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Predictors of bleeding and thrombotic events among patients admitted to the hospital with COVID-19 and elevated D-dimer: insights from the ACTION randomized clinical trial. COVID-19和D-二聚体升高的入院患者发生出血和血栓事件的预测因素:ACTION随机临床试验的启示。
IF 2.3 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-08-01 Epub Date: 2024-05-18 DOI: 10.1007/s11239-024-02995-y
Pedro Gabriel Melo de Barros E Silva, Remo H M Furtado, Mariana Silveira de Alcântara Chaud, Ariane Vieira Scarlatelli Macedo, Bruna Bronhara, Lucas Petri Damiani, Lilian Mazza Barbosa, Mayra Akimi Suiama, Eduardo Ramacciotti, Priscilla de Aquino Martins, Aryadne Lyrio de Oliveira, Vinicius Santana Nunes, Luiz Eduardo Fonteles Ritt, Ana Thereza Rocha, Lucas Tramujas, Sueli V Santos, Dario Rafael Abregu Diaz, Lorena Souza Viana, Lívia Maria Garcia Melro, Estêvão Lanna Figueiredo, Fernando Carvalho Neuenschwander, Marianna Deway Andrade Dracoulakis, Rodolfo Godinho Souza Dourado Lima, Vicente Cés de Souza Dantas, Anne Cristine Silva Fernandes, Otávio Celso Eluf Gebara, Mauro Esteves Hernandes, Diego Aparecido Rios Queiroz, Viviane C Veiga, Manoel Fernandes Canesin, Leonardo Meira de Faria, Gilson Soares Feitosa-Filho, Marcelo Basso Gazzana, Idelzuíta Leandro Liporace, Aline de Oliveira Twardowsky, Lilia Nigro Maia, Flávia Ribeiro Machado, Alexandre de Matos Soeiro, Germano Emílio Conceição-Souza, Luciana Armaganijan, Patrícia O Guimarães, Regis G Rosa, Luciano C P Azevedo, John H Alexander, Alvaro Avezum, Otávio Berwanger, Alexandre B Cavalcanti, Renato D Lopes

Therapeutic anticoagulation showed inconsistent results in hospitalized patients with COVID-19 and selection of the best patients to use this strategy still a challenge balancing the risk of thrombotic and hemorrhagic outcomes. The present post-hoc analysis of the ACTION trial evaluated the variables independently associated with both bleeding events (major bleeding or clinically relevant non-major bleeding) and the composite outcomes thrombotic events (venous thromboembolism, myocardial infarction, stroke, systemic embolism, or major adverse limb events). Variables were assessed one by one with independent logistic regressions and final models were chosen based on Akaike information criteria. The model for bleeding events showed an area under the curve of 0.63 (95% confidence interval [CI] 0.53 to 0.73), while the model for thrombotic events had an area under the curve of 0.72 (95% CI 0.65 to 0.79). Non-invasive respiratory support was associated with thrombotic but not bleeding events, while invasive ventilation was associated with both outcomes (Odds Ratio of 7.03 [95 CI% 1.95 to 25.18] for thrombotic and 3.14 [95% CI 1.11 to 8.84] for bleeding events). Beyond respiratory support, creatinine level (Odds Ratio [OR] 1.01 95% CI 1.00 to 1.02 for every 1.0 mg/dL) and history of coronary disease (OR 3.67; 95% CI 1.32 to 10.29) were also independently associated to the risk of thrombotic events. Non-invasive respiratory support, history of coronary disease, and creatinine level may help to identify hospitalized COVID-19 patients at higher risk of thrombotic complications.ClinicalTrials.gov: NCT04394377.

治疗性抗凝对 COVID-19 住院患者的效果并不一致,选择最佳患者使用这一策略仍是平衡血栓和出血风险的一项挑战。本项 ACTION 试验的事后分析评估了与出血事件(大出血或临床相关的非大出血)和血栓事件(静脉血栓栓塞、心肌梗死、中风、全身性栓塞或肢体重大不良事件)综合结果独立相关的变量。通过独立逻辑回归对变量进行了逐一评估,并根据 Akaike 信息标准选择了最终模型。出血事件模型的曲线下面积为 0.63(95% 置信区间 [CI] 0.53 至 0.73),血栓事件模型的曲线下面积为 0.72(95% 置信区间 [CI] 0.65 至 0.79)。无创呼吸支持与血栓形成事件有关,但与出血事件无关,而有创通气与这两种结果都有关(血栓形成事件的比值比为 7.03 [95 CI% 1.95 至 25.18],出血事件的比值比为 3.14 [95 CI 1.11 至 8.84])。除呼吸支持外,肌酐水平(Odds Ratio [OR] 1.01 95% CI 1.00 to 1.02,每1.0 mg/dL)和冠心病史(OR 3.67; 95% CI 1.32 to 10.29)也与血栓事件的风险独立相关。无创呼吸支持、冠心病史和肌酐水平可能有助于识别血栓并发症风险较高的 COVID-19 住院患者:NCT04394377。
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引用次数: 0
ET1 acts as a potential plasma biomarker and therapeutic target in deep venous thrombosis rat model. ET1 是深静脉血栓大鼠模型的潜在血浆生物标志物和治疗靶标。
IF 2.3 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-08-01 Epub Date: 2024-06-02 DOI: 10.1007/s11239-024-02981-4
Zhanqi Wang, Zhangmin Wu, Zhongzhou Hu, Huanqin Zheng, Zhong Chen

