Pub Date : 2026-02-01Epub Date: 2025-06-18DOI: 10.1097/MAT.0000000000002476
Sharada H Gowda, Joseph Hagan, Ahmed Almaazmi, Emily Niemyjski, Matteo Di Nardo, Tim Jancelewicz, Matthew T Harting, Caraciolo J Fernandes, Danh V Nguyen, Yigit S Guner
High-frequency oscillatory ventilation (HFOV) is used in neonates with hypoxic respiratory failure both as a primary mode and as a rescue mode of ventilation. It is unknown to what degree the use of HFOV provides a measurable benefit to infants with congenital diaphragmatic hernia (CDH) receiving extracorporeal life support (ECLS). We sought to determine whether pre-ECLS use of HFOV compared to conventional mechanical ventilation (CMV) was associated with differences in mortality. Neonates who underwent ECLS for CDH were identified within the Extracorporeal Life Support Organization (ELSO) Registry. Patients were categorized as those on HFOV versus on CMV immediately before initiating ECLS. Patients were matched 1:1 for severity based on pre-ECLS covariates using the propensity score (PS) for ventilator choice. There were 2,892 infants with an overall mortality of 47.3%. Conventional ventilation was used before ECLS in 677 (23.4%) and HFOV in 2,215 (76.6%). Of these, 1,354 infants were matched (1:1) based on ventilator choice (677 CMV and 677 HFOV). High-frequency oscillatory ventilation was associated with 49% higher odds of mortality based on 677 PS matched pairs (odds ratio [OR] = 1.492, 95% confidence interval [CI]: 1.200-1.856, p < 0.001). Patients who received pre-ECLS mechanical ventilation with HFOV were noted to have higher mortality in neonates with CDH compared to CMV.
高频振荡通气(HFOV)是新生儿缺氧呼吸衰竭的主要通气模式和抢救通气模式。对于接受体外生命支持(ECLS)的先天性膈疝(CDH)婴儿,HFOV的使用在多大程度上提供了可测量的益处尚不清楚。我们试图确定与传统机械通气(CMV)相比,ecls前使用HFOV是否与死亡率差异相关。接受体外生命支持组织(ELSO)登记的新生儿在体外生命支持组织(ELSO)登记。在开始ECLS之前,将患者分为HFOV组和CMV组。使用呼吸机选择的倾向评分(PS),根据ecls前协变量对患者的严重程度进行1:1匹配。共有2,892名婴儿,总死亡率为47.3%。677例(23.4%)采用常规通气,2215例(76.6%)采用HFOV。其中,1,354名婴儿根据呼吸机选择(677 CMV和677 HFOV)匹配(1:1)。基于677对PS匹配,高频振荡通气与49%的高死亡率相关(优势比[OR] = 1.492, 95%可信区间[CI]: 1.200-1.856, p < 0.001)。与CMV相比,接受ecls前HFOV机械通气的新生儿CDH死亡率更高。
{"title":"Impact of Neonatal Ventilation Mode on Outcomes in Patients With Congenital Diaphragmatic Hernia Treated With Extracorporeal Life Support: A Propensity Score Analysis.","authors":"Sharada H Gowda, Joseph Hagan, Ahmed Almaazmi, Emily Niemyjski, Matteo Di Nardo, Tim Jancelewicz, Matthew T Harting, Caraciolo J Fernandes, Danh V Nguyen, Yigit S Guner","doi":"10.1097/MAT.0000000000002476","DOIUrl":"10.1097/MAT.0000000000002476","url":null,"abstract":"<p><p>High-frequency oscillatory ventilation (HFOV) is used in neonates with hypoxic respiratory failure both as a primary mode and as a rescue mode of ventilation. It is unknown to what degree the use of HFOV provides a measurable benefit to infants with congenital diaphragmatic hernia (CDH) receiving extracorporeal life support (ECLS). We sought to determine whether pre-ECLS use of HFOV compared to conventional mechanical ventilation (CMV) was associated with differences in mortality. Neonates who underwent ECLS for CDH were identified within the Extracorporeal Life Support Organization (ELSO) Registry. Patients were categorized as those on HFOV versus on CMV immediately before initiating ECLS. Patients were matched 1:1 for severity based on pre-ECLS covariates using the propensity score (PS) for ventilator choice. There