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Impact of Clinical Parameters and Induction Regimens on Peripheral Blood Stem-Cell Mobilization and Collection in Multiple Myeloma Patients. 临床参数和诱导方案对多发性骨髓瘤患者外周血干细胞动员和收集的影响。
IF 2.2 4区 医学 Q3 HEMATOLOGY Pub Date : 2023-06-05 eCollection Date: 2023-10-01 DOI: 10.1159/000530056
Sandra Sauer, Lennart Hieke, Juliane Brandt, Carsten Müller-Tidow, Anita Schmitt, Joseph Kauer, Katharina Kriegsmann

Introduction: High-dose chemotherapy (HDCT) followed by autologous blood stem-cell transplantation (ABSCT) remains the standard consolidation therapy for newly diagnosed eligible multiple myeloma (MM) patients. As a prerequisite, peripheral blood stem cells (PBSCs) must be mobilized and collected by leukapheresis (LP). Many factors can hamper PBSC mobilization/collection. Here, we provide a comprehensive multiparametric assessment of PBSC mobilization/collection outcome parameters in a large cohort.

Methods: In total, 790 MM patients (471 [60%] male, 319 [40%] female) who underwent PBSC mobilization/collection during first-line treatment were included. Evaluated PBSC mobilization/collection outcome parameters included the prolongation of PBSC mobilization, plerixafor administration, number of LP sessions, and overall PBSC collection goal/result.

Results: 741 (94%) patients received cyclophosphamide/adriamycin/dexamethasone (CAD) and granulocyte-colony-stimulating factor (G-CSF) mobilization. Plerixafor was administered in 80 (10%) patients. 489 (62%) patients started LP without delay. 530 (67%) patients reached the PBSC collection goal at the first LP session. The mean overall PBSC collection result was 10.3 (standard deviation [SD] 4.4) × 106 CD34+ cells/kg. In a multiparametric analysis, variables negatively associated with PBSC mobilization/collection outcomes were female gender, age >60 years, an advanced ISS stage, and local radiation pre-/during induction, but not remission status postinduction. Notably, the identified risk factors contributed differently to each PBSC mobilization/collection outcome parameter. In this context, compared to all other induction regimens, lenalidomide-based induction with/without antibodies negatively affected only the number of LP sessions required to reach the collection goal, but no other PBSC mobilization/collection outcome parameters. In contrast, the probability of reaching a high collection goal of ≥6 × 106 CD34+ cells/kg body weight was higher after lenalidomide-based induction compared to VCD/PAD or VAD - taking into account - that a higher G-SCF dosage was given in approximately one-third of patients receiving lenalidomide-based induction with/without antibodies.

Conclusion: Considering the identified risk factors in the clinical setting can contribute to optimized PBSC mobilization/collection. Moreover, our study demonstrates the necessity for a differentiated evaluation of PBSC mobilization/collection outcome parameters.

引言:高剂量化疗(HDCT)后自体血干细胞移植(ABSCT)仍然是新诊断符合条件的多发性骨髓瘤(MM)患者的标准巩固疗法。作为先决条件,外周血干细胞(PBSCs)必须通过白血病(LP)动员和收集。许多因素可能阻碍多溴联苯醚的动员/收集。在这里,我们在一个大型队列中提供了一个对多能干细胞动员/收集结果参数的全面多参数评估。方法:共纳入790名MM患者(471[60%]男性,319[40%]女性),他们在一线治疗期间接受了多能干细胞动员/收集。评估的多能干细胞动员/收集结果参数包括多能干细胞调动的延长、普乐沙给药、LP疗程的次数和多能干细胞收集的总体目标/结果。结果:741例(94%)患者接受环磷酰胺/阿霉素/地塞米松(CAD)和粒细胞集落刺激因子(G-CSF)动员。80名(10%)患者服用了普立沙福。489名(62%)患者立即开始LP。530名(67%)患者在第一次LP治疗中达到了PBSC收集目标。PBSC收集的平均总结果为10.3(标准偏差[SD]4.4)×106CD34+细胞/kg。在一项多参数分析中,与多能干细胞动员/收集结果呈负相关的变量为女性、年龄>60岁、ISS晚期和诱导前/诱导期间的局部辐射,但与诱导后的缓解状态无关。值得注意的是,已确定的风险因素对每个多溴联苯醚动员/收集结果参数的贡献不同。在这种情况下,与所有其他诱导方案相比,基于来那度胺的有/无抗体诱导仅对达到收集目标所需的LP疗程数量产生负面影响,但对其他多能干细胞动员/收集结果参数没有负面影响。相反,与VCD/PAD或VAD相比,基于来那度胺的诱导后达到≥6×106CD34+细胞/kg体重的高收集目标的概率更高,考虑到大约三分之一接受基于来那程度胺的诱导(有/无抗体)的患者给予了更高的G-SCF剂量。结论:在临床环境中考虑已确定的风险因素有助于优化多能干细胞动员/收集。此外,我们的研究证明了对多溴联苯醚动员/收集结果参数进行差异化评估的必要性。
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引用次数: 1
The Impact of Digital Transformation on Blood Donation and Donor Characteristics. 数字化转型对献血和献血者特征的影响。
IF 2.2 4区 医学 Q3 HEMATOLOGY Pub Date : 2023-06-05 eCollection Date: 2023-12-01 DOI: 10.1159/000530270
Norbert Niklas, Claudia Loimayr, Julia Lenz, Susanne Süßner, Gerhard Schuster, David Jungwirth, Werner Watzinger, Stephan Federsel

Introduction: The management of an adequate donor pool is a constant and challenging task for blood centers in order to provide blood supply. New methods are required to streamline processes and attract (new) donors on a sustained basis. We present a digitalization method without media disruption and show the impact on our donors and their behavior.

