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Liu D, Sugiyama K, Gong X. Buckling of red blood cell membrane in narrow capillaries induces excessive wall shear stress. Biophys J 2025; 124:1313-1322. [PMID: 40091349 DOI: 10.1016/j.bpj.2025.03.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2024] [Revised: 01/29/2025] [Accepted: 03/12/2025] [Indexed: 03/19/2025] Open
Abstract
The deformation of red blood cells (RBCs) in Poiseuille flows of capillary vessels is fundamental for hemodynamics in cellular scale for various physiological or pathological scenarios. However, the mechanical criterion for membrane buckling and the impact of the asymmetric deformations of cells on the hemodynamics are currently unclear. In this study, a microfluidic system with narrow tubular channels was set up for experimental observations, and numerical simulations using the immersed boundary method were performed to illustrate the deformation of RBCs and their surrounding flow fields in detail. The dependence of the buckling on the capillary number (a dimensionless parameter measuring the ratio of viscous fluid force with elastic force of membrane) was discovered. Then we derived the criterion of buckling of cell membrane under local circumferential pressure by considering the buckling of an elastic ring with neglecting thickness. Results also show that the extra pressure drop and the wall shear stress associated with the appearance of membrane buckling increase nonlinearly. This work provides biomechanical fundamentals for mechanobiological studies of microvascular disease associated with the change of mechanical properties of RBCs.
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Affiliation(s)
- Deyun Liu
- Department of Engineering Mechanics, School of Ocean and Civil Engineering, Shanghai Jiao Tong University, Shanghai, China
| | - Kazuyasu Sugiyama
- Department of Mechanical Science and Bioengineering, Graduate School of Engineering Science, Osaka University, Osaka, Japan
| | - Xiaobo Gong
- Department of Engineering Mechanics, School of Ocean and Civil Engineering, Shanghai Jiao Tong University, Shanghai, China.
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2
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Jiang D, Houck KL, Murdiyarso L, Higgins H, Rhoads N, Romero SK, Kozar R, Nascimbene A, Gernsheimer TB, Sanchez ZAC, Ramasubramanian AK, Adili R, Dong JF. RBCs regulate platelet function and hemostasis under shear conditions through biophysical and biochemical means. Blood 2024; 144:1521-1531. [PMID: 38985835 PMCID: PMC11830970 DOI: 10.1182/blood.2024023887] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Revised: 05/28/2024] [Accepted: 07/03/2024] [Indexed: 07/12/2024] Open
Abstract
ABSTRACT Red blood cells (RBCs) have been hypothesized to support hemostasis by facilitating platelet margination and releasing platelet-activating factors such as adenosine 5'-diphosphate (ADP). Significant knowledge gaps remain regarding how RBCs influence platelet function, especially in (patho)physiologically relevant hemodynamic conditions. Here, we present results showing how RBCs affect platelet function and hemostasis in conditions of anemia, thrombocytopenia, and pancytopenia and how the biochemical and biophysical properties of RBCs regulate platelet function at the blood and vessel wall interface and in the fluid phase under flow conditions. We found that RBCs promoted platelet deposition to collagen under flow conditions in moderate (50 × 103/μL) but not severe (10 × 103/μL) thrombocytopenia in vitro. Reduction in hematocrit by 45% increased bleeding in mice with hemolytic anemia. In contrast, bleeding diathesis was observed in mice with a 90% but not with a 60% reduction in platelet counts. RBC transfusion improved hemostasis by enhancing fibrin clot formation at the site of vascular injury in mice with severe pancytopenia induced by total body irradiation. Altering membrane deformability changed the ability of RBCs to promote shear-induced platelet aggregation. RBC-derived ADP contributed to platelet activation and aggregation in vitro under pathologically high shear stresses, as observed in patients supported by left ventricular assist devices. These findings demonstrate that RBCs support platelet function and hemostasis through multiple mechanisms, both at the blood and vessel wall interface and in the fluidic phase of circulation.
