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3.
S Afr Fam Pract (2004) ; 66(1): e1-e8, 2024 Aug 08.
Artículo en Inglés | MEDLINE | ID: mdl-39221724

RESUMEN

BACKGROUND:  Red blood cell (RBC) transfusion is one of the most critical and expensive lifesaving treatment modalities. A clinical audit is a valuable instrument to determine whether transfusion practices align with the guidelines and identify knowledge deficiencies. The study aimed to evaluate the RBC transfusion practices and patient outcomes at the National District Hospital in Bloemfontein, South Africa, and to determine adherence to transfusion guidelines. METHODS:  A retrospective descriptive study was conducted. All blood transfusion registers in the hospital were used to identify transfusion episodes during the study period. Files were retrieved from the admissions office and information captured on a paper-based datasheet. The appropriateness of the transfusion and adherence to the South African transfusion guidelines were evaluated using specific criteria. RESULTS:  Of the 118 transfusion episodes during the study period, 78 files were retrieved and 76 included in the study. The patients' median age was 47 years (interquartile range [IQR]: 32-66 years), with human immunodeficiency viruses (HIV) (n = 34; 44.7%) being the most common comorbid condition. Pre-transfusion haemoglobin was documented for all patients with a median of 4.6 g/dL (IQR: 3.95 g/dL - 5.5 g/dL). The audit revealed that in 68.4% (n = 52) of the cases, the guidelines were applied appropriately. CONCLUSION:  The study described the blood transfusion practices and identified shortcomings when compared with the standard clinical guidelines.Contribution: The study highlights the importance of applying rationale, caution and consideration of the specific patient profile when performing transfusions.


Asunto(s)
Auditoría Clínica , Transfusión de Eritrocitos , Adhesión a Directriz , Hospitales de Distrito , Humanos , Sudáfrica , Transfusión de Eritrocitos/estadística & datos numéricos , Estudios Retrospectivos , Persona de Mediana Edad , Femenino , Masculino , Adulto , Anciano , Guías de Práctica Clínica como Asunto , Auditoría Médica
4.
Cell Metab ; 36(9): 1905-1907, 2024 Sep 03.
Artículo en Inglés | MEDLINE | ID: mdl-39232277

RESUMEN

Red blood cell (RBC) transfusion has long been the cornerstone of treatment for multiple diseases, but there is a knowledge gap between biological and genetic factors impacting RBC storage quality and transfusion efficacy. In this issue of Cell Metabolism, Nemkov et al. present a multiomics approach to identify gene-metabolite associations in fresh and stored RBCs. These findings provide potential strategies to mark the quality of stored RBCs and improve their storage and transfusion performance.


Asunto(s)
Conservación de la Sangre , Eritrocitos , Eritrocitos/metabolismo , Eritrocitos/citología , Humanos , Transfusión de Eritrocitos
5.
Ital J Pediatr ; 50(1): 142, 2024 Aug 07.
Artículo en Inglés | MEDLINE | ID: mdl-39113069

