science, Jiangnan University, Wuxi, Jiangsu 214122, China
- Shanghai Institute of Optics and Fine Mechanics, Chinese Academy of Sciences, Shanghai 201800, China
| | - Liang Xue
- College of Electronics and Information Engineering, Shanghai University of Electric Power, Shanghai 200090, China
| | - Shouyu Wang
- Joint International Research Laboratory of Animal Health and Food Safety of Ministry of Education & Single Molecule Nanometry Laboratory (Sinmolab), Nanjing Agricultural University, Nanjing, Jiangsu 210095, China
- Computational Optics Laboratory, School of Science, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Fei Liu
- Joint International Research Laboratory of Animal Health and Food Safety of Ministry of Education & Single Molecule Nanometry Laboratory (Sinmolab), Nanjing Agricultural University, Nanjing, Jiangsu 210095, China
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28
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Goktas P, Sukharevsky IO, Larkin S, Kuypers FA, Yalcin O, Altintas A. Image‐Based Flow Cytometry and Angle‐Resolved Light Scattering to Define the Sickling Process. Cytometry A 2019; 95:488-498. [DOI: 10.1002/cyto.a.23756] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2019] [Revised: 03/15/2019] [Accepted: 03/21/2019] [Indexed: 12/16/2022]
Affiliation(s)
- Polat Goktas
- Department of Electrical and Electronics EngineeringBilkent University Ankara 06800 Turkey
- Department of Physiology, School of MedicineKoc University Istanbul 34450 Turkey
| | - Ilya O. Sukharevsky
- Department of Electrical and Computer Engineering, Chair of High‐Frequency EngineeringTechnical University of Munich Munich 80333 Germany
| | - Sandra Larkin
- Children's Hospital Oakland Research Institute Oakland California, 94609
| | - Frans A. Kuypers
- Children's Hospital Oakland Research Institute Oakland California, 94609
| | - Ozlem Yalcin
- Department of Physiology, School of MedicineKoc University Istanbul 34450 Turkey
| | - Ayhan Altintas
- Department of Electrical and Electronics EngineeringBilkent University Ankara 06800 Turkey
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29
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Zhang X, Lam WA, Graham MD. Dynamics of deformable straight and curved prolate capsules in simple shear flow. PHYSICAL REVIEW FLUIDS 2019; 4:043103. [PMID: 31777765 PMCID: PMC6880959 DOI: 10.1103/physrevfluids.4.043103] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
This work investigates the motion of neutrally-buoyant, slightly deformable straight and curved prolate fluid-filled capsules in unbounded simple shear flow at zero Reynolds number using direct simulations. The curved capsules serve as a model for the typical crescent-shaped sickle red blood cells in sickle cell disease (SCD). The effects of deformability and curvature on the dynamics are revealed. We show that with low deformability, straight prolate spheroidal capsules exhibit tumbling in the shear plane as their unique asymptotically stable orbit. This result contrasts with that for rigid spheroids, where infinitely many neutrally stable Jeffery orbits exist. The dynamics of curved prolate capsules are more complicated due to a combined effect of deformability and curvature. At short times, depending on the initial orientation, slightly deformable curved prolate capsules exhibit either a Jeffery-like motion such as tumbling or kayaking, or a non-Jeffery-like behavior in which the director (end-to-end vector) of the capsule crosses the shear-gradient plane back and forth. At long times, however, a Jeffery-like quasiperiodic orbit is taken regardless of the initial orientation. We further show that the average of the long-time trajectory can be well approximated using the analytical solution for Jeffery orbits with an effective orbit constant C eff and aspect ratio ℓ eff. These parameters are useful for characterizing the dynamics of curved capsules as a function of given deformability and curvature. As the capsule becomes more deformable or curved, C eff decreases, indicating a shift of the orbit towards log-rolling motion, while ℓ eff increases weakly as the degree of curvature increases but shows negligible dependency on deformability. These features are not changed substantially as the viscosity ratio between the inner and outer fluids is changed from 1 to 5. As cell deformability, cell shape, and cell-cell interactions are all pathologically altered in blood disorders such as SCD, these results will have clear implications on improving our understanding of the pathophysiology of hematologic disease.
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Affiliation(s)
- Xiao Zhang
- Department of Chemical and Biological Engineering University of Wisconsin-Madison, Madison, WI 53706-1691
| | - Wilbur A. Lam
- Wallace H. Coulter Department of Biomedical Engineering Emory University and Georgia Institute of Technology, Atlanta, GA 30332
- Department of Pediatrics, Division of Pediatric Hematology/Oncology, Aflac Cancer and Blood Disorders Center of Children’s Healthcare of Atlanta Emory University School of Medicine, Atlanta, GA 30322
- Winship Cancer Institute Emory University, Atlanta, GA 30322
- Parker H. Petit Institute of Bioengineering and Bioscience Georgia Institute of Technology, Atlanta, GA 30332
| | - Michael D. Graham
- Department of Chemical and Biological Engineering University of Wisconsin-Madison, Madison, WI 53706-1691
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30
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Midtvedt D, Olsén E, Höök F, Jeffries GDM. Label-free spatio-temporal monitoring of cytosolic mass, osmolarity, and volume in living cells. Nat Commun 2019; 10:340. [PMID: 30664642 PMCID: PMC6341078 DOI: 10.1038/s41467-018-08207-5] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2018] [Accepted: 12/13/2018] [Indexed: 02/08/2023] Open
Abstract
Microorganisms adapt their biophysical properties in response to changes in their local environment. However, quantifying these changes at the single-cell level has only recently become possible, largely relying on fluorescent labeling strategies. In this work, we utilize yeast (Saccharomyces cerevisiae) to demonstrate label-free quantification of changes in both intracellular osmolarity and macromolecular concentration in response to changes in the local environment. By combining a digital holographic microscope with a millifluidic chip, the temporal response of cellular water flux was successfully isolated from the rate of production of higher molecular weight compounds, in addition to identifying the produced compounds in terms of the product of their refractive index increment [Formula: see text] and molar mass. The ability to identify, quantify and temporally resolve multiple biophysical processes in living cells at the single cell level offers a crucial complement to label-based strategies, suggesting broad applicability in studies of a wide-range of cellular processes.