Methods: We designed and created a blood donation app that is fully compliant to all regulations and conforms to donor expectations. The presented digitalization serves the donor from preparation before the donation (health questionnaire) until completion of laboratory testing (medical report). Many other features are included and continuously attract donors to engage with the blood donation topic.

Results: Eighteen months after the launch of our app, there are already 45,000 users. The digital questionnaire reduced the number of deferrals by 31.9% compared to the conventional paper questionnaire. Digital adopters show a significantly shorter donation interval (193 days compared to 316 days). In-app incentives include identification card, rapid laboratory testing results (time-to-results are two business days for 95%), and collection of badges among others.

Conclusion: The presented method has changed our donor pool. Besides that, medical staff benefits from the automated process that allows focusing on the donor and their admission. On the other hand, the app has become a valid tool to manage our donor pool and attract first-time and young donors.

简介为了提供血液供应,管理充足的献血者库是血液中心一项持续而具有挑战性的任务。需要新的方法来简化流程并持续吸引(新的)献血者。我们介绍了一种无媒体干扰的数字化方法,并展示了该方法对献血者及其行为的影响:方法:我们设计并创建了一款献血应用程序,它完全符合所有法规,并符合献血者的期望。所提供的数字化服务从献血前的准备(健康问卷)一直到完成实验室检测(医疗报告)都为献血者服务。此外还包括许多其他功能,不断吸引献血者参与献血话题:结果:我们的应用程序推出 18 个月后,已有 45,000 名用户。与传统的纸质问卷相比,数字问卷减少了 31.9% 的延期次数。数字化用户的捐赠间隔时间明显缩短(193 天比 316 天)。应用程序内的激励措施包括身份证、快速实验室检测结果(95%的检测结果在两个工作日内得出)和收集徽章等:结论:所介绍的方法改变了我们的捐献者库。此外,医务人员也从自动化流程中获益匪浅,因为该流程可以集中关注捐献者及其入院情况。另一方面,该应用程序已成为管理捐赠者库和吸引首次及年轻捐赠者的有效工具。
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引用次数: 0
Different Expression Profiles of Exosomal circRNAs from Apheresis Platelets during Storage. 血小板外泌体 circRNA 在储存过程中的不同表达图谱
IF 2.2 4区 医学 Q3 HEMATOLOGY Pub Date : 2023-05-09 eCollection Date: 2023-12-01 DOI: 10.1159/000530040
Jingfu Liu, Shan Chen, Zhen Li, Rong Lu, Xianren Ye

Introduction: Bioactive substances of stored platelets change during the stored periods. Exosomes are reported to be increased during platelet storage. Circular RNAs (circRNAs) are one of the main components in exosomes. It is the purpose of this study to investigate the different expression of exosomal circRNAs during storage.

Methods: Apheresis platelets were collected from 7 healthy volunteers and stored in platelet storage bags for 1 day or 5 days. We isolated exosomes by ultracentrifugation and characterized exosomes by transmission electron microscopy, nano-flow cytometry, and Western blot. We conducted microarray analysis to detect changes in the exosomal circRNAs from apheresis platelets during storage, and qRT-PCR to validate their expressions. To analyze the competing endogenous RNA (ceRNA) of circRNAs, microRNAs (miRNAs) targets were predicted based on interactions of circRNAs/miRNAs and miRNAs/mRNAs, using TargetScan and miRanda. A ceRNA network was constructed by Cytoscape. The targeted mRNAs were performed for Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genome (KEGG) pathway analysis by the DAVID.

Results: Microarray analysis revealed that 61 differentially expressed circRNAs between day 1 and day 5. Thirty-one circRNAs of these are upregulated, while 30 circRNAs are downregulated. A ceRNA visualized network includes 9 circRNAs, 48 miRNAs, and 117 mRNAs. There were 117 mRNAs enriched in 203 GO terms and 9 KEGG pathways based on the GO and KEGG pathway enrichment analyses.

Conclusion: We identified 61 dysregulated exosomal circRNAs from apheresis platelets during storage. The study provided insights into the underlying mechanisms of platelet storage lesion.