RESUMEN

BACKGROUND: Preterm infants are at high risk for retinopathy of prematurity (ROP), with potential life-long visual impairment. Low fetal hemoglobin (HbF) levels predict ROP. It is unknown if preventing the HbF decrease also reduces ROP. METHODS: BORN is an ongoing multicenter double-blinded randomized controlled trial investigating whether transfusing HbF-enriched cord blood-red blood cells (CB-RBCs) instead of adult donor-RBC units (A-RBCs) reduces the incidence of severe ROP (NCT05100212). Neonates born between 24 and 27 + 6 weeks of gestation are enrolled and randomized 1:1 to receive adult donor-RBCs (A-RBCs, arm A) or allogeneic CB-RBCs (arm B) from birth to the postmenstrual age (PMA) of 31 + 6 weeks. Primary outcome is the rate of severe ROP at 40 weeks of PMA or discharge, with a sample size of 146 patients. A prespecified interim analysis was scheduled after the first 58 patients were enrolled, with the main purpose to evaluate the safety of CB-RBC transfusions. RESULTS: Results in the intention-to-treat and per-protocol analysis are reported. Twenty-eight patients were in arm A and 30 in arm B. Overall, 104 A-RBC units and 49 CB-RBC units were transfused, with a high rate of protocol deviations. A total of 336 adverse events were recorded, with similar incidence and severity in the two arms. By per-protocol analysis, patients receiving A-RBCs or both RBC types experienced more adverse events than non-transfused patients or those transfused exclusively with CB-RBCs, and suffered from more severe forms of bradycardia, pulmonary hypertension, and hemodynamically significant patent ductus arteriosus. Serum potassium, lactate, and pH were similar after CB-RBCs or A-RBCs. Fourteen patients died and 44 were evaluated for ROP. Ten of them developed severe ROP, with no differences between arms. At per-protocol analysis each A-RBC transfusion carried a relative risk for severe ROP of 1.66 (95% CI 1.06-2.20) in comparison with CB-RBCs. The area under the curve of HbF suggested that HbF decrement before 30 weeks PMA is critical for severe ROP development. Subsequent CB-RBC transfusions do not lessen the ROP risk. CONCLUSIONS: The interim analysis shows that CB-RBC transfusion strategy in preterm neonates is safe and, if early adopted, might protect them from severe ROP. TRIAL REGISTRATION: Prospectively registered at ClinicalTrials.gov on October 29, 2021. Identifier number NCT05100212.


Asunto(s)
Sangre Fetal , Retinopatía de la Prematuridad , Humanos , Retinopatía de la Prematuridad/prevención & control , Recién Nacido , Femenino , Masculino , Método Doble Ciego , Transfusión de Eritrocitos , Recien Nacido Extremadamente Prematuro , Edad Gestacional , Resultado del Tratamiento , Índice de Severidad de la Enfermedad
6.
Sci Rep ; 14(1): 19022, 2024 08 16.
Artículo en Inglés | MEDLINE | ID: mdl-39152310

RESUMEN

To explore preoperative and operative risk factors for red blood cell (RBC) transfusion requirements during liver transplantation (LT) and up to 24 h afterwards. We evaluated the associations between risk factors and units of RBC transfused in 176 LT patients using a log-binomial regression model. Relative risk was adjusted for age, sex, and the model for end-stage liver disease score (MELD) (adjustment 1) and baseline hemoglobin concentration (adjustment 2). Forty-six patients (26.14%) did not receive transfusion. Grafts from cardiac-death donors were used in 32.61% and 31.54% of non-transfused and transfused patients, respectively. The transfused group required more reoperation for bleeding (P = 0.035), longer mechanical ventilation after LT (P < 0.001), and longer ICU length of stay (P < 0.001). MELD and hemoglobin concentrations determined RBC requirements. For each unit of increase in the MELD score, 2% more RBC units were transfused, and non-transfusion was 0.83-fold less likely. For each 10-g/L higher hemoglobin concentration at baseline, 16% less RBC transfused, and non-transfusion was 1.95-fold more likely. Ascites was associated with 26% more RBC transfusions. With an increase of 2 mm from the baseline in the A10FIBTEM measurement of maximum clot firmness, non-transfusion was 1.14-fold more likely. A 10-min longer cold ischemia time was associated with 1% more RBC units transfused, and the presence of post-reperfusion syndrome with 45% more RBC units. We conclude that preoperative correction of anemia should be included in LT. An intervention to prevent severe hypotension and fibrinolysis during graft reperfusion should be explored.Trial register: European Clinical Trials Database (EudraCT 2018-002,510-13) and ClinicalTrials.gov (NCT01539057).


