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Caughey MC, Francis RO, Karafin MS. New and emerging technologies for pretransfusion blood quality assessment: A state-of-the-art review. Transfusion 2024; 64:2196-2208. [PMID: 39325509 PMCID: PMC11573642 DOI: 10.1111/trf.18019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2024] [Revised: 08/14/2024] [Accepted: 09/07/2024] [Indexed: 09/27/2024]
Affiliation(s)
- Melissa C. Caughey
- Joint Department of Biomedical Engineering, University of North Carolina and North Carolina State University; Chapel Hill, NC
| | - Richard O. Francis
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center; New York, New York
| | - Matthew S. Karafin
- Department of Pathology and Laboratory Medicine, University of North Carolina; Chapel Hill, NC
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Olafson C, Ison T, Pote C, William N, Patel P, Clarke G, Acker JP. Shipment of Glycerolized RBC Segments for Red Cell Concentrate Compatibility Testing. Biopreserv Biobank 2024. [PMID: 39253850 DOI: 10.1089/bio.2023.0097] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/11/2024] Open
Abstract
Background: Red cell concentrate (RCC) cryopreservation allows for long-term storage of RCCs with rare phenotypes. Currently, tubing segments are not produced for these frozen units. Pre-transfusion compatibility testing therefore requires thawing and deglycerolization of the whole unit. A study was conducted to demonstrate the feasibility of using segments for compatibility testing, including circumstances where segments would require shipment to a reference laboratory. Study Design and Methods: RCCs produced using the red cell filtration method from citrate-phosphate-dextrose whole blood collections were glycerolized (40%) at day 21 post-collection and segments were generated prior to freezing. Room temperature (RT, 18°C-20°C) or water bath (WB, 37°C) thawing of segments was performed prior to storage at RT or at refrigerated temperatures (cold, 1°C -6°C) for 0, 24, 48, or 72 hours followed by deglycerolization and hemolysis testing. Additional segments were thawed and shipped in temperature-controlled containers at either RT or 1°C -10°C for antibody screening. Results: Hemolysis and RBC recovery results did not show significant differences over the storage period or between thawing and storage conditions. RBC recovery ranged from 46% to 64%. Hemoglobin (Hb) recovery ranged from 56% to 96%; for RT-thawed segments, recovery was significantly higher at 24 hours and lower at 72 hours for RT storage compared with cold storage. WB-thawed, cold-stored segments had higher Hb recoveries at 48 hours. Phenotype assessment was successful for all segments regardless of thawing method or shipping condition. Discussion: The shipment of thawed segments containing glycerolized red cells is feasible for the purpose of conducting pretransfusion phenotype evaluations or pretransfusion compatibility checks.
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Affiliation(s)
- Carly Olafson
- Innovation and Portfolio Management, Canadian Blood Services, Edmonton, Canada
| | - Tammy Ison
- Donor Testing, Canadian Blood Services, Brampton, Canada
| | - Carmela Pote
- Donor Testing, Canadian Blood Services, Brampton, Canada
| | - Nishaka William
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Canada
| | - Parth Patel
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Canada
| | - Gwen Clarke
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Canada
- Medical, Laboratory and Stem Cell Services, Canadian Blood Services, Edmonton, Canada
| | - Jason P Acker
- Innovation and Portfolio Management, Canadian Blood Services, Edmonton, Canada
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Canada
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Lamoureux ES, Cheng Y, Islamzada E, Matthews K, Duffy SP, Ma H. Biophysical profiling of red blood cells from thin-film blood smears using deep learning. Heliyon 2024; 10:e35276. [PMID: 39170127 PMCID: PMC11336426 DOI: 10.1016/j.heliyon.2024.e35276] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Revised: 07/23/2024] [Accepted: 07/25/2024] [Indexed: 08/23/2024] Open
Abstract
Microscopic inspection of thin-film blood smears is widely used to identify red blood cell (RBC) pathologies, including malaria parasitism and hemoglobinopathies, such as sickle cell disease and thalassemia. Emerging research indicates that non-pathologic changes in RBCs can also be detected in images, such as deformability and morphological changes resulting from the storage lesion. In transfusion medicine, cell deformability is a potential biomarker for the quality of donated RBCs. However, a major impediment to the clinical translation of this biomarker is the difficulty associated with performing this measurement. To address this challenge, we developed an approach for biophysical profiling of RBCs based on cell images in thin-film blood smears. We hypothesize that subtle cellular changes are evident in blood smear images, but this information is inaccessible to human expert labellers. To test this hypothesis, we developed a deep learning strategy to analyze Giemsa-stained blood smears to assess the subtle morphologies indicative of RBC deformability and storage-based degradation. Specifically, we prepared thin-film blood smears from 27 RBC samples (9 donors evaluated at 3 storage time points) and imaged them using high-resolution microscopy. Using this dataset, we trained a convolutional neural network to evaluate image-based morphological features related to cell deformability. The prediction of donor deformability is strongly correlated to the microfluidic scores and can be used to categorize images into specific deformability groups with high accuracy. We also used this model to evaluate differences in RBC morphology resulting from cold storage. Together, our results demonstrate that deep learning models can detect subtle cellular morphology differences resulting from deformability and cold storage. This result suggests the potential to assess donor blood quality from thin-film blood smears, which can be acquired ubiquitously in clinical workflows.
