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Artificial intelligence in medical information retrieval: a word of caution. 人工智能在医学信息检索中的应用:一句谨慎的话。
Paramjit Kaur, Ravneet Kaur, Gagandeep Kaur, Kshitija Mittal
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引用次数: 0
Trends in new hepatitis C virus infections among repeat blood donors - Georgia, 2017-2023. 2017-2023 年重复献血者中新感染丙型肝炎病毒的趋势 - 佐治亚州。
Shaun Shadaker, Davit Baliashvili, Maia Alkhazashvili, Vladimer Getia, Irina Tskhomelidze Schumacher, Sophia Surguladze, Senad Handanagic, Rania A Tohme, Evan M Bloch

Background and objectives: Blood donor cohorts are an underappreciated resource for surveillance and public health programming for infectious diseases. The incidence of hepatitis C virus (HCV) infection was evaluated in repeat blood donors in Georgia.

Materials and methods: Using data from the national hepatitis C screening registry, we calculated overall hepatitis C incidence for 2017-2023 and annual incidence during 2017-2022 among adults who donated blood at least twice and had a nonreactive HCV antibody (anti-HCV) test result upon first screening and a subsequent anti-HCV test conducted in any location. Rates of anti-HCV seroconversion and current infection were calculated by year, sex, age group, and location of last HCV screening and expressed per 100,000 person-years (PY).

Results: Of 101,443 blood donors with ≥2 anti-HCV results,775 (0.8%) seroconverted to anti-HCV reactive, of whom 403 (52.0%) had current infection. Incidence of anti-HCV seroconversion decreased from 408 per 100,000 PY in 2017 to 218 per 100,000 PY in 2022 and incidence of infection decreased from 172 per 100,000 PY in 2017 to 118 per 100,000 PY in 2022. Males, persons aged 18-39 years, and people last tested for HCV in prisons had the highest incidence rates for anti-HCV seroconversion and HCV infection, while persons last screened in blood banks and during antenatal care had the lowest.

Conclusion: Despite the observed decline, incidence of HCV infection among repeat blood donors remains high in specific subgroups. Hepatitis C prevention, screening and treatment interventions need to particularly focus on incarcerated populations and young adults in Georgia.

背景和目标:献血者队列是一种未得到充分重视的传染病监测和公共卫生计划资源。我们对格鲁吉亚重复献血者的丙型肝炎病毒(HCV)感染率进行了评估:利用全国丙型肝炎筛查登记处的数据,我们计算了 2017-2023 年期间丙型肝炎的总体发病率,以及 2017-2022 年期间至少献血两次、首次筛查时丙型肝炎病毒抗体(抗-HCV)检测结果为非反应性以及随后在任何地点进行抗-HCV 检测的成年人的年度发病率。抗-HCV血清转换率和当前感染率按年份、性别、年龄组和最后一次HCV筛查的地点进行计算,并以每十万人年(PY)为单位表示:在 101,443 名抗 HCV 结果≥2 次的献血者中,775 人(0.8%)血清转换为抗 HCV 反应性,其中 403 人(52.0%)目前已感染。抗-HCV血清转换发生率从2017年的每10万人中有408人降至2022年的每10万人中有218人,感染发生率从2017年的每10万人中有172人降至2022年的每10万人中有118人。男性、18-39 岁人群以及最后一次在监狱接受 HCV 检测的人群的抗 HCV 血清转换率和 HCV 感染率最高,而最后一次在血库和产前检查中接受筛查的人群的感染率最低:结论:尽管已观察到丙型肝炎病毒感染率有所下降,但在特定亚群体中,重复献血者的丙型肝炎病毒感染率仍然很高。丙型肝炎预防、筛查和治疗干预措施需要特别关注格鲁吉亚的被监禁人群和年轻成年人。
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引用次数: 0
Effect of platelet storage duration on platelet increment and clinical outcomes in critically ill patients - a randomised controlled trial. 血小板储存时间对重症患者血小板增量和临床疗效的影响--随机对照试验。
Vivek Muraleedharan, Paramjit Kaur, Kshitija Mittal, Sanjeev Palta, Ravneet Kaur, Gagandeep Kaur

Background and objectives: Platelet storage duration may influence transfusion effectiveness and patient outcomes.The present study aimed to evaluate the effect of platelet storage duration on platelet increment and clinical outcomes in patients admitted to the intensive care unit (ICU).