Deep venous thrombosis (DVT) is the third leading cause of death in cardiovascular disease, following heart attacks and strokes. Early diagnosis and intervention are crucial for effective DVT therapy. We aim to investigate whether endothelin-1 (ET-1) could serve as an early diagnostic marker or a potential therapeutic target in a DVT rat model. CCK8 assay, invasion assay, and flow cytometry were used to detect the proliferation, migration and apoptosis of HUVECs, respectively. Elisa assay was used to detect ET-1 and coagulation factor VII in cell supernatant and rat?s plasma. Western blot was used to detect antioxidant signaling protein. Inferior vena cava stenosis was used to construct the DVT rat model. Lentivirus mediated overexpression of ET-1 in HUVECs impaired the cell proliferation and migration, increased cell apoptosis, inhibited the antioxidant signaling pathway proteins expression (e.g., NQO1, GCLC, Nrf-2), and upregulated coagulation factor VII. Furthermore, overexpression of ET-1 further impaired antioxidant signaling pathway protein in response to H2O2 treatment. However, lentivirus mediated ET-1 knockdown and BQ123 (an ET-1 inhibitor), showed the opposite results with ET-1 overexpression. We then established a DVT rat model by inferior vena cava stenosis. The stenosis induced early expression of ET-1 and coagulation factor VII in plasma at day 1 and restore their level at day 10. BQ123 could downregulate the coagulation factor VII to ameliorate the stenosis effects. Our findings suggest that ET-1 might serve as an early diagnostic marker for DVT rat model and a potential therapeutic target for treating DVT.

深静脉血栓(DVT)是继心脏病发作和中风之后导致心血管疾病死亡的第三大原因。早期诊断和干预是有效治疗深静脉血栓的关键。我们的目的是研究内皮素-1(ET-1)能否作为深静脉血栓大鼠模型的早期诊断标志物或潜在治疗靶点。我们采用 CCK8 试验、侵袭试验和流式细胞术分别检测 HUVEC 的增殖、迁移和凋亡。Elisa检测法用于检测细胞上清液和大鼠血浆中的ET-1和凝血因子VII。Western 印迹法用于检测抗氧化信号蛋白。下腔静脉狭窄用于构建深静脉血栓大鼠模型。慢病毒介导的ET-1在HUVECs中的过表达影响了细胞的增殖和迁移,增加了细胞凋亡,抑制了抗氧化信号通路蛋白(如NQO1、GCLC、Nrf-2)的表达,并上调了凝血因子VII。此外,过量表达 ET-1 会进一步损害抗氧化信号通路蛋白对 H2O2 处理的响应。然而,慢病毒介导的 ET-1 敲除和 BQ123(一种 ET-1 抑制剂)与 ET-1 过表达的结果恰恰相反。随后,我们通过下腔静脉狭窄建立了深静脉血栓大鼠模型。下腔静脉狭窄诱导血浆中的 ET-1 和凝血因子 VII 在第 1 天早期表达,并在第 10 天恢复其水平。BQ123 可以下调凝血因子 VII,从而改善血管狭窄的影响。我们的研究结果表明,ET-1可作为深静脉血栓大鼠模型的早期诊断标志物和治疗深静脉血栓的潜在治疗靶点。
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引用次数: 0
Patent foramen ovale closure in ischemic stroke patients with and without thrombophilia: a systematic review and meta-analyses. 有血栓性疾病和无血栓性疾病缺血性脑卒中患者的卵圆孔关闭术:系统综述和荟萃分析。
IF 2.3 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-08-01 Epub Date: 2024-05-18 DOI: 10.1007/s11239-024-02990-3
Xue Yang Lim, Nicholas Lx Gao, Wynne Yu Lee, Jia Hui Neo, Alethea He Tan, Ching-Hui Sia, Vijay K Sharma, Leonard Ll Yeo, Yinghao Lim, Chee Yen Lin, Jamie Sin Ying Ho, Benjamin Yq Tan

