ABSTRACT
Red blood cell (RBC) transfusion is one of the most common medical treatments, with more than 10 million units transfused per year in the United States alone. Alloimmunization to foreign Rh proteins (RhD and RhCE) on donor RBCs remains a challenge for transfusion effectiveness and safety. Alloantibody production disproportionately affects patients with sickle cell disease who frequently receive blood transfusions and exhibit high genetic diversity in the Rh blood group system. With hundreds of RH variants now known, precise identification of Rh antibody targets is hampered by the lack of appropriate reagent RBCs with uncommon Rh antigen phenotypes. Using a combination of human-induced pluripotent stem cell (iPSC) reprogramming and gene editing, we designed a renewable source of cells with unique Rh profiles to facilitate the identification of complex Rh antibodies. We engineered a very rare Rh null iPSC line lacking both RHD and RHCE. By targeting the AAVS1 safe harbor locus in this Rh null background, any combination of RHD or RHCE complementary DNAs could be reintroduced to generate RBCs that express specific Rh antigens such as RhD alone (designated D--), Goa+, or DAK+. The RBCs derived from these iPSCs (iRBCs) are compatible with standard laboratory assays used worldwide and can determine the precise specificity of Rh antibodies in patient plasma. Rh-engineered iRBCs can provide a readily accessible diagnostic tool and guide future efforts to produce an alternative source of rare RBCs for alloimmunized patients.
Subject(s)
Blood Group Antigens , Pluripotent Stem Cells , Transfusion Medicine , Alleles , Blood Group Antigens/genetics , Humans , Rh-Hr Blood-Group System/geneticsABSTRACT
BACKGROUND: Transfusion service laboratories (TSL) often need to renovate or design new laboratory space, and their leaders must be involved in the complex and multifaceted design process. STUDY DESIGN AND METHODS: This manuscript outlines the design process and considerations for a dedicated TSL space. RESULTS: Proactive engagement with key collaborators throughout the design process is essential. Major design considerations include physical features such as location, size, service/equipment needs, and zones within the laboratory; intangible issues such as efficiency, well-being, and disaster planning; and adaptations for suboptimal space and changes over time. CONCLUSION: Investing in the design of the laboratory space facilitates high-quality TSL operations, productivity, customer satisfaction, regulatory compliance, staff well-being, and most importantly, patient safety.
Subject(s)
Laboratories , Transfusion Medicine , Humans , HospitalsABSTRACT
BACKGROUND: Studies have described poor transfusion medicine (TM) knowledge in postgraduate trainees. The impact of undergraduate medical TM education on postgraduate knowledge is unclear. METHODS: Canadian medical schools were surveyed on the number of hours dedicated to TM teaching and topics covered by curricula during 2016-2020. Postgraduate trainees attending Transfusion Camp in 2021 completed a pretest of 20 multiple-choice questions. The survey results and pretest scores were compared to evaluate the association between undergraduate medical TM education and pretest scores. RESULTS: The survey was completed by 16 of 17 Canadian medical schools. The number of hours (h) of TM teaching were <2 h (25%), 3-4 h (25%), and >4 h (50%). Twelve of 19 Transfusion Camp topics were covered in ≥50% of schools. Eleven medical schools provided ethics approvals/waivers to include trainee pretest scores in the analysis (N = 200). The median pretest scores by medical school ranged from 48% to 70%. No association was found between number of TM teaching hours and average pretest scores (p = .60). There was an association between higher postgraduate year level and individual pretest score (p < .0001). The analysis by topic demonstrated questions where trainees from different schools performed uniformly well or poorly; other topics showed considerable variation. CONCLUSION: Variation in quantity and content of undergraduate TM teaching exists across Canadian medical schools. In this limited assessment, the number of TM teaching hours was not associated with performance on the pretest. This study raises the opportunity to re-evaluate the delivery (content, timing, consistency) of TM education in undergraduate medical schools.