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Affiliation(s)
- Debbie Jiang
- Division of Hematology and Oncology, University of Washington, Seattle, WA
- Fred Hutchinson Cancer Center, Seattle, WA
- Division of Hematology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | | | | | | | | | | | - Rosemary Kozar
- Department of Surgery, University of Maryland School of Medicine, Baltimore, MD
| | - Angelo Nascimbene
- Center for Advanced Cardiopulmonary Therapies and Transplantation, The University of Texas Houston Health Science Center, Houston, TX
| | - Terry B. Gernsheimer
- Division of Hematology and Oncology, University of Washington, Seattle, WA
- Fred Hutchinson Cancer Center, Seattle, WA
| | | | | | | | - Jing-fei Dong
- Division of Hematology and Oncology, University of Washington, Seattle, WA
- Bloodworks Research Institute, Seattle, WA
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3
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Wu R, Kabir MS, Truskey GA, Randles A. Investigating the impact of sickle cell disease on red blood cell transport in complex capillary networks. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2024; 2024:1-4. [PMID: 40039263 DOI: 10.1109/embc53108.2024.10781578] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/06/2025]
Abstract
Sickle cell disease encompasses a variety of inherited red blood cell (RBC) disorders characterized by abnormal thrombosis, microvascular occlusion, end-organ ischemia, and early mortality. Understanding how sickle RBCs drive abnormal blood flow and stress on the endothelial wall is essential to predict and prevent blockages in blood circulation. While there are studies comparing blood flow velocity and pressure via computational fluid dynamics simulations, there are still open questions about how sickle cells interact with plasma in a complex capillary network. In order to quantify the hemodynamic differences between normal and sickle cells, we introduced a sickle cell RBC model to massively parallel fluid-structure interaction software HARVEY. Notably, sickle RBCs exhibit increased margination, aggregation at the inner curvature, slower fluid velocity, higher pressure, and greater wall shear stress at standard hematocrit levels. This computational model facilitates detailed cellular modeling for hemodynamic simulations in complex capillary networks, offering predictive insight into blockage and potential vessel ruptures in patients with sickle cell disease.
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4
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Li X, Zou J, He Z, Sun Y, Song X, He W. The interaction between particles and vascular endothelium in blood flow. Adv Drug Deliv Rev 2024; 207:115216. [PMID: 38387770 DOI: 10.1016/j.addr.2024.115216] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2023] [Revised: 01/25/2024] [Accepted: 02/14/2024] [Indexed: 02/24/2024]
Abstract
Particle-based drug delivery systems have shown promising application potential to treat human diseases; however, an incomplete understanding of their interactions with vascular endothelium in blood flow prevents their inclusion into mainstream clinical applications. The flow performance of nano/micro-sized particles in the blood are disturbed by many external/internal factors, including blood constituents, particle properties, and endothelium bioactivities, affecting the fate of particles in vivo and therapeutic effects for diseases. This review highlights how the blood constituents, hemodynamic environment and particle properties influence the interactions and particle activities in vivo. Moreover, we briefly summarized the structure and functions of endothelium and simulated devices for studying particle performance under blood flow conditions. Finally, based on particle-endothelium interactions, we propose future opportunities for novel therapeutic strategies and provide solutions to challenges in particle delivery systems for accelerating their clinical translation. This review helps provoke an increasing in-depth understanding of particle-endothelium interactions and inspires more strategies that may benefit the development of particle medicine.
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Affiliation(s)
- Xiaotong Li
- School of Pharmacy, China Pharmaceutical University, Nanjing 2111198, PR China
| | - Jiahui Zou
- School of Pharmacy, China Pharmaceutical University, Nanjing 2111198, PR China
| | - Zhongshan He
- Department of Critical Care Medicine and Department of Biotherapy, Frontiers Science Center for Disease-related Molecular Network, Cancer Center and State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu 610000, PR China
| | - Yanhua Sun
- Shandong Provincial Key Laboratory of Microparticles Drug Delivery Technology, Qilu Pharmaceutical Co., LtD., Jinan 250000, PR China
| | - Xiangrong Song
- Department of Critical Care Medicine and Department of Biotherapy, Frontiers Science Center for Disease-related Molecular Network, Cancer Center and State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu 610000, PR China.
| | - Wei He
- School of Pharmacy, China Pharmaceutical University, Nanjing 2111198, PR China.