were 2,892 infants with an overall mortality of 47.3%. Conventional ventilation was used before ECLS in 677 (23.4%) and HFOV in 2,215 (76.6%). Of these, 1,354 infants were matched (1:1) based on ventilator choice (677 CMV and 677 HFOV). High-frequency oscillatory ventilation was associated with 49% higher odds of mortality based on 677 PS matched pairs (odds ratio [OR] = 1.492, 95% confidence interval [CI]: 1.200-1.856, p < 0.001). Patients who received pre-ECLS mechanical ventilation with HFOV were noted to have higher mortality in neonates with CDH compared to CMV.</p>","PeriodicalId":8844,"journal":{"name":"ASAIO Journal","volume":" ","pages":"159-164"},"PeriodicalIF":2.3,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144324399","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-01Epub Date: 2025-08-25DOI: 10.1097/MAT.0000000000002538
Yutaka Shishido, Kaitlyn M Tracy, Michael Cortelli, Victoria Simon, Kimya Raietparvar, TiOluwanimi Adesanya, Mark Petrovic, Elizabeth Simonds, Andrew Kumpfbeck, Yerin Woo, Brandon Petree, Enock Adjei, Jody K Peters, W Christian Crannell, Caitlin T Demarest, Rei Ukita, Jiancong Liang, Michael D Rizzarri, Martin I Montenovo, Joseph F Magliocca, Seth J Karp, M Ameen Rauf, Matthew Bacchetta
{"title":"Comparison of Cellular and Acellular Perfusate in the Dynamic Organ Storage System Using a Porcine Donation After Circulatory Death Model.","authors":"Yutaka Shishido, Kaitlyn M Tracy, Michael Cortelli, Victoria Simon, Kimya Raietparvar, TiOluwanimi Adesanya, Mark Petrovic, Elizabeth Simonds, Andrew Kumpfbeck, Yerin Woo, Brandon Petree, Enock Adjei, Jody K Peters, W Christian Crannell, Caitlin T Demarest, Rei Ukita, Jiancong Liang, Michael D Rizzarri, Martin I Montenovo, Joseph F Magliocca, Seth J Karp, M Ameen Rauf, Matthew Bacchetta","doi":"10.1097/MAT.0000000000002538","DOIUrl":"10.1097/MAT.0000000000002538","url":null,"abstract":"","PeriodicalId":8844,"journal":{"name":"ASAIO Journal","volume":" ","pages":"e21-e23"},"PeriodicalIF":2.3,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144940798","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pediatric hemodialysis is a life-saving treatment for children with chronic kidney diseases. Central venous catheters (CVCs) are the most commonly used vascular access, despite being commonly subject to complications leading to inadequate hemodialysis and catheter replacement. The available CVCs feature various design elements reflecting ongoing efforts to achieve optimal performance. Computational fluid dynamics (CFD) can contribute to analyze the flow dynamics within the CVCs. The aim of this study is to investigate the design parameters that most influence the flow performance of CVCs. A design of experiment (DOE) was set up to assess the CFD of two CVC models of 6.5F and 8F size. Blood flow rates, shear stress, residence time, and platelet lysis index were evaluated. The results showed how the proximal side holes were the most influential geometrical features, influencing both the flow rates ( r > 0.64) and the shear stress of the CVCs (| r | > 0.5). At increased flow rate, the side holes were found to be competing with the tip in terms, especially, of residence time inside the CVC. The findings of this DOE show how CFD can contribute to understand the influence of design parameters and potentially guide the development of optimized pediatric-specific CVC models.