Ischemic stroke patients with thrombophilia and patient foramen ovale (PFO) may have an increased risk of recurrent stroke and transient ischemic attack (TIA), and may benefit from PFO closure. However, screening for thrombophilia is not routinely performed and the impact of thrombophilia on prognosis after PFO closure is uncertain. We aim to compare the risk of recurrent stroke and TIA after PFO closure in patients with thrombophilia versus those without. We performed a systematic review and meta-analyses of the literature, with a comprehensive literature search performed on 12 January 2023. Studies comparing the outcomes of patients with and without thrombophilia after PFO closure were included. The primary outcome evaluated was a recurrence of acute cerebrovascular event (ACE), a composite of recurrent ischemic stroke and recurrent TIA. The secondary outcomes included recurrent ischemic stroke only or TIA only. A total of 8 cohort studies were included, with a total of 3514 patients. There was an increased risk of stroke/TIA in patients with thrombophilia compared to those without thrombophilia after PFO (OR: 1.42, 95% CI: 1.01-1.99, I2 = 50%). The association between risk of TIA only (OR: 1.36, 95% CI: 0.77-2.41, I2 = 0%) and stroke only (OR: 1.09, 95% CI: 0.54-2.21, I2 = 0%) with thrombophilia did not reach statistical significance. There is an increased risk of recurrent cerebral ischemia event in patients with thrombophilia compared to those without thrombophilia after PFO closure. Future large prospective studies are necessary to characterise the risk and benefits of PFO closure, as well as the appropriate medical treatment to reduce the risk of recurrent stroke and TIA in this high-risk population.

患有血栓性疾病和卵圆孔(PFO)患者的缺血性卒中患者复发卒中和短暂性脑缺血发作(TIA)的风险可能会增加,并可能从 PFO 关闭术中获益。然而,血栓性疾病筛查并非常规,血栓性疾病对 PFO 关闭术后预后的影响也不确定。我们旨在比较血栓性疾病患者与非血栓性疾病患者在 PFO 关闭术后复发中风和 TIA 的风险。我们对文献进行了系统回顾和荟萃分析,并于 2023 年 1 月 12 日进行了全面的文献检索。纳入的研究比较了血栓性疾病患者和非血栓性疾病患者在 PFO 关闭术后的治疗效果。评估的主要结果是急性脑血管事件(ACE)的复发,即复发缺血性中风和复发 TIA 的综合结果。次要结果包括仅复发缺血性卒中或仅 TIA。共纳入 8 项队列研究,患者总数为 3514 人。与无血栓性疾病的患者相比,有血栓性疾病的患者在 PFO 后发生卒中/TIA 的风险增加(OR:1.42,95% CI:1.01-1.99,I2 = 50%)。仅 TIA 风险(OR:1.36,95% CI:0.77-2.41,I2 = 0%)和仅卒中风险(OR:1.09,95% CI:0.54-2.21,I2 = 0%)与血栓性疾病之间的关系未达到统计学意义。与无血栓性疾病的患者相比,有血栓性疾病的患者在关闭 PFO 后复发脑缺血事件的风险增加。今后有必要开展大型前瞻性研究,以确定 PFO 关闭术的风险和益处,并确定适当的医疗方法,以降低这一高风险人群的复发性中风和 TIA 风险。
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引用次数: 0
Intraoperative haemoadsorption for antithrombotic drug removal during cardiac surgery: initial report of the international safe and timely antithrombotic removal (STAR) registry. 心脏手术中用于清除抗血栓药物的术中吸血:国际安全及时清除抗血栓药物 (STAR) 登记的初步报告。
IF 2.3 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-08-01 Epub Date: 2024-05-06 DOI: 10.1007/s11239-024-02996-x
Michael Schmoeckel, Matthias Thielmann, Kambiz Hassan, Stephan Geidel, Jan Schmitto, Anna L Meyer, Keti Vitanova, Andreas Liebold, Nandor Marczin, Martin H Bernardi, Rene Tandler, Sandra Lindstedt, Marijana Matejic-Spasic, Daniel Wendt, Efthymios N Deliargyris, Robert F Storey