Subject(s)
Curriculum , Education, Medical, Undergraduate , Transfusion Medicine , Humans , Transfusion Medicine/education , Education, Medical, Undergraduate/methods , Canada , Surveys and Questionnaires , Schools, Medical , Male , Female , Clinical CompetenceABSTRACT
BACKGROUND AND OBJECTIVES: Blood transfusion is performed daily in hospitals. Gaps exist between transfusion guidelines and day-to-day clinical care. These gaps are prevalent in resource-limited settings due to scarce continuing medical education. Transfusion Camp Rwanda aims to bridge this gap by (1) delivering context-appropriate up-to-date education, (2) teaching participants how to independently deliver a case-based curriculum and (3) identifying strategies to promote change in transfusion practice in Rwanda. MATERIALS AND METHODS: In May 2023, a multidisciplinary team from Canada and Rwanda carried out a Transfusion Camp train-the-trainer workshop for clinicians from all five provinces in Rwanda. Participants attended in-person lectures, seminars and workshop group discussions on the implementation of the Rwanda National Directives on Rational Use of Blood and Blood Components. Course feedback was based on the Kirkpatrick Model of Training and Evaluation. RESULTS: Fifty-one physicians and laboratory technicians participated in the course. Confidence in caring for patients based on transfusion guidelines was self-rated as 'excellent' by 23% of participants before and 77% after, while 84% reported they planned to teach Transfusion Camp to others and 100% responded that they will apply course content to clinical practice. Workshop groups recommended strategies to improve transfusion medicine practice in Rwanda in four domains: Communication, Institutional Approval, Practice Audits and Education. CONCLUSION: Transfusion medicine education in Rwanda using a train-the-trainer approach was well-received by participants and allowed for a more detailed understanding of the local medical and educational environment. These observations can inform the further expansion of the Transfusion Camp Rwanda project.
Subject(s)
Blood Transfusion , Transfusion Medicine , Rwanda , Humans , Transfusion Medicine/education , Translational Research, Biomedical/education , Education, Medical, Continuing/methods , Leadership , Female , Male , CurriculumABSTRACT
BACKGROUND AND OBJECTIVES: Promotion in academic medicine requires evidence of the creation and dissemination of scholarly output, primarily through peer-reviewed publications. Studies demonstrate that scholarly activity and impact are lower for women physicians than for men physicians, especially during the early stages of their academic careers. This report reviewed physicians' academic productivity after passing their Blood Banking/Transfusion Medicine (BBTM) subspecialty exam to determine if gender discrepancies exist. METHODS: A cross-sectional analysis was designed to determine trends in scholarly activity for women physicians versus men physicians in BBTM. Indexed publications were reviewed using iCite, the National Institutes of Health (NIH) Office of Portfolio Analysis tool, from 1 January 2017 to 1 December 2021, for BBTM examinees who passed the sub-speciality fellowship exam in the years 2016 through 2018. RESULTS: Overall, women physicians had statistically significant fewer total career publications (median 6 vs. 9 cumulative papers, p = 0.03). Women published at a lower rate after passing BBTM boards, which was not statistically significant (0.7 vs. 1.3 publications per year). Other statistically significant findings include fewer early-career BBTM women physicians were first authors compared with men physicians (p = 0.03) and impact as assessed by relative citation ratio was higher for men (p = 0.01). CONCLUSIONS: This study demonstrates that there are gender differences in scholarly productivity and impact on early-career BBTM physicians. Given that this cohort of BBTM physicians are early-career professionals, the significant difference in first authorship publications between women and men physicians is especially concerning. Publication metrics should be followed to ensure equitable research environments for early-career BBTM physicians.
