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The Diagnostic Assessment of Inherited Platelet Function Defects.
IF 2.7 4区 医学 Q2 HEMATOLOGY Pub Date : 2025-01-27 DOI: 10.1055/a-2436-5318
Gero Hoepner, Karina Althaus, Jens Müller, Barbara Zieger, Anna Pavlova, Doris Boeckelmann, Ralf Knöfler, Peter Bugert, Beate Kehrel, Werner Streif, Ingvild Birschmann, Heiko Rühl, Ulrich Sachs, Florian Prüller, Carlo Zaninetti, Harald Schulze, Nina Cooper, Kerstin Jurk, Tamam Bakchoul

In this article, our goal is to offer an introduction and overview of the diagnostic approach to inherited platelet function defects (iPFDs) for clinicians and laboratory personnel who are beginning to engage in the field. We describe the most commonly used laboratory methods and propose a diagnostic four-step approach, wherein each stage requires a higher level of expertise and more specialized methods. It should be noted that our proposed approach differs from the ISTH Guidance on this topic in some points. The first step in the diagnostic approach of iPFD should be a thorough medical history and clinical examination. We strongly advocate for the use of a validated bleeding score like the ISTH-BAT (International Society on Thrombosis and Haemostasis Bleeding Assessment Tool). External factors like diet and medication have to be considered. The second step should rule out plasmatic bleeding disorders and von Willebrand disease. Once this has been accomplished, the third step consists of a thorough platelet investigation of platelet phenotype and function. Established methods consist of blood smear analysis by light microscopy, light transmission aggregometry, and flow cytometry. Additional techniques such as lumiaggregometry, immune fluorescence microscopy, and platelet-dependent thrombin generation help confirm and specify the diagnosis of iPFD. In the fourth and last step, genetic testing can confirm a diagnosis, reveal novel mutations, and allow to compare unclear genetics with lab results. If diagnosis cannot be established through this process, experimental methods such as electron microscopy can give insight into the underlying disease.

在本文中,我们的目标是为初涉这一领域的临床医生和实验室人员介绍和概述遗传性血小板功能缺陷(iPFDs)的诊断方法。我们介绍了最常用的实验室方法,并提出了四步诊断法,其中每个阶段都需要更高水平的专业知识和更专业的方法。需要指出的是,我们提出的方法在某些方面与 ISTH 有关该主题的指南有所不同。iPFD 诊断方法的第一步应该是全面的病史和临床检查。我们强烈主张使用像 ISTH-BAT(国际血栓与止血学会出血评估工具)这样经过验证的出血评分。还必须考虑饮食和药物等外部因素。第二步应排除浆液性出血性疾病和冯-威廉氏病。完成上述步骤后,第三步是彻底检查血小板的表型和功能。成熟的方法包括通过光学显微镜进行血液涂片分析、透光聚集仪和流式细胞仪。其他技术,如发光聚集测定法、免疫荧光显微镜和血小板依赖性凝血酶生成法有助于确诊和明确 iPFD 的诊断。第四步,也是最后一步,基因检测可以确诊,发现新的突变,并将不明确的遗传学结果与实验室结果进行比较。如果无法通过这一过程确定诊断,电子显微镜等实验方法可以深入了解潜在的疾病。
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引用次数: 0
The Diagnostic Assessment of Platelet Function Defects.
IF 2.7 4区 医学 Q2 HEMATOLOGY Pub Date : 2025-01-27 DOI: 10.1055/a-2404-0216
Karina Althaus, Gero Hoepner, Barbara Zieger, Florian Prüller, Anna Pavlova, Doris Boeckelmann, Ingvild Birschmann, Jens Müller, Heiko Rühl, Ulrich Sachs, Beate Kehrel, Werner Streif, Peter Bugert, Carlo Zaninetti, Nina Cooper, Harald Schulze, Ralf Knöfler, Tamam Bakchoul, Kerstin Jurk