Intraoperative antithrombotic drug removal by haemoadsorption is a novel strategy to reduce perioperative bleeding in patients on antithrombotic drugs undergoing cardiac surgery. The international STAR registry reports real-world clinical outcomes associated with this application. All patients underwent cardiac surgery before completing the recommended washout period. The haemoadsorption device was incorporated into the cardiopulmonary bypass (CPB) circuit. Patients on P2Y12 inhibitors comprised group 1, and patients on direct-acting oral anticoagulants (DOAC) group 2. Outcome measurements included bleeding events according to standardised definitions and 24-hour chest-tube-drainage (CTD). 165 patients were included from 8 institutions in Austria, Germany, Sweden, and the UK. Group 1 included 114 patients (62.9 ± 11.6years, 81% male) operated at a mean time of 33.2 h from the last P2Y12 inhibitor dose with a mean CPB duration of 117.1 ± 62.0 min. Group 2 included 51 patients (68.4 ± 9.4years, 53% male), operated at a mean time of 44.6 h after the last DOAC dose, with a CPB duration of 128.6 ± 48.4 min. In Group 1, 15 patients experienced a BARC-4 bleeding event (13%), including 3 reoperations (2.6%). The mean 24-hour CTD was 651 ± 407mL. In Group 2, 8 patients experienced a BARC-4 bleeding event (16%) including 4 reoperations (7.8%). The mean CTD was 675 ± 363mL. This initial report of the ongoing STAR registry shows that the intraoperative use of a haemoadsorption device is simple and safe, and may potentially mitigate the expected high bleeding risk of patients on antithrombotic drugs undergoing cardiac surgery before completion of the recommended washout period.Clinical registration number: ClinicalTrials.gov identifier: NCT05077124.

术中通过吸血清除抗血栓药物是减少心脏手术抗血栓患者围术期出血的一种新策略。国际 STAR 登记报告了与这种应用相关的实际临床结果。所有患者在完成建议的冲洗期之前都接受了心脏手术。心肺旁路(CPB)回路中安装了吸血装置。使用 P2Y12 抑制剂的患者为第一组,使用直接作用口服抗凝剂 (DOAC) 的患者为第二组。结果测量包括标准化定义的出血事件和 24 小时胸管引流 (CTD)。奥地利、德国、瑞典和英国的 8 家机构共纳入了 165 名患者。第一组包括 114 名患者(62.9 ± 11.6 岁,81% 为男性),手术时间距最后一次服用 P2Y12 抑制剂的平均时间为 33.2 小时,CPB 平均持续时间为 117.1 ± 62.0 分钟。第 2 组包括 51 名患者(68.4 ± 9.4 岁,53% 为男性),在最后一次服用 DOAC 后的平均 44.6 小时进行手术,CPB 持续时间为 128.6 ± 48.4 分钟。第一组中有 15 名患者发生了 BARC-4 流血事件(13%),其中包括 3 例再次手术(2.6%)。24 小时 CTD 平均值为 651 ± 407 毫升。在第 2 组中,8 名患者发生了 BARC-4 流血事件(16%),其中包括 4 例再次手术(7.8%)。平均 CTD 为 675 ± 363 毫升。这份正在进行的 STAR 登记的初步报告显示,术中使用吸血装置简单而安全,有可能减轻在建议的冲洗期结束前服用抗血栓药物接受心脏手术的患者预期的高出血风险:临床注册编号:ClinicalTrials.gov identifier:NCT05077124。
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引用次数: 0
Protein C and S activities in COVID-19: A systematic review and meta-analysis. COVID-19 中的蛋白 C 和 S 活性:系统回顾和荟萃分析。
IF 2.3 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-08-01 Epub Date: 2024-05-09 DOI: 10.1007/s11239-024-02971-6
Zahra Khoshnegah, Payam Siyadat, Mehrdad Rostami, Maryam Sheikhi, Mohammad Ghorbani, Hassan Mansouritorghabeh

COVID-19 has been associated with alterations in coagulation. Recent reports have shown that protein C and S activities are altered in COVID-19. This may affect the complications and outcome of the disease. However, their exact role in COVID-19 remains uncertain. The aim of the current study was therefore to analyze all papers in the literature on protein C and S activities in COVID-19. We searched three medical electronic databases. Of the 2442 papers, 28 studies were selected for the present meta-analysis. For the meta-analysis, means ± standard deviations with 95% confidence intervals (CI) for protein C and S activities were extracted. Pooled p values were calculated using STATA software. Protein C and S activities were significantly lower in COVID-19 patients than in healthy controls (pooled p values: 0.04 and 0.02, respectively). Similarly, protein C activities were considerably lower in nonsurviving patients (pooled p value = 0.00). There was no association between proteins C or S and thrombosis risk or ICU admission in COVID-19 patients (p value > 0.05). COVID-19 patients may exhibit lower activities of the C and S proteins, which might affect disease outcome; however, additional attention should be given when considering therapeutic strategies for these patients.