Subject(s)
Transfusion Medicine , Humans , Female , Male , Cross-Sectional Studies , Efficiency , Sex Factors , Physicians , Physicians, WomenABSTRACT
BACKGROUND AND OBJECTIVES: E-learning programmes are increasingly offered in transfusion medicine (TM) education. The aim of this study was to explore facilitators and barriers to TM e-learning programmes, including assessment of learning outcomes and measures of effectiveness. MATERIALS AND METHODS: Participants selected from a prior survey and representing a diverse number of international e-learning programmes were invited to participate. A mixed methodology was employed, combining a survey and individual semi-structured one-on-one interviews. Interview data were analysed inductively to explore programme development, evaluation, and facilitators and barriers to implementation. RESULTS: Fourteen participants representing 13 institutions participated in the survey and 10 were interviewed. The e-learning programmes have been in use for a variable duration between 5 and 16 years. Funding sources varied, including government and institutional support. Learner assessment methods varied and encompassed multiple-choice-questions (n = 12), direct observation (n = 4) and competency assessment (n = 4). Most regional and national blood collection agencies rely on user feedback and short-term learning assessments to evaluate their programmes. Only one respondent indicated an attempt to correlate e-learning with clinical practices. Factors that facilitated programme implementation included support from management and external audits to ensure compliance with regulatory educational and training requirements. Barriers to programme implementation included the allocation of staff time for in-house development, enforcing compliance, keeping educational content up-to-date and gaining access to outcome data for educational providers. CONCLUSION: There is evidence of considerable diversity in the evaluation of e-learning programmes. Further work is needed to understand the ultimate impact of TM e-learning on transfusion practices and patient outcomes.
Subject(s)
Transfusion Medicine , Humans , Transfusion Medicine/education , Male , Female , Computer-Assisted Instruction/methods , Blood Transfusion/methods , Education, Distance/methods , Surveys and QuestionnairesABSTRACT
The history of blood transfusion has been dominated by the search for compatibility for species specificity, the search for how to transfer blood from one individual into another or infuse. Safety has become a major issue since it became clear that blood was not only able to allow mystical miracles to take place but could transmit infectious diseases. The science behind these ideas reflects observation, a thinking and exchange of knowledge and skills, originally documented in reports or case studies of what has happened and was observed, and peer presented - knowledge economy.
Subject(s)
Transfusion Medicine , Humans , Blood TransfusionABSTRACT
In the field of blood and transfusion medicine, European Directorate for the Quality of Medicines & HealthCare recommends practices for metrological devices. Monitoring and measurement resources, as well as their permitted metrological limits, must be considered in this regard. We must understand variables such as metrological domains, the International System of Units, metrological traceability, and metrological requirements and controls in the field of transfusions in order to understand these metrological devices. An approach to metrological analysis and subsequent actions was constructed using flowcharts. As part of this methodology, a metrological device was selected, along with regulatory and normative requirements. A calibration and a test were conducted to demonstrate the application of the figure based on current recommendations. Current recommendations are consistent with the suggested ROC approach. The metrological devices must be verified based on their suitability for their respective applications (fitness-for-purpose).
Subject(s)
Transfusion Medicine , Humans , Reference Standards , CalibrationABSTRACT
Transfusion medicine requires meticulous record keeping from the time a blood donation is made to the time a patient receives a transfusion. As such, blood collection establishments and processing laboratories generate large amounts of data. This data must be managed, analyzed, and visualized appropriately to ensure safety of the blood supply. Today, the use of information technology (IT) solutions for data management in transfusion medicine varies widely between institutions. In this report, blood center professionals describe how they currently use IT solutions to improve their blood processing methods, the challenges they have, and how they envision IT solutions improving transfusion medicine in the future.
Subject(s)
Transfusion Medicine , Humans , Goals , Blood Transfusion , Blood Banks , Blood DonorsABSTRACT
For reliable clinical decisions in transfusion medicine, assessing the performance of qualitative tests performed in medical laboratories is critical. When false results are reported, these can lead to an adverse reaction to blood components. Good performance assessment practices are essential for this kind of scenario, and they still remain as one of the many unmet high-priority challenges in this area. This paper aims to provide an overview of the current trends in this field. A review of the IFCC-IUPC. qualitative vocabulary was carried out, and a particular focus was given to the evaluation protocols CLSI EP12-A3 and Eurachem AQA, such as the European Union Regulation for class D in vitro diagnostic medical devices. There is a consistency between the current protocols and recognized performance assessment principles, which are mandatory in transfusion service labs. We believe that a revised imprecision interval approach and models based on emerging qualitative test types may prove beneficial in the long run. It is also important to emphasize the uncertainty of proportions to mitigate the risk of misclassification.