Material and methods: This prospective, open-label, randomized controlled trial, conducted at a single centre, enrolled ICU patients requiring platelet transfusion. Patients were randomly assigned to receive platelet concentrates aged ≤3 days (Group 1) or 4-5 days (Group 2). Platelet increments were assessed by Absolute Platelet Count Increment (ACI), Corrected Count Increment (CCI), and Percentage Platelet Recovery (PPR). Clinical outcomes including bleeding, infection rates, ICU stay, red cell transfusion requirements, and mortality were also monitored.

Results: Patients transfused fresher platelets (Group 1) had higher median ACI, CCI and PPR at 1 hour compared to those transfused older platelets (Group 2) though the difference was not statistically significant.At 24 hours, Group 1 patients had a median ACI of 28,000/µl compared to 14,000/µl in Group 2(p = 0.001). The median CCI was 16,800 in Group 1 versus 8,200in Group 2(p = 0.001). Group 1 also had a higher median PPR of 45.7% compared to 23.6% in Group 2(p = 0.011).There was no significant difference in clinical outcomes such as bleeding, infection rates, ICU stay, or mortality between the groups. Multivariate analysis indicated that co-morbidities and higher APACHE-III score were associated with increased mortality.

Conclusion: Transfusion of fresher platelets resulted in higher increments and transfusion effectiveness but did not affect clinical outcomes or mortality. Trial registration details: Clinical Trials Registry of India (CTRI/2023/03/050676).

背景和目的:本研究旨在评估血小板储存时间对重症监护病房(ICU)患者血小板增量和临床疗效的影响:这项前瞻性、开放标签、随机对照试验在一个中心进行,招募了需要输注血小板的重症监护病房患者。患者被随机分配接受≤3 天(第 1 组)或 4-5 天(第 2 组)的血小板浓缩液。血小板增量通过血小板绝对计数增量(ACI)、校正计数增量(CCI)和血小板恢复百分比(PPR)进行评估。此外,还对出血、感染率、重症监护室住院时间、红细胞输注需求和死亡率等临床结果进行了监测:结果:输注较新鲜血小板的患者(第 1 组)与输注较陈旧血小板的患者(第 2 组)相比,1 小时后的 ACI、CCI 和 PPR 中位数更高,但差异无统计学意义。第 1 组患者的 CCI 中位数为 16 800,而第 2 组为 8 200(P = 0.001)。第 1 组的中位 PPR 也更高,为 45.7%,而第 2 组为 23.6%(P = 0.011)。两组之间在出血、感染率、重症监护室住院时间或死亡率等临床结果方面没有显著差异。多变量分析表明,合并疾病和 APACHE-III 评分越高,死亡率越高:结论:输注更新鲜的血小板可获得更高的增量和输注效果,但不会影响临床结果或死亡率。试验登记详情:印度临床试验注册中心(CTRI/2023/03/050676)。
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引用次数: 0
Comparative Evaluation of Hematological Parameters and Instrument Performance in Single and Double Plateletpheresis Procedures Using Haemonetics MCS+ and Trima Accel Systems. 使用 Haemonetics MCS+ 和 Trima Accel 系统进行单次和两次血小板球沉手术中血液参数和仪器性能的比较评估。
Niloufar Kazemi Babaahmadi, Maryam Kheirandish, Amir Teimourpour, Saeed Mohammadi, Amir Masoud Nazemi

Objectives: Plateletpheresis (PP) has become increasingly prevalent due to its cost-effectiveness and fewer immunological and infectious complications for recipients. This study compares hematological indices of platelet donors and instrument-related parameters in high-yield PP donors using Haemonetics MCS+ and Trima Accel.