{"title":"Design Parametrization of Central Venous Catheters for Pediatric Dialysis: Supporting the Quest for the Most Influential Features.","authors":"Claudia Bruno, Rukshana Shroff, Silvia Schievano, Claudio Capelli","doi":"10.1097/MAT.0000000000002547","DOIUrl":"10.1097/MAT.0000000000002547","url":null,"abstract":"<p><p>Pediatric hemodialysis is a life-saving treatment for children with chronic kidney diseases. Central venous catheters (CVCs) are the most commonly used vascular access, despite being commonly subject to complications leading to inadequate hemodialysis and catheter replacement. The available CVCs feature various design elements reflecting ongoing efforts to achieve optimal performance. Computational fluid dynamics (CFD) can contribute to analyze the flow dynamics within the CVCs. The aim of this study is to investigate the design parameters that most influence the flow performance of CVCs. A design of experiment (DOE) was set up to assess the CFD of two CVC models of 6.5F and 8F size. Blood flow rates, shear stress, residence time, and platelet lysis index were evaluated. The results showed how the proximal side holes were the most influential geometrical features, influencing both the flow rates ( r > 0.64) and the shear stress of the CVCs (| r | > 0.5). At increased flow rate, the side holes were found to be competing with the tip in terms, especially, of residence time inside the CVC. The findings of this DOE show how CFD can contribute to understand the influence of design parameters and potentially guide the development of optimized pediatric-specific CVC models.</p>","PeriodicalId":8844,"journal":{"name":"ASAIO Journal","volume":" ","pages":"173-181"},"PeriodicalIF":2.3,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12829507/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144999549","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Blood compatibility, defined as a material's ability to maintain blood flow without inducing coagulation or hemolysis, was investigated through surface roughness optimization in blood pump flow channels. This study examines how machining parameters (depth of cut, cutting speed, feed per tooth, and cutting width) affect surface roughness using orthogonal experiments, revealing their descending order of influence. Blood compatibility tests comparing cellular damage and adhesion across varying surface roughness levels demonstrated that rougher titanium alloy surfaces significantly increased hemolysis rates and promoted platelet adhesion, accelerating thrombus formation. Genetic algorithm optimization identified optimal parameters: 80 m/min cutting speed, 0.2 mm depth of cut, 1.25 mm cutting width, and 0.02 mm/tooth feed. These parameters minimize surface roughness while maintaining machining efficiency, crucially enhancing blood pump performance by reducing thrombogenic risks. The established evaluation system and parameter optimization methodology provide practical guidance for manufacturing blood-contacting medical devices with improved hemocompatibility.
{"title":"Blood Pump Surface Roughness: Hemocompatibility and Machining Optimization.","authors":"Hongyu Li, Yiwen Wang, Xuefeng Wu, Lijie Zhou, Lijia Liu, Yuan Fang","doi":"10.1097/MAT.0000000000002501","DOIUrl":"10.1097/MAT.0000000000002501","url":null,"abstract":"<p><p>Blood compatibility, defined as a material's ability to maintain blood flow without inducing coagulation or hemolysis, was investigated through surface roughness optimization in blood pump flow channels. This study examines how machining parameters (depth of cut, cutting speed, feed per tooth, and cutting width) affect surface roughness using orthogonal experiments, revealing their descending order of influence. Blood compatibility tests comparing cellular damage and adhesion across varying surface roughness levels demonstrated that rougher titanium alloy surfaces significantly increased hemolysis rates and promoted platelet adhesion, accelerating thrombus formation. Genetic algorithm optimization identified optimal parameters: 80 m/min cutting speed, 0.2 mm depth of cut, 1.25 mm cutting width, and 0.02 mm/tooth feed. These parameters minimize surface roughness while maintaining machining efficiency, crucially enhancing blood pump performance by reducing thrombogenic risks. The established evaluation system and parameter optimization methodology provide practical guidance for manufacturing blood-contacting medical devices with improved hemocompatibility.</p>","PeriodicalId":8844,"journal":{"name":"ASAIO Journal","volume":" ","pages":"129-136"},"PeriodicalIF":2.3,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144648379","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-01Epub Date: 2025-05-30DOI: 10.1097/MAT.0000000000002471
Sean McKee, Kelsey Brebberman, Gregory F Egnaczyk, Kathryn Weber
Bridging subtherapeutic international normalized ratios (INRs) in patients with left ventricular assist devices is not well studied and may cause harm. This retrospective, single-center, pre- and post-cohort study assessed whether a more conservative enoxaparin bridging protocol for patients with subtherapeutic INRs correlated with a reduction in major bleeding and thrombotic events in patients with HeartMate 3 devices. Eighty-two patients and 237 subtherapeutic episodes were included. The rate of the primary composite outcome was numerically lower in the post-group (5.7% vs . 1.5%, p = 0.075). The secondary composite outcome of major bleeding events or thrombotic events within 30 days was significantly reduced in the post-group (10.5% vs. 3.8%, p = 0.041). The rate of major bleeding events within 30 days was reduced in the post-group (10.5% vs. 3.0%, p = 0.019). In a subgroup of patients taking concomitant antiplatelet therapy, the primary composite outcome was significantly reduced in the post-group (5.1% vs. 0.0%, p = 0.044). Routine bridging of subtherapeutic INRs in patients with an HM3 device may be both unnecessary and harmful. A conservative bridging protocol may reduce major bleeding events without increasing the rate of thrombotic events among HM3 patients. Larger studies are necessary to confirm the results.