Subject(s)
Reagent Kits, Diagnostic , Transfusion Medicine , Humans , European UnionABSTRACT
RBC transfusions are a vital clinical therapy to treat anemic patients. The in vivo assessment of red blood cell (RBC) quality post-transfusion is critical to ensuring that the introduction of new RBC products meet established regulatory and clinical quality requirements. Although in vitro quality control testing is routinely performed by blood manufacturers, it is crucial that in vivo tests are performed during the evaluation and regulatory process of new RBC products. This article reviews existing in vivo techniques, like chromium-51 labelling and biotinylation, for determining the circulation and survival of RBCs, and advocates for a move to radiation-free methods. The timely need for radiation-free methods to assess emerging non-DEHP container systems is just one example of why efforts to improve the methods available for in vivo quality assessment is important in transfusion medicine. This review aims to advance our understanding of RBC transfusion in vivo quality assessment and enhance transfusion practices.
Subject(s)
Erythrocyte Transfusion , Transfusion Medicine , Humans , Erythrocyte Transfusion/methods , Transfusion Medicine/methods , Erythrocytes/metabolismABSTRACT
BACKGROUND: Diverse representation in the field of patient blood management (PBM) may help bring varying perspectives to improve patient care. We assessed trends in gender of first and last authorship of recent PBM publications to evaluate diversity within the field. METHODS: Publications from 10 high-impact anesthesiology and blood transfusion medicine journals between 2017 and 2021 were reviewed using 19 keywords to identify PBM-related articles. Each publication title was reviewed independently to determine whether it met the inclusion criteria. A software program was used to identify the gender of each first and last author for the most common first names. Author gender that could not be identified through this process was determined by querying institutional websites and professional social networks (eg, ResearchGate). Any publication where the gender of the first and/or last author could not be reliably determined was excluded from the analysis. Trends over time were assessed using the Cochran-Armitage test. RESULTS: A total of 2467 publications met the inclusion criteria of the 2873 yielded by the initial search. Gender of the first and last author was identified for 2384 of these publications and included in the final analysis. Approximately 42.8% of publications featured a woman as the first author with the highest from the journals such as the Journal of the American Medical Association ( JAMA ) (48.7%) and Transfusion (48.1%) and the lowest from the journals such as the British Journal of Anaesthesia (24.1%) and Anesthesia & Analgesia (24.4%). Approximately 32.0% of the publications featured a woman as the last author with the highest being Transfusion (36.9%) and Anaesthesia (31.8%) and the lowest being Anesthesia and Analgesia (18.3%) and Anesthesiology (18.6%). Approximately 57.6% of publications had either a woman as the first or last author while 16.3% of the publications had women as both the first and last authors. Women authors comprised 32.6% of the publications with a single author. Women as the first or last authors did not change significantly over the study period ( P = .115 and P = .119, respectively). No significant difference was observed in the percentage of PBM articles with a woman as the first or last author, a woman as the first and last author, or a woman as a single author from 2017 to 2021 ( P = .089, P = .055, and P = .226, respectively). CONCLUSIONS: The percentage of women as the first and last authors in PBM publications from the 5-year period of 2017 to 2021 was <50%. Gender equity in PBM authorship was identified as an area for potential future improvement. International mentorship and sponsorship of women remain important in promoting gender equity in PBM authorship.
Subject(s)
Authorship , Blood Transfusion , Periodicals as Topic , Humans , Female , Male , Blood Transfusion/trends , Periodicals as Topic/trends , Sex Factors , Bibliometrics , Anesthesiology/trends , Physicians, Women/trends , Transfusion Medicine/trendsABSTRACT
BACKGROUND: Immunohematology skill education is an important part of the transfusion medicine professional training. We tried to solve the difficulty of obtaining suitable and sufficient positive samples in the immunohematology education. METHODS: Different identification panels and panel cells were created by RhD-positive red blood cells (RBCs) and RhD-negative RBCs, according to the underlying antibodies. Diluted anti-D reagent was used as simulated plasma for identification. RESULTS: The antibody identification of single antibody with dose-effect and two antibodies present at the same time were successfully simulated. CONCLUSIONS: It is a practical and cheap method for antibody identification training to use RhD blood group, especially when positive samples are short.