Congenital platelet disorders are rare and targeted treatment is usually not possible. Inherited platelet function disorders (iPFDs) can affect surface receptors and multiple platelet responses such as defects of platelet granules, signal transduction, and procoagulant activity. If iPFDs are also associated with a reduced platelet count (thrombocytopenia), it is not uncommon to be misdiagnosed as immune thrombocytopenia. Because the bleeding tendency of the different platelet disorders is variable, a correct diagnosis of the platelet defect based on phenotyping, function analysis, and genotyping is essential, especially in the perioperative setting. In the case of a platelet receptor deficiency, such as Bernard-Soulier syndrome or Glanzmann thrombasthenia, not only the bleeding tendency but also the risk of isoimmunization after platelet transfusions or pregnancy has to be considered. Platelet granule disorders are commonly associated with either intrinsically quantitative or qualitative granule defects due to impaired granulopoiesis, or granule release defects, which can also affect additional signaling pathways. Functional platelet defects require expertise in the clinical bleeding tendency in terms of the disorder when using antiplatelet agents or other medications that affect platelet function. Platelet defects associated with hematological-oncological diseases require comprehensive information about the patient including the clinical implication of the genetic testing. This review focuses on genetics, clinical presentation, and laboratory platelet function analysis of iPFDs with or without reduced platelet number. As platelet defects affecting the cytoskeleton usually show thrombocytopenia, but less impaired or normal platelet functional responses, they are not specifically addressed.

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引用次数: 0
Does a Simple Blood Gas Analysis and the Clinical Impression Predict Trauma-Induced Coagulopathy? 简单的血气分析和临床印象能预测创伤性凝血病吗?
IF 2.7 4区 医学 Q2 HEMATOLOGY Pub Date : 2025-01-20 DOI: 10.1055/a-2445-7163
Peter Hilbert-Carius, Rolf Lefering, Hermann Wrigge, Gunther O Hofmann, Jesse Davis, Renè Koch

Objectives:  Trauma-induced coagulopathy (TIC) is common in severely injured patients and is associated with significant morbidity and mortality.

Method:  The association of two parameters of blood gas analysis (hemoglobin [Hb], base excess [BE]) with standard coagulation tests (SCTs) and rotational thrombelastometry (ROTEM) using the database of the TraumaRegister DGU between 2015 and 2022 was studied. In a stepwise approach, the occurrence of a TIC, the correlations between Hb/BE levels and SCT, as well as ROTEM were calculated respectively. Then we aimed to detect relations between different Hb/BE levels and the occurrence of TIC, using standard clotting studies and/or ROTEM respectively.

Results:  TIC occurred in 17.2% of the 68,996 primarily admitted adult patients with Injury Severity Score ≥9. A high correlation was found between Hb/BE and SCT. With a decrease in Hb and BE, the frequency of TIC increased and at an admission Hb <8 g/dL and BE < -6 mmol/L, >60% of patients presented with TIC. Clinical conditions associated with TIC were Glasgow Coma Scale ≤8, blood pressure ≤90 mmHg on the scene or at hospital admission, prehospital volume >1,000 mL, serious injuries to the head and/or the thorax and/or the abdomen and/or the extremities.

Conclusion:  Almost one-sixth of patients present with a TIC at hospital admission. Blood gas analysis samples showed relevant correlations between Hb/BE levels and SCT. The combined closer inspection of Hb/BE and the clinical presentation of the patient is able to predict TIC in the majority of patients.