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5
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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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6
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Williams DC, Wood DK. High-throughput quantification of red blood cell deformability and oxygen saturation to probe mechanisms of sickle cell disease. Proc Natl Acad Sci U S A 2023; 120:e2313755120. [PMID: 37983504 PMCID: PMC10691249 DOI: 10.1073/pnas.2313755120] [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: 08/17/2023] [Accepted: 10/23/2023] [Indexed: 11/22/2023] Open
Abstract
The complex, systemic pathology of sickle cell disease is driven by multiple mechanisms including red blood cells (RBCs) stiffened by polymerized fibers of deoxygenated sickle hemoglobin. A critical step toward understanding the pathologic role of polymer-containing RBCs is quantifying the biophysical changes in these cells in physiologically relevant oxygen environments. We have developed a microfluidic platform capable of simultaneously measuring single RBC deformability and oxygen saturation under controlled oxygen and shear stress. We found that RBCs with detectable amounts of polymer have decreased oxygen affinity and decreased deformability. Surprisingly, the deformability of the polymer-containing cells is oxygen-independent, while the fraction of these cells increases as oxygen decreases. We also find that some fraction of these cells is present at most physiologic oxygen tensions, suggesting a role for these cells in the systemic pathologies. Additionally, the ability to measure these pathological cells should provide clearer targets for evaluating therapies.
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Affiliation(s)
- Dillon C. Williams
- Department of Biomedical Engineering, University of Minnesota, Minneapolis, MN55455
| | - David K. Wood
- Department of Biomedical Engineering, University of Minnesota, Minneapolis, MN55455
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7
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Bureau L, Coupier G, Salez T. Lift at low Reynolds number. THE EUROPEAN PHYSICAL JOURNAL. E, SOFT MATTER 2023; 46:111. [PMID: 37957450 DOI: 10.1140/epje/s10189-023-00369-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/14/2023] [Accepted: 10/19/2023] [Indexed: 11/15/2023]
Abstract
Lift forces are widespread in hydrodynamics. These are typically observed for big and fast objects and are often associated with a combination of fluid inertia (i.e. large Reynolds numbers) and specific symmetry-breaking mechanisms. In contrast, the properties of viscosity-dominated (i.e. low Reynolds numbers) flows make it more difficult for such lift forces to emerge. However, the inclusion of boundary effects qualitatively changes this picture. Indeed, in the context of soft and biological matter, recent studies have revealed the emergence of novel lift forces generated by boundary softness, flow gradients and/or surface charges. The aim of the present review is to gather and analyse this corpus of literature, in order to identify and unify the questioning within the associated communities, and pave the way towards future research.
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Affiliation(s)
- Lionel Bureau
- Univ. Grenoble Alpes, CNRS, LIPhy, 38000, Grenoble, France.
| | | | - Thomas Salez
- Univ. Bordeaux, CNRS, LOMA, UMR 5798, 33400, Talence, France.
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8
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Réche da Motta FVR, Souza SDPS, Fonseca LANS, Chaoubah A, Rodrigues DDOW. Analysis of the costs of the basic care line for sickle cell disease in Brazilian children under 5 years of age. Hematol Transfus Cell Ther 2023; 45 Suppl 2:S113-S118. [PMID: 36192354 PMCID: PMC10433313 DOI: 10.1016/j.htct.2022.09.1184] [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: 03/24/2022] [Revised: 06/07/2022] [Accepted: 09/08/2022] [Indexed: 11/22/2022] Open
Abstract
OBJECTIVE To evaluate and estimate the cost of basic care in sickle cell disease (SCD) for patients under five years of age, within the scope of the Unified Health System (SUS) and to discuss the costs related to possible complications of the disease from the literature. METHODS The main management and conduct recommendations in the SCD up to five years of age, with healthy and baseline health status, were extracted from the Basic Guidelines of the Care Line in the SCD of the Ministry of Health. Systematic data regarding costs of medicines were extracted from the Medicine Market Regulation Chamber. The SUS Table of Procedures, Medicines and Orthotics, Prosthetics and Auxiliary Means of Movement Management System was the guide for the values of complementary exams, as well as for medical consultations. The values applied to calculate the vaccination schedule were extracted from the Pan American Health Organization, adopting the perspective of the SUS-paying costs. RESULTS The total cost obtained for basic care of SCD in children up to five years of age, including the use of antibiotic prophylaxis, immunizations and the performance of transcranial Doppler ultrasound in the prevention and early detection of cerebrovascular accidents was, on average, $1020.96. CONCLUSION The cost-effectiveness of prophylaxis in SCD, up to five years of age, exceeds the expenses resulting from hospitalizations due to complications of the disease. The study of expenses associated with SCD could be used to establish public policies, improve prevention strategies and treat the symptoms and complications of the disease.