桥接亚治疗国际标准化比率(INRs)患者的左心室辅助装置尚未得到很好的研究,可能会造成伤害。这项回顾性、单中心、队列前和队列后研究评估了对亚治疗性INRs患者采用更保守的依诺肝素桥接方案是否与使用HeartMate 3装置的患者减少大出血和血栓形成事件相关。纳入82例患者和237次亚治疗期。术后组的主要综合转归率较低(5.7% vs. 1.5%, p = 0.075)。术后30天内主要出血事件或血栓形成事件的次要综合结局显著降低(10.5% vs. 3.8%, p = 0.041)。术后30天内大出血事件发生率降低(10.5% vs. 3.0%, p = 0.019)。在接受联合抗血小板治疗的患者亚组中,治疗后的主要综合结局显著降低(5.1% vs 0.0%, p = 0.044)。在使用HM3装置的患者中,常规的亚治疗性inr桥接可能是不必要和有害的。保守的桥接方案可以减少HM3患者的大出血事件而不增加血栓形成事件的发生率。需要更大规模的研究来证实这一结果。
{"title":"Effect of a Conservative Enoxaparin Bridging Protocol for HeartMate 3 Left Ventricular Assist Devices.","authors":"Sean McKee, Kelsey Brebberman, Gregory F Egnaczyk, Kathryn Weber","doi":"10.1097/MAT.0000000000002471","DOIUrl":"10.1097/MAT.0000000000002471","url":null,"abstract":"<p><p>Bridging subtherapeutic international normalized ratios (INRs) in patients with left ventricular assist devices is not well studied and may cause harm. This retrospective, single-center, pre- and post-cohort study assessed whether a more conservative enoxaparin bridging protocol for patients with subtherapeutic INRs correlated with a reduction in major bleeding and thrombotic events in patients with HeartMate 3 devices. Eighty-two patients and 237 subtherapeutic episodes were included. The rate of the primary composite outcome was numerically lower in the post-group (5.7% vs . 1.5%, p = 0.075). The secondary composite outcome of major bleeding events or thrombotic events within 30 days was significantly reduced in the post-group (10.5% vs. 3.8%, p = 0.041). The rate of major bleeding events within 30 days was reduced in the post-group (10.5% vs. 3.0%, p = 0.019). In a subgroup of patients taking concomitant antiplatelet therapy, the primary composite outcome was significantly reduced in the post-group (5.1% vs. 0.0%, p = 0.044). Routine bridging of subtherapeutic INRs in patients with an HM3 device may be both unnecessary and harmful. A conservative bridging protocol may reduce major bleeding events without increasing the rate of thrombotic events among HM3 patients. Larger studies are necessary to confirm the results.</p>","PeriodicalId":8844,"journal":{"name":"ASAIO Journal","volume":" ","pages":"145-151"},"PeriodicalIF":2.3,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144186375","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-01Epub Date: 2025-09-17DOI: 10.1097/MAT.0000000000002560
Nadia Chaudhry-Waterman, Timothy Q Schardt, Rhynn M Soderstrom, Beth B Warren, Shannon Buckvold, Gareth Morgan, John S Kim
Bivalirudin is a direct thrombin inhibitor that inhibits both circulating thrombin and fibrin-bound thrombin, giving it the ability to not only prevent thrombus extension, but also more directly facilitate clot resolution than heparin. Although still not yet the standard of care, bivalirudin has become more frequently used for anticoagulation in patients on mechanical circulatory support. In patients who develop large or critically localized thrombosis, requiring catheter-directed therapy, alteplase remains the drug of choice. Here we describe three cases of children, all of whom were on mechanical circulatory support, who required catheter-directed thrombolysis. In each case, direct bivalirudin delivery through a lysis catheter was associated with rapid resolution of thrombosis. Although study of more patients is needed to truly assess safety and efficacy, this series demonstrates that bivalirudin may be an effective drug for thrombolysis and should be considered in patients who have experienced bleeding or other complications from catheter-directed alteplase infusion.