目的:创伤性凝血功能障碍(TIC)在严重损伤患者中很常见,并与显著的发病率和死亡率相关。方法:研究2015 - 2022年使用创伤登记DGU数据库的血气分析两项参数(血红蛋白[Hb]、碱过量[BE])与标准凝血试验(SCTs)和旋转凝血测定(ROTEM)的相关性。在逐步方法中,分别计算TIC的发生,Hb/BE水平与SCT以及ROTEM之间的相关性。然后,我们旨在检测不同Hb/BE水平与TIC发生之间的关系,分别使用标准凝血研究和/或ROTEM。结果:68996例主要住院的损伤严重程度评分≥9的成年患者中,有17.2%发生TIC。Hb/BE与SCT呈高度相关。随着Hb和BE的降低,TIC的频率增加,入院时Hb为60%的患者表现为TIC。与TIC相关的临床条件为格拉斯哥昏迷评分≤8,现场或入院时血压≤90 mmHg,院前容积>1,000 mL,头部和/或胸部和/或腹部和/或四肢严重损伤。结论:近六分之一的患者在入院时出现TIC。血气分析样本显示Hb/BE水平与SCT相关。结合Hb/BE的密切检查和患者的临床表现可以预测大多数患者的TIC。
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引用次数: 0
Molecular and Clinical Risk Factors Associated with Thrombosis and Bleeding in Myelofibrosis Patients. 与骨髓纤维化患者血栓和出血相关的分子和临床危险因素。
IF 2.7 4区 医学 Q2 HEMATOLOGY Pub Date : 2024-12-21 DOI: 10.1055/a-2410-8530
Olga Morath, Carl Crodel, Jenny Rinke, Inken Sander, Aysun Tekbas, Manja Meggendorfer, Constance Baer, Andreas Hochhaus, Thomas Ernst

Background:  The risk of thrombosis and bleeding in myelofibrosis (MF) has been historically underappreciated. We sought to investigate potential molecular and clinical risk factors for venous (VTE) and arterial (ATE) thrombotic events as well as bleeding episodes.

Methods:  Data from 246 consecutive MF patients were analyzed. Driver mutations were tested in 191 patients.

Results:  In total, 181 mutations were found in 177 MF patients: 118 (61.8%) patients showed JAK2-V617F, 50 patients (26.2%) showed CALR, and 6 patients (3.1%) showed MPL mutations. Two patients were JAK2-V617F and MPL positive and one patient was positive for all three genes. Fourteen (7.3%) patients were triple negative. The JAK2-V617F allele burden was assessed in 63 JAK2-V617F-mutated patients, revealing a median of 35.6% (range: 5.0-96.0). At the time of MF diagnosis and during follow-up, 84 thrombotic events (52 VTEs and 32 ATEs) were observed, corresponding to 6.6% of patients per year. A significant association was found between JAK2-V617F mutation (OR: 2.5, 95% CI: 1.1-5.6) and prior VTE (OR: 7.6, 95% CI: 2.1-27.1) with an increased risk of VTE. Patients with prefibrotic MF had a higher rate of ATE than patients with overt MF. Hemorrhagic events occurred in 34 (13.8%) patients, corresponding to 3.8% of patients per year. Fibrosis grade 3 was associated with bleeding risk (OR: 3.4, 95% CI: 1.2-9.2, p = 0.02).

Conclusions:  The presence of the JAK2-V617F mutation, regardless of allele burden, and prior thrombosis were strongly associated with an increased risk of VTE. Patients with prefibrotic MF might be considered at high risk for developing ATE.