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Affiliation(s)
- Daniel Midtvedt
- Department of Physics, Chalmers University of Technology, Gothenburg, Sweden.
| | - Erik Olsén
- Department of Physics, Chalmers University of Technology, Gothenburg, Sweden
| | - Fredrik Höök
- Department of Physics, Chalmers University of Technology, Gothenburg, Sweden
| | - Gavin D M Jeffries
- Department of Chemistry, Chalmers University of Technology, Gothenburg, Sweden
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31
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Eldridge WJ, Hoballah J, Wax A. Molecular and biophysical analysis of apoptosis using a combined quantitative phase imaging and fluorescence resonance energy transfer microscope. JOURNAL OF BIOPHOTONICS 2018; 11:e201800126. [PMID: 29896886 DOI: 10.1002/jbio.201800126] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/09/2018] [Revised: 06/05/2016] [Accepted: 06/06/2018] [Indexed: 05/19/2023]
Abstract
Apoptotic mechanisms are often dysregulated in cancerous phenotypes. Additionally, many anticancer treatments induce apoptosis and necrosis, and the monitoring of this apoptotic activity can allow researchers to identify therapeutic efficiency. Here, we introduce a microscope which combines quantitative phase imaging (QPI) with the ability to detect molecular events via fluorescence (or Förster) resonance energy transfer (FRET). The system was applied to study cells undergoing apoptosis to correlate the onset of apoptotic enzyme activity as observed using a FRET-based apoptosis sensor with whole cell morphological changes analyzed via QPI. The QPI data showed changes in cell disorder strength during the initiation of apoptotic enzymatic activity.
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Affiliation(s)
- Will J Eldridge
- Department of Biomedical Engineering, Duke University, Durham, North Carolina
| | - Jawad Hoballah
- Department of Biomedical Engineering, Duke University, Durham, North Carolina
| | - Adam Wax
- Department of Biomedical Engineering, Duke University, Durham, North Carolina
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32
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Ahmad A, Dubey V, Singh VR, Tinguely JC, Øie CI, Wolfson DL, Mehta DS, So PTC, Ahluwalia BS. Quantitative phase microscopy of red blood cells during planar trapping and propulsion. LAB ON A CHIP 2018; 18:3025-3036. [PMID: 30132501 PMCID: PMC6161620 DOI: 10.1039/c8lc00356d] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/05/2018] [Accepted: 07/02/2018] [Indexed: 05/12/2023]
Abstract
Red blood cells (RBCs) have the ability to undergo morphological deformations during microcirculation, such as changes in surface area, volume and sphericity. Optical waveguide trapping is suitable for trapping, propelling and deforming large cell populations along the length of the waveguide. Bright field microscopy employed with waveguide trapping does not provide quantitative information about structural changes. Here, we have combined quantitative phase microscopy and waveguide trapping techniques to study changes in RBC morphology during planar trapping and transportation. By using interference microscopy, time-lapsed interferometric images of trapped RBCs were recorded in real-time and subsequently utilized to reconstruct optical phase maps. Quantification of the phase differences before and after trapping enabled study of the mechanical effects during planar trapping. During planar trapping, a decrease in the maximum phase values, an increase in the surface area and a decrease in the volume and sphericity of RBCs were observed. QPM was used to analyze the phase values for two specific regions within RBCs: the annular rim and the central donut. The phase value of the annular rim decreases whereas it increases for the central donut during planar trapping. These changes correspond to a redistribution of cytosol inside the RBC during planar trapping and transportation.
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Affiliation(s)
- Azeem Ahmad
- Department of Physics and Technology
, UiT The Arctic University of Norway
,
Tromsø N-9037
, Norway
.
;
- Department of Physics
, Indian Institute of Technology Delhi
,
New Delhi 110016
, India
| | - Vishesh Dubey
- Department of Physics and Technology
, UiT The Arctic University of Norway
,
Tromsø N-9037
, Norway
.
;
- Department of Physics
, Indian Institute of Technology Delhi
,
New Delhi 110016
, India
| | - Vijay Raj Singh
- Department of Mechanical & Biological Engineering
, Massachusetts Institute of Technology
,
Cambridge
, MA
02139
, USA
- BioSym IRG
, Singapore-Alliance for Science & Technology Center
,
Singapore
, Singapore
| | - Jean-Claude Tinguely
- Department of Physics and Technology
, UiT The Arctic University of Norway
,
Tromsø N-9037
, Norway
.
;
| | - Cristina Ionica Øie
- Department of Physics and Technology
, UiT The Arctic University of Norway
,
Tromsø N-9037
, Norway
.
;
| | - Deanna L. Wolfson
- Department of Physics and Technology
, UiT The Arctic University of Norway
,
Tromsø N-9037
, Norway
.
;
| | - Dalip Singh Mehta
- Department of Physics
, Indian Institute of Technology Delhi
,
New Delhi 110016
, India
| | - Peter T. C. So
- Department of Mechanical & Biological Engineering
, Massachusetts Institute of Technology
,
Cambridge
, MA
02139
, USA
- BioSym IRG
, Singapore-Alliance for Science & Technology Center
,
Singapore
, Singapore
| | - Balpreet Singh Ahluwalia
- Department of Physics and Technology
, UiT The Arctic University of Norway
,
Tromsø N-9037
, Norway
.
;
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33
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Li H, Papageorgiou DP, Chang HY, Lu L, Yang J, Deng Y. Synergistic Integration of Laboratory and Numerical Approaches in Studies of the Biomechanics of Diseased Red Blood Cells. BIOSENSORS 2018; 8:E76. [PMID: 30103419 PMCID: PMC6164935 DOI: 10.3390/bios8030076] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/28/2018] [Revised: 07/31/2018] [Accepted: 08/06/2018] [Indexed: 12/25/2022]
Abstract
In red blood cell (RBC) disorders, such as sickle cell disease, hereditary spherocytosis, and diabetes, alterations to the size and shape of RBCs due to either mutations of RBC proteins or changes to the extracellular environment, lead to compromised cell deformability, impaired cell stability, and increased propensity to aggregate. Numerous laboratory approaches have been implemented to elucidate the pathogenesis of RBC disorders. Concurrently, computational RBC models have been developed to simulate the dynamics of RBCs under physiological and pathological conditions. In this work, we review recent laboratory and computational studies of disordered RBCs. Distinguished from previous reviews, we emphasize how experimental techniques and computational modeling can be synergically integrated to improve the understanding of the pathophysiology of hematological disorders.