{"title":"Catheter-Directed Bivalirudin for Local Anticoagulation and Clot Dissolution in Children Requiring Mechanical Circulatory Support.","authors":"Nadia Chaudhry-Waterman, Timothy Q Schardt, Rhynn M Soderstrom, Beth B Warren, Shannon Buckvold, Gareth Morgan, John S Kim","doi":"10.1097/MAT.0000000000002560","DOIUrl":"10.1097/MAT.0000000000002560","url":null,"abstract":"<p><p>Bivalirudin is a direct thrombin inhibitor that inhibits both circulating thrombin and fibrin-bound thrombin, giving it the ability to not only prevent thrombus extension, but also more directly facilitate clot resolution than heparin. Although still not yet the standard of care, bivalirudin has become more frequently used for anticoagulation in patients on mechanical circulatory support. In patients who develop large or critically localized thrombosis, requiring catheter-directed therapy, alteplase remains the drug of choice. Here we describe three cases of children, all of whom were on mechanical circulatory support, who required catheter-directed thrombolysis. In each case, direct bivalirudin delivery through a lysis catheter was associated with rapid resolution of thrombosis. Although study of more patients is needed to truly assess safety and efficacy, this series demonstrates that bivalirudin may be an effective drug for thrombolysis and should be considered in patients who have experienced bleeding or other complications from catheter-directed alteplase infusion.</p>","PeriodicalId":8844,"journal":{"name":"ASAIO Journal","volume":" ","pages":"e24-e28"},"PeriodicalIF":2.3,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145074431","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-01Epub Date: 2025-11-18DOI: 10.1097/MAT.0000000000002607
Mila Bukova, Timo Schumacher, Melanie Mantl, Dominik Funken, Klaus Hoeffler, Harald Koeditz, Torsten Kaussen, Sebastian Tiedge, Joerg Optenhoefel, Martin Boehne
{"title":"Response to the Letter to the Editor Regarding Article \"Factors Influencing Recirculation in Veno-Venous Extracorporeal Membrane Oxygenation: Insights From a Controlled Bench Study\".","authors":"Mila Bukova, Timo Schumacher, Melanie Mantl, Dominik Funken, Klaus Hoeffler, Harald Koeditz, Torsten Kaussen, Sebastian Tiedge, Joerg Optenhoefel, Martin Boehne","doi":"10.1097/MAT.0000000000002607","DOIUrl":"10.1097/MAT.0000000000002607","url":null,"abstract":"","PeriodicalId":8844,"journal":{"name":"ASAIO Journal","volume":" ","pages":"e30-e31"},"PeriodicalIF":2.3,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145538923","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Extracorporeal membrane oxygenation (ECMO) provides critical cardiac support, but predicting outcomes remains a challenge. We enrolled 1,748 adult venoarterial (VA)-ECMO patients at the National Taiwan University Hospital between 2010 and 2021. The overall mortality rate was 68.2%. Machine learning with the random survival forest (RSF) model demonstrated superior prediction for in-hospital mortality (area under the curve [AUC]: 0.953, 95% confidence interval (CI): 0.925-0.981), outperforming the Sequential Organ Failure Assessment (SOFA; 0.753 [0.689-0.817]), Acute Physiology and Chronic Health Evaluation (APACHE) II (0.737 [0.672-0.802]), Survival after Venoarterial ECMO (SAVE; 0.624 [0.551-0.697]), ENCOURAGE (0.675 [0.606-0.743]), and Simplified Acute Physiology Score (SAPS) III (0.604 [0.533-0.675]) scores. Failure to achieve 25% clearance at 8 hours and 50% at 16 hours significantly increased mortality risk (HR: 1.65, 95% CI: 1.27-2.14, p < 0.001; HR: 1.25, 95% CI: 1.02-1.54, p = 0.035). Based on the RSF-derived variable importance, the RESCUE-24 Score was developed, assigning points for lactic acid clearance (10 for <50% at 16 hours, 6 for <25% at 8 hours), SvO 2 <75% (3 points), oliguria <500 ml (2 points), and age ≥60 years (2 points). Patients were classified into low risk (0-2), medium risk (3-20), and high risk (≥21). The medium- and high-risk groups exhibited significantly higher in-hospital mortality compared with the low-risk group (HR: 1.93 [1.46-2.55] and 5.47 [4.07-7.35], p < 0.002, respectively). Kaplan-Meier analysis confirmed that improved lactic acid clearance at 8 and 16 hours was associated with better survival (log-rank p < 0.001). The three groups of the RESCUE-24 Score also showed significant survival differences (log-rank p < 0.001). In conclusion, machine learning can help identify high-risk populations for tailored management. Achieving optimal lactic acid clearance within 24 hours is crucial for improving survival outcomes.