Asunto(s)
Trasplante de Hígado , Anciano , Femenino , Humanos , Masculino , Persona de Mediana Edad , Transfusión Sanguínea , Enfermedad Hepática en Estado Terminal/cirugía , Transfusión de Eritrocitos , Hemoglobinas/metabolismo , Hemoglobinas/análisis , Tiempo de Internación , Trasplante de Hígado/efectos adversos , Trasplante de Hígado/métodos , Factores de Riesgo
7.
J Clin Anesth ; 98: 111593, 2024 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-39191082

RESUMEN

OBJECTIVE: As many as half of patients undergoing on-pump cardiac surgery require red blood cell transfusion, emphasizing the need for effective strategies that can reduce this need. We conducted this analysis to assess the effectiveness of Huaxi Integrated Blood Management strategy at our medical center. DESIGN: Before and after study. PARTICIPANTS: Patients who underwent on-pump cardiac surgery were included from January 2019 to December 2021. Two cohorts were compared, one before implementation of the strategy (1 January 2019 until 31 May 2020) and one after implementation (1 June 2020 until 31 December 2021). MEASUREMENTS: We evaluated temporal trends in blood transfusion, safety, and efficacy of this strategy. Primary outcomes were the incidence and volume of intra- and postoperative blood transfusions of packed red blood cells. Secondary outcomes are intraoperative and postoperative transfusion of other blood products, all-cause mortality during hospitalization, and incidence of new-onset complications. MAIN RESULTS: Our results demonstrated that this integrated strategy effectively decreased both the perioperative packed red blood cell transfusion volume and incidence for patients who underwent the on-pump cardiac surgery. Following the implementation, the incidence of packed red blood cell transfusions decreased by 8.1% during the intraoperative period and by 12.3% during the postoperative period. The mean volume of such transfusions decreased by 0.28 units during the intraoperative period and by 0.49 units during the postoperative period. Hemoglobin concentrations were significantly higher after implementation, and the maximal mean increase was 4.72 g/l on postoperative day 1. Similar benefit of the strategy was observed across subgroups of patients who underwent different types of surgery. CONCLUSIONS: The Huaxi Integrated Blood Management strategy may be effective at reducing the need for packed red blood cell transfusion and enhancing patient care.


Asunto(s)
Procedimientos Quirúrgicos Cardíacos , Transfusión de Eritrocitos , Humanos , Transfusión de Eritrocitos/estadística & datos numéricos , Transfusión de Eritrocitos/métodos , Transfusión de Eritrocitos/efectos adversos , Masculino , Femenino , Persona de Mediana Edad , Anciano , Procedimientos Quirúrgicos Cardíacos/efectos adversos , Pérdida de Sangre Quirúrgica/prevención & control , Pérdida de Sangre Quirúrgica/estadística & datos numéricos , Incidencia , Complicaciones Posoperatorias/prevención & control , Complicaciones Posoperatorias/epidemiología , Complicaciones Posoperatorias/etiología , Puente Cardiopulmonar/efectos adversos , Puente Cardiopulmonar/métodos
8.
J Clin Anesth ; 98: 111560, 2024 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-39146724

RESUMEN

STUDY OBJECTIVE: The aim of this study was to investigate the efficacy of a two-step patient blood management (PBM) program in red blood cell (RBC) transfusion requirements among patients undergoing elective cardiopulmonary bypass (CPB) surgery. DESIGN: Prospective, non-randomized, two-step protocol design. SETTING: Cardiac surgery department of Clinique Pasteur, Toulouse, France. PATIENTS: 897 patients undergoing for elective CPB surgery. INTERVENTIONS: We conducted a two-steps protocol: PBMe and PBMc. PBMe involved a short quality improvement program for health care workers, while PBMc introduced a systematic approach to pre- and postoperative correction of deficiencies, incorporating iron injections, oral vitamins, and erythropoiesis-stimulating agents. MEASUREMENTS: The PBM program's effectiveness was evaluated through comparison with a pre-PBM retrospective cohort after propensity score matching. The primary objective was the proportion of patients requiring RBC transfusions during their hospital stay. Secondary objectives were also analyzed. MAIN RESULTS: After matching, 343 patients were included in each group. Primary outcomes were observed in 35.7% (pre-PBM), 26.7% (PBMe), and 21.1% (PBMc) of patients, resulting in a significant reduction (40.6%) in the overall RBC transfusion rate. Both the PBMe and PBMc groups exhibited significantly lower risks of RBC transfusion compared to the pre-PBM group, with adjusted odds ratios of 0.59 [95% CI 0.44-0.79] and 0.44 [95% CI 0.32-0.60], respectively. Secondary endpoints included reductions in transfusions exceeding 2 units, total RBC units transfused, administration of allogeneic blood products, and total bleeding volume recorded on Day 1. There were no significant differences noted in mortality rates or the duration of hospital stays. CONCLUSIONS: This study suggests that health care education and systematic deficiency correction are associated with reduced RBC transfusion rates in elective CPB surgery. However, further randomized, controlled studies are needed to validate these findings and refine their clinical application.