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Affiliation(s)
- Erik S. Lamoureux
- Department of Mechanical Engineering, University of British Columbia, Canada
- Centre for Blood Research, University of British Columbia, Canada
| | - You Cheng
- Department of Mechanical Engineering, University of British Columbia, Canada
- Centre for Blood Research, University of British Columbia, Canada
| | - Emel Islamzada
- Department of Mechanical Engineering, University of British Columbia, Canada
- Centre for Blood Research, University of British Columbia, Canada
| | - Kerryn Matthews
- Department of Mechanical Engineering, University of British Columbia, Canada
- Centre for Blood Research, University of British Columbia, Canada
| | - Simon P. Duffy
- Department of Mechanical Engineering, University of British Columbia, Canada
- Centre for Blood Research, University of British Columbia, Canada
- British Columbia Institute of Technology, Canada
| | - Hongshen Ma
- Department of Mechanical Engineering, University of British Columbia, Canada
- Centre for Blood Research, University of British Columbia, Canada
- School of Biomedical Engineering, University of British Columbia, Canada
- Vancouver Prostate Centre, Vancouver General Hospital, Canada
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Tran LNT, González-Fernández C, Gomez-Pastora J. Impact of Different Red Blood Cell Storage Solutions and Conditions on Cell Function and Viability: A Systematic Review. Biomolecules 2024; 14:813. [PMID: 39062526 PMCID: PMC11274915 DOI: 10.3390/biom14070813] [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] [Received: 05/25/2024] [Revised: 07/01/2024] [Accepted: 07/05/2024] [Indexed: 07/28/2024] Open
Abstract
Red blood cell (RBC) storage solutions have evolved significantly over the past decades to optimize the preservation of cell viability and functionality during hypothermic storage. This comprehensive review provides an in-depth analysis of the effects of various storage solutions and conditions on critical RBC parameters during refrigerated preservation. A wide range of solutions, from basic formulations such as phosphate-buffered saline (PBS), to advanced additive solutions (ASs), like AS-7 and phosphate, adenine, glucose, guanosine, saline, and mannitol (PAGGSM), are systematically compared in terms of their ability to maintain key indicators of RBC integrity, including adenosine triphosphate (ATP) levels, morphology, and hemolysis. Optimal RBC storage requires a delicate balance of pH buffering, metabolic support, oxidative damage prevention, and osmotic regulation. While the latest alkaline solutions enable up to 8 weeks of storage, some degree of metabolic and morphological deterioration remains inevitable. The impacts of critical storage conditions, such as the holding temperature, oxygenation, anticoagulants, irradiation, and processing methods, on the accumulation of storage lesions are also thoroughly investigated. Personalized RBC storage solutions, tailored to individual donor characteristics, represent a promising avenue for minimizing storage lesions and enhancing transfusion outcomes. Further research integrating omics profiling with customized preservation media is necessary to maximize post-transfusion RBC survival and functions. The continued optimization of RBC storage practices will not only enhance transfusion efficacy but also enable blood banking to better meet evolving clinical needs.
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Affiliation(s)
- Linh Nguyen T. Tran
- Department of Chemical Engineering, Texas Tech University, Lubbock, TX 79409, USA; (L.N.T.T.); (C.G.-F.)
| | - Cristina González-Fernández
- Department of Chemical Engineering, Texas Tech University, Lubbock, TX 79409, USA; (L.N.T.T.); (C.G.-F.)
- Chemical and Biomolecular Engineering Department, Universidad de Cantabria, Avda. Los Castros, s/n, 39005 Santander, Spain
| | - Jenifer Gomez-Pastora
- Department of Chemical Engineering, Texas Tech University, Lubbock, TX 79409, USA; (L.N.T.T.); (C.G.-F.)