Subject(s)
Blood Grouping and Crossmatching , Rh-Hr Blood-Group System , Humans , Rh-Hr Blood-Group System/immunology , Rh-Hr Blood-Group System/blood , Blood Grouping and Crossmatching/methods , Erythrocytes/immunology , Isoantibodies/blood , Isoantibodies/immunology , Hematology/methods , Rho(D) Immune Globulin/immunology , Rho(D) Immune Globulin/blood , Transfusion Medicine/methodsABSTRACT
This review aims to provide a better understanding of when and why red blood cell (RBC) genotyping is applicable in transfusion medicine. Articles published within the last 8 years in peer-reviewed journals were reviewed in a systematic manner. RBC genotyping has many applications in transfusion medicine including predicting a patient's antigen profile when serologic methods cannot be used, such as in a recently transfused patient, in the presence of autoantibody, or when serologic reagents are not available. RBC genotyping is used in prenatal care to determine zygosity and guide the administration of Rh immune globulin in pregnant women to prevent hemolytic disease of the fetus and newborn. In donor testing, RBC genotyping is used for resolving ABO/D discrepancies for better donor retention or for identifying donors negative for high-prevalence antigens to increase blood availability and compatibility for patients requiring rare blood. RBC genotyping is helpful to immunohematology reference laboratory staff performing complex antibody workups and is recommended for determining the antigen profiles of patients and prospective donors for accurate matching for C, E, and K in multiply transfused patients. Such testing is also used to determine patients or donors with variant alleles in the Rh blood group system. Information from this testing aides in complex antibody identification as well as sourcing rare allele-matched RBC units. While RBC genotyping is useful in transfusion medicine, there are limitations to its implementation in transfusion services, including test availability, turn-around time, and cost.
Subject(s)
Erythrocytes , Genotype , Transfusion Medicine , Female , Humans , Pregnancy , Blood Group Antigens/genetics , Blood Group Antigens/immunology , Blood Grouping and Crossmatching/methods , Erythrocytes/immunology , Genotyping Techniques/methods , Transfusion Medicine/methodsABSTRACT
PURPOSE: Comparing the effect of serious game and problem-based learning on nursing students' knowledge and clinical decision-making skill regarding the application of transfusion medicine in pediatric nursing. DESIGN AND METHODS: In this quasi-experimental study, 76 undergraduate nursing students were enrolled through a convenience sampling method, and were allocated to one of the three groups of serious game, problem-based learning, and control through the block randomization method. Data were collected using a valid and reliable 3-part researcher-made tool, completed before and two weeks after the intervention. Statistical analysis was performed using paired t-test, analysis of covariance, and Bonferroni post hoc test. A significance level of <0.05 was considered. RESULTS: After the intervention, mean scores of both knowledge and clinical decision-making skill increased significantly in both intervention groups (p < 0.05). Mean post-test scores of both knowledge and clinical decision-making skill in the serious game group, and only clinical decision-making skill in the problem-based learning group were significantly higher than the control group (p < 0.05). However, no significant difference was observed regarding mean post-test scores of both knowledge and clinical decision-making skill between the intervention groups (p > 0.05). CONCLUSIONS: Both serious game and problem-based learning are proven to be effective in improving nursing students' knowledge and clinical decision-making skill regarding the application of transfusion medicine in pediatric nursing. PRACTICE IMPLICATIONS: Since learning now occurs beyond classrooms and the new generation of students spend most of their time in virtual places, utilizing technology-based teaching methods like serious games can benefit both educators and students by providing continuous education, saving their time and expenses, etc.