Asunto(s)
Puente Cardiopulmonar , Procedimientos Quirúrgicos Electivos , Transfusión de Eritrocitos , Atención Perioperativa , Humanos , Transfusión de Eritrocitos/estadística & datos numéricos , Masculino , Femenino , Estudios Prospectivos , Procedimientos Quirúrgicos Electivos/efectos adversos , Anciano , Persona de Mediana Edad , Atención Perioperativa/métodos , Puente Cardiopulmonar/efectos adversos , Anemia Ferropénica/prevención & control , Hematínicos/administración & dosificación , Anemia/terapia , Mejoramiento de la Calidad , Deficiencias de Hierro , Procedimientos Quirúrgicos Cardíacos/efectos adversos , Estudios Retrospectivos , Hierro/administración & dosificación , Francia , Tiempo de Internación/estadística & datos numéricos
11.
J Cardiothorac Surg ; 19(1): 475, 2024 Aug 01.
Artículo en Inglés | MEDLINE | ID: mdl-39090687

RESUMEN

BACKGROUND: Packed red blood cell (pRBC) transfusion is a relatively safe and mainstay treatment commonly used in cardiac surgical patients. However, there is limited evidence on clinical effects of transfusing blood nearing end-of shelf life that has undergone biochemical changes during storage. OBJECTIVE: To investigate evidence of associations between morbidity/mortality and transfusion of blood near end of shelf-life (> 35 days) in cardiac surgical patients. METHODS: Data from the Queensland Health Admitted Patient Data Collection database 2007-2013 was retrospectively analysed. Coronary artery bypass graft and valvular repair patients were included. Multivariable logistic regression was used to examine the effect of pRBC age (< 35 days vs. ≥ 35 days) on in-hospital mortality and morbidity. As secondary analysis, outcomes associated with the number of pRBC units transfused (≤ 4 units vs. ≥ 5 units) were also assessed. RESULTS: A total of 4514 cardiac surgery patients received pRBC transfusion. Of these, 292 (6.5%) received pRBCs ≥ 35 days. No difference in in-hospital mortality or frequency of complications was observed. Transfusion of ≥ 5 units of pRBCs compared to the ≤ 4 units was associated with higher rates of in-hospital mortality (5.6% vs. 1.3%), acute renal failure (17.6% vs. 8%), infection (10% vs. 3.4%), and acute myocardial infarction (9.2% vs. 4.3%). Infection carried an odds ratio of 1.37 between groups (CI = 0.9-2.09; p = 0.14) and stroke/neurological complications, 1.59 (CI = 0.96-2.63; p = 0.07). CONCLUSION: In cardiac surgery patients, transfusion of pRBCs closer to end of shelf-life was not shown to be associated with significantly increased mortality or morbidity. Dose-dependent differences in adverse outcomes (particularly where units transfused were > 4) were supported.