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9
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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. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.05.16.541016. [PMID: 37293094 PMCID: PMC10245698 DOI: 10.1101/2023.05.16.541016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Red blood cell (RBC) disorders affect billions worldwide. While alterations in the physical properties of aberrant RBCs and associated hemodynamic changes are readily observed, in conditions such as sickle cell disease and iron deficiency, RBC disorders can also be associated with vascular dysfunction. The mechanisms of vasculopathy in those diseases remain unclear and scant research has explored whether biophysical alterations of RBCs can directly affect vascular function. Here we hypothesize that the purely physical interactions between aberrant RBCs and endothelial cells, due to the margination of stiff aberrant RBCs, play a key role in this phenomenon for a range of disorders. This hypothesis is tested by direct simulations of a cellular scale computational model of blood flow in sickle cell disease, iron deficiency anemia, COVID-19, and spherocytosis. We characterize cell distributions for normal and aberrant RBC mixtures in straight and curved tubes, the latter to address issues of geometric complexity that arise in the microcirculation. In all cases aberrant RBCs strongly localize near the vessel walls (margination) due to contrasts in cell size, shape, and deformability from the normal cells. In the curved channel, the distribution of marginated cells is very heterogeneous, indicating a key role for vascular geometry. Finally, we characterize the shear stresses on the vessel walls; consistent with our hypothesis, the marginated aberrant cells generate large transient stress fluctuations due to the high velocity gradients induced by their near-wall motions. The anomalous stress fluctuations experienced by endothelial cells may be responsible 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
| | - 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
| | - 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
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA 30332
| | - Michael D. Graham
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, WI 53706
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10
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Druzak S, Iffrig E, Roberts BR, Zhang T, Fibben KS, Sakurai Y, Verkerke HP, Rostad CA, Chahroudi A, Schneider F, Wong AKH, Roberts AM, Chandler JD, Kim SO, Mosunjac M, Mosunjac M, Geller R, Albizua I, Stowell SR, Arthur CM, Anderson EJ, Ivanova AA, Ahn J, Liu X, Maner-Smith K, Bowen T, Paiardini M, Bosinger SE, Roback JD, Kulpa DA, Silvestri G, Lam WA, Ortlund EA, Maier CL. Multiplatform analyses reveal distinct drivers of systemic pathogenesis in adult versus pediatric severe acute COVID-19. Nat Commun 2023; 14:1638. [PMID: 37015925 PMCID: PMC10073144 DOI: 10.1038/s41467-023-37269-3] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2022] [Accepted: 03/08/2023] [Indexed: 04/06/2023] Open
Abstract
The pathogenesis of multi-organ dysfunction associated with severe acute SARS-CoV-2 infection remains poorly understood. Endothelial damage and microvascular thrombosis have been identified as drivers of COVID-19 severity, yet the mechanisms underlying these processes remain elusive. Here we show alterations in fluid shear stress-responsive pathways in critically ill COVID-19 adults as compared to non-COVID critically ill adults using a multiomics approach. Mechanistic in-vitro studies, using microvasculature-on-chip devices, reveal that plasma from critically ill COVID-19 adults induces fibrinogen-dependent red blood cell aggregation that mechanically damages the microvascular glycocalyx. This mechanism appears unique to COVID-19, as plasma from non-COVID sepsis patients demonstrates greater red blood cell membrane stiffness but induces less significant alterations in overall blood rheology. Multiomics analyses in pediatric patients with acute COVID-19 or the post-infectious multi-inflammatory syndrome in children (MIS-C) demonstrate little overlap in plasma cytokine and metabolite changes compared to adult COVID-19 patients. Instead, pediatric acute COVID-19 and MIS-C patients show alterations strongly associated with cytokine upregulation. These findings link high fibrinogen and red blood cell aggregation with endotheliopathy in adult COVID-19 patients and highlight differences in the key mediators of pathogenesis between adult and pediatric populations.
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Grants
- T32 GM142617 NIGMS NIH HHS
- P51 OD011132 NIH HHS
- R35 HL145000 NHLBI NIH HHS
- K99 HL150626 NHLBI NIH HHS
- T32 GM135060 NIGMS NIH HHS
- F31 DK126435 NIDDK NIH HHS
- R01 DK115213 NIDDK NIH HHS
- R38 AI140299 NIAID NIH HHS
- A F31 training fellowship from the National Institutes of Health National Institute of Diabetes and Digestive and Kidney Diseases (NIH/NIDDK), F31DK126435, supported S.A.D during the duration of this work. Stimulating Access to Research in Residency of the National Institutes of Health under Award Number R38AI140299 supported E.I. R35HL145000 supported E.I, Y.S, K.S.F and W.A.L. National Institutes of Health National Heart, Lung, and Blood Institute (NIH/NHLBI) HL150658, awarded to J.D.C. A training grant supported by the Biochemistry and Cell Developmental Biology program (BCDB) at Emory university, T32GM135060-02S1, to S.O.K. NIH/NIDDK Grant R01-DK115213 and Winship Synergy Award to E.A.O. NIH/NHLBI K99 HL150626-01 awarded to C.L.M. The lipidomics and metabolomics experiments were supported by the Emory Integrated Metabolomics and Lipidomics Core, which is subsidized by the Emory University School of Medicine and is one of the Emory Integrated Core Facilities.