Subject(s)
Clinical Competence , Clinical Decision-Making , Pediatric Nursing , Problem-Based Learning , Students, Nursing , Humans , Female , Male , Students, Nursing/psychology , Pediatric Nursing/education , Transfusion Medicine/education , Education, Nursing, Baccalaureate , Young Adult , Educational Measurement , Health Knowledge, Attitudes, Practice , Games, ExperimentalABSTRACT
INTRODUCTION: Using immunotherapy to fight cancer, and specifically, the use of engineered T-cells expressing a chimeric receptor against an antigen found on malignant cells (chimeric antigen receptor, CAR-T cells) constitutes a significant breakthrough in the treatment of the disease. In recent years, several CAR-T therapies have been approved in Europe and the USA, and some are already approved and funded through the national health basket in Israel, for the indications of diffuse large B-cell lymphoma, mantle cell lymphoma and B-cell acute lymphoblastic leukemia, after the failure of at least two lines of treatment. The treatment with CAR-T cells achieves prolonged remissions and even long-term cure of patients who had a very poor prognosis. However, the treatment involves significant side effects, and requires specific expertise in the management of patients both during the period of preparation for cell transplantation, and following the treatment. During the immediate post-infusion period, the most common adverse reactions are cytokine release syndrome (CRS) which stems from the activation of the immune system, and neurological toxicity that can accompany CRS. These effects require close monitoring, grading their severity, and providing anti-cytokine therapy or steroid therapy until control of symptoms is achieved. Later effects can be persistent cytopenias, immune over-activation, and prolonged immune deficiency. Treatments for additional indications and new CAR-T constructs are being developed and will allow more effective and safer treatment. This article summarizes the principles for CAR-T administration that, as currently provided in Israel, include the short- and long-term follow-up of the patients.
Subject(s)
Hematologic Neoplasms , Receptors, Chimeric Antigen , Transfusion Medicine , Humans , Adult , Israel , B-Lymphocytes , Hematologic Neoplasms/therapyABSTRACT
BACKGROUND: Due to few teaching faculty, resource-limited settings may lack the education curricula providers need for safe practice. As safe surgery becomes an increasing priority worldwide, it is essential to improve access to critical education content including in transfusion medicine. Transfusion Camp is a longitudinal curriculum, shown to increase knowledge in postgraduate trainees. The objective was to develop a sustainable bilateral partnership between Rwanda and Canada, and to integrate Transfusion Camp into the existing curriculum of the School of Medicine and Pharmacy at University of Rwanda. METHODS: A Transfusion Camp pilot course was initiated through collaboration of experts in Rwanda and Canada. Planning occurred over 6 months via online and in-person meetings. Canadian teaching faculty adapted course content via iterative discussion with Rwandan faculty. Final content was delivered through online pre-recorded lectures by Canadian Faculty, and in-person small-group seminars by Rwandan Faculty. Project feasibility was assessed through structured evaluation and informal debriefing. RESULTS: Twenty-seven postgraduate trainees were present for the pilot course, of whom 21 (78%) submitted evaluation forms. While the structure and content of the adapted Transfusion Camp curriculum were well-received, the majority of respondents indicated a preference for in-person rather than pre-recorded lectures. Debriefing determined that future courses should focus on continuing education initiatives aimed at physicians entering or already in independent practice. CONCLUSION: A partnership between universities and blood operators in high-resource and resource-limited countries results in a transfusion medicine curriculum that is locally applicable, multidisciplinary, and supportive of learning benefitting the learners and educators alike.