Asunto(s)
Procedimientos Quirúrgicos Cardíacos , Transfusión de Eritrocitos , Mortalidad Hospitalaria , Humanos , Estudios Retrospectivos , Masculino , Femenino , Anciano , Queensland/epidemiología , Persona de Mediana Edad , Complicaciones Posoperatorias/epidemiología
12.
Transplant Proc ; 56(6): 1327-1331, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-38972760

RESUMEN

BACKGROUND: Tacrolimus (TAC) is a narrow therapeutic range drug that requires therapeutic drug monitoring. TAC concentration is measured using whole blood owing to its high red blood cell (RBC) transfer rate of 95%. The distribution and whole-blood TAC concentration may be affected by the transfusion of red cell concentrates (RCCs); however, this has not been studied in kidney transplant recipients (KTR). Therefore, we investigated the relationship between changes in whole-blood TAC concentration and RBC parameters before and after RCC transfusion in KTR. METHODS: Fifteen KTR who received TAC and RCC transfusions were enrolled. The change rates of RBC parameters (RBC count, hemoglobin [Hgb], hematocrit [Hct]), and TAC concentration/dose before and after transfusion were calculated. The correlation between each RBC parameter and the TAC rate was evaluated. RESULTS: The TAC concentration and rate increased after RCC transfusion. Moreover, the TAC rate showed a significant and strong correlation with RBC count, Hgb, and Hct, with RBC count showing the highest correlation coefficient (r = 0.811, 0.766, and 0.764, respectively; p < .01). Serum creatinine and potassium levels remained stable, suggesting the absence of typical adverse effects associated with TAC, such as acute kidney injury or hyperkalemia. CONCLUSION: Changes in whole-blood TAC concentration and RBC parameters were correlated, and whole-blood TAC concentration increased after RCC transfusion. Therefore, the TAC dose should be adjusted accordingly.


Asunto(s)
Transfusión de Eritrocitos , Inmunosupresores , Trasplante de Riñón , Tacrolimus , Humanos , Tacrolimus/sangre , Inmunosupresores/sangre , Femenino , Persona de Mediana Edad , Masculino , Adulto , Hematócrito , Eritrocitos , Hemoglobinas/análisis , Recuento de Eritrocitos
13.
Adv Ther ; 41(9): 3722-3735, 2024 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-38990433

RESUMEN

INTRODUCTION: Some Janus kinase (JAK) inhibitors such as ruxolitinib and fedratinib do not address and may worsen anemia in patients with myelofibrosis. In these cases, the JAK inhibitor may be continued at a reduced dose in an effort to maintain splenic and symptom control, with supportive therapy and/or red blood cell (RBC) transfusions added to manage anemia. This post hoc descriptive analysis of the phase 3 SIMPLIFY-2 trial evaluated the relative benefits of this approach versus switching to the JAK1/JAK2/activin A receptor type 1 inhibitor momelotinib in patients for whom anemia management is a key consideration. METHODS: SIMPLIFY-2 was a randomized (2:1), open-label, phase 3 trial of momelotinib versus best available therapy (BAT; 88.5% continued ruxolitinib) in JAK inhibitor-experienced patients with myelofibrosis (n = 156). Patient subgroups (n = 105 each) were defined by either baseline (1) hemoglobin (Hb) of < 100 g/L or (2) non-transfusion independence (not meeting the criteria of no transfusions and no Hb of < 80 g/L for the previous 12 weeks); outcomes have been summarized descriptively. RESULTS: In both subgroups of interest, week 24 transfusion independence rates were higher with momelotinib versus BAT/ruxolitinib: baseline Hb of < 100 g/L, 22 (33.3%) versus 5 (12.8%); baseline non-transfusion independent, 25 (34.7%) versus 1 (3.0%). Mean Hb levels over time were also generally higher in both subgroups with momelotinib, despite median transfusion rates through week 24 with momelotinib being comparable to or lower than with BAT/ruxolitinib. Spleen and symptom response rates with momelotinib in these subgroups were comparable to the intent-to-treat population, while rates with BAT/ruxolitinib were lower. CONCLUSION: In patients with moderate-to-severe anemia and/or in need of RBC transfusions, outcomes were improved by switching to momelotinib rather than continuing ruxolitinib and using anemia supportive therapies. TRIAL REGISTRATION: ClinicalTrials.gov: NCT02101268.