背景:骨髓纤维化(MF)的血栓和出血风险历来被低估。我们试图研究静脉(VTE)和动脉(ATE)血栓形成事件以及出血发作的潜在分子和临床危险因素。方法:对246例连续MF患者的资料进行分析。191例患者检测了驱动突变。结果:177例MF患者共发现181个突变,其中JAK2-V617F突变118例(61.8%),CALR突变50例(26.2%),MPL突变6例(3.1%)。2例患者JAK2-V617F和MPL阳性,1例患者3种基因均阳性。14例(7.3%)为三阴性。在63名JAK2-V617F突变患者中评估了JAK2-V617F等位基因负荷,显示中位数为35.6%(范围:5.0-96.0)。在MF诊断时和随访期间,观察到84例血栓形成事件(52例vte和32例te),相当于每年6.6%的患者。JAK2-V617F突变(OR: 2.5, 95% CI: 1.1-5.6)和既往静脉血栓栓塞(OR: 7.6, 95% CI: 2.1-27.1)与静脉血栓栓塞风险增加之间存在显著关联。纤维化前MF患者ATE发生率高于显性MF患者。34例(13.8%)患者发生出血事件,相当于每年3.8%的患者。纤维化3级与出血风险相关(OR: 3.4, 95% CI: 1.2-9.2, p = 0.02)。结论:JAK2-V617F突变的存在(无论等位基因负荷如何)和既往血栓形成与VTE风险增加密切相关。纤维化前MF患者可能被认为是发生ATE的高风险人群。
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引用次数: 0
Impact of Thrombophilia Testing on Clinical Management: A Retrospective Cohort Study. 血栓检测对临床管理的影响:一项回顾性队列研究。
IF 2.7 4区 医学 Q2 HEMATOLOGY Pub Date : 2024-12-10 DOI: 10.1055/a-2447-5522
Hannah L McRae, Jens Müller, Heiko Rühl, Bernd Pötzsch

Thrombophilia management is based on the personal and family history of thrombosis. Current guidelines recommend performing thrombophilia testing only when the results will change clinical management. To investigate to what extent treatment recommendations changed following thrombophilia testing, clinical and laboratory data of 255 patients with and without venous thromboembolism who underwent thrombophilia screening were assessed retrospectively. A local score based on clinical indicators for thrombophilia was used to assess the pretest probability of thrombophilia. A total of 144 patients (57.6%) were found to have a clear thrombophilic phenotype, of which 78 were predicted to have definite thrombophilia and considered for indefinite anticoagulation; 66 were likely to have thrombophilia and were considered for indefinite or prolonged anticoagulation. Eighty-three (32.5%) could not be clearly classified and 28 (11%) were asymptomatic. A thrombophilic risk factor was diagnosed in 98 (38.4%) patients; this included 64 of 144 (44.5%) patients with a clear thrombophilic phenotype and 26 of 83 (31.3%) patients who could not be easily classified. Treatment recommendations changed in 57 of 255 (22%) patients following thrombophilia testing. Eight patients were switched from direct oral anticoagulants to vitamin K antagonists due to confirmed triple-positive antiphospholipid syndrome. In 49 patients, the anticoagulant dose was either increased (n = 3) or treatment was prolonged (n = 46) following diagnosis of high-risk thrombophilia. Clinically, assessing thrombophilia probability score before thrombophilia testing improves thrombophilia management recommendations.

血栓治疗是基于血栓形成的个人和家族病史。目前的指南建议,只有当结果将改变临床管理时,才进行血栓检测。为了调查在血栓形成检查后治疗建议的改变程度,我们对255名接受血栓形成筛查的有或无静脉血栓形成的患者的临床和实验室数据进行了回顾性评估。基于血栓形成的临床指标的局部评分被用来评估血栓形成的预测概率。共发现144例(57.6%)患者有明确的亲血栓表型,其中78例预测有明确的亲血栓表型,考虑无限期抗凝;66例可能有血栓形成,考虑无限期或长期抗凝。83例(32.5%)不能明确分类,28例(11%)无症状。98例(38.4%)患者被诊断为血栓形成危险因素;144例患者中有64例(44.5%)具有明显的亲血栓表型,83例患者中有26例(31.3%)不易分类。在255名患者中,有57名(22%)在血栓检测后改变了治疗建议。由于确诊的抗磷脂综合征三阳性,8例患者从直接口服抗凝药物转为维生素K拮抗剂。49例患者在诊断为高危血栓形成后增加抗凝剂量(n = 3)或延长治疗(n = 46)。在临床上,在血栓检测前评估血栓可能性评分可以改善血栓治疗建议。
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引用次数: 0
Update on Cancer-Associated Venous Thromboembolism in Children. 儿童癌症相关静脉血栓栓塞的最新进展。
IF 2.7 4区 医学 Q2 HEMATOLOGY Pub Date : 2024-12-10 DOI: 10.1055/a-2407-7914
Rahel Kasteler, Manuela Albisetti, Alessandra Bosch