Methods: Eligible and healthy PP donors meeting the platelet donation criteria were randomly selected.19 single-dose platelet (SDP), and 26 double-dose platelet (DDP) donors underwent PP using the Haemonetics MCS+, while 21 SDP and 21 DDP donors were processed using the Trima Accel system. Complete Blood Count (CBC) and hematological indices of donors between groups with both devices were measured with the cell counter. Platelet yield, collection efficiency (CE), and collection rate (CR) were evaluated for both devices. Results were reported using R-4.3.2 software and a p-value<0.05 was considered statistically significant RESULTS: The Trima Accel processed significantly more blood volume and had shorter procedure times than MCS+. Platelet yield in the SDP group with Trima Accel was significantly higher than the Haemonetics MCS+. The Trima Accel demonstrated a significantly higher CR and CE than the MCS+ in both SDP and DDP groups. Post-PP lymphocyte counts significantly decreased with the Trima compared to the MCS+ in the SDP group. However, post-PP hematocrit (HCT), mean corpuscular volume (MCV), and mean platelet volume (MPV) in the DDP group with the MCS+ were significantly lower than Trima.

Conclusion: Double-dose plateletpheresis (DDP) offers advantages in cost-effectiveness and platelet production, and although it reduces some hematological indices, these remain within normal limits. The Trima Accel may offer superior efficiency and processing times compared to the MCS+. However, careful monitoring of DDP donors following AABB standards remains essential.

目的:血小板球蛋白(Plateletpheresis,PP)因其成本效益高、受者免疫和感染并发症少而日益盛行。本研究比较了血小板捐献者的血液学指标以及使用 Haemonetics MCS+ 和 Trima Accel 的高产 PP 献血者的仪器相关参数:19名单剂量血小板(SDP)和26名双剂量血小板(DDP)捐献者使用Haemonetics MCS+进行了血小板捐献,21名单剂量血小板和21名双剂量血小板捐献者使用Trima Accel系统进行了血小板捐献。使用细胞计数器测量了两组供体的全血细胞计数(CBC)和血液指标。对两种设备的血小板产量、采集效率(CE)和采集率(CR)进行了评估。结果使用 R-4.3.2 软件和 p 值报告:双剂量血小板球塞术(DDP)在成本效益和血小板产量方面具有优势,虽然它降低了一些血液学指标,但这些指标仍在正常范围内。与 MCS+ 相比,Trima Accel 可提供更高的效率和更短的处理时间。不过,按照 AABB 标准对 DDP 供血者进行仔细监测仍然至关重要。
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引用次数: 0
Developing a veno-venous extracorporeal membrane oxygenation program during the COVID-19 pandemic: don't forget to notify the blood bank. 在 COVID-19 大流行期间制定静脉体外膜氧合计划:别忘了通知血库。
Alexis Berger, Christophe Lelubre, Charles Chevalier, Jacqueline Massart, David Fagnoul, Steeve Dangotte, Sotirios Marinakis, Karim Homsi, Badih Elnakadi, Patrick Biston, Michael Piagnerelli

Objectives: During the SARS-CoV-2 pandemic, there has been significant increased use of vvECMO as rescue therapy. Patients with COVID-19 as anticoagulation is needed for vvECMO support, may develop bleeding complications requiring an increased number of RBC transfusions. We would like to report the RBC transfusion needs following the implementation of an ECMO program. Data on blood usage in this population is important in view of the decline in donations due to the pandemic.

Study design and methods: We analyzed data on RBC transfusions in patients who required vvECMO for COVID-19 related ARDS in a Belgian ICU from March 2020 to March 2022. The primary end point was RBC transfusion requirements. and the relationship to outcome. We also analyzed the evolution of this requirement during the four waves.