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Affiliation(s)
- He Li
- Division of Applied Mathematics, Brown University, Providence, RI 02912, USA.
| | - Dimitrios P Papageorgiou
- Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.
| | - Hung-Yu Chang
- Division of Applied Mathematics, Brown University, Providence, RI 02912, USA.
| | - Lu Lu
- Division of Applied Mathematics, Brown University, Providence, RI 02912, USA.
| | - Jun Yang
- Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.
| | - Yixiang Deng
- Division of Applied Mathematics, Brown University, Providence, RI 02912, USA.
- School of Engineering, Brown University, Providence, RI 02912, USA.
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34
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Ahmed F, Mehrabadi M, Liu Z, Barabino GA, Aidun CK. Internal Viscosity-Dependent Margination of Red Blood Cells in Microfluidic Channels. J Biomech Eng 2018; 140:2678355. [DOI: 10.1115/1.4039897] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2017] [Indexed: 11/08/2022]
Abstract
Cytoplasmic viscosity-dependent margination of red blood cells (RBC) for flow inside microchannels was studied using numerical simulations, and the results were verified with microfluidic experiments. Wide range of suspension volume fractions or hematocrits was considered in this study. Lattice Boltzmann method for fluid-phase coupled with spectrin-link method for RBC membrane deformation was used for accurate analysis of cell margination. RBC margination behavior shows strong dependence on the internal viscosity of the RBCs. At equilibrium, RBCs with higher internal viscosity marginate closer to the channel wall and the RBCs with normal internal viscosity migrate to the central core of the channel. Same margination pattern has been verified through experiments conducted with straight channel microfluidic devices. Segregation between RBCs of different internal viscosity is enhanced as the shear rate and the hematocrit increases. Stronger separation between normal RBCs and RBCs with high internal viscosity is obtained as the width of a high aspect ratio channel is reduced. Overall, the margination behavior of RBCs with different internal viscosities resembles with the margination behavior of RBCs with different levels of deformability. Observations from this work will be useful in designing microfluidic devices for separating the subpopulations of RBCs with different levels of deformability that appear in many hematologic diseases such as sickle cell disease (SCD), malaria, or cancer.
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Affiliation(s)
- Faisal Ahmed
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA 30332 e-mail:
| | - Marmar Mehrabadi
- George W. Woodruff School of Mechanical Engineering, 801 Ferst Drive, Atlanta, GA 30332 e-mail:
| | - Zixiang Liu
- George W. Woodruff School of Mechanical Engineering, 801 Ferst Drive, Atlanta, GA 30332 e-mail:
| | - Gilda A. Barabino
- Professor Grove School of Engineering, The City College of New York, Steinman Hall, Suite 142, 160 Convent Avenue, New York, NY 10031 e-mail:
| | - Cyrus K. Aidun
- Professor George W. Woodruff School of Mechanical Engineering, Parker H. Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Love Building, Room 320, 801 Ferst Drive, Atlanta, GA 30332 e-mail:
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35
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Qiu Y, Ahn B, Sakurai Y, Hansen CE, Tran R, Mimche PN, Mannino RG, Ciciliano JC, Lamb TJ, Joiner CH, Ofori-Acquah SF, Lam WA. Microvasculature-on-a-chip for the long-term study of endothelial barrier dysfunction and microvascular obstruction in disease. Nat Biomed Eng 2018; 2:453-463. [PMID: 30533277 PMCID: PMC6286070 DOI: 10.1038/s41551-018-0224-z] [Citation(s) in RCA: 88] [Impact Index Per Article: 14.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Alterations in the mechanical properties of erythrocytes occurring in inflammatory and hematologic disorders such as sickle cell disease (SCD) and malaria often lead to increased endothelial permeability, haemolysis, and microvascular obstruction. However, the associations among these pathological phenomena remain unknown. Here, we report a perfusable, endothelialized microvasculature-on-a-chip featuring an interpenetrating-polymer-network hydrogel that recapitulates the stiffness of blood-vessel intima, basement membrane self-deposition and self-healing endothelial barrier function for longer than 1 month. The microsystem enables the real-time visualization, with high spatiotemporal resolution, of microvascular obstruction and endothelial permeability under physiological flow conditions. We found how extracellular heme, a hemolytic byproduct, induces delayed but reversible endothelial permeability in a dose-dependent manner, and demonstrate that endothelial interactions with SCD or malaria-infected erythrocytes cause reversible microchannel occlusion and increased in situ endothelial permeability. The microvasculature-on-a-chip enables mechanistic insight into the endothelial barrier dysfunction associated with SCD, malaria and other inflammatory and haematological diseases.