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Affiliation(s)
- Samuel Druzak
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA, USA
| | - Elizabeth Iffrig
- Department of Medicine, Emory University School of Medicine, Atlanta, GA, USA
- Wallace H Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA
| | - Blaine R Roberts
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA, USA
- Department of Neurology, Emory University School of Medicine, Atlanta, GA, USA
| | - Tiantian Zhang
- Emory Integrated Metabolomics and Lipidomics Core, Emory University School of Medicine, Atlanta, GA, USA
| | - Kirby S Fibben
- Wallace H Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, 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, Emory University School of Medicine, Atlanta, GA, USA
| | - Hans P Verkerke
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Christina A Rostad
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Ann Chahroudi
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Frank Schneider
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Andrew Kam Ho Wong
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
- Emory National Primate Research Center, Atlanta, GA, USA
| | - Anne M Roberts
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA, USA
| | - Joshua D Chandler
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Susan O Kim
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
| | - Mario Mosunjac
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Marina Mosunjac
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Rachel Geller
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
- Georgia Bureau of Investigation, Decatur, GA, USA
| | - Igor Albizua
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Sean R Stowell
- Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Connie M Arthur
- Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Evan J Anderson
- Department of Medicine, Emory University School of Medicine, Atlanta, GA, USA
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Anna A Ivanova
- Emory Integrated Metabolomics and Lipidomics Core, Emory University School of Medicine, Atlanta, GA, USA
| | - Jun Ahn
- Emory Integrated Metabolomics and Lipidomics Core, Emory University School of Medicine, Atlanta, GA, USA
| | - Xueyun Liu
- Emory Integrated Metabolomics and Lipidomics Core, Emory University School of Medicine, Atlanta, GA, USA
| | - Kristal Maner-Smith
- Emory Integrated Metabolomics and Lipidomics Core, Emory University School of Medicine, Atlanta, GA, USA
| | - Thomas Bowen
- Emory Integrated Metabolomics and Lipidomics Core, Emory University School of Medicine, Atlanta, GA, USA
| | - Mirko Paiardini
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
- Emory National Primate Research Center, Atlanta, GA, USA
| | - Steve E Bosinger
- Department of Medicine, Emory University School of Medicine, Atlanta, GA, USA
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
- Emory National Primate Research Center, Atlanta, GA, USA
- Emory Vaccine Center, Atlanta, GA, USA
| | - John D Roback
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Deanna A Kulpa
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
- Emory National Primate Research Center, Atlanta, GA, USA
- Center for AIDS Research, Emory University, Atlanta, GA, USA
| | - Guido Silvestri
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
- Emory National Primate Research Center, Atlanta, GA, USA
- Emory Vaccine Center, Atlanta, GA, USA
- Center for AIDS Research, Emory University, Atlanta, GA, USA
| | - Wilbur A Lam
- Wallace H Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA.
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA.
- Children's Healthcare of Atlanta, Atlanta, GA, USA.
| | - Eric A Ortlund
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA, USA.
- Emory Integrated Metabolomics and Lipidomics Core, Emory University School of Medicine, Atlanta, GA, USA.
| | - Cheryl L Maier
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA.