Results: We admitted 538 patients for hypoxemic ARDS due to COVID-19. Sixty patients (11%) required vvECMO, of whom 27 (45%) died. Forty-seven (78 %) of the vvECMO patients were transfused a total of 403 packed RBC units.. Sites of hemorrhagic complications were ECMO cannulation sites and lungs. RBC transfusion per patient per day on vvECMO was 0.50 [0.30-0.67] units. There were no differences in hemorrhagic complications in vvECMO survivors and non-survivors. The percentage of vvECMO patients receiving a RBC transfusion increased slightly during the last COVID-19 wave, with 92 % of patients transfused.

Conclusions: vvECMO program is associated with a major need for RBC transfusions. These data are important when blood availability is decreased due to a pandemic and illustrates the need for studies on optimizing blood management including therapeutic anticoagulation target, threshold for RBC transfusion or alternatives to RBC transfusion.

目的:在 SARS-CoV-2 大流行期间,vvECMO 作为抢救疗法的使用显著增加。由于 vvECMO 支持需要抗凝,COVID-19 患者可能会出现出血并发症,需要输注更多的红细胞。我们希望报告实施 ECMO 计划后的红细胞输注需求。鉴于大流行导致献血量减少,有关该人群用血情况的数据非常重要:我们分析了比利时一家重症监护室在 2020 年 3 月至 2022 年 3 月期间因 COVID-19 相关 ARDS 而需要 vvECMO 的患者的 RBC 输血数据。主要终点是RBC输血需求及其与预后的关系。我们还分析了四个阶段中这一需求的变化情况:我们收治了 538 名因 COVID-19 引起的低氧血症 ARDS 患者。60名患者(11%)需要vvECMO,其中27人(45%)死亡。47名(78%)vvECMO患者共输注了403个包装红细胞单位。出血并发症的部位是 ECMO 插管部位和肺部。vvECMO 患者每人每天的红细胞输注量为 0.50 [0.30-0.67] 个单位。vvECMO 存活者和非存活者的出血并发症没有差异。在上一次COVID-19调查中,vvECMO患者接受红细胞输血的比例略有上升,92%的患者接受了输血。这些数据在血液供应因大流行而减少时非常重要,说明有必要研究如何优化血液管理,包括治疗性抗凝目标、输注红细胞的阈值或红细胞输注的替代方案。
{"title":"Developing a veno-venous extracorporeal membrane oxygenation program during the COVID-19 pandemic: don't forget to notify the blood bank.","authors":"Alexis Berger, Christophe Lelubre, Charles Chevalier, Jacqueline Massart, David Fagnoul, Steeve Dangotte, Sotirios Marinakis, Karim Homsi, Badih Elnakadi, Patrick Biston, Michael Piagnerelli","doi":"10.1016/j.tracli.2024.10.008","DOIUrl":"https://doi.org/10.1016/j.tracli.2024.10.008","url":null,"abstract":"<p><strong>Objectives: </strong>During the SARS-CoV-2 pandemic, there has been significant increased use of vvECMO as rescue therapy. Patients with COVID-19 as anticoagulation is needed for vvECMO support, may develop bleeding complications requiring an increased number of RBC transfusions. We would like to report the RBC transfusion needs following the implementation of an ECMO program. Data on blood usage in this population is important in view of the decline in donations due to the pandemic.</p><p><strong>Study design and methods: </strong>We analyzed data on RBC transfusions in patients who required vvECMO for COVID-19 related ARDS in a Belgian ICU from March 2020 to March 2022. The primary end point was RBC transfusion requirements. and the relationship to outcome. We also analyzed the evolution of this requirement during the four waves.</p><p><strong>Results: </strong>We admitted 538 patients for hypoxemic ARDS due to COVID-19. Sixty patients (11%) required vvECMO, of whom 27 (45%) died. Forty-seven (78 %) of the vvECMO patients were transfused a total of 403 packed RBC units.. Sites of hemorrhagic complications were ECMO cannulation sites and lungs. RBC transfusion per patient per day on vvECMO was 0.50 [0.30-0.67] units. There were no differences in hemorrhagic complications in vvECMO survivors and non-survivors. The percentage of vvECMO patients receiving a RBC transfusion increased slightly during the last COVID-19 wave, with 92 % of patients transfused.</p><p><strong>Conclusions: </strong>vvECMO program is associated with a major need for RBC transfusions. These data are important when blood availability is decreased due to a pandemic and illustrates the need for studies on optimizing blood management including therapeutic anticoagulation target, threshold for RBC transfusion or alternatives to RBC transfusion.</p>","PeriodicalId":94255,"journal":{"name":"Transfusion clinique et biologique : journal de la Societe francaise de transfusion sanguine","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142607824","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Prevalence and risk factors of alloimmunization in multi-transfused pediatric patients: A cross-sectional study from a sub-Himalayan tertiary care hospital in Uttarakhand India. 多重输血的儿科患者中的自身免疫流行率和风险因素:印度北阿坎德邦一家次喜马拉雅地区三级医院的横断面研究。
Rajat Maini, Anil Kumar Rawat, Rakesh Kumar, Manish Raturi