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Affiliation(s)
- Yongzhi Qiu
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA.,Department of Pediatrics, Division of Pediatric Hematology/Oncology, Aflac Cancer Center and Blood Disorders Center of Children's Healthcare of Atlanta, Emory University School of Medicine, Atlanta, GA, USA.,Winship Cancer Institute, Emory University, Atlanta, GA, USA.,Parker H. Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, GA, USA
| | - Byungwook Ahn
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA.,Department of Pediatrics, Division of Pediatric Hematology/Oncology, Aflac Cancer Center and Blood Disorders Center of Children's Healthcare of Atlanta, Emory University School of Medicine, Atlanta, GA, USA.,Winship Cancer Institute, Emory University, Atlanta, GA, USA.,Parker H. Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, GA, USA
| | - Yumiko Sakurai
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA.,Department of Pediatrics, Division of Pediatric Hematology/Oncology, Aflac Cancer Center and Blood Disorders Center of Children's Healthcare of Atlanta, Emory University School of Medicine, Atlanta, GA, USA.,Winship Cancer Institute, Emory University, Atlanta, GA, USA.,Parker H. Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, GA, USA
| | - Caroline E Hansen
- Department of Pediatrics, Division of Pediatric Hematology/Oncology, Aflac Cancer Center and Blood Disorders Center of Children's Healthcare of Atlanta, Emory University School of Medicine, Atlanta, GA, USA.,Winship Cancer Institute, Emory University, Atlanta, GA, USA.,Department of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, GA, USA
| | - Reginald Tran
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA.,Department of Pediatrics, Division of Pediatric Hematology/Oncology, Aflac Cancer Center and Blood Disorders Center of Children's Healthcare of Atlanta, Emory University School of Medicine, Atlanta, GA, USA.,Winship Cancer Institute, Emory University, Atlanta, GA, USA.,Parker H. Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, GA, USA
| | - Patrice N Mimche
- Department of Pathology, University of Utah, Salt Lake City, UT, United States
| | - Robert G Mannino
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA.,Department of Pediatrics, Division of Pediatric Hematology/Oncology, Aflac Cancer Center and Blood Disorders Center of Children's Healthcare of Atlanta, Emory University School of Medicine, Atlanta, GA, USA.,Winship Cancer Institute, Emory University, Atlanta, GA, USA.,Parker H. Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, GA, USA
| | - Jordan C Ciciliano
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA.,Winship Cancer Institute, Emory University, Atlanta, GA, USA.,Parker H. Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, GA, USA.,George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA, USA
| | - Tracey J Lamb
- Department of Pathology, University of Utah, Salt Lake City, UT, United States
| | - Clinton H Joiner
- Department of Pediatrics, Division of Pediatric Hematology/Oncology, Aflac Cancer Center and Blood Disorders Center of Children's Healthcare of Atlanta, Emory University School of Medicine, Atlanta, GA, USA
| | - Solomon F Ofori-Acquah
- Division of Hematology/Oncology, Department of Medicine, University of Pittsburgh, Pittsburgh, PA, USA.,Center for Translational and International Hematology, Vascular Medicine Institute, University of Pittsburgh, Pittsburgh, PA, USA.,School of Biomedical and Allied Health Sciences, College of Health Sciences, University of Ghana, Accra, Ghana
| | - Wilbur A Lam
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA. .,Department of Pediatrics, Division of Pediatric Hematology/Oncology, Aflac Cancer Center and Blood Disorders Center of Children's Healthcare of Atlanta, Emory University School of Medicine, Atlanta, GA, USA. .,Winship Cancer Institute, Emory University, Atlanta, GA, USA. .,Parker H. Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, GA, USA.
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36
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Lee W, Choi JH, Ryu S, Jung D, Song J, Lee JS, Joo C. Color-coded LED microscopy for quantitative phase imaging: Implementation and application to sperm motility analysis. Methods 2018; 136:66-74. [DOI: 10.1016/j.ymeth.2017.11.010] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2017] [Revised: 11/17/2017] [Accepted: 11/18/2017] [Indexed: 10/18/2022] Open
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Lévesque SA, Mugnes JM, Bélanger E, Marquet P. Sample and substrate preparation for exploring living neurons in culture with quantitative-phase imaging. Methods 2018; 136:90-107. [PMID: 29438830 DOI: 10.1016/j.ymeth.2018.02.001] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2017] [Revised: 02/07/2018] [Accepted: 02/08/2018] [Indexed: 11/29/2022] Open
Abstract
Quantitative-phase imaging (QPI) has recently emerged as a powerful new quantitative microscopy technique suitable for the noninvasive exploration of the structure and dynamics of transparent specimens, including living cells in culture. Indeed, the quantitative-phase signal (QPS), induced by transparent living cells, can be detected with a nanometric axial sensitivity, and contains a wealth of information about both cell morphology and content. However, QPS is also sensitive to various sources of experimental noise. In this chapter, we emphasize how to properly and specifically measure the cell-mediated QPS in a wet-lab environment, when measuring with a digital holographic microscope (DHM). First, we present the substrate-requisite characteristics for properly achieving such cell-mediated QPS measurements at single-cell level. Then, we describe how quantitative-phase digital holographic microscopy (QP-DHM) can be used to numerically process holograms and subsequently reshape wavefronts in association with post-processing algorithms, thereby allowing for highly stable QPS obtainable over extended periods of time. Such stable QPS is a prerequisite for exploring the dynamics of specific cellular processes. We also describe experimental procedures that make it possible to extract important biophysical cellular parameters from QPS including absolute cell volume, transmembrane water permeability, and the movements of water in and out of the cell. To illustrate how QP-DHM can reveal the dynamics of specific cellular processes, we show how the monitoring of transmembrane water movements can be used to resolve the neuronal network dynamics at single-cell level. This is possible because QPS can measure the activity of electroneutral cotransports, including NKCC1 and KCC2, during a neuronal firing mediated by glutamate, the main excitatory neurotransmitter in the brain. Finally, we added a supplemental section, with more technical details, for readers who are interested in troubleshooting live-cell QP-DHM.
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Affiliation(s)
- Sébastien A Lévesque
- Centre de recherche CERVO, Université Laval, 2601 chemin de la Canardière, Québec, QC G1J 2G3, Canada
| | - Jean-Michel Mugnes
- Centre de recherche CERVO, Université Laval, 2601 chemin de la Canardière, Québec, QC G1J 2G3, Canada
| | - Erik Bélanger
- Centre de recherche CERVO, Université Laval, 2601 chemin de la Canardière, Québec, QC G1J 2G3, Canada; Centre d'optique, photonique et laser (COPL), Université Laval, 2375 rue de la Terrasse, Québec, QC G1V 0A6, Canada
| | - Pierre Marquet
- Centre de recherche CERVO, Université Laval, 2601 chemin de la Canardière, Québec, QC G1J 2G3, Canada; Centre d'optique, photonique et laser (COPL), Université Laval, 2375 rue de la Terrasse, Québec, QC G1V 0A6, Canada.
