Use of Packed Red Blood Cell Mechanical Fragility to Indicate Transfusion Outcomes
Tarasev, M.; Chakraborty, S.; Alfano, K.; Gao, X.; Davenport, R.
Show abstract
The hypothesis for this study was that RBC mechanical fragility (MF) could be an aggregate in vitro property predictive of transfused RBC performance in vivo. Various MF values were obtained via MF profiling, based on several variations of testing parameters, using both a "legacy" approach (with a commercial, cam-based vertical bead mill and a spectrophotometer) and a more proprietary approach (with a custom-developed, electromagnetic horizontal bead mill combined with proprietary optics and analysis). A total of 52 transfusion events in 32 different patients recruited from the University of Michigan were included in this study. Results were assessed using mixed effects and linear regression models. RBC MF was shown to predict about 15% of transfusion-associated changes in patient hemoglobin concentration, but not of secondary hemolysis-associated metrics (serum hemoglobin, HAP, and LDH). This result was affected by several factors that were not fully accounted for, including variability in post-transfusion blood collection time and variability in each blood unit volumes. Inclusion of the number of units transfused showed the potential to improve predictive capability, thus highlighting the potential importance of underlying patient condition necessitating the second unit transfusion. Certain ways of applying the bead-induced mechanical stress showed MF results more suitable for predicting transfusion outcomes than others indicating potential significance of flow stress type for assessing storage-induced RBC membrane damage. That highlights an opportunity for improvement of the potential for use of MF metrics, through identification of optimal stress application parameters (possibly by further varying parameters used here, as well as others) for assessing contribution of storage-lesion-associated RBC damage on transfused RBC performance.
Matching journals
The top 3 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- SpO 2 /FiO 2 Ratio as a Better Metric for Assessment of RBC Transfusion Effectiveness in Non-traumatic Critically Ill Patients with Physiologic Derangements 97%
- Distribution, genetic polymorphism and genotype prediction of rhesus blood group antigens among the Kurdish population of Zakho, Kurdistan Region, Iraq 94%
- Feasibility of collecting and processing of COVID-19 convalescent plasma for treatment of COVID-19 in Uganda 94%
Similar papers in this journal
- Utility of thromboelastography with platelet mapping (TEG-PM) for monitoring platelet transfusion in qualitative platelet disorders 92%
- Shapes and Dimensions of Blood Clots Affect the Rate and Extent of Platelet-Driven Clot Contraction and Will Determine the Outcomes of Thrombosis 90%
- A mathematical model of flow-mediated coagulation identifies factor V as a modifier of thrombin generation in hemophilia A 90%
Similar papers in this journal
- Patient ABO blood type is a major predictor of a positive DAT following a transfusion reaction 96%
- Blood Unit Segments Accurately Represent the Biophysical Properties of Red Blood Cells in Blood Bags but Not Hemolysis 96%
- The risk of transfusion transmissible infection in a civilian walking blood bank using rapid diagnostic tests: A modeling study 95%
Similar papers in this journal
- Sickle red blood cell derived extracellular vesicles activate endothelial cells and enhance sickle red cell adhesion mediated by von Willebrand factor 93%
- Exploring the role of Large Language Models (LLMs) in hematology: a systematic review of applications, benefits, and limitations 92%
- Platelet dysfunction in immune thrombocytopenia: finding clinical subsets with platelet phenotypes 89%
Similar papers in this journal
- Randomized controlled trial of convalescent plasma therapy against standard therapy in patients with severe COVID-19 disease 94%
- Hilab system, a new point-of-care hematology analyzer supported by the Internet of Things and Artificial Intelligence 94%
- Estimation of the Hemoglobin Glycation Rate Constant 93%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.