体外膜氧合(ECMO)提供了关键的心脏支持,但预测结果仍然是一个挑战。2010年至2021年间,我们在国立台湾大学医院招募了1748名成人静脉动脉(VA)-ECMO患者。总死亡率为68.2%。使用随机生存森林(RSF)模型的机器学习对住院死亡率的预测优于序贯器官衰竭评估(SOFA)(曲线下面积[AUC]: 0.953, 95%可信区间(CI): 0.925-0.981);0.753[0.689-0.817])、急性生理和慢性健康评估(APACHE) II(0.737[0.672-0.802])、静脉ECMO后生存率(SAVE;0.624[0.551-0.697])、ENCOURAGE(0.675[0.606-0.743])和简化急性生理评分(SAPS) III(0.604[0.533-0.675])得分。8小时清除率达不到25%,16小时清除率达不到50%显著增加了死亡风险(HR: 1.65, 95% CI: 1.27-2.14, p < 0.001;HR: 1.25, 95% CI: 1.02-1.54, p = 0.035)。根据rsf衍生的变量重要性,制定了RESCUE-24评分,为乳酸清除打分(10分)
{"title":"Machine Learning-Based First-Day Mortality Prediction for Venoarterial Extracorporeal Membrane Oxygenation: The Novel RESCUE-24 Score.","authors":"Jung-Chi Hsu, Chen-Hsu Pai, Lian-Yu Lin, Chih-Hsien Wang, Ling-Yi Wei, Jeng-Wei Chen, Nai-Hsin Chi, Shu-Chien Huang, Hsi-Yu Yu, Nai-Kuan Chou, Ron-Bin Hsu, Yih-Sharng Chen","doi":"10.1097/MAT.0000000000002395","DOIUrl":"10.1097/MAT.0000000000002395","url":null,"abstract":"<p><p>Extracorporeal membrane oxygenation (ECMO) provides critical cardiac support, but predicting outcomes remains a challenge. We enrolled 1,748 adult venoarterial (VA)-ECMO patients at the National Taiwan University Hospital between 2010 and 2021. The overall mortality rate was 68.2%. Machine learning with the random survival forest (RSF) model demonstrated superior prediction for in-hospital mortality (area under the curve [AUC]: 0.953, 95% confidence interval (CI): 0.925-0.981), outperforming the Sequential Organ Failure Assessment (SOFA; 0.753 [0.689-0.817]), Acute Physiology and Chronic Health Evaluation (APACHE) II (0.737 [0.672-0.802]), Survival after Venoarterial ECMO (SAVE; 0.624 [0.551-0.697]), ENCOURAGE (0.675 [0.606-0.743]), and Simplified Acute Physiology Score (SAPS) III (0.604 [0.533-0.675]) scores. Failure to achieve 25% clearance at 8 hours and 50% at 16 hours significantly increased mortality risk (HR: 1.65, 95% CI: 1.27-2.14, p < 0.001; HR: 1.25, 95% CI: 1.02-1.54, p = 0.035). Based on the RSF-derived variable importance, the RESCUE-24 Score was developed, assigning points for lactic acid clearance (10 for <50% at 16 hours, 6 for <25% at 8 hours), SvO 2 <75% (3 points), oliguria <500 ml (2 points), and age ≥60 years (2 points). Patients were classified into low risk (0-2), medium risk (3-20), and high risk (≥21). The medium- and high-risk groups exhibited significantly higher in-hospital mortality compared with the low-risk group (HR: 1.93 [1.46-2.55] and 5.47 [4.07-7.35], p < 0.002, respectively). Kaplan-Meier analysis confirmed that improved lactic acid clearance at 8 and 16 hours was associated with better survival (log-rank p < 0.001). The three groups of the RESCUE-24 Score also showed significant survival differences (log-rank p < 0.001). In conclusion, machine learning can help identify high-risk populations for tailored management. Achieving optimal lactic acid clearance within 24 hours is crucial for improving survival outcomes.</p>","PeriodicalId":8844,"journal":{"name":"ASAIO Journal","volume":" ","pages":"117-128"},"PeriodicalIF":2.3,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12829509/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143466780","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-01Epub Date: 2025-05-21DOI: 10.1097/MAT.0000000000002468
Christie Atchison, Madhuradhar Chegondi, Nedaa Aldairi, Carlos Carmona, Hera Mahmood, Julie Levasseur, Melissa C Funaro, E Vincent S Faustino, Marianne E Nellis, Ariane Willems, Sonia Labarinas, Oliver Karam