COVID-19 与凝血功能的改变有关。最近的报告显示,COVID-19 患者的蛋白 C 和 S 活性发生了改变。这可能会影响疾病的并发症和预后。然而,它们在 COVID-19 中的确切作用仍不确定。因此,本研究旨在分析所有关于 COVID-19 中蛋白 C 和 S 活性的文献。我们检索了三个医学电子数据库。在 2442 篇论文中,我们选择了 28 项研究进行本次荟萃分析。在荟萃分析中,我们提取了蛋白 C 和 S 活性的平均值 ± 标准差及 95% 的置信区间 (CI)。使用 STATA 软件计算了汇总的 p 值。COVID-19 患者的蛋白 C 和 S 活性明显低于健康对照组(汇总 p 值分别为 0.04 和 0.02)。同样,非存活患者的蛋白 C 活性也明显较低(汇总 p 值 = 0.00)。在 COVID-19 患者中,蛋白质 C 或 S 与血栓形成风险或入住重症监护病房之间没有关联(p 值 > 0.05)。COVID-19患者可能表现出较低的C和S蛋白活性,这可能会影响疾病的预后;但是,在考虑这些患者的治疗策略时应给予更多关注。
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引用次数: 0
Comparison of rivaroxaban and low molecular weight heparin in the treatment of cancer-associated venous thromboembolism: a Swedish national population-based register study. 利伐沙班和低分子量肝素治疗癌症相关静脉血栓栓塞症的比较:一项基于瑞典全国人口登记的研究。
IF 2.3 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-08-01 Epub Date: 2024-05-12 DOI: 10.1007/s11239-024-02992-1
Marie Linder, Anders Ekbom, Gunnar Brobert, Kai Vogtländer, Yanina Balabanova, Cecilia Becattini, Marc Carrier, Alexander T Cohen, Craig I Coleman, Alok A Khorana, Agnes Y Y Lee, George Psaroudakis, Khaled Abdelgawwad, Marcela Rivera, Bernhard Schaefer, Diego Hernan Giunta

Background: Treating cancer-associated venous thromboembolism (CAT) with anticoagulation prevents recurrent venous thromboembolism (rVTE), but increases bleeding risk.

Objectives: To compare incidence of rVTE, major bleeding, and all-cause mortality for rivaroxaban versus low molecular weight heparin (LMWH) in patients with CAT.

Methods: We developed a cohort study using Swedish national registers 2013-2019. Patients with CAT (venous thromboembolism within 6 months of cancer diagnosis) were included. Those with other indications or with high bleeding risk cancers were excluded (according to guidelines). Follow-up was from index-CAT until outcome, death, emigration, or end of study. Incidence rates (IR) per 1000 person-years with 95% confidence interval (CI) and propensity score overlap-weighted hazard ratios (HRs) for rivaroxaban versus LMWH were estimated.

Results: We included 283 patients on rivaroxaban and 5181 on LMWH. The IR for rVTE was 68.7 (95% CI 40.0-109.9) for rivaroxaban, compared with 91.6 (95% CI 81.9-102.0) for LMWH, with adjusted HR 0.77 (95% CI 0.43-1.35). The IR for major bleeding was 23.5 (95% CI 8.6-51.1) for rivaroxaban versus 49.2 (95% CI 42.3-56.9) for LMWH, with adjusted HR 0.62 (95% CI 0.26-1.49). The IR for all-cause mortality was 146.8 (95% CI 103.9-201.5) for rivaroxaban and 565.6 (95% CI 541.8-590.2) for LMWH with adjusted HR 0.48 (95% CI 0.34-0.67).

Conclusions: Rivaroxaban performed similarly to LMWH for patients with CAT for rVTE and major bleeding. An all-cause mortality benefit was observed for rivaroxaban which potentially may be attributed to residual confounding.

Trial registration number: NCT05150938 (Registered 9 December 2021).