导言储存血小板的生物活性物质在储存期间会发生变化。据报道,外泌体在血小板储存期间会增加。环状核糖核酸(circRNA)是外泌体的主要成分之一。本研究旨在调查外泌体circRNAs在储存期间的不同表达情况:方法:从 7 名健康志愿者身上收集血小板,并在血小板储存袋中储存 1 天或 5 天。我们通过超速离心法分离了外泌体,并通过透射电子显微镜、纳米流式细胞术和 Western 印迹对外泌体进行了表征。我们进行了微阵列分析以检测无创血小板外泌体循环RNA在储存过程中的变化,并进行了qRT-PCR以验证它们的表达。为了分析circRNAs的竞争性内源性RNA(ceRNA),我们使用TargetScan和miRanda根据circRNAs/miRNAs和miRNAs/mRNAs的相互作用预测了microRNAs(miRNAs)的靶点。利用 Cytoscape 构建了 ceRNA 网络。利用 DAVID 对目标 mRNA 进行了基因本体(GO)和京都基因组百科全书(KEGG)通路分析:结果:微阵列分析表明,在第 1 天和第 5 天之间有 61 个 circRNA 有差异表达。其中 31 个 circRNA 上调,30 个 circRNA 下调。一个 ceRNA 可视化网络包括 9 个 circRNA、48 个 miRNA 和 117 个 mRNA。根据GO和KEGG通路富集分析,有117个mRNA富集在203个GO术语和9个KEGG通路中:我们从无创血小板中发现了61个在储存过程中调控失调的外泌体circRNA。该研究为了解血小板储存病变的潜在机制提供了见解。
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引用次数: 0
Defining Current Patterns of Blood Product Use during Intensive Induction Chemotherapy in Newly Diagnosed Acute Myeloid Leukemia Patients. 定义新诊断急性髓细胞白血病患者强化诱导化疗期间血液制品使用的当前模式。
IF 2.2 4区 医学 Q3 HEMATOLOGY Pub Date : 2023-04-13 eCollection Date: 2023-10-01 DOI: 10.1159/000529595
Liron Miller, Mor Freed-Freundlich, Avichai Shimoni, Tamer Hellou, Abraham Avigdor, Mudi Misgav, Jonathan Canaani

Introduction: Blood product transfusion retains a critical role in the supportive care of patients with acute myeloid leukemia (AML). Whereas previous studies have shown increased transfusion dependency to portend inferior outcome, predictive factors of an increased transfusion burden and the prognostic impact of transfusion support have not been assessed recently.

Methods/patients: We performed a retrospective analysis on a recent cohort of patients given intensive induction chemotherapy in 2014-2022.

Results: The analysis comprised 180 patients with a median age of 57 years with 80% designated as de novo AML. Fifty-four patients (31%) were FLT3-ITD mutated, and 73 patients (42%) harbored NPM1. Favorable risk and intermediate risk ELN 2017 patients accounted for 43% and 34% of patients, respectively. The median number of red blood cell (RBC) and platelet units given during induction were 9 and 7 units, respectively. Seventeen patients (9%) received cryoprecipitate, and fresh frozen plasma (FFP) was given to 12 patients (7%). Lower initial hemoglobin and platelet levels were predictive of increased use of RBC (p < 0.0001) and platelet transfusions (p < 0.0001). FFP was significantly associated with induction related mortality (42% vs. 5%; p < 0.0001) and with FLT3-ITD (72% vs. 28%; p = 0.004). Blood group AB experienced improved mean overall survival compared to blood group O patients (4.1 years vs. 2.8 years; p = 0.025). In multivariate analysis, increased number of FFP (hazard ratio [HR], 4.23; 95% confidence interval [CI], 2.1-8.6; p < 0.001) and RBC units (HR, 1.8; 95% CI, 1.2-2.8; p = 0.008) given was associated with inferior survival.

Conclusion: Transfusion needs during induction crucially impact the clinical trajectory of AML patients.