Children with cancer have an increased risk for venous thromboembolic events (VTEs) compared to the healthy pediatric population. VTE rates in children with cancer vary among cancer types. Other VTE risk factors include central venous catheters and cancer therapies. VTE diagnosis relies on objective radiological imaging, and management to this date typically involves anticoagulant therapy. Low-molecular-weight heparins (LMWHs) are the most common choice. Evidence for primary VTE prevention is conflicting, and antithrombin replacement, LMWH, or apixaban have been studied. Recently, direct oral anticoagulants such as rivaroxaban or dabigatran were investigated for VTE treatment, showing promise in efficacy and safety. However, bleeding risks in this population need careful consideration, especially periprocedurally or with treatment-related thrombocytopenia. Prediction tools for VTE require adaptation for pediatric cancer patients. Progress in understanding and managing VTE in children with cancer is significant, with ongoing trials and real-world data contributing to improved strategies.

与健康的儿童人群相比,患有癌症的儿童发生静脉血栓栓塞事件(vte)的风险增加。患癌儿童的静脉血栓栓塞率因癌症类型而异。其他静脉血栓栓塞的危险因素包括中心静脉导管和癌症治疗。静脉血栓栓塞的诊断依赖于客观的放射成像,到目前为止,治疗通常包括抗凝治疗。低分子量肝素(LMWHs)是最常见的选择。原发性静脉血栓栓塞预防的证据是相互矛盾的,抗凝血酶替代、低分子肝素或阿哌沙班已经被研究过。最近,直接口服抗凝剂如利伐沙班或达比加群被研究用于静脉血栓栓塞治疗,显示出良好的疗效和安全性。然而,该人群的出血风险需要仔细考虑,特别是围手术期或与治疗相关的血小板减少症。静脉血栓栓塞的预测工具需要适应儿科癌症患者。在了解和管理癌症儿童静脉血栓栓塞方面取得了重大进展,正在进行的试验和实际数据有助于改进策略。
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引用次数: 0
Leitlinie der Gesellschaft für Thrombose- und Hämostaseforschung (GTH) zur Struktur- und Prozessqualität von Hämophilie-Zentren. 血栓和止血研究协会(GTH)关于血友病中心结构和过程质量的指南。
IF 2.7 4区 医学 Q2 HEMATOLOGY Pub Date : 2024-12-04 DOI: 10.1055/a-2410-8557
H Eichler, M Albisetti, S Halimeh, R Knöfler, C Königs, F Langer, W Miesbach, J Oldenburg, U Scholz, W Streif, R Klamroth

Since the 1970s, specialized hemophilia centers have been established to optimize the complex and costly treatment of patients with severe bleeding disorders. In 2019, the first GTH guidelines on the structural and process quality of hemophilia centers were published. On this basis, a procedure for the certification of hemophilia centers has been established under the technical leadership of the GTH. These GTH guidelines are essentially based on the European Guidelines for the Certification of Haemophilia Centers published in 2013, created by the European Haemophilia Network (EUHANET). In 2023, this European guideline was revised by the EAHAD Accreditation and Audit of Haemophilia Centers Working Group. On this background, the GTH guidelines have now been revised to take relevant updates to the European guidelines into account.

自20世纪70年代以来,已经建立了专门的血友病中心,以优化严重出血性疾病患者复杂而昂贵的治疗。2019年,发布了首份关于血友病中心结构和流程质量的GTH指南。在此基础上,在GTH的技术领导下,建立了血友病中心认证程序。这些GTH指南主要以欧洲血友病网络(EUHANET)于2013年发布的《欧洲血友病中心认证指南》为基础。2023年,EAHAD血友病中心认证和审计工作组对该欧洲指南进行了修订。在此背景下,GTH指南现已修订,以考虑到欧洲指南的相关更新。
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引用次数: 0
Challenging Situations in the Treatment of Cancer-Associated Thrombosis. 癌症相关血栓治疗面临的挑战
IF 2.7 4区 医学 Q2 HEMATOLOGY Pub Date : 2024-12-04 DOI: 10.1055/a-2431-6818
Ekaterina Balaian, Sandra Marten, Jan Beyer-Westendorf, Karolin Trautmann-Grill