背景:抗凝治疗癌症相关静脉血栓栓塞症(CAT)可预防复发性静脉血栓栓塞症(rVTE),但会增加出血风险:比较利伐沙班与低分子量肝素(LMWH)在CAT患者中的rVTE、大出血和全因死亡率:我们利用瑞典 2013-2019 年国家登记册开展了一项队列研究。研究纳入了CAT(癌症诊断后6个月内发生静脉血栓栓塞)患者。有其他适应症或有高出血风险的癌症患者被排除在外(根据指南)。随访时间从指数-CAT 开始,直至结果、死亡、移民或研究结束。估算了利伐沙班与 LMWH 的每千人年发病率(IR)及 95% 置信区间(CI)和倾向评分重叠加权危险比(HR):我们纳入了283名使用利伐沙班的患者和5181名使用LMWH的患者。利伐沙班的 rVTE IR 为 68.7(95% CI 40.0-109.9),而 LMWH 为 91.6(95% CI 81.9-102.0),调整后 HR 为 0.77(95% CI 0.43-1.35)。利伐沙班的大出血IR为23.5(95% CI 8.6-51.1),而LMWH为49.2(95% CI 42.3-56.9),调整后HR为0.62(95% CI 0.26-1.49)。利伐沙班的全因死亡率IR为146.8(95% CI 103.9-201.5),LMWH为565.6(95% CI 541.8-590.2),调整后HR为0.48(95% CI 0.34-0.67):对于患有CAT的rVTE和大出血患者,利伐沙班的治疗效果与LMWH相似。结论:利伐沙班对CAT患者的rVTE和大出血治疗效果类似于LMWH,但利伐沙班有全因死亡率获益,这可能是由于残余混杂因素所致:NCT05150938(2021年12月9日注册)。
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引用次数: 0
Enhanced thrombin generation induced by extracellular vesicles from severe COVID−19 cases 严重 COVID-19 病例的细胞外囊泡诱导凝血酶生成增强
IF 4 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-07-27 DOI: 10.1007/s11239-024-03020-y
Bárbara Gomes Barion, Renata de Freitas Saito, Tania Rubia Flores da Rocha, Thaís Dourado Reis Nóbrega, Erica Okazaki, Yeh-Li Ho, Paula Ribeiro Villaça, Vanderson Geraldo Rocha, Fernanda Andrade Orsi
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引用次数: 0
Machine learning-based prediction model of lower extremity deep vein thrombosis after stroke 基于机器学习的中风后下肢深静脉血栓预测模型
IF 4 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-07-27 DOI: 10.1007/s11239-024-03010-0
Lingling Liu, Liping Li, Juan Zhou, Qian Ye, Dianhuai Meng, Guangxu Xu

This study aimed to apply machine learning (ML) techniques to develop and validate a risk prediction model for post-stroke lower extremity deep vein thrombosis (DVT) based on patients’ limb function, activities of daily living (ADL), clinical laboratory indicators, and DVT preventive measures. We retrospectively analyzed 620 stroke patients. Eight ML models—logistic regression (LR), support vector machine (SVM), random forest (RF), decision tree (DT), neural network (NN), extreme gradient boosting (XGBoost), Bayesian (NB), and K-nearest neighbor (KNN)—were used to build the model. These models were extensively evaluated using ROC curves, AUC, PR curves, PRAUC, accuracy, sensitivity, specificity, and clinical decision curves (DCA). Shapley’s additive explanation (SHAP) was used to determine feature importance. Finally, based on the optimal ML algorithm, different functional feature set models were compared with the Padua scale to select the best feature set model. Our results indicated that the RF algorithm demonstrated superior performance in various evaluation metrics, including AUC (0.74/0.73), PRAUC (0.58/0.58), accuracy (0.75/0.77), and sensitivity (0.78/0.80) in both the training set and test set. DCA analysis revealed that the RF model had the highest clinical net benefit. SHAP analysis showed that D-dimer had the most significant influence on DVT, followed by age, Brunnstrom stage (lower limb), prothrombin time (PT), and mobility ability. The RF algorithm can predict post-stroke DVT to guide clinical practice.