简介:血液制品输血在急性髓细胞白血病(AML)患者的支持性护理中发挥着关键作用。尽管先前的研究表明,输血依赖性增加预示着较差的结果,但最近尚未评估输血负担增加的预测因素和输血支持对预后的影响。方法/患者:我们对2014-2022年接受强化诱导化疗的最近一组患者进行了回顾性分析。结果:该分析包括180名中位年龄57岁的患者,其中80%被指定为新发AML。54名患者(31%)发生FLT3-ITD突变,73名患者(42%)携带NPM1。2017年ELN的高危和中危患者分别占患者的43%和34%。诱导期间给予的红细胞(RBC)和血小板单位的中位数分别为9和7个单位。17名患者(9%)接受了冷冻沉淀,12名患者(7%)接受了新鲜冷冻血浆(FFP)。较低的初始血红蛋白和血小板水平可预测RBC(p<0.0001)和血小板输注(p<0.001)的使用增加。FFP与诱导相关死亡率(42%对5%;p<0.00001)和FLT3-ITD(72%对28%;p=0.004)显著相关。与O血型患者相比,AB血型患者的平均总生存率有所提高(4.1年vs.2.8年;p=0.025)。在多变量分析中,给予的FFP(危险比[HR],4.23;95%置信区间[CI],2.1-8.6;p<0.001)和RBC单位(HR,1.8;95%CI,1.2-2.8;p=0.008)的数量增加与生存率较低有关。结论:诱导期间的输血需求对AML患者的临床轨迹有着至关重要的影响。
{"title":"Defining Current Patterns of Blood Product Use during Intensive Induction Chemotherapy in Newly Diagnosed Acute Myeloid Leukemia Patients.","authors":"Liron Miller,&nbsp;Mor Freed-Freundlich,&nbsp;Avichai Shimoni,&nbsp;Tamer Hellou,&nbsp;Abraham Avigdor,&nbsp;Mudi Misgav,&nbsp;Jonathan Canaani","doi":"10.1159/000529595","DOIUrl":"https://doi.org/10.1159/000529595","url":null,"abstract":"<p><strong>Introduction: </strong>Blood product transfusion retains a critical role in the supportive care of patients with acute myeloid leukemia (AML). Whereas previous studies have shown increased transfusion dependency to portend inferior outcome, predictive factors of an increased transfusion burden and the prognostic impact of transfusion support have not been assessed recently.</p><p><strong>Methods/patients: </strong>We performed a retrospective analysis on a recent cohort of patients given intensive induction chemotherapy in 2014-2022.</p><p><strong>Results: </strong>The analysis comprised 180 patients with a median age of 57 years with 80% designated as de novo AML. Fifty-four patients (31%) were <i>FLT3-ITD</i> mutated, and 73 patients (42%) harbored <i>NPM1</i>. Favorable risk and intermediate risk ELN 2017 patients accounted for 43% and 34% of patients, respectively. The median number of red blood cell (RBC) and platelet units given during induction were 9 and 7 units, respectively. Seventeen patients (9%) received cryoprecipitate, and fresh frozen plasma (FFP) was given to 12 patients (7%). Lower initial hemoglobin and platelet levels were predictive of increased use of RBC (<i>p</i> < 0.0001) and platelet transfusions (<i>p</i> < 0.0001). FFP was significantly associated with induction related mortality (42% vs. 5%; <i>p</i> < 0.0001) and with <i>FLT3-ITD</i> (72% vs. 28%; <i>p</i> = 0.004). Blood group AB experienced improved mean overall survival compared to blood group O patients (4.1 years vs. 2.8 years; <i>p</i> = 0.025). In multivariate analysis, increased number of FFP (hazard ratio [HR], 4.23; 95% confidence interval [CI], 2.1-8.6; <i>p</i> < 0.001) and RBC units (HR, 1.8; 95% CI, 1.2-2.8; <i>p</i> = 0.008) given was associated with inferior survival.</p><p><strong>Conclusion: </strong>Transfusion needs during induction crucially impact the clinical trajectory of AML patients.</p>","PeriodicalId":23252,"journal":{"name":"Transfusion Medicine and Hemotherapy","volume":"50 5","pages":"456-468"},"PeriodicalIF":2.2,"publicationDate":"2023-04-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10601600/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"71414017","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Circulating Iron in Patients with Sickle Cell Disease Mediates the Release of Neutrophil Extracellular Traps. 镰状细胞病患者的循环铁介导中性粒细胞外陷阱的释放。
IF 2.2 4区 医学 Q3 HEMATOLOGY Pub Date : 2023-03-15 eCollection Date: 2023-08-01 DOI: 10.1159/000526760
Kristof Van Avondt, Marein Schimmel, Ingrid Bulder, Gerard van Mierlo, Erfan Nur, Robin van Bruggen, Bart J Biemond, Brenda M Luken, Sacha Zeerleder

Introduction: Neutrophils promote chronic inflammation and release neutrophil extracellular traps (NETs) that can drive inflammatory responses. Inflammation influences progression of sickle cell disease (SCD), and a role for NETs has been suggested in the onset of vaso-occlusive crisis (VOC). We aimed to identify factors in the circulation of these patients that provoke NET release, with a focus on triggers associated with hemolysis.

Methods: Paired serum and plasma samples during VOC and steady state of 18 SCD patients (HbSS/HbSβ0-thal and HbSC/HbSβ+-thal) were collected. Cell-free heme, hemopexin, and labile plasma iron have been measured in the plasma samples of the SCD patients. NETs formation by human neutrophils from healthy donors induced by serum of SCD patients was studied using confocal microscopy and staining for extracellular DNA using Sytox, followed by quantification of surface coverage using ImageJ.

Results: Eighteen patients paired samples obtained during VOC and steady state were available (11 HbSS/HbSβ0-thal and 7 HbSC/HbSβ+-thal). We observed high levels of systemic heme and iron, concomitant with low levels of the heme-scavenger hemopexin in sera of patients with SCD, both during VOC and in steady state. In our in vitro experiments, neutrophils released NETs when exposed to sera from SCD patients. The release of NETs was associated with high levels of circulating iron in these sera. Although hemin triggered NET formation in vitro, addition of hemopexin to scavenge heme did not suppress NET release in SCD sera. By contrast, the iron scavengers deferoxamine and apotransferrin attenuated NET formation in a significant proportion of SCD sera.

Discussion: Our results suggest that redox-active iron in the circulation of non-transfusion-dependent SCD patients activates neutrophils to release NETs, and hence, exerts a direct pro-inflammatory effect. Thus, we propose that chelation of iron requires further investigation as a therapeutic strategy in SCD.