Extracorporeal membrane oxygenation (ECMO) supports severe cardiorespiratory failure but carries a significant bleeding risk. This systematic review aims to report bleeding definitions in studies involving neonates and children treated with ECMO and to determine how heterogeneity in bleeding definition affects bleeding prevalence. We conducted a meta-analysis including all studies from database inception until April 26, 2024. We evaluated the description of bleeding definitions and the reported prevalence of bleeding on ECMO. Of 6,482 screened studies, 169 were included (n = 154,046 subjects). There were 69 distinct bleeding definitions; intracranial hemorrhage (n = 42 studies) and the Extracorporeal Life Support Organization (ELSO) definition (n = 35 studies) were the most common bleeding definitions. The need for intervention, including transfusions, was included in bleeding definitions in 57% of the studies. The overall pooled prevalence of bleeding was 33%. Excluding studies that reported solely intracranial bleeding, the pooled prevalence of bleeding was 41% in studies using the ELSO definition and 39% in studies using other definitions, with high heterogeneity. Variations in bleeding definitions may account for the variability in the reported prevalence of bleeding in children on ECMO. Furthermore, variability in clinical practices regarding interventions to control bleeding may affect estimates of the prevalence of bleeding.
{"title":"Bleeding Definitions in Pediatric Extracorporeal Membrane Oxygenation (ECMO) Studies: A Systematic Review and Meta-Analysis.","authors":"Christie Atchison, Madhuradhar Chegondi, Nedaa Aldairi, Carlos Carmona, Hera Mahmood, Julie Levasseur, Melissa C Funaro, E Vincent S Faustino, Marianne E Nellis, Ariane Willems, Sonia Labarinas, Oliver Karam","doi":"10.1097/MAT.0000000000002468","DOIUrl":"10.1097/MAT.0000000000002468","url":null,"abstract":"<p><p>Extracorporeal membrane oxygenation (ECMO) supports severe cardiorespiratory failure but carries a significant bleeding risk. This systematic review aims to report bleeding definitions in studies involving neonates and children treated with ECMO and to determine how heterogeneity in bleeding definition affects bleeding prevalence. We conducted a meta-analysis including all studies from database inception until April 26, 2024. We evaluated the description of bleeding definitions and the reported prevalence of bleeding on ECMO. Of 6,482 screened studies, 169 were included (n = 154,046 subjects). There were 69 distinct bleeding definitions; intracranial hemorrhage (n = 42 studies) and the Extracorporeal Life Support Organization (ELSO) definition (n = 35 studies) were the most common bleeding definitions. The need for intervention, including transfusions, was included in bleeding definitions in 57% of the studies. The overall pooled prevalence of bleeding was 33%. Excluding studies that reported solely intracranial bleeding, the pooled prevalence of bleeding was 41% in studies using the ELSO definition and 39% in studies using other definitions, with high heterogeneity. Variations in bleeding definitions may account for the variability in the reported prevalence of bleeding in children on ECMO. Furthermore, variability in clinical practices regarding interventions to control bleeding may affect estimates of the prevalence of bleeding.</p>","PeriodicalId":8844,"journal":{"name":"ASAIO Journal","volume":" ","pages":"152-158"},"PeriodicalIF":2.3,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144118702","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}