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11
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Hulbert ML, Fields ME, Guilliams KP, Bijlani P, Shenoy S, Fellah S, Towerman AS, Binkley MM, McKinstry RC, Shimony JS, Chen Y, Eldeniz C, Ragan DK, Vo K, An H, Lee JM, Ford AL. Normalization of cerebral hemodynamics after hematopoietic stem cell transplant in children with sickle cell disease. Blood 2023; 141:335-344. [PMID: 36040484 PMCID: PMC9936296 DOI: 10.1182/blood.2022016618] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2022] [Revised: 08/17/2022] [Accepted: 08/19/2022] [Indexed: 02/08/2023] Open
Abstract
Children with sickle cell disease (SCD) demonstrate cerebral hemodynamic stress and are at high risk of strokes. We hypothesized that curative hematopoietic stem cell transplant (HSCT) normalizes cerebral hemodynamics in children with SCD compared with pre-transplant baseline. Whole-brain cerebral blood flow (CBF) and oxygen extraction fraction (OEF) were measured by magnetic resonance imaging 1 to 3 months before and 12 to 24 months after HSCT in 10 children with SCD. Three children had prior overt strokes, 5 children had prior silent strokes, and 1 child had abnormal transcranial Doppler ultrasound velocities. CBF and OEF of HSCT recipients were compared with non-SCD control participants and with SCD participants receiving chronic red blood cell transfusion therapy (CRTT) before and after a scheduled transfusion. Seven participants received matched sibling donor HSCT, and 3 participants received 8 out of 8 matched unrelated donor HSCT. All received reduced-intensity preparation and maintained engraftment, free of hemolytic anemia and SCD symptoms. Pre-transplant, CBF (93.5 mL/100 g/min) and OEF (36.8%) were elevated compared with non-SCD control participants, declining significantly 1 to 2 years after HSCT (CBF, 72.7 mL/100 g per minute; P = .004; OEF, 27.0%; P = .002), with post-HSCT CBF and OEF similar to non-SCD control participants. Furthermore, HSCT recipients demonstrated greater reduction in CBF (-19.4 mL/100 g/min) and OEF (-8.1%) after HSCT than children with SCD receiving CRTT after a scheduled transfusion (CBF, -0.9 mL/100 g/min; P = .024; OEF, -3.3%; P = .001). Curative HSCT normalizes whole-brain hemodynamics in children with SCD. This restoration of cerebral oxygen reserve may explain stroke protection after HSCT in this high-risk patient population.
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Affiliation(s)
- Monica L. Hulbert
- Department of Pediatrics, Washington University in St. Louis, St. Louis, MO
| | - Melanie E. Fields
- Department of Pediatrics, Washington University in St. Louis, St. Louis, MO
- Department of Neurology, Washington University in St. Louis, St. Louis, MO
| | - Kristin P. Guilliams
- Department of Pediatrics, Washington University in St. Louis, St. Louis, MO
- Department of Neurology, Washington University in St. Louis, St. Louis, MO
- Mallinckrodt Institute of Radiology, Washington University in St. Louis, St. Louis, MO
| | - Priyesha Bijlani
- Department of Internal Medicine, University of California San Diego, San Diego, CA
| | - Shalini Shenoy
- Department of Pediatrics, Washington University in St. Louis, St. Louis, MO
| | - Slim Fellah
- Mallinckrodt Institute of Radiology, Washington University in St. Louis, St. Louis, MO
| | - Alison S. Towerman
- Department of Pediatrics, Washington University in St. Louis, St. Louis, MO
| | | | - Robert C. McKinstry
- Mallinckrodt Institute of Radiology, Washington University in St. Louis, St. Louis, MO
| | - Joshua S. Shimony
- Mallinckrodt Institute of Radiology, Washington University in St. Louis, St. Louis, MO
| | - Yasheng Chen
- Mallinckrodt Institute of Radiology, Washington University in St. Louis, St. Louis, MO
| | - Cihat Eldeniz
- Mallinckrodt Institute of Radiology, Washington University in St. Louis, St. Louis, MO
| | - Dustin K. Ragan
- Department of Radiology, Medical College of Wisconsin, Milwaukee, WI
| | - Katie Vo
- Mallinckrodt Institute of Radiology, Washington University in St. Louis, St. Louis, MO
| | - Hongyu An
- Mallinckrodt Institute of Radiology, Washington University in St. Louis, St. Louis, MO
| | - Jin-Moo Lee
- Department of Neurology, Washington University in St. Louis, St. Louis, MO
- Mallinckrodt Institute of Radiology, Washington University in St. Louis, St. Louis, MO
| | - Andria L. Ford
- Department of Neurology, Washington University in St. Louis, St. Louis, MO
- Mallinckrodt Institute of Radiology, Washington University in St. Louis, St. Louis, MO
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12
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Computational Study of Methods for Determining the Elasticity of Red Blood Cells Using Machine Learning. Symmetry (Basel) 2022. [DOI: 10.3390/sym14081732] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
RBC (Red Blood Cell) membrane is a highly elastic structure, and proper modelling of this elasticity is essential for biomedical applications that involve computational experiments with blood flow. In this work, we present a new method for estimating one of the key parameters of red blood cell elasticity, which uses a neural network trained on the simulation outputs. We test classic LSTM (Long-Short Term Memory) architecture for the time series regression task, and we also experiment with novel CNN-LSTM (Convolutional Neural Network) architecture. We paid special attention to investigating the impact of the way the three-dimensional training data are reduced to their two-dimensional projections. Such a comparison is possible thanks to working with simulation outputs that are equivalently defined for all dimensions and their combinations. The obtained results can be used as recommendations for an appropriate way to record real experiments for which the reduced dimension of the acquired data is essential.