Graphical abstract

本研究旨在应用机器学习(ML)技术,根据患者的肢体功能、日常生活活动(ADL)、临床实验室指标和深静脉血栓预防措施,开发并验证卒中后下肢深静脉血栓(DVT)风险预测模型。我们对 620 名中风患者进行了回顾性分析。我们使用了八种 ML 模型--逻辑回归 (LR)、支持向量机 (SVM)、随机森林 (RF)、决策树 (DT)、神经网络 (NN)、极梯度提升 (XGBoost)、贝叶斯 (NB) 和 K 近邻 (KNN) 来构建模型。使用 ROC 曲线、AUC、PR 曲线、PRAUC、准确性、灵敏度、特异性和临床决策曲线 (DCA) 对这些模型进行了广泛评估。沙普利加法解释(SHAP)用于确定特征的重要性。最后,根据最佳 ML 算法,将不同的功能特征集模型与帕多瓦量表进行比较,以选出最佳特征集模型。结果表明,在训练集和测试集中,RF 算法在各种评价指标上都表现出了优异的性能,包括 AUC(0.74/0.73)、PRAUC(0.58/0.58)、准确度(0.75/0.77)和灵敏度(0.78/0.80)。DCA分析显示,RF模型的临床净效益最高。SHAP分析显示,D-二聚体对深静脉血栓的影响最大,其次是年龄、Brunnstrom分期(下肢)、凝血酶原时间(PT)和活动能力。射频算法可以预测卒中后深静脉血栓形成,从而指导临床实践。
{"title":"Machine learning-based prediction model of lower extremity deep vein thrombosis after stroke","authors":"Lingling Liu, Liping Li, Juan Zhou, Qian Ye, Dianhuai Meng, Guangxu Xu","doi":"10.1007/s11239-024-03010-0","DOIUrl":"https://doi.org/10.1007/s11239-024-03010-0","url":null,"abstract":"<p>This study aimed to apply machine learning (ML) techniques to develop and validate a risk prediction model for post-stroke lower extremity deep vein thrombosis (DVT) based on patients’ limb function, activities of daily living (ADL), clinical laboratory indicators, and DVT preventive measures. We retrospectively analyzed 620 stroke patients. Eight ML models—logistic regression (LR), support vector machine (SVM), random forest (RF), decision tree (DT), neural network (NN), extreme gradient boosting (XGBoost), Bayesian (NB), and K-nearest neighbor (KNN)—were used to build the model. These models were extensively evaluated using ROC curves, AUC, PR curves, PRAUC, accuracy, sensitivity, specificity, and clinical decision curves (DCA). Shapley’s additive explanation (SHAP) was used to determine feature importance. Finally, based on the optimal ML algorithm, different functional feature set models were compared with the Padua scale to select the best feature set model. Our results indicated that the RF algorithm demonstrated superior performance in various evaluation metrics, including AUC (0.74/0.73), PRAUC (0.58/0.58), accuracy (0.75/0.77), and sensitivity (0.78/0.80) in both the training set and test set. DCA analysis revealed that the RF model had the highest clinical net benefit. SHAP analysis showed that D-dimer had the most significant influence on DVT, followed by age, Brunnstrom stage (lower limb), prothrombin time (PT), and mobility ability. The RF algorithm can predict post-stroke DVT to guide clinical practice.</p><h3 data-test=\"abstract-sub-heading\">Graphical abstract</h3>","PeriodicalId":17546,"journal":{"name":"Journal of Thrombosis and Thrombolysis","volume":"47 1","pages":""},"PeriodicalIF":4.0,"publicationDate":"2024-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141785689","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}
引用次数: 0
Clinical outcomes of patients with atrial fibrillation in relation to multimorbidity status changes over time and the impact of ABC pathway compliance: a nationwide cohort study. 心房颤动患者的临床预后与多病状态随时间推移而发生的变化以及遵守 ABC 途径的影响:一项全国性队列研究。
IF 2.3 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-07-09 DOI: 10.1007/s11239-024-03007-9
Rungroj Krittayaphong, Arjbordin Winijkul, Komsing Methavigul, Ply Chichareon, Gregory Y H Lip

Patients with atrial fibrillation (AF) commonly have associated comorbidities. The primary aim was to determine the effect of increasing numbers of comorbidity on clinical outcomes. The secondary aims were (1) the association of comorbidities with oral anticoagulants (OAC) discontinuation, and quality control, (2) the impact of holistic care based on the ABC pathway on clinical outcomes. The primary outcome was the composite of all-cause death, ischemic stroke/systemic embolism, major bleeding, and heart failure. A total of 3405 patients were enrolled; mean age 67.8 ± 11.3 years, 41.8% female. Compared to low comorbidity group [n = 897 (26.3%)], hazard ratios (HR) and 95% confidence intervals (CI) for the composite outcome in the high [n = 929 (27.3%)] and moderate comorbidity [n = 1579 (46.4%)] groups were 5.40 (4.20-6.94) and 2.54 (1.97-3.27), respectively. ABC pathway adherence was associated with reduction of the composite outcome overall (HR 0.63; 0.54-0.74). High comorbidity adversely impacted on OAC use, OAC discontinuation, and quality of warfarin control. If quality of anticoagulation control was included as part of the ABC pathway adherence, the reduction in composite outcome risk was greater (HR 0.46; 0.36-0.58). During 3-year follow-up, 33.9% changed from low- to the moderate-high comorbidity groups and 22.3% changed from moderate- to the high comorbidity group. In conclusion, comorbidity burden in AF patients is an important determinant of clinical outcomes, and changed over time. OAC use, OAC discontinuation, and quality of OAC control were impacted by comorbidity burden. ABC pathway adherence was associated with a reduced risk of adverse clinical outcomes.