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Liu J, Qiang Y, Alvarez O, Du E. Electrical impedance microflow cytometry with oxygen control for detection of sickle cells. SENSORS AND ACTUATORS. B, CHEMICAL 2018; 255:2392-2398. [PMID: 29731543 PMCID: PMC5929988 DOI: 10.1016/j.snb.2017.08.163] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Polymerization of intracellular sickle hemoglobin induced by low oxygen tension has been recognized as a primary determinant of the pathophysiologic manifestations in sickle cell disease. Existing flow cytometry techniques for detection of sickle cells are typically based on fluorescence markers or cellular morphological analysis. Using microfluidics and electrical impedance spectroscopy, we develop a new, label-free flow cytometry for non-invasive measurement of single cells under controlled oxygen level. We demonstrate the capability of this new technique by determining the electrical impedance differential of normal red blood cells obtained from a healthy donor and sickle cells obtained from three sickle cell patients, under normoxic and hypoxic conditions and at three different electrical frequencies, 156 kHz, 500 kHz and 3 MHz. Under normoxia, normal cells and sickle cells can be separated completely using electrical impedance at 156 kHz and 500 kHz but not at 3 MHz. Sickle cells, intra-patient and inter-patient show significantly different electrical impedance between normoxia and hypoxia at all three frequencies. This study shows a proof of concept that electrical impedance signal can be used as an indicator of the disease state of a red blood cell as well as the cell sickling events in sickle cell disease. Electrical impedance-based microflow cytometry with oxygen control is a new method that can be potentially used for sickle cell disease diagnosis and monitoring.
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Affiliation(s)
- Jia Liu
- Department of Ocean and Mechanical Engineering, Florida Atlantic University, Boca Raton, FL 33431, USA
| | - Yuhao Qiang
- Department of Ocean and Mechanical Engineering, Florida Atlantic University, Boca Raton, FL 33431, USA
| | - Ofelia Alvarez
- Division of Pediatric Hematology and Oncology, University of Miami, Miami, FL 33136, USA
| | - E Du
- Department of Ocean and Mechanical Engineering, Florida Atlantic University, Boca Raton, FL 33431, USA
- Corresponding author at: Department of Ocean and Mechanical Engineering, 777 Glades Road, Bldg. 36-175, Boca Raton, FL 33431-0991, USA. (E. Du)
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Kang N, Guo Q, Islamzada E, Ma H, Scott MD. Microfluidic determination of lymphocyte vascular deformability: effects of intracellular complexity and early immune activation. Integr Biol (Camb) 2018; 10:207-217. [DOI: 10.1039/c7ib00191f] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Despite the critical importance of mechanical (rheological + extrudability) deformability in the vascular flow of lymphocytes, it has been poorly investigated due to the limitations of existing technological tools.
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Affiliation(s)
- Ning Kang
- Centre for Innovation
- Canadian Blood Services
- Life Sciences Centre
- Vancouver
- Canada
| | - Quan Guo
- Department of Mechanical Engineering
- University of British Columbia
- Vancouver
- Canada
| | - Emel Islamzada
- Department of Mechanical Engineering
- University of British Columbia
- Vancouver
- Canada
| | - Hongshen Ma
- Centre for Innovation
- Canadian Blood Services
- Life Sciences Centre
- Vancouver
- Canada
| | - Mark D. Scott
- Centre for Innovation
- Canadian Blood Services
- Life Sciences Centre
- Vancouver
- Canada
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40
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Lin YH, Huang SS, Wu SJ, Sung KB. Morphometric analysis of erythrocytes from patients with thalassemia using tomographic diffractive microscopy. JOURNAL OF BIOMEDICAL OPTICS 2017; 22:1-11. [PMID: 29188659 DOI: 10.1117/1.jbo.22.11.116009] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/22/2017] [Accepted: 11/13/2017] [Indexed: 05/23/2023]
Abstract
Complete blood count is the most common test to detect anemia, but it is unable to obtain the abnormal shape of erythrocytes, which highly correlates with the hematologic function. Tomographic diffractive microscopy (TDM) is an emerging technique capable of quantifying three-dimensional (3-D) refractive index (RI) distributions of erythrocytes without labeling. TDM was used to characterize optical and morphological properties of 172 erythrocytes from healthy volunteers and 419 erythrocytes from thalassemic patients. To efficiently extract and analyze the properties of erythrocytes, we developed an adaptive region-growing method for automatically delineating erythrocytes from 3-D RI maps. The thalassemic erythrocytes not only contained lower hemoglobin content but also showed doughnut shape and significantly lower volume, surface area, effective radius, and average thickness. A multi-indices prediction model achieved perfect accuracy of diagnosing thalassemia using four features, including the optical volume, surface-area-to-volume ratio, sphericity index, and surface area. The results demonstrate the ability of TDM to provide quantitative, hematologic measurements and to assess morphological features of erythrocytes to distinguish healthy and thalassemic erythrocytes.
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Affiliation(s)
- Yang-Hsien Lin
- National Taiwan University, Graduate Institute of Biomedical Electronics and Bioinformatics, Taiwan
| | - Shin-Shyang Huang
- National Taiwan University, Graduate Institute of Biomedical Electronics and Bioinformatics, Taiwan
| | - Shang-Ju Wu
- National Taiwan University Hospital, Department of Internal Medicines, Taiwan
| | - Kung-Bin Sung
- National Taiwan University, Graduate Institute of Biomedical Electronics and Bioinformatics, Taiwan
- National Taiwan University, Department of Electrical Engineering, Taiwan
- National Taiwan University, Molecular Imaging Center, Taiwan
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41
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Cordeiro C, Abilez OJ, Goetz G, Gupta T, Zhuge Y, Solgaard O, Palanker D. Optophysiology of cardiomyocytes: characterizing cellular motion with quantitative phase imaging. BIOMEDICAL OPTICS EXPRESS 2017; 8:4652-4662. [PMID: 29082092 PMCID: PMC5654807 DOI: 10.1364/boe.8.004652] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/10/2017] [Revised: 09/15/2017] [Accepted: 09/19/2017] [Indexed: 06/07/2023]
Abstract
Quantitative phase imaging enables precise characterization of cellular shape and motion. Variation of cell volume in populations of cardiomyocytes can help distinguish their types, while changes in optical thickness during beating cycle identify contraction and relaxation periods and elucidate cell dynamics. Parameters such as characteristic cycle shape, beating frequency, duration and regularity can be used to classify stem-cell derived cardiomyocytes according to their health and, potentially, cell type. Unlike classical patch-clamp based electrophysiological characterization of cardiomyocytes, this interferometric approach enables rapid and non-destructive analysis of large populations of cells, with longitudinal follow-up, and applications to tissue regeneration, personalized medicine, and drug testing.