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13
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Caruso C, Fay ME, Cheng X, Liu AY, Park SI, Sulchek TA, Graham MD, Lam WA. Pathologic mechanobiological interactions between red blood cells and endothelial cells directly induce vasculopathy in iron deficiency anemia. iScience 2022; 25:104606. [PMID: 35800766 PMCID: PMC9253485 DOI: 10.1016/j.isci.2022.104606] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Revised: 04/19/2022] [Accepted: 06/08/2022] [Indexed: 12/02/2022] Open
Abstract
The correlation between cardiovascular disease and iron deficiency anemia (IDA) is well documented but poorly understood. Using a multi-disciplinary approach, we explore the hypothesis that the biophysical alterations of red blood cells (RBCs) in IDA, such as variable degrees of microcytosis and decreased deformability may directly induce endothelial dysfunction via mechanobiological mechanisms. Using a combination of atomic force microscopy and microfluidics, we observed that subpopulations of IDA RBCs (idRBCs) are significantly stiffer and smaller than both healthy RBCs and the remaining idRBC population. Furthermore, computational simulations demonstrated that the smaller and stiffer idRBC subpopulations marginate toward the vessel wall causing aberrant shear stresses. This leads to increased vascular inflammation as confirmed with perfusion of idRBCs into our "endothelialized" microfluidic systems. Overall, our multifaceted approach demonstrates that the altered biophysical properties of idRBCs directly lead to vasculopathy, suggesting that the IDA and cardiovascular disease association extends beyond correlation and into causation.
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Affiliation(s)
- Christina Caruso
- Aflac Cancer and Blood Disorders Center of Children’s Healthcare of Atlanta, Department of Pediatrics, Emory University School of Medicine, 412 Emory Children’s Center, 2015 Uppergate Drive, Atlanta, GA 30322, USA
| | - Meredith E. Fay
- Aflac Cancer and Blood Disorders Center of Children’s Healthcare of Atlanta, Department of Pediatrics, Emory University School of Medicine, 412 Emory Children’s Center, 2015 Uppergate Drive, Atlanta, GA 30322, USA
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA 30332, USA
| | - Xiaopo Cheng
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Alan Y. Liu
- George W. Woodruff School of Mechanical Engineering, Parker H. Petit Institute for Bioengineering and Biosciences, Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Sunita I. Park
- Department of Pathology, Children’s Healthcare of Atlanta, Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Todd A. Sulchek
- George W. Woodruff School of Mechanical Engineering, Parker H. Petit Institute for Bioengineering and Biosciences, Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Michael D. Graham
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Wilbur A. Lam
- Aflac Cancer and Blood Disorders Center of Children’s Healthcare of Atlanta, Department of Pediatrics, Emory University School of Medicine, 412 Emory Children’s Center, 2015 Uppergate Drive, Atlanta, GA 30322, USA
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA 30332, USA
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14
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Perazzo A, Peng Z, Young YN, Feng Z, Wood DK, Higgins JM, Stone HA. The effect of rigid cells on blood viscosity: linking rheology and sickle cell anemia. SOFT MATTER 2022; 18:554-565. [PMID: 34931640 PMCID: PMC8925304 DOI: 10.1039/d1sm01299a] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
Sickle cell anemia (SCA) is a disease that affects red blood cells (RBCs). Healthy RBCs are highly deformable objects that under flow can penetrate blood capillaries smaller than their typical size. In SCA there is an impaired deformability of some cells, which are much stiffer and with a different shape than healthy cells, and thereby affect regular blood flow. It is known that blood from patients with SCA has a higher viscosity than normal blood. However, it is unclear how the rigidity of cells is related to the viscosity of blood, in part because SCA patients are often treated with transfusions of variable amounts of normal RBCs and only a fraction of cells will be stiff. Here, we report systematic experimental measurements of the viscosity of a suspension varying the fraction of rigid particles within a suspension of healthy cells. We also perform systematic numerical simulations of a similar mixed suspension of soft RBCs, rigid particles, and their hydrodynamic interactions. Our results show that there is a rheological signature within blood viscosity to clearly identify the fraction of rigidified cells among healthy deformable cells down to a 5% volume fraction of rigidified cells. Although aggregation of RBCs is known to affect blood rheology at low shear rates, and our simulations mimic this effect via an adhesion potential, we show that such adhesion, or aggregation, is unlikely to provide a physical rationalization for the viscosity increase observed in the experiments at moderate shear rates due to rigidified cells. Through numerical simulations, we also highlight that most of the viscosity increase of the suspension is due to the rigidity of the particles rather than their sickled or spherical shape. Our results are relevant to better characterize SCA, provide useful insights relevant to rheological consequences of blood transfusions, and, more generally, extend to the rheology of mixed suspensions having particles with different rigidities, as well as offering possibilities for developments in the field of soft material composites.