心房颤动(房颤)患者通常伴有合并症。研究的主要目的是确定合并症增多对临床结果的影响。次要目的是:(1)合并症与停用口服抗凝药(OAC)和质量控制的关系;(2)基于ABC路径的整体护理对临床结果的影响。主要结果是全因死亡、缺血性中风/系统性栓塞、大出血和心力衰竭的综合结果。共有 3405 名患者入选;平均年龄(67.8 ± 11.3)岁,女性占 41.8%。与低合并症组[n = 897 (26.3%)]相比,高合并症组[n = 929 (27.3%)]和中度合并症组[n = 1579 (46.4%)]综合结果的危险比(HR)和95%置信区间(CI)分别为5.40(4.20-6.94)和2.54(1.97-3.27)。坚持ABC路径与总体综合结果的降低有关(HR 0.63;0.54-0.74)。高合并症对 OAC 的使用、OAC 的停用以及华法林控制的质量都有不利影响。如果将抗凝控制的质量作为ABC路径依从性的一部分,则复合结局风险的降低幅度更大(HR 0.46;0.36-0.58)。在 3 年的随访中,33.9% 的患者从低合并症组转变为中高合并症组,22.3% 的患者从中度合并症组转变为高度合并症组。总之,房颤患者的合并症负担是临床结果的一个重要决定因素,并随着时间的推移而变化。合并症负担会影响 OAC 的使用、OAC 的停用以及 OAC 控制的质量。ABC路径的坚持与不良临床结局风险的降低有关。
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引用次数: 0
Poly (ADP-ribose) Polymerase-1 modulations in the genesis of thrombosis. 多聚(ADP-核糖)聚合酶-1 在血栓形成中的调节作用。
IF 2.3 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-06-01 Epub Date: 2024-05-24 DOI: 10.1007/s11239-024-02974-3
Raishal Safdar, Aastha Mishra, Girish M Shah, Mohammad Zahid Ashraf

Thrombosis, a coagulation disorder, occurs due to altered levels of coagulation, fibrinolytic and immune factors, which are otherwise known to maintain hemostasis in normal physiological conditions. Here, we review the direct and indirect participation of a multifunctional nuclear enzyme poly (ADP-ribose) polymerase-1 (PARP1) in the expression of key genes and cellular processes involved in thrombotic pathogenesis. PARP1 biological activities range from maintenance of genomic integrity, chromatin remodeling, base excision DNA repair, stress responses to cell death, angiogenesis and cell cycle pathways. However, under homeostatic imbalances, PARP1 activities are linked with the pathogenesis of diseases, including cancer, aging, neurological disorders, and cardiovascular diseases. Disease-associated distressed cells employ a variety of PARP-1 functions such as oxidative damage exacerbations, cellular energetics and apoptosis pathways, regulation of inflammatory mediators, promotion of endothelial dysfunction, and ERK-mediated signaling in pathogenesis. Thrombosis is one such pathogenesis that comprises exacerbation of coagulation cascade due to biochemical alterations in endothelial cells, platelet activation, overexpression of adhesion molecules, cytokines release, and leukocyte adherence. Thus, the activation of endothelial and inflammatory cells in thrombosis implicates a potential role of PARP1 activation in thrombogenesis. This review article explores the direct impact of PARP1 activation in the etiology of thrombosis and discusses PARP1-mediated endothelial dysfunction, inflammation, and epigenetic regulations in the disease manifestation. Understanding PARP1 functions associated with thrombosis may elucidate novel pathogenetic mechanisms and help in better disease management through newer therapeutic interventions targeting PARP1 activity.

血栓形成是一种凝血障碍,由于凝血、纤溶和免疫因子水平的改变而发生,这些因子在正常生理条件下可维持止血。在此,我们回顾了多功能核酶聚(ADP-核糖)聚合酶-1(PARP1)直接和间接参与血栓发病机制中关键基因表达和细胞过程的情况。PARP1 的生物活性包括维护基因组完整性、染色质重塑、碱基切除 DNA 修复、应激反应、细胞死亡、血管生成和细胞周期途径。然而,在平衡失调的情况下,PARP1 的活动与癌症、衰老、神经系统疾病和心血管疾病等疾病的发病机制有关。与疾病相关的受损细胞在发病过程中利用了多种 PARP-1 功能,如氧化损伤加剧、细胞能量和凋亡途径、炎症介质调节、促进内皮功能障碍以及 ERK 介导的信号转导。血栓形成就是这样一种发病机制,它包括内皮细胞生化改变导致的凝血级联反应加剧、血小板活化、粘附分子过度表达、细胞因子释放和白细胞粘附。因此,血栓形成过程中内皮细胞和炎症细胞的活化暗示了 PARP1 活化在血栓形成过程中的潜在作用。这篇综述文章探讨了 PARP1 激活在血栓形成病因中的直接影响,并讨论了 PARP1 介导的内皮功能障碍、炎症和疾病表现中的表观遗传调控。了解与血栓形成相关的 PARP1 功能可阐明新的发病机制,并有助于通过针对 PARP1 活性的新型治疗干预来更好地控制疾病。
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引用次数: 0
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Journal of Thrombosis and Thrombolysis
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