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Affiliation(s)
- Christine Cordeiro
- Department of Electrical Engineering, Stanford University, Stanford, CA, 94305, USA
| | - Oscar J. Abilez
- Division of Cardiovascular Medicine, Stanford University, Stanford, CA, 94305, USA
- Cardiovascular Institute, Stanford University, Stanford, CA 94305, USA
| | - Georges Goetz
- Department of Neurosurgery, Stanford University, Stanford, CA, 94305, USA
| | - Tushar Gupta
- Department of Electrical Engineering, Stanford University, Stanford, CA, 94305, USA
| | - Yan Zhuge
- Molecular Imaging Program at Stanford, Stanford University, Stanford, CA, 94305, USA
| | - Olav Solgaard
- Department of Electrical Engineering, Stanford University, Stanford, CA, 94305, USA
| | - Daniel Palanker
- Department of Ophthalmology, Stanford University, Stanford, CA, 94305, USA
- Hansen Experimental Physics Laboratory, Stanford University, Stanford, CA, 94305, USA
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42
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Gambhire P, Atwell S, Iss C, Bedu F, Ozerov I, Badens C, Helfer E, Viallat A, Charrier A. High Aspect Ratio Sub-Micrometer Channels Using Wet Etching: Application to the Dynamics of Red Blood Cell Transiting through Biomimetic Splenic Slits. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2017. [PMID: 28649736 DOI: 10.1002/smll.201700967] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/15/2023]
Abstract
Nanoparticles delivering drugs, disseminating cancer cells, and red blood cells (RBCs) during splenic filtration must deform and pass through the sub-micrometer and high aspect ratio interstices between the endothelial cells lining blood vessels. The dynamics of passage of particles/cells through these slit-like interstices remain poorly understood because the in vitro reproduction of slits with physiological dimensions in devices compatible with optical microscopy observations requires expensive technologies. Here, novel microfluidic PDMS devices containing high aspect ratio slits with sub-micrometer width are molded on silicon masters using a simple, inexpensive, and highly flexible method combining standard UV lithography and anisotropic wet etching. These devices enabled revealing novel modes of deformations of healthy and diseased RBCs squeezing through splenic-like slits (0.6-2 × 5-10 × 1.6-11 µm3 ) under physiological interstitial pressures. At the slit exit, the cytoskeleton of spherocytic RBCs seemed to be detached from the lipid membrane whereas RBCs from healthy donors and patients with sickle cell disease exhibited peculiar tips at their front. These tips disappeared much slower in patients' cells, allowing estimating a threefold increase in RBC cytoplasmic viscosity in sickle cell disease. Measurements of time and rate of RBC sequestration in the slits allowed quantifying the massive trapping of spherocytic RBCs.
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Affiliation(s)
- Priya Gambhire
- Aix Marseille University, CNRS, CINAM, Marseille, France
| | - Scott Atwell
- Aix Marseille University, CNRS, CINAM, Marseille, France
| | - Cécile Iss
- Aix Marseille University, CNRS, CINAM, Marseille, France
| | - Frédéric Bedu
- Aix Marseille University, CNRS, CINAM, Marseille, France
| | - Igor Ozerov
- Aix Marseille University, CNRS, CINAM, Marseille, France
| | - Catherine Badens
- Département de Génétique Médicale, Centre de référence thalassemie, La Timone, Assistance Publique des Hôpitaux de Marseille, France, Aix Marseille University, INSERM, GMGF, Marseille, France
| | | | - Annie Viallat
- Aix Marseille University, CNRS, CINAM, Marseille, France
| | - Anne Charrier
- Aix Marseille University, CNRS, CINAM, Marseille, France
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Eldridge WJ, Steelman ZA, Loomis B, Wax A. Optical Phase Measurements of Disorder Strength Link Microstructure to Cell Stiffness. Biophys J 2017; 112:692-702. [PMID: 28256229 DOI: 10.1016/j.bpj.2016.12.016] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2016] [Revised: 11/13/2016] [Accepted: 12/09/2016] [Indexed: 01/01/2023] Open
Abstract
There have been sustained efforts on the part of cell biologists to understand the mechanisms by which cells respond to mechanical stimuli. To this end, many rheological tools have been developed to characterize cellular stiffness. However, measurement of cellular viscoelastic properties has been limited in scope by the nature of most microrheological methods, which require direct mechanical contact, applied at the single-cell level. In this article, we describe, to our knowledge, a new analysis approach for quantitative phase imaging that relates refractive index variance to disorder strength, a parameter that is linked to cell stiffness. Significantly, both disorder strength and cell stiffness are measured with the same phase imaging system, presenting a unique alternative for label-free, noncontact, single-shot imaging of cellular rheologic properties. To demonstrate the potential applicability of the technique, we measure phase disorder strength and shear stiffness across five cellular populations with varying mechanical properties and demonstrate an inverse relationship between these two parameters. The existence of this relationship suggests that predictions of cell mechanical properties can be obtained from examining the disorder strength of cell structure using this, to our knowledge, novel, noncontact technique.
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Affiliation(s)
- Will J Eldridge
- Duke University, Department of Biomedical Engineering, Durham, North Carolina
| | - Zachary A Steelman
- Duke University, Department of Biomedical Engineering, Durham, North Carolina
| | - Brianna Loomis
- Duke University, Department of Biomedical Engineering, Durham, North Carolina
| | - Adam Wax
- Duke University, Department of Biomedical Engineering, Durham, North Carolina.
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Guckenberger A, Gekle S. Theory and algorithms to compute Helfrich bending forces: a review. JOURNAL OF PHYSICS. CONDENSED MATTER : AN INSTITUTE OF PHYSICS JOURNAL 2017; 29:203001. [PMID: 28240220 DOI: 10.1088/1361-648x/aa6313] [Citation(s) in RCA: 36] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
Cell membranes are vital to shield a cell's interior from the environment. At the same time they determine to a large extent the cell's mechanical resistance to external forces. In recent years there has been considerable interest in the accurate computational modeling of such membranes, driven mainly by the amazing variety of shapes that red blood cells and model systems such as vesicles can assume in external flows. Given that the typical height of a membrane is only a few nanometers while the surface of the cell extends over many micrometers, physical modeling approaches mostly consider the interface as a two-dimensional elastic continuum. Here we review recent modeling efforts focusing on one of the computationally most intricate components, namely the membrane's bending resistance. We start with a short background on the most widely used bending model due to Helfrich. While the Helfrich bending energy by itself is an extremely simple model equation, the computation of the resulting forces is far from trivial. At the heart of these difficulties lies the fact that the forces involve second order derivatives of the local surface curvature which by itself is the second derivative of the membrane geometry. We systematically derive and compare the different routes to obtain bending forces from the Helfrich energy, namely the variational approach and the thin-shell theory. While both routes lead to mathematically identical expressions, so-called linear bending models are shown to reproduce only the leading order term while higher orders differ. The main part of the review contains a description of various computational strategies which we classify into three categories: the force, the strong and the weak formulation. We finally give some examples for the application of these strategies in actual simulations.