Cancer-associated thrombosis (CAT) is a common clinical problem in the treatment of cancer patients posing some unique challenges. These include the need to balance between the risk of recurrent thromboembolic events and bleeding complications in the individual cancer patient. A frequently encountered dilemma is the need for long-term anticoagulation in the setting of active malignancy. Until now, optimal duration, intensity, and type of anticoagulation in cancer patients remain an area of ongoing debate. In this case-based review, we present several challenging clinical scenarios and provide guidance on management. For optimal treatment results, CAT generally requires a multidisciplinary approach including specialists for thrombosis and hemostasis as well as hematology and oncology. Individual patient preferences should always be taken into account, especially in clinical situations with weak treatment evidence.

癌症相关血栓形成(CAT)是癌症患者治疗中常见的临床问题,提出了一些独特的挑战。这些包括需要平衡复发性血栓栓塞事件和个别癌症患者出血并发症的风险。一个经常遇到的困境是需要长期抗凝治疗的情况下,活跃的恶性肿瘤。到目前为止,癌症患者抗凝治疗的最佳持续时间、强度和类型仍然是一个持续争论的领域。在这个基于病例的回顾中,我们提出了几个具有挑战性的临床场景,并提供了管理指导。为了获得最佳的治疗效果,CAT通常需要多学科的方法,包括血栓和止血专家以及血液学和肿瘤学专家。应始终考虑患者的个人偏好,特别是在治疗证据薄弱的临床情况下。
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引用次数: 0
Emicizumab for the Treatment of Acquired Hemophilia A: Consensus Recommendations from the GTH-AHA Working Group. Emicizumab治疗获得性血友病A: GTH-AHA工作组的共识建议
IF 2.7 4区 医学 Q2 HEMATOLOGY Pub Date : 2024-12-01 Epub Date: 2023-12-04 DOI: 10.1055/a-2197-9738
Christian Pfrepper, Robert Klamroth, Johannes Oldenburg, Katharina Holstein, Hermann Eichler, Christina Hart, Patrick Moehnle, Kristina Schilling, Karolin Trautmann-Grill, Mohammed Alrifai, Cihan Ay, Wolfgang Miesbach, Paul Knoebl, Andreas Tiede

Background:  Acquired hemophilia A (AHA) is a severe bleeding disorder caused by autoantibodies against coagulation factor VIII (FVIII). Standard treatment consists of bleeding control with bypassing agents and immunosuppressive therapy. Emicizumab is a bispecific antibody that mimics the function of activated FVIII irrespective of the presence of neutralizing antibodies. Recently, the GTH-AHA-EMI study demonstrated that emicizumab prevents bleeds and allows to postpone immunosuppression, which may influence future treatment strategies.

Aim:  To provide clinical practice recommendations on the use of emicizumab in AHA.

Methods:  A Delphi procedure was conducted among 33 experts from 16 German and Austrian hemophilia care centers. Statements were scored on a scale of 1 to 9, and agreement was defined as a score of ≥7. Consensus was defined as ≥75% agreement among participants, and strong consensus as ≥95% agreement.

Results:  Strong consensus was reached that emicizumab is effective for bleed prophylaxis and should be considered from the time of diagnosis (100% consensus). A fast-loading regimen of 6 mg/kg on day 1 and 3 mg/kg on day 2 should be used if rapid bleeding prophylaxis is required (94%). Maintenance doses of 1.5 mg/kg once weekly should be given (91%). Immunosuppression should be offered to patients on emicizumab if they are eligible based on physical status (97%). Emicizumab should be discontinued when remission of AHA is achieved (97%).