Background: Packed red blood cell (PRBC) transfusion is critical in managing pediatric patients with conditions requiring frequent transfusions, such as leukemia, thalassemia, and bone marrow disorders. Alloimmunization, the formation of antibodies against foreign antigens present in the donor's blood, is a significant complication of repeated transfusions. Further, auto/alloimmunization is influenced by multiple factors, including antigenic differences between donor and recipient and the recipient's immune status.

Objectives: This study aimed to assess the prevalence and risk factors of auto/alloimmunization among pediatric patients undergoingmultiple PRBC transfusions in a tertiary care hospital in the sub-Himalayan region of Uttarakhand, India.

Methods: A cross-sectional study was conducted on 113 multi-transfused pediatric patients aged 4 months to 18 years who received more than one PRBC transfusion between September 2022 and August 2023. Antibody screening and identification were performed using column agglutination techniques. Statistical analysis was conducted to evaluate associations between demographic, clinical factors, and antibody detection.

Results: Alloimmunization was observed in 5.31% of patients, with the majority developing antibodies against the MNS blood group system. Autoantibodies were more common, detected in 17.7% of patients. Significant associations were found between the history of prior PRBC transfusions and the formation of alloantibodies (p = 0.005). Age, gender, and ethnicity did not show a statistically significant association with antibody detection.

Conclusions: The study reveals a relatively higher prevalence of autoimmunization among multi-transfused pediatric patients. The history of PRBC transfusions was a significant risk factor, indicating the need for extended RBC phenotyping and tailored transfusion strategies to reduce alloimmunization risks in these patients. Most patients and blood donors in this region belong to the local Garhwali community. This homogeneity may help explain the lower rate of alloimmunization observed, suggesting a degree of antigenic similarity among the blood donors and the recipients.