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Kang YJ. Biomechanical Investigation of Red Cell Sedimentation Using Blood Shear Stress and Blood Flow Image in a Capillary Chip. MICROMACHINES 2023; 14:1594. [PMID: 37630130 PMCID: PMC10456426 DOI: 10.3390/mi14081594] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/01/2023] [Revised: 08/01/2023] [Accepted: 08/11/2023] [Indexed: 08/27/2023]
Abstract
Blood image intensity has been used to detect erythrocyte sedimentation rate (ESR). However, it does not give information on the biophysical properties of blood samples under continuous ESR. In this study, to quantify mechanical variations of blood under continuous ESR, blood shear stress and blood image intensity were obtained by analyzing blood flows in the capillary channel. A blood sample is loaded into a driving syringe to demonstrate the proposed method. The blood flow rate is set in a periodic on-off pattern. A blood sample is then supplied into a capillary chip, and microscopic blood images are captured at specific intervals. Blood shear stress is quantified from the interface of the bloodstream in the coflowing channel. τ0 is defined as the maximum shear stress obtained at the first period. Simultaneously, ESRτ is then obtained by analyzing temporal variations of blood shear stress for every on period. AII is evaluated by analyzing the temporal variation of blood image intensity for every off period. According to the experimental results, a shorter period of T = 4 min and no air cavity contributes to the high sensitivity of the two indices (ESRτ and AII). The τ0 exhibits substantial differences with respect to hematocrits (i.e., 30-50%) as well as diluents. The ESRτ and AII showed a reciprocal relationship with each other. Three suggested properties represented substantial differences for suspended blood samples (i.e., hardened red blood cells, different concentrations of dextran solution, and fibrinogen). In conclusion, the present method can detect variations in blood samples under continuous ESR effectively.
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Affiliation(s)
- Yang Jun Kang
- Department of Mechanical Engineering, Chosun University, 309 Pilmun-daero, Dong-gu, Gwangju 61452, Republic of Korea
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Krumm B, Botrè F, Saugy JJ, Faiss R. Future opportunities for the Athlete Biological Passport. Front Sports Act Living 2022; 4:986875. [PMID: 36406774 PMCID: PMC9666424 DOI: 10.3389/fspor.2022.986875] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2022] [Accepted: 10/18/2022] [Indexed: 01/25/2023] Open
Abstract
The Athlete Biological Passport (ABP) was introduced to complement the direct anti-doping approach by indirectly outlining the possible use of prohibited substances or methods in sports. The ABP proved its effectiveness, at least through a deterrent effect, even though the matrices used for longitudinal monitoring (urine and blood) are subject to many intrinsic (e.g., genetic) and extrinsic (e.g., environmental conditions) confounding factors. In that context, new and more specific biomarkers are currently under development to enhance both the sensitivity and the specificity of the ABP. Multiple strategies are presently being explored to improve this longitudinal monitoring, with the development of the current modules, the investigation of new strategies, or the screening of new types of doping. Nevertheless, due to the variability induced by indirect biomarkers, the consideration of confounding factors should continuously support this research. Beyond tremendous advances in analytical sensitivity, machine learning-based approaches seem inevitable to facilitate an expert interpretation of numerous biological profiles and promote anti-doping efforts. This perspective article highlights the current innovations of the Athlete Biological Passport that seem the most promising. Through different research axes, this short manuscript provides an opportunity to bring together approaches that are more widely exploited (e.g., omics strategies) and others in the early stages of investigation (e.g., artificial intelligence) seeking to develop the ABP.
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Affiliation(s)
- Bastien Krumm
- Research and Expertise in Anti-Doping Sciences, Institute of Sport Sciences, University of Lausanne, Lausanne, Switzerland
| | - Francesco Botrè
- Research and Expertise in Anti-Doping Sciences, Institute of Sport Sciences, University of Lausanne, Lausanne, Switzerland,Laboratorio Antidoping, Federazione Medico Sportiva Italiana, Rome, Italy
| | - Jonas J. Saugy
- Research and Expertise in Anti-Doping Sciences, Institute of Sport Sciences, University of Lausanne, Lausanne, Switzerland
| | - Raphael Faiss
- Research and Expertise in Anti-Doping Sciences, Institute of Sport Sciences, University of Lausanne, Lausanne, Switzerland,*Correspondence: Raphael Faiss
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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: 15] [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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