简介:中性粒细胞促进慢性炎症并释放中性粒细胞外陷阱(NETs),从而驱动炎症反应。炎症影响镰状细胞病(SCD)的进展,NETs在血管闭塞危象(VOC)的发生中发挥作用。我们旨在确定这些患者循环中引起NET释放的因素,重点关注与溶血相关的触发因素。方法:收集18例SCD患者在VOC和稳定状态下的配对血清和血浆样本(HbSS/HbSβ0-thal和HbSC/HbSα+-thal)。在SCD患者的血浆样本中测量了无细胞血红素、血红素exin和不稳定血浆铁。使用共聚焦显微镜和Sytox染色细胞外DNA,然后使用ImageJ定量表面覆盖率,研究了SCD患者血清诱导的健康供体的人中性粒细胞形成NETs。我们观察到,在VOC期间和稳定状态下,SCD患者血清中系统血红素和铁水平较高,同时血红素清除剂血红素exin水平较低。在我们的体外实验中,中性粒细胞在暴露于SCD患者血清时释放NETs。NETs的释放与这些血清中循环铁的高水平有关。尽管血红素在体外触发了NET的形成,但添加血红素exin以清除血红素并不能抑制SCD血清中NET的释放。相反,铁清除剂去铁胺和去铁转铁蛋白在很大一部分SCD血清中减弱了NET的形成。讨论:我们的研究结果表明,非输血依赖性SCD患者循环中的氧化还原活性铁激活中性粒细胞释放NETs,从而发挥直接的促炎作用。因此,我们提出螯合铁作为SCD的治疗策略需要进一步研究。
{"title":"Circulating Iron in Patients with Sickle Cell Disease Mediates the Release of Neutrophil Extracellular Traps.","authors":"Kristof Van Avondt,&nbsp;Marein Schimmel,&nbsp;Ingrid Bulder,&nbsp;Gerard van Mierlo,&nbsp;Erfan Nur,&nbsp;Robin van Bruggen,&nbsp;Bart J Biemond,&nbsp;Brenda M Luken,&nbsp;Sacha Zeerleder","doi":"10.1159/000526760","DOIUrl":"https://doi.org/10.1159/000526760","url":null,"abstract":"<p><strong>Introduction: </strong>Neutrophils promote chronic inflammation and release neutrophil extracellular traps (NETs) that can drive inflammatory responses. Inflammation influences progression of sickle cell disease (SCD), and a role for NETs has been suggested in the onset of vaso-occlusive crisis (VOC). We aimed to identify factors in the circulation of these patients that provoke NET release, with a focus on triggers associated with hemolysis.</p><p><strong>Methods: </strong>Paired serum and plasma samples during VOC and steady state of 18 SCD patients (HbSS/HbSβ<sup>0</sup>-thal and HbSC/HbSβ<sup>+</sup>-thal) were collected. Cell-free heme, hemopexin, and labile plasma iron have been measured in the plasma samples of the SCD patients. NETs formation by human neutrophils from healthy donors induced by serum of SCD patients was studied using confocal microscopy and staining for extracellular DNA using Sytox, followed by quantification of surface coverage using ImageJ.</p><p><strong>Results: </strong>Eighteen patients paired samples obtained during VOC and steady state were available (11 HbSS/HbSβ<sup>0</sup>-thal and 7 HbSC/HbSβ<sup>+</sup>-thal). We observed high levels of systemic heme and iron, concomitant with low levels of the heme-scavenger hemopexin in sera of patients with SCD, both during VOC and in steady state. In our in vitro experiments, neutrophils released NETs when exposed to sera from SCD patients. The release of NETs was associated with high levels of circulating iron in these sera. Although hemin triggered NET formation in vitro, addition of hemopexin to scavenge heme did not suppress NET release in SCD sera. By contrast, the iron scavengers deferoxamine and apotransferrin attenuated NET formation in a significant proportion of SCD sera.</p><p><strong>Discussion: </strong>Our results suggest that redox-active iron in the circulation of non-transfusion-dependent SCD patients activates neutrophils to release NETs, and hence, exerts a direct pro-inflammatory effect. Thus, we propose that chelation of iron requires further investigation as a therapeutic strategy in SCD.</p>","PeriodicalId":23252,"journal":{"name":"Transfusion Medicine and Hemotherapy","volume":"50 4","pages":"321-329"},"PeriodicalIF":2.2,"publicationDate":"2023-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/96/b0/tmh-0050-0321.PMC10521246.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41130382","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Predicting Individual Patient Platelet Demand in a Large Tertiary Care Hospital Using Machine Learning. 使用机器学习预测大型三级护理医院的个体患者血小板需求。
IF 1.9 4区 医学 Q3 HEMATOLOGY Pub Date : 2023-03-09 eCollection Date: 2023-08-01 DOI: 10.1159/000528428
Merlin Engelke, Christian Martin Brieske, Vicky Parmar, Nils Flaschel, Anisa Kureishi, Rene Hosch, Sven Koitka, Cynthia Sabrina Schmidt, Peter A Horn, Felix Nensa

Introduction: An increasing shortage of donor blood is expected, considering the demographic change in Germany. Due to the short shelf life and varying daily fluctuations in consumption, the storage of platelet concentrates (PCs) becomes challenging. This emphasizes the need for reliable prediction of needed PCs for the blood bank inventories. Therefore, the objective of this study was to evaluate multimodal data from multiple source systems within a hospital to predict the number of platelet transfusions in 3 days on a per-patient level.

Methods: Data were collected from 25,190 (42% female and 58% male) patients between 2017 and 2021. For each patient, the number of received PCs, platelet count blood tests, drugs causing thrombocytopenia, acute platelet diseases, procedures, age, gender, and the period of a patient's hospital stay were collected. Two models were trained on samples using a sliding window of 7 days as input and a day 3 target. The model predicts whether a patient will be transfused 3 days in the future. The model was trained with an excessive hyperparameter search using patient-level repeated 5-fold cross-validation to optimize the average macro F2-score.

Results: The trained models were tested on 5,022 unique patients. The best-performing model has a specificity of 0.99, a sensitivity of 0.37, an area under the precision-recall curve score of 0.45, an MCC score of 0.43, and an F1-score of 0.43. However, the model does not generalize well for cases when the need for a platelet transfusion is recognized.