背景:输注成组红细胞(PRBC)对于治疗白血病、地中海贫血和骨髓疾病等需要频繁输血的儿科患者至关重要。异体免疫(针对献血者血液中的外来抗原形成抗体)是反复输血的一个重要并发症。此外,自身/同种免疫受多种因素影响,包括供血者和受血者之间的抗原差异以及受血者的免疫状态:本研究旨在评估印度北阿坎德邦次喜马拉雅地区一家三级医院中需要多次输注 PRBC 的儿科患者自身/高免疫的患病率和风险因素:对 2022 年 9 月至 2023 年 8 月期间接受过一次以上 PRBC 输血的 113 名 4 个月至 18 岁的多次输血儿科患者进行了横断面研究。采用柱凝集技术进行抗体筛查和鉴定。统计分析评估了人口统计学、临床因素和抗体检测之间的关联:结果:5.31%的患者出现了同种免疫,其中大多数人产生了针对 MNS 血型系统的抗体。自身抗体更为常见,在 17.7% 的患者中检测到。既往PRBC输血史与出现同种抗体之间存在显著关联(P=0.005)。年龄、性别和种族与抗体检测没有统计学意义:研究显示,多次输血的儿科患者中自身免疫的发病率相对较高。结论:该研究显示,多次输血的儿科患者中自身免疫的发生率相对较高,PRBC 输血史是一个重要的风险因素,这表明有必要扩大 RBC 表型检测范围并制定有针对性的输血策略,以降低这些患者的自身免疫风险。该地区的大多数患者和献血者都属于当地的 Garhwali 族群。这种同质性可能有助于解释所观察到的较低的同种免疫率,表明献血者和受血者之间存在一定程度的抗原相似性。
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引用次数: 0
[Recommendations for first-line immuno-hematology examinations by medical laboratories]. 关于医学实验室进行一线免疫血液学检测的建议。
Patrick Joubaud, Jean-Marc Giannoli

The main objective of these recommendations for good practices is to supplement the regulatory provisions of the decree of May 15, 2018 which sets the conditions for performing erythrocyte immunohematology tests in medical biology, in order to clarify their application for medical laboratories which conduct first-line immunohematology tests: erythrocyte phenotyping and detection of anti-erythrocyte antibodies. These recommendations cover all phases of a biological examination (pre-analytical, analytical, and post-analytical) as defined in the Public Health Code (Article L6211-2). Four levels of recommendations have been established: ● Recommended practices: complying with the requirements of the NF EN ISO 15189:2022 standard and ensuring optimal medical service delivery. ● Acceptable practices: situations which deviate from the best practices in immunohematology but still ensuring satisfactory patient management as well as transfusion and obstetrical safety. ● Non-recommended practices: not complying with the requirements of the NF EN ISO 15189:2022 standard and not allowing satisfactory patient management, but ensuring transfusion and obstetrical safety. ● Unacceptable practices: presenting a risk for transfusion or obstetrical complications. Compliance with these recommendations optimizes patient medical care, particularly in transfusion or obstetrical contexts.

这些良好操作建议的主要目的是对2018年5月15日法令的监管规定进行补充,该法令规定了在医学生物学中进行红细胞免疫血液学检验的条件,以明确其对进行一线免疫血液学检验(红细胞表型和抗红细胞抗体检测)的医学实验室的适用性。这些建议涵盖了《公共卫生法》(第 L6211-2 条)中规定的生物检查的所有阶段(分析前、分析中和分析后)。建议分为四个等级:推荐实践:符合 NF EN ISO 15189:2022 标准的要求,确保提供最佳医疗服务。可接受的实践:偏离免疫血液学最佳实践的情况,但仍能确保令人满意的患者管理以及输血和产科安全。非推荐做法:不符合 NF EN ISO 15189:2022 标准的要求,无法对患者进行满意的管理,但仍能确保输血和产科安全。不可接受的操作:存在输血或产科并发症风险。遵守这些建议可优化患者医疗护理,尤其是在输血或产科情况下。
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引用次数: 0
Assessment of machine learning classifiers for predicting intraoperative blood transfusion in non-cardiac surgery. 评估预测非心脏手术术中输血的机器学习分类器。
Insun Park, Jae Hyon Park, Jongjin Yoon, Chang-Hoon Koo, Ah-Young Oh, Jin-Hee Kim, Jung-Hee Ryu

Background: This study aimed to develop a machine learning classifier for predicting intraoperative blood transfusion in non-cardiac surgeries.