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Affiliation(s)
- Achim Guckenberger
- Biofluid Simulation and Modeling, Fachbereich Physik, Universität Bayreuth, Germany
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45
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Yang SA, Yoon J, Kim K, Park Y. Measurements of morphological and biophysical alterations in individual neuron cells associated with early neurotoxic effects in Parkinson's disease. Cytometry A 2017. [PMID: 28426150 DOI: 10.1101/080937] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/15/2023]
Abstract
Parkinson's disease (PD) is a common neurodegenerative disease. However, therapeutic methods of PD are still limited due to complex pathophysiology in PD. Here, optical measurements of individual neurons from in vitro PD model using optical diffraction tomography (ODT) are presented. By measuring 3D refractive index distribution of neurons, morphological and biophysical alterations in in-vitro PD model are quantitatively investigated. It was found that neurons show apoptotic features in early PD progression. The present approach will open up new opportunities for quantitative investigation of the pathophysiology of various neurodegenerative diseases. © 2017 International Society for Advancement of Cytometry.
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Affiliation(s)
- Su-A Yang
- Department of Biological Sciences, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, 34141, South Korea
- KAIST Institute Health Science and Technology, Daejeon, 34141, South Korea
| | - Jonghee Yoon
- KAIST Institute Health Science and Technology, Daejeon, 34141, South Korea
- Department of Physics, KAIST, Daejeon, 34141, South Korea
| | - Kyoohyun Kim
- KAIST Institute Health Science and Technology, Daejeon, 34141, South Korea
- Department of Physics, KAIST, Daejeon, 34141, South Korea
| | - YongKeun Park
- KAIST Institute Health Science and Technology, Daejeon, 34141, South Korea
- Department of Physics, KAIST, Daejeon, 34141, South Korea
- Tomocube, Inc, Daejeon, 34051, South Korea
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46
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Refractive index tomograms and dynamic membrane fluctuations of red blood cells from patients with diabetes mellitus. Sci Rep 2017; 7:1039. [PMID: 28432323 PMCID: PMC5430658 DOI: 10.1038/s41598-017-01036-4] [Citation(s) in RCA: 64] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2016] [Accepted: 03/22/2017] [Indexed: 02/05/2023] Open
Abstract
In this paper, we present the optical characterisations of diabetic red blood cells (RBCs) in a non-invasive manner employing three-dimensional (3-D) quantitative phase imaging. By measuring 3-D refractive index tomograms and 2-D time-series phase images, the morphological (volume, surface area and sphericity), biochemical (haemoglobin concentration and content) and mechanical (membrane fluctuation) parameters were quantitatively retrieved at the individual cell level. With simultaneous measurements of individual cell properties, systematic correlative analyses on retrieved RBC parameters were also performed. Our measurements show there exist no statistically significant alterations in morphological and biochemical parameters of diabetic RBCs, compared to those of healthy (non-diabetic) RBCs. In contrast, membrane deformability of diabetic RBCs is significantly lower than that of healthy, non-diabetic RBCs. Interestingly, non-diabetic RBCs exhibit strong correlations between the elevated glycated haemoglobin in RBC cytoplasm and decreased cell deformability, whereas diabetic RBCs do not show correlations. Our observations strongly support the idea that slow and irreversible glycation of haemoglobin and membrane proteins of RBCs by hyperglycaemia significantly compromises RBC deformability in diabetic patients.
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47
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Yang SA, Yoon J, Kim K, Park Y. Measurements of morphological and biophysical alterations in individual neuron cells associated with early neurotoxic effects in Parkinson's disease. Cytometry A 2017; 91:510-518. [DOI: 10.1002/cyto.a.23110] [Citation(s) in RCA: 54] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2017] [Revised: 03/22/2017] [Accepted: 03/24/2017] [Indexed: 12/26/2022]
Affiliation(s)
- Su-A Yang
- Department of Biological Sciences; Korea Advanced Institute of Science and Technology (KAIST); Daejeon 34141 South Korea
- KAIST Institute Health Science and Technology; Daejeon 34141 South Korea
| | - Jonghee Yoon
- KAIST Institute Health Science and Technology; Daejeon 34141 South Korea
- Department of Physics; KAIST; Daejeon 34141 South Korea
| | - Kyoohyun Kim
- KAIST Institute Health Science and Technology; Daejeon 34141 South Korea
- Department of Physics; KAIST; Daejeon 34141 South Korea
| | - YongKeun Park
- KAIST Institute Health Science and Technology; Daejeon 34141 South Korea
- Department of Physics; KAIST; Daejeon 34141 South Korea
- Tomocube, Inc; Daejeon 34051 South Korea
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48
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Patient-specific modeling of individual sickle cell behavior under transient hypoxia. PLoS Comput Biol 2017; 13:e1005426. [PMID: 28288152 PMCID: PMC5367819 DOI: 10.1371/journal.pcbi.1005426] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2016] [Revised: 03/27/2017] [Accepted: 02/21/2017] [Indexed: 01/25/2023] Open
Abstract
Sickle cell disease (SCD) is a highly complex genetic blood disorder in which red blood cells (RBC) exhibit heterogeneous morphology changes and decreased deformability. We employ a kinetic model for cell morphological sickling that invokes parameters derived from patient-specific data. This model is used to investigate the dynamics of individual sickle cells in a capillary-like microenvironment in order to address various mechanisms associated with SCD. We show that all RBCs, both hypoxia-unaffected and hypoxia-affected ones, regularly pass through microgates under oxygenated state. However, the hypoxia-affected cells undergo sickling which significantly alters cell dynamics. In particular, the dense and rigid sickle RBCs are obstructed thereby clogging blood flow while the less dense and deformable ones are capable of circumnavigating dead (trapped) cells ahead of them by choosing a serpentine path. Informed by recent experiments involving microfluidics that provide in vitro quantitative information on cell dynamics under transient hypoxia conditions, we have performed detailed computational simulations of alterations to cell behavior in response to morphological changes and membrane stiffening. Our model reveals that SCD exhibits substantial heterogeneity even within a particular density-fractionated subpopulation. These findings provide unique insights into how individual sickle cells move through capillaries under transient hypoxic conditions, and offer novel possibilities for designing effective therapeutic interventions for SCD. Sickle cell disease is a genetic blood disease that causes vaso-occlusive pain crises. Here, we investigate the individual sickle cell behavior under controlled hypoxic conditions through patient-specific predictive computational simulations that are informed by companion microfluidic experiments. We identify the different dynamic behavior between individual sickle RBCs and normal ones in microfluidic flow, and analyze the hypoxia-induced alteration in individual cell behavior and single-cell capillary obstruction under physiological conditions.