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Affiliation(s)
- Antonio Perazzo
- Novaflux Inc., Princeton, NJ 08540, USA
- Advanced BioDevices LLC, Princeton, NJ 08540, USA
- Department of Mechanical and Aerospace Engineering, Princeton University, Princeton, NJ 08544, USA.
| | - Zhangli Peng
- Department of Biomedical Engineering, University of Illinois at Chicago, Chicago, IL 60607, USA
| | - Y-N Young
- Department of Mathematical Sciences, New Jersey Institute of Technology, Newark, NJ 07102, USA
| | - Zhe Feng
- Department of Biomedical Engineering, University of Illinois at Chicago, Chicago, IL 60607, USA
| | - David K Wood
- Department of Biomedical Engineering, University of Minnesota, Minneapolis, MN 55455, USA
| | - John M Higgins
- Center for Systems Biology and Department of Pathology, Massachusetts General Hospital, and Department of Systems Biology, Harvard Medical School, Boston, MA 02114, USA
| | - Howard A Stone
- Department of Mechanical and Aerospace Engineering, Princeton University, Princeton, NJ 08544, USA.
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15
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Javadi E, Deng Y, Karniadakis GE, Jamali S. In silico biophysics and hemorheology of blood hyperviscosity syndrome. Biophys J 2021; 120:2723-2733. [PMID: 34087210 DOI: 10.1016/j.bpj.2021.05.013] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2021] [Revised: 04/01/2021] [Accepted: 05/05/2021] [Indexed: 11/25/2022] Open
Abstract
Hyperviscosity syndrome (HVS) is characterized by an increase of the blood viscosity by up to seven times the normal blood viscosity, resulting in disturbances to the circulation in the vasculature system. HVS is commonly associated with an increase of large plasma proteins and abnormalities in the properties of red blood cells, such as cell interactions, cell stiffness, and increased hematocrit. Here, we perform a systematic study of the effect of each biophysical factor on the viscosity of blood by employing the dissipative particle dynamic method. Our in silico platform enables manipulation of each parameter in isolation, providing a unique scheme to quantify and accurately investigate the role of each factor in increasing the blood viscosity. To study the effect of these four factors independently, each factor was elevated more than its values for a healthy blood while the other factors remained constant, and viscosity measurement was performed for different hematocrits and flow rates. Although all four factors were found to increase the overall blood viscosity, these increases were highly dependent on the hematocrit and the flow rates imposed. The effect of cell aggregation and cell concentration on blood viscosity were predominantly observed at low shear rates, in contrast to the more magnified role of cell rigidity and plasma viscosity at high shear rates. Additionally, cell-related factors increase the whole blood viscosity at high hematocrits compared with the relative role of plasma-related factors at lower hematocrits. Our results, mapped onto the flow rates and hematocrits along the circulatory system, provide a correlation to underpinning mechanisms for HVS findings in different blood vessels.
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Affiliation(s)
- Elahe Javadi
- Department of Mechanical and Industrial Engineering, Northeastern University, Boston, Massachusetts
| | - Yixiang Deng
- School of Engineering, Brown University, Providence, Rhode Island
| | - George Em Karniadakis
- School of Engineering, Brown University, Providence, Rhode Island; Division of Applied Mathematics, Brown University, Providence, Rhode Island
| | - Safa Jamali
- Department of Mechanical and Industrial Engineering, Northeastern University, Boston, Massachusetts.
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