Conclusion: A patient AI-based platelet forecast could improve logistics management and reduce blood product waste. In this study, we build the first model to predict patient individual platelet demand. To the best of our knowledge, we are the first to introduce this approach. Our model predicts the need for platelet units for 3 days in the future. While sensitivity underperforms, specificity performs reliably. The model may be of clinical use as a pretest for potential patients needing a platelet transfusion within the next 3 days. As sensitivity needs to be improved, further studies should introduce deep learning and wider patient characterization to the methodological multimodal, multisource data approach. Furthermore, a hospital-wide consumption of PCs could be derived from individual predictions.

引言:考虑到德国人口结构的变化,预计献血者的血液将日益短缺。由于保质期短,每日消耗量波动不一,浓缩血小板(PC)的储存变得具有挑战性。这强调了对血库库存所需PC进行可靠预测的必要性。因此,本研究的目的是评估医院内多源系统的多模式数据,以预测3天内每位患者的血小板输注次数。方法:收集2017年至2021年间25190名患者(42%为女性,58%为男性)的数据。收集每位患者接受PC的次数、血小板计数血液测试、导致血小板减少症的药物、急性血小板疾病、手术、年龄、性别和患者住院时间。使用7天的滑动窗口作为输入和第3天的目标,在样本上训练两个模型。该模型可以预测患者在未来3天内是否会输血。该模型通过过度超参数搜索进行训练,使用患者级重复5倍交叉验证来优化平均宏F2-score。结果:训练的模型在5022名独特的患者身上进行了测试。表现最好的模型的特异性为0.99,灵敏度为0.37,准确度-召回曲线下面积得分为0.45,MCC得分为0.43,F1得分为0.43。然而,当识别出需要输注血小板时,该模型并不能很好地推广。结论:基于患者人工智能的血小板预测可以改善物流管理,减少血液制品浪费。在这项研究中,我们建立了第一个预测患者个体血小板需求的模型。据我们所知,我们是第一个介绍这种方法的人。我们的模型预测了未来3天对血小板单位的需求。虽然敏感性表现不佳,但特异性表现可靠。该模型可作为未来3天内需要输注血小板的潜在患者的预测试在临床上使用。由于敏感性需要提高,进一步的研究应该将深度学习和更广泛的患者特征描述引入方法学多模式、多源数据方法中。此外,医院范围内PC的消耗量可以从个人预测中得出。
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引用次数: 0
Diagnosis of Bone Marrow Necrosis following Severe Vaso-Occlusive Crisis in Patient with Compound Heterozygous Sickle Cell Disease. 复合杂合镰状细胞病患者严重血管闭塞危象后骨髓坏死的诊断。
IF 2.2 4区 医学 Q3 HEMATOLOGY Pub Date : 2023-03-07 eCollection Date: 2023-08-01 DOI: 10.1159/000529500
Daniel N Marco, Joan Cid, Marta Garrote, Albert Cortés-Bullich, Ferran Seguí, Miquel Lozano

Introduction: Bone marrow necrosis is a rare entity that can develop in context of a sickle cell disease vaso-occlusive crisis. Its physiopathology is related to an endothelial dysfunction taking place in bone marrow microvasculature.

Case presentation: A 30-year-old patient with history of compound heterozygous sickle cell disease was admitted following SARS-CoV-2 infection with fever and diarrhea. After initial favorable evolution, he developed a severe vaso-occlusive crisis with intense hemolysis and multi-organ ischemic complications. Patient then developed high fever and hypoxemia. With the suspicion of acute thoracic syndrome, a red blood cell exchange was performed. Respiratory symptoms ceased but patient persisted febrile with very high levels of acute phase reactants, persistent pancytopenia, and leucoerythroblastic reaction. An infectious cause was ruled out. Afterward, bone marrow aspiration and bone marrow biopsy showed a picture of bone marrow necrosis, which is an extremely rare complication of vaso-occlusive crisis but, paradoxically, more frequent in milder heterozygote cases of sickle cell disease. Ultimately, large deposits of complement membrane attack complex (particles C5b-9) were demonstrated after incubation of laboratory endothelial cells with activated plasma from the patient.

Discussion: The clinical presentation and findings are consistent with a case of bone marrow necrosis. In this setting, the demonstration of complement as a potential cause of the endothelial dysfunction mimics the pattern of atypical hemolytic uremic syndrome and other microangiopathic anemias. This dysregulation may be a potential therapeutic target for new complement activation blockers.