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Kviatkovsky I, Zeidan A, Yeheskely-Hayon D, Shabad EL, Dann EJ, Yelin D. Measuring sickle cell morphology during blood flow. BIOMEDICAL OPTICS EXPRESS 2017; 8:1996-2003. [PMID: 28663878 PMCID: PMC5480593 DOI: 10.1364/boe.8.001996] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/06/2017] [Revised: 02/15/2017] [Accepted: 02/15/2017] [Indexed: 05/22/2023]
Abstract
During a sickle cell crisis in sickle cell anemia patients, deoxygenated red blood cells may change their mechanical properties and block small blood vessels, causing pain, local tissue damage, and possibly organ failure. Measuring the structural and morphological changes in sickle cells is important for understanding the factors contributing to vessel blockage and for developing an effective treatment. In this work, we image blood cells from sickle cell anemia patients using spectrally encoded flow cytometry, and analyze the interference patterns between reflections from the cell membranes. Using a numerical simulation for calculating the interference pattern obtained from a model of a red blood cell, we propose an analytical expression for the three-dimensional shape of characteristic sickle cells and compare our results to a previously suggested model. Our imaging approach offers new means for analyzing the morphology of sickle cells, and could be useful for studying their unique physiological and biomechanical properties.
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Affiliation(s)
- Inna Kviatkovsky
- Faculty of Biomedical Engineering, Technion - IIT, Haifa, Israel
| | - Adel Zeidan
- Faculty of Biomedical Engineering, Technion - IIT, Haifa, Israel
| | | | - Eveline L Shabad
- Department of Hematology and Bone Marrow Transplantation, Rambam Medical Center, Haifa, Israel
| | - Eldad J Dann
- Department of Hematology and Bone Marrow Transplantation, Rambam Medical Center, Haifa, Israel
- Bruce Rappaport Faculty of Medicine, Technion -ITI Haifa, Israel
| | - Dvir Yelin
- Faculty of Biomedical Engineering, Technion - IIT, Haifa, Israel
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Majeed H, Sridharan S, Mir M, Ma L, Min E, Jung W, Popescu G. Quantitative phase imaging for medical diagnosis. JOURNAL OF BIOPHOTONICS 2017; 10:177-205. [PMID: 27539534 DOI: 10.1002/jbio.201600113] [Citation(s) in RCA: 65] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/30/2016] [Revised: 07/06/2016] [Accepted: 07/13/2016] [Indexed: 05/19/2023]
Abstract
Optical microscopy is an indispensable diagnostic tool in modern healthcare. As a prime example, pathologists rely exclusively on light microscopy to investigate tissue morphology in order to make a diagnosis. While advances in light microscopy and contrast markers allow pathologists to visualize cells and tissues in unprecedented detail, the interpretation of these images remains largely subjective, leading to inter- and intra-observer discrepancy. Furthermore, conventional microscopy images capture qualitative information which makes it difficult to automate the process, reducing the throughput achievable in the diagnostic workflow. Quantitative Phase Imaging (QPI) techniques have been advanced in recent years to address these two challenges. By quantifying physical parameters of cells and tissues, these systems remove subjectivity from the disease diagnosis process and allow for easier automation to increase throughput. In addition to providing quantitative information, QPI systems are also label-free and can be easily assimilated into the current diagnostic workflow in the clinic. In this paper we review the advances made in disease diagnosis by QPI techniques. We focus on the areas of hematological diagnosis and cancer pathology, which are the areas where most significant advances have been made to date. [Image adapted from Y. Park, M. Diez-Silva, G. Popescu, G. Lykotrafitis, W. Choi, M. S. Feld, and S. Suresh, Proc. Natl. Acad. Sci. 105, 13730-13735 (2008).].
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Affiliation(s)
- Hassaan Majeed
- Quantitative Light Imaging Lab, Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana Champaign, 405 N. Mathews Ave., Urbana, IL, 61801, USA
| | - Shamira Sridharan
- Biomedical Engineering Department, University of California Davis, Genome and Biomedical Sciences Facility #2603B, 451 Health Science Dr., Davis, CA, 95616, USA
| | - Mustafa Mir
- Molecular and Cell Biology, University of California, Berkeley, 485 Li Ka Shing Center, 94720, Berkeley, CA, USA
| | - Lihong Ma
- Institute of Information Optics, Zhejiang Normal University, Jinhua, 321004, China
| | - Eunjung Min
- Department of Biomedical Engineering, Ulsan National Institute of Science and Technology, 50 UNIST-gil, Ulsan, 44919, Republic of Korea
| | - Woonggyu Jung
- Department of Biomedical Engineering, Ulsan National Institute of Science and Technology, 50 UNIST-gil, Ulsan, 44919, Republic of Korea
- Center for Soft and Living Matter, Institute for Basic Science (IBS), 50 UNIST-gil, Ulsan, 44919, Republic of Korea
| | - Gabriel Popescu
- Quantitative Light Imaging Lab, Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana Champaign, 405 N. Mathews Ave., Urbana, IL, 61801, USA
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