Subject(s)
Transfusion Medicine , Humans , Transfusion Medicine/education , Rwanda , Resource-Limited Settings , Canada , CurriculumABSTRACT
BACKGROUND: State of the Science (SoS) meetings are used to define and highlight important unanswered scientific questions. The National Heart, Lung, and Blood Institute (NHLBI), National Institutes of Health, and the Office of the Assistant Secretary for Health (OASH), Department of Health and Human Services held a virtual SoS in transfusion medicine (TM) symposium. STUDY DESIGN AND METHODS: In advance of the symposium, six multidisciplinary working groups (WG) convened to define research priorities in the areas of: blood donors and the supply, optimizing transfusion outcomes for recipients, emerging infections, mechanistic aspects of components and transfusion, new computational methods in transfusion science, and impact of health disparities on donors and recipients. The overall objective was to identify key basic, translational, and clinical research questions that will help to increase and diversify the volunteer donor pool, ensure safe and effective transfusion strategies for recipients, and identify which blood products from which donors best meet the clinical needs of specific recipient populations. RESULTS: On August 29-30, 2022, over 400 researchers, clinicians, industry experts, government officials, community members, and patient advocates discussed the research priorities presented by each WG. Dialogue focused on the five highest priority research areas identified by each WG and included the rationale, proposed methodological approaches, feasibility, and barriers for success. DISCUSSION: This report summarizes the key ideas and research priorities identified during the NHLBI/OASH SoS in TM symposium. The report highlights major gaps in our current knowledge and provides a road map for TM research.
Subject(s)
National Heart, Lung, and Blood Institute (U.S.) , Transfusion Medicine , United States , Humans , Blood Transfusion/methodsABSTRACT
BACKGROUND: The Recipient Epidemiology and Donor Evaluation Study-IV-Pediatric (REDS-IV-P) is the fourth iteration of the National Heart, Lung, and Blood Institute's REDS program and includes a focus on pediatric populations. The REDS-IV-P Vein-to-Vein (V2V) database encompasses linked information from blood donors, blood components, and patients to facilitate studies in transfusion medicine. STUDY DESIGN AND METHODS: The V2V database is an Observational Medical Outcomes Partnership Common Data Model database. The study period is April 1, 2019 through December 31, 2023. Data from all donors and donations at participating blood centers, all blood components derived from the donations, and all inpatient visits and selected outpatient visits at participating hospitals are included. The database captures all information within patient data domains not restricting data to a preselected subset of medical records. RESULTS: The V2V database contains data from 7 blood centers and 22 hospitals. We project the database will have over 2 billion pieces of information from 1.3 million patients with 20.6 million healthcare encounters. The database will include data on approximately 1 million transfused units and 2.3 million donors with approximately 6.8 million donation visits. CONCLUSION: The REDS-IV-P V2V database is a comprehensive database with data from millions of blood donors, blood components, and patients. A diverse set of data from the encounters are included in the database such that emerging questions can likely be addressed. The Observational Medical Outcomes Partnership Common Data Model is an efficient, flexible, and increasingly used common data model. The final de-identified database will be publicly available.
Subject(s)
Transfusion Medicine , Humans , Child , Blood Donors , Databases, Factual , Hospitals , Medical RecordsABSTRACT
BACKGROUND: Large language models (LLMs) excel at answering knowledge-based questions. Many aspects of blood banking and transfusion medicine involve no direct patient care and require only knowledge and judgment. We hypothesized that public LLMs could perform such tasks with accuracy and precision. STUDY DESIGN AND METHODS: We presented three sets of tasks to three publicly-available LLMs (Bard, GPT-3.5, and GPT-4). The first was to review short case presentations and then decide if a red blood cell transfusion was indicated. The second task was to answer a set of consultation questions common in clinical transfusion practice. The third task was to take a multiple-choice test experimentally validated to assess internal medicine postgraduate knowledge of transfusion practice (the BEST-TEST). RESULTS: In the first task, the area under the receiver operating characteristic curve for correct transfusion decisions was 0.65, 0.90, and 0.92, respectively for Bard, GPT-3.5 and GPT-4. All three models had a modest rate of acceptable responses to the consultation questions. Average scores on the BEST-TEST were 55%, 40%, and 87%, respectively. CONCLUSION: When presented with transfusion medicine tasks in natural language, publicly available LLMs demonstrated a range of ability, but GPT-4 consistently scored very well in all tasks. Research is needed to assess the utility of LLMs in transfusion medicine practice. Transfusion Medicine physicians should consider their role alongside such technologies, and how they might be used for the benefit and safety of patients.