简介:骨髓坏死是一种罕见的实体,可在镰状细胞病血管闭塞危象的情况下发展。其生理病理学与骨髓微血管中发生的内皮功能障碍有关。病例介绍:一名有复合杂合镰状细胞病病史的30岁患者在感染严重急性呼吸系统综合征冠状病毒2型并伴有发烧和腹泻后入院。在最初的良好演变后,他出现了严重的血管闭塞危象,伴有严重的溶血和多器官缺血性并发症。患者随后出现高烧和低氧血症。在怀疑是急性胸廓综合征的情况下,进行了红细胞交换。呼吸系统症状停止,但患者持续发热,急性期反应物水平非常高,持续性全血细胞减少和白细胞生成反应。排除了传染原因。之后,骨髓抽吸和骨髓活检显示骨髓坏死,这是血管闭塞危象的一种极为罕见的并发症,但矛盾的是,在镰状细胞病的轻度杂合子病例中更为常见。最终,在实验室内皮细胞与患者的活化血浆孵育后,证明了补体膜攻击复合物(颗粒C5b-9)的大量沉积。讨论:临床表现和结果与一例骨髓坏死病例一致。在这种情况下,补体作为内皮功能障碍的潜在原因的证明模拟了非典型溶血性尿毒症综合征和其他微血管病变性贫血的模式。这种失调可能是新的补体激活阻滞剂的潜在治疗靶点。
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引用次数: 0
Effects of Different Hemoglobin Levels on Near-Infrared Spectroscopy-Derived Cerebral Oxygen Saturation in Elderly Patients Undergoing Noncardiac Surgery. 不同血红蛋白水平对接受非心脏手术的老年患者近红外光谱脑血氧饱和度的影响。
IF 2.2 4区 医学 Q3 HEMATOLOGY Pub Date : 2023-02-08 eCollection Date: 2023-08-01 DOI: 10.1159/000528888
Achilles Delis, Derek Bautz, Heidi Ehrentraut, Karin Doll, Thomas M Randau, Andreas C Strauss, Ivana Habicht, Erdem Güresir, Holger Bogatsch, Peter Kranke, Maria Wittmann, Patrick Meybohm, Markus Velten

Background: Near-infrared spectroscopy (NIRS) is a commonly used technique to evaluate tissue oxygenation and prevent harmful cerebral desaturation in the perioperative setting. The aims of the present study were to assess whether surgery-related anemia can be detected via NIRS of cerebral oxygen saturation and to investigate the effects of different perioperative transfusion strategies on cerebral oxygenation, potentially affecting transfusion decision-making.

Study design and methods: Data from the ongoing multicenter LIBERAL-Trial (liberal transfusion strategy to prevent mortality and anemia-associated ischemic events in elderly noncardiac surgical patients, LIBERAL) were used. In this single-center sub-study, regional cerebral oxygenation saturation (rSO2) was evaluated by NIRS at baseline, pre-, and post-RBC transfusion. The obtained values were correlated with blood gas analysis-measured Hb concentrations.

Results: rSO2 correlated with Hb decline during surgery (r = 0.35, p < 0.0001). Different RBC transfusion strategies impacted rSO2 such that higher Hb values resulted in higher rSO2. Cerebral desaturation occurred at lower Hb values more often.

Discussion: Cerebral oxygenation monitoring using NIRS provides noninvasive rapid and continuous information regarding perioperative alterations in Hb concentration without the utilization of patients' blood for blood sampling. Further investigations are required to demonstrate if cerebral rSO2 may be included in future individualized transfusion decision strategies.

背景:近红外光谱(NIRS)是一种在围手术期评估组织氧合和预防有害大脑去饱和的常用技术。本研究的目的是评估是否可以通过脑氧饱和度的NIRS检测手术相关贫血,并研究不同围手术期输血策略对脑氧合的影响,潜在影响输血决策。研究设计和方法:使用正在进行的多中心LIBERAL试验的数据(LIBERAL,预防老年非心脏外科患者死亡和贫血相关缺血性事件的自由输血策略)。在这项单中心子研究中,通过NIRS在基线、红细胞输注前和输注后评估区域脑氧合饱和度(rSO2)。所获得的值与血气分析测量的Hb浓度相关。结果:手术期间rSO2与Hb下降相关(r=0.35,p<0.0001)。不同的红细胞输注策略会影响rSO2,因此Hb值越高,rSO2越高。Hb值较低时大脑去饱和发生的频率较高。讨论:使用NIRS的脑氧合监测提供了关于围手术期Hb浓度变化的无创、快速和连续的信息,而无需使用患者的血液进行血液采样。需要进一步的研究来证明大脑rSO2是否可以被纳入未来的个性化输血决策策略。
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引用次数: 1
Molecular Screening of Blood Donors for Babesia in Tyrol, Austria. 奥地利蒂罗尔州巴贝斯症献血者的分子筛查。
IF 2.2 4区 医学 Q3 HEMATOLOGY Pub Date : 2023-02-02 eCollection Date: 2023-08-01 DOI: 10.1159/000528793
Evan M Bloch, Anita Siller, Laura Tonnetti, Steven J Drews, Bryan R Spencer, Doris Hedges, Tessa Mergenthal, Marijke Weber-Schehl, Manfred Astl, Eshan U Patel, Manfred Gaber, Harald Schennach

Introduction: Babesia is a tick-borne intraerythrocytic parasite that is globally ubiquitous, yet understudied. Several species of Babesia have been shown to be transfusion-transmissible. Babesia has been reported in blood donors, animals, and ticks in the Tyrol (Western Austria), and regional cases of human babesiosis have been described. We sought to characterize the risk of Babesia to the local blood supply.

Methods: Prospective molecular testing was performed on blood donors who presented to regional, mobile blood collection drives in the Tyrol, Austria (27 May to October 4, 2021). Testing was conducted using the cobas® Babesia assay (Roche Molecular Systems, Inc.), a commercial PCR assay approved for blood donor screening that is capable of detecting the 4 primary species causing human babesiosis (i.e., B. microti, B. divergens, B. duncani, and B. venatorum). A confirmatory algorithm to manage initial PCR-reactive samples was developed, as were procedures for donor and product management.