Patients with the rare blood cancer myelofibrosis often experience symptoms such as tiredness, an increase in the size of their spleens (an organ involved in filtering the blood), and anemia (too few red blood cells). One type of treatment for myelofibrosis, called a Janus kinase (JAK) inhibitor, can help patients to feel better and reduce the size of their spleens, but some JAK inhibitors do not help with anemia and may make it worse. In those situations, patients may continue to take their JAK inhibitor but also receive another type of treatment, called an anemia supportive therapy, and may also receive red blood cell transfusions. This study compared 2 treatment approaches, continuing the JAK inhibitor ruxolitinib and adding an anemia supportive therapy and/or transfusions versus switching to another treatment called momelotinib, in 2 groups of patients from a clinical trial: (1) patients with levels of hemoglobin (a red blood cell protein) at the start of the trial that indicated that they had anemia, and (2) patients who were already receiving red blood cell transfusions at the start of the trial. In both groups, more patients did not need red blood cell transfusions anymore at week 24 with momelotinib, and their hemoglobin levels on average became higher over time. More patients also had improvements in spleen size and symptoms with momelotinib. Overall, outcomes were improved by switching to momelotinib rather than continuing ruxolitinib and using supportive therapies and/or red blood cell transfusions to treat anemia.


Asunto(s)
Anemia , Inhibidores de las Cinasas Janus , Nitrilos , Mielofibrosis Primaria , Pirazoles , Pirimidinas , Humanos , Pirimidinas/uso terapéutico , Nitrilos/uso terapéutico , Pirazoles/uso terapéutico , Mielofibrosis Primaria/tratamiento farmacológico , Mielofibrosis Primaria/complicaciones , Anemia/tratamiento farmacológico , Anemia/etiología , Masculino , Femenino , Anciano , Persona de Mediana Edad , Inhibidores de las Cinasas Janus/uso terapéutico , Benzamidas/uso terapéutico , Janus Quinasa 1/antagonistas & inhibidores , Transfusión de Eritrocitos/estadística & datos numéricos , Anciano de 80 o más Años , Resultado del Tratamiento , Janus Quinasa 2/antagonistas & inhibidores
14.
Transfusion ; 64(8): 1509-1519, 2024 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-39003570

RESUMEN

BACKGROUND: The data to support chronic automated red cell exchange (RCE) in sickle cell disease (SCD) outside of stroke prevention, is limited, especially in adults. STUDY DESIGN AND METHODS: A retrospective analysis was conducted of patients with SCD who were referred for chronic RCE at our institution over a 10-year period. Data that were evaluated included patient demographics, referral indications, and procedural details (e.g., vascular access, adverse events, etc.). In a subanalysis, the number of annual acute care encounters during 3 years of chronic RCE was compared with that in the year preceding the first RCE. RESULTS: A total of 164 patients were referred for chronic RCE: median age was 28 years (interquartile range [IQR] = 22-36) at referral and 60% were female. Seventy (42.6%) were naïve to chronic transfusion (simple or RCE) prior to referral. The leading indications for referral were refractory pain (73/164, 44.5%) and iron overload (57/164, 34.7%). A total of 5090 procedures occurred during the study period (median = 19, IQR = 5-45). Of the 138 patients who had central vascular access, 8 (6%) and 16 (12%) had ≥1 central-line-related thrombosis and/or infection, respectively. Of those who were not RBC alloimmunized at initiation of RCE, 12/105 (11.4%) developed new antibodies during chronic RCE. In those 30 patients who were adherent to therapy for 3 years, there was no significant difference in acute care encounters following initiation of RCE. CONCLUSION: Prospective clinical trials are needed to determine which patients are most likely to benefit from chronic RCE and refine selection accordingly.