Methods: Preoperative data from 6255 patients were extracted from the VitalDB database, an open-source registry. The primary outcome was the area under the receiver operating characteristic (AUROC) curve of ML classifiers in predicting intraoperative blood transfusion, defined as the receipt of at least one unit of packed red blood cells. Five different machine learning algorithms including logistic regression, random forest, adaptive boosting, gradient boosting, and the extremely gradient boosting classifiers were used to construct a binary classifier for intraoperative blood transfusion, and their predictive abilities were compared.

Results: 337 (5%) patients received intraoperative blood transfusion. In the test-set, the logistic regression classifier demonstrated the highest AUROC (0.836, 95% CI, 0.795-0.876), followed by the gradient boosting classifier (0.810, 95% CI, 0.750-0.868), AdaBoost classifier (0.776, 95% CI, 0.722-0.829), random forest classifier (0.735, 95% CI, 0.698-0.771), and XGBoost classifier (0.721, 95% CI, 0.695-0.747). The logistic regression classifier showed a higher AUROC compared to that of a multivariable logistic regression model (0.836 vs. 0.623, P < 0.001). Among various parameters used to construct the logistic regression classifier, the top three most important features were operation time (0.999), preoperative serum hemoglobin level (0.785), and open surgery (0.530).

Conclusion: We successfully developed various ML classifiers using readily available preoperative data to predict intraoperative transfusion in patients undergoing non-cardiac surgeries. In particular, the logistic regression classifier demonstrated the best performance in predicting intraoperative transfusion.

背景:本研究旨在开发一种用于预测非心脏手术术中输血的机器学习分类器:本研究旨在开发一种用于预测非心脏手术术中输血的机器学习分类器:从开源注册数据库 VitalDB 数据库中提取了 6255 名患者的术前数据。主要结果是机器学习分类器预测术中输血的接收者操作特征曲线下面积(AUROC),术中输血定义为接受至少一个单位的包装红细胞。我们使用了五种不同的机器学习算法,包括逻辑回归、随机森林、自适应提升、梯度提升和极梯度提升分类器,构建了术中输血的二元分类器,并比较了它们的预测能力:结果:337 例(5%)患者接受了术中输血。在测试集中,逻辑回归分类器的 AUROC 最高(0.836,95% CI,0.795-0.876),其次是梯度提升分类器(0.810,95% CI,0.750-0.868)、AdaBoost 分类器(0.776,95% CI,0.722-0.829)、随机森林分类器(0.735,95% CI,0.698-0.771)和 XGBoost 分类器(0.721,95% CI,0.695-0.747)。与多变量逻辑回归模型相比,逻辑回归分类器的AUROC更高(0.836 vs. 0.623,P < 0.001)。在用于构建逻辑回归分类器的各种参数中,最重要的前三个特征是手术时间(0.999)、术前血清血红蛋白水平(0.785)和开放手术(0.530):我们利用现成的术前数据成功开发了多种 ML 分类器,用于预测非心脏手术患者的术中输血情况。尤其是逻辑回归分类器在预测术中输血方面表现最佳。
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引用次数: 0
Beyond royalty: Unraveling the mystery of bluish discolouration in the blood transfusion set. 超越皇室揭开输血组变色发蓝的神秘面纱。
Manish Raturi, Rolika Nautiyal, Viney Kumar, Yashaswi Dhiman, Dushyant Singh Gaur, Hem Chandra
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引用次数: 0
Hyperimmune plasma against COVID-19: Does it work or not? 针对 COVID-19 的超免疫血浆:到底有没有用?
Massimo Franchini, Daniele Focosi
{"title":"Hyperimmune plasma against COVID-19: Does it work or not?","authors":"Massimo Franchini, Daniele Focosi","doi":"10.1016/j.tracli.2024.10.003","DOIUrl":"10.1016/j.tracli.2024.10.003","url":null,"abstract":"","PeriodicalId":94255,"journal":{"name":"Transfusion clinique et biologique : journal de la Societe francaise de transfusion sanguine","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142484803","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Transfusion clinique et biologique : journal de la Societe francaise de transfusion sanguine
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