Results: A total of 7,972 donors were enrolled and screened; 4,311 (54.1%) were male, with a median age of 47 years (IQR = 34-55). No positive cases of Babesia were detected, corresponding with an overall prevalence of 0.00% (95% CI: 0.00%, 0.05%).

Discussion: The findings suggest that the prevalence of Babesia is low in Austrian blood donors residing in the Tyrol, even during months of peak tick exposure. Although one cannot conclude the absence of Babesia in this population given the limited sample size, the findings suggest that the regional risk of transfusion-transmitted babesiosis is low.

简介:巴贝斯虫是一种蜱传红细胞内寄生虫,在全球范围内普遍存在,但研究不足。巴贝斯虫的几种已被证明具有输血传播性。据报道,蒂罗尔州(奥地利西部)的献血者、动物和蜱虫中存在巴贝斯病,并描述了人类巴贝斯病的区域病例。我们试图描述巴贝斯症对当地血液供应的风险。方法:对参加奥地利蒂罗尔州(2021年5月27日至10月4日)区域流动采血活动的献血者进行前瞻性分子检测。使用cobas®巴氏杆菌测定法(Roche Molecular Systems,股份有限公司)进行测试,这是一种商业PCR测定法,经批准用于献血者筛查,能够检测引起人类巴氏杆菌病的4种主要物种(即B.microti、B.divergens、B.duncani和B.venatorum)。开发了一种管理初始PCR反应样本的验证算法,以及供体和产品管理程序。结果:共有7972名捐献者被登记和筛选;4311人(54.1%)为男性,中位年龄为47岁(IQR=34-55)。未检测到巴贝斯症阳性病例,总体患病率为0.00%(95%置信区间:0.00%,0.05%)。讨论:研究结果表明,居住在蒂罗尔州的奥地利献血者巴贝斯症的患病率较低,即使在蜱虫暴露高峰的几个月内也是如此。尽管由于样本量有限,无法得出该人群中没有巴贝虫的结论,但研究结果表明,输血传播巴贝虫病的区域风险较低。
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引用次数: 0
PharmaNews PharmaNews
IF 2.2 4区 医学 Q3 HEMATOLOGY Pub Date : 2023-02-01 DOI: 10.1159/000529216
«Mit dem Innovationsforum Schmerzmedizin der Deutschen Gesellschaft für Schmerzmedizin e.V. (DGS) geben wir insbesondere Allgemeinmedizinern, Internisten, Orthopäden, Neurologen, Anästhesisten und Schmerzmedizinern die Möglichkeit, ihr Fachwissen zu vertiefen und neue Impulse für ihre tägliche Arbeit zu erhalten», so DGS-Präsident Dr. Johannes Horlemann. Die Hämophilie ist ein neues Thema der jährlich stattfindenden Fortbildungsveranstaltung. «Schmerzen werden bei dieser seltenen Erkrankung unzureichend erfasst und behandelt. Darauf wollen wir aufmerksam machen», erklärte Horlemann. Bei der Hämophilie treten spontane innere Blutungen, meist in den Gelenken (80%) auf. Akute Schmerzen – verbunden mit Schwellungen und Bewegungseinschränkungen – sind die Folge. Wiederholte Blutungen können Entzündungsreaktionen, Knorpeldegenerationen und Gelenkdeformationen bedingen. Diese sogenannte hämophile Arthropathie kann wiederum zu chronischen Schmerzen führen. Mittels Prävention, Physiotherapie, Sport, Medikamenten, individueller Schmerztherapie oder auch mit einem chirurgischen Eingriff als letzte Option, lassen sich die Schmerzen wirksam behandeln. Durch eine prophylaktische Substitution von Gerinnungsfaktoren – angepasst an die Lebenssituation der Patient*innen – kann zudem das Auftreten der hämophilen Arthropathie deutlich verzögert und abgemildert werden. Horlemanns Appell: «Wir Schmerzmediziner sollten die Patient*innen niemals aufgeben, sondern uns intensiv um sie bemühen und intensiv mit Hämophiliebehandlern zusammenarbeiten.»
“通过德国疼痛医学学会(DGS)疼痛医学创新论坛,我们为全科医生、内科医生、骨科医生、神经学家、麻醉师和疼痛医生提供了深化专业知识的机会,并在日常工作中获得新的动力,”DGS主席Johannes Horlemann博士说。血友病是一年一度的培训活动中的一个新话题。“在这种罕见的疾病中,疼痛没有得到充分的记录和治疗。Horlemann解释道:“我们想引起人们的注意。在血友病中,会发生自发性内出血,通常发生在关节处(80%)。急性疼痛——与肿胀和运动受限相关——就是其结果。反复出血可引起炎症反应、软骨退化和关节变形。这种所谓的亲血性关节病反过来会导致慢性疼痛。通过预防、物理治疗、运动、药物治疗、个人疼痛治疗,甚至将手术干预作为最后手段,疼痛都可以得到有效治疗。凝血因子的预防性替代——适应患者的生活情况——也可以显著延缓和减轻亲血关节病的发生。Horlemann的呼吁:“我们疼痛科医生永远不应该放弃病人,而是要加倍努力照顾他们,并与血友病治疗人员密切合作。“
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引用次数: 0
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Transfusion Medicine and Hemotherapy
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