Conclusion:  These GTH consensus recommendations provide guidance to physicians on the use of emicizumab in AHA and follow the results of clinical trials that have shown emicizumab is effective in preventing bleeding in AHA.

背景:获得性血友病A (AHA)是一种由抗凝血因子VIII (FVIII)自身抗体引起的严重出血性疾病。标准治疗包括用分流剂和免疫抑制治疗控制出血。Emicizumab是一种双特异性抗体,可模拟活化FVIII的功能,而不考虑中和抗体的存在。最近,GTH-AHA-EMI研究表明,emicizumab可以预防出血,并允许推迟免疫抑制,这可能会影响未来的治疗策略。目的:为在AHA中使用emicizumab提供临床实践建议。方法:采用德尔菲法对来自德国和奥地利16家血友病护理中心的33名专家进行调查。陈述的评分范围为1到9,同意被定义为得分≥7。共识定义为≥75%的参与者一致,强共识定义为≥95%的参与者一致。结果:emicizumab对出血预防有效达成强烈共识,应从诊断时开始考虑(100%共识)。如果需要快速出血预防,应在第1天使用6mg /kg和第2天使用3mg /kg的快速负荷方案(94%)。维持剂量为1.5 mg/kg,每周1次(91%)。如果患者的身体状况符合条件(97%),则应向使用emicizumab的患者提供免疫抑制。当AHA达到缓解(97%)时,应停用Emicizumab。结论:这些GTH共识建议为医生在AHA中使用emicizumab提供了指导,并遵循了临床试验结果,表明emicizumab可有效预防AHA出血。
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引用次数: 0
Artificial Intelligence in Medicine: Are We Ready? 医学中的人工智能:我们准备好了吗?
IF 2.7 4区 医学 Q2 HEMATOLOGY Pub Date : 2024-12-01 Epub Date: 2024-12-10 DOI: 10.1055/a-2443-4130
Michael Nagler

In spite of my personal belief in the benefits of artificial intelligence (AI), reading Cathy O'Neil's book "Weapons of Math Destruction" left me feeling unsettled.1 She describes how flawed and unchecked algorithms are widely applied in areas that affect us all: hiring, credit scoring, access to education, and insurance pricing. In one example, a fixed percentage of teachers in a U.S. region was dismissed every year based on biased and opaque algorithms. The authors concluded that such algorithms act as "weapons of math destruction," perpetuate and amplify societal biases, act unethically, and harm vulnerable populations. The question arises as to what happens when we apply these algorithms to medicine? How do we know whether we are giving our patients the correct diagnosis or prognosis? Are we still sure that patients are receiving the appropriate treatment? Would we notice if the algorithms were geared more toward the needs of companies (make a lot of money) or health insurance companies (spend as little as possible)? In fact, evidence of bias and inequality of algorithms in medicine is already available.2 Due to these risks, some of my colleagues suggest that AI should be completely banned from medicine.

尽管我个人相信人工智能(AI)的好处,但读了凯茜·奥尼尔(Cathy O'Neil)的书《数学毁灭武器》(Weapons of Math Destruction)后,我感到不安她描述了有缺陷和未经检查的算法如何广泛应用于影响我们所有人的领域:招聘、信用评分、教育机会和保险定价。在一个例子中,基于有偏见和不透明的算法,美国一个地区每年有固定比例的教师被解雇。作者得出的结论是,这些算法是“数学毁灭武器”,延续并扩大了社会偏见,行为不道德,并伤害了弱势群体。问题来了,当我们把这些算法应用到医学上会发生什么?我们如何知道我们是否给了病人正确的诊断或预后?我们还能确定病人正在接受适当的治疗吗?我们会注意到,如果算法更倾向于公司(赚很多钱)或健康保险公司(尽可能少花钱)的需求吗?事实上,医学算法存在偏见和不平等的证据已经存在由于这些风险,我的一些同事建议应该完全禁止人工智能进入医学领域。
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