Asunto(s)
Anemia de Células Falciformes , Transfusión de Eritrocitos , Humanos , Anemia de Células Falciformes/terapia , Femenino , Masculino , Estudios Retrospectivos , Adulto , Adulto Joven
17.
Am J Case Rep ; 25: e942949, 2024 Jul 09.
Artículo en Inglés | MEDLINE | ID: mdl-38978279

RESUMEN

BACKGROUND Post-transfusion purpura (PTP) is a rare delayed adverse event characterized by severe thrombocytopenia associated with mucosal bleeding and purpura. PTP is associated with the development of alloantibodies to human platelet antigens (HPAs) and should be distinguished from other thrombocytopenic syndromes. This report is of a 69-year-old man with refractory cardiogenic shock and thrombocytopenia 4 days following blood transfusion, diagnosed with post-transfusion purpura. CASE REPORT A 69-year-old man was admitted to a tertiary medical center with refractory cardiogenic shock. Four days after he received 1 unit of packed red blood cells, his platelet count plummeted from 147 K/uL to <2 K/uL within hours, associated with delayed presentation of notable hematuria and femoral catheter oozing. An extensive thrombocytopenia work-up, including an initial platelet antibody screen, was unrevealing. The patient was treated with supportive transfusions, dexamethasone, and intravenous immunoglobulin, with rapid platelet recovery. Post-transfusion purpura panel testing later identified anti-human platelet antigen-5b antibodies, confirming the diagnosis. CONCLUSIONS This report presents an unusual course and presentation of post-transfusion purpura in an elderly man. Unusual features of this case include male sex, hyper-acuity of thrombocytopenia, lack of prior transfusions, exam findings, identification of a less common alloantibody, and negative initial platelet antigen screening. This report highlights the importance of monitoring patients for post-transfusion adverse events. Although PTP is rare, rapid diagnosis and management are required to control this potentially life-threatening condition.


Asunto(s)
Isoanticuerpos , Humanos , Masculino , Anciano , Isoanticuerpos/inmunología , Reacción a la Transfusión/diagnóstico , Reacción a la Transfusión/inmunología , Púrpura/etiología , Choque Cardiogénico/etiología , Transfusión de Eritrocitos/efectos adversos
18.
Int J Med Inform ; 191: 105543, 2024 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-39084087

RESUMEN

INTRODUCTION: Preparing appropriate red blood cells (RBCs) before surgery is crucial for improving both the efficacy of perioperative workflow and patient safety. In particular, thoracic surgery (TS) is a procedure that requires massive transfusion with high variability for each patient. Hence, the precise prediction of RBC requirements for individual patients is becoming increasingly important. This study aimed to 1) develop and validate a machine learning algorithm for personalized RBC predictions for TS patients and 2) assess the usability of a clinical decision support system (CDSS) integrating this artificial intelligence model. METHODS: Adult patients who underwent TS between January 2016 and October 2021 were included in this study. Multiple models were developed by employing both traditional statistical- and machine-learning approaches. The primary outcome evaluated the model's performance in predicting RBC requirements through root mean square error and adjusted R2. Surgeons and informaticians determined the precision MSBOS-Thoracic Surgery (pMSBOS-TS) algorithm through a consensus process. The usability of the pMSBOS-TS was assessed using the System Usability Scale (SUS) survey with 60 clinicians. RESULTS: We identified 7,843 cases (6,200 for training and 1,643 for test sets) of TSs. Among the models with variable performance indices, the extreme gradient boosting model was selected as the pMSBOS-TS algorithm. The pMSBOS-TS model showed statistically significant lower root mean square error (mean: 3.203 and 95% confidence interval [CI]: 3.186-3.220) compared to the calculated Maximum Surgical Blood Ordering Schedule (MSBOS) and a higher adjusted R2 (mean: 0.399 and 95% CI: 0.395-0.403) compared to the calculated MSBOS, while requiring approximately 200 fewer packs for RBC preparation compared to the calculated MSBOS. The SUS score of the pMSBOS-TS CDSS was 72.5 points, indicating good acceptability. CONCLUSIONS: We successfully developed the pMSBOS-TS capable of predicting personalized RBC transfusion requirements for perioperative patients undergoing TS.


Asunto(s)
Algoritmos , Sistemas de Apoyo a Decisiones Clínicas , Aprendizaje Automático , Procedimientos Quirúrgicos Torácicos , Humanos , Femenino , Masculino , Persona de Mediana Edad , Transfusión de Eritrocitos , Anciano , Adulto , Medicina de Precisión
19.
Pediatrics ; 154(2)2024 Aug 01.
Artículo en Inglés | MEDLINE | ID: mdl-39015101

RESUMEN

BACKGROUND AND OBJECTIVES: Packed red blood cell transfusions (pRBCT) in preterm infants have been associated with significant morbidity. Although infants <26 weeks' gestational age typically require several pRBCT, preterm infants born between 26 and 34 weeks' gestational age may also require pRBCT during their hospitalization that are potentially preventable. We aimed to reduce pRBCT in this population by 20%. METHODS: This quality improvement project was conducted in the Duke University Hospital NICU between July 2018 and February 2023. Interventions included the implementation of evidence-based transfusion thresholds, supporting bone marrow erythropoiesis, and reducing laboratory specimen volumes by increasing capillary test panels. The rates per 1000 patient days for pRBCT (outcome measure), number of new patients initiated on erythropoietin (process measure), number of basic metabolic panels (process measure), and total capillary panels (process measure) were monitored during the project period. Statistical process control charts were used to observe trends over time. RESULTS: Among infants born between 26 0/7 and 34 6/7 weeks' gestational age, the rate of pRBCT decreased from an average of 23.8 to 12.7 transfusions per 1000 patient days, which is a 46.6% decrease. Increases in the use of erythropoietin and capillary panels were observed, along with a decrease in the use of basic metabolic panels. There was no change in mortality or the rate of necrotizing enterocolitis. Improvement was sustained for 24 months after implementation. CONCLUSIONS: pRBCT can be decreased in preterm infants born between 26 and 34 completed weeks' gestation through a combination of strategies utilizing quality improvement methodology.


Asunto(s)
Transfusión de Eritrocitos , Recien Nacido Prematuro , Mejoramiento de la Calidad , Humanos , Recién Nacido , Eritropoyetina/uso terapéutico , Unidades de Cuidado Intensivo Neonatal , Femenino , Masculino , Edad Gestacional , Anemia Neonatal/terapia , Anemia Neonatal/prevención & control
20.
Sci Rep ; 14(1): 16628, 2024 07 18.
Artículo en Inglés | MEDLINE | ID: mdl-39025903

RESUMEN

Despite recent advances in surgical techniques and perinatal management in obstetrics for reducing intraoperative bleeding, blood transfusion may occur during a cesarean section (CS). This study aims to identify machine learning models with an optimal diagnostic performance for intraoperative transfusion prediction in parturients undergoing a CS. Additionally, to address model performance degradation due to data imbalance, this study further investigated the variation in predictive model performance depending on the ratio of event to non-event data (1:1, 1:2, 1:3, and 1:4 model datasets and raw data).The area under the receiver operating characteristic curve (AUROC) and area under the precision-recall curve (AUPRC) were evaluated to compare the predictive accuracy of different machine learning algorithms, including XGBoost, K-nearest neighbor, decision tree, support vector machine, multilayer perceptron, logistic regression, random forest, and deep neural network. We compared the predictive performance of eight prediction algorithms that were applied to five types of datasets. The intraoperative transfusion in maternal CS was 7.2% (1020/14,254). XGBoost showed the highest AUROC (0.8257) and AUPRC (0.4825) among the models. The most significant predictors for transfusion in maternal CS as per machine learning models were placenta previa totalis, haemoglobin, placenta previa partialis, and platelets. In all eight prediction algorithms, the change in predictive performance based on the AUROC and AUPRC according to the resampling ratio was insignificant. The XGBoost algorithm exhibited optimal performance for predicting intraoperative transfusion. Data balancing techniques employed to alter the event data composition ratio of the training data failed to improve the performance of the prediction model.


Asunto(s)
Cesárea , Transfusión de Eritrocitos , Aprendizaje Automático , Humanos , Cesárea/efectos adversos , Femenino , Embarazo , Transfusión de Eritrocitos/métodos , Adulto , Curva ROC , Algoritmos , Pérdida de Sangre Quirúrgica/prevención & control
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