acute pulmonary embolism

急性肺栓塞
  • 文章类型: Journal Article
    背景治疗性抗凝是肺栓塞(PE)治疗的基石,但不同抗凝策略对患者结局的影响尚不清楚.在这项研究中,我们评估了不同抗凝策略与急性PE患者结局的相关性.方法对2020年1月至2022年9月在西奈山卫生系统(纽约市)的三家城市教学医院之一收治的207例急性PE患者进行回顾性分析。人口统计,临床,并记录所有患者的影像学数据.进行了多因素回归分析,以评估不同结局与所使用的治疗性抗凝方法的相关性。结果纳入患者的中位年龄为65岁,50.2%为女性。最常见的抗凝治疗方法(n=153,73.9%)是最初使用普通肝素或低分子量肝素进行治疗,然后使用直接作用的口服抗凝剂(DOAC)。而37例(17.9%)患者使用了单独的肝素(普通肝素或低分子量肝素),另外17例(8.2%)患者接受了肝素治疗,然后桥接华法林。“肝素与华法林”组患者的住院时间更长(风险调整后的发生率为2.52)。医院内出血的发生率,全因30天死亡率,全因30日再入院与所使用的抗凝治疗方法没有任何显著关联.结论最初接受肝素治疗并随后与华法林桥接的急性PE患者的住院时间更长。医院内出血的比率,30天死亡率,30天的再入院与所采用的治疗性抗凝策略无关.
    Background Therapeutic anticoagulation is the cornerstone of treatment for pulmonary embolism (PE), but the impact of different anticoagulation strategies on patient outcomes remains unclear. In this study, we assessed the association of different anticoagulation strategies with the outcomes of patients with acute PE. Methods A retrospective chart review of 207 patients with acute PE who were admitted to one of three urban teaching hospitals in the Mount Sinai Health System (in New York City) from January 2020 to September 2022 was performed. Demographic, clinical, and radiographic data were recorded for all patients. Multivariate regression analyses were performed to assess the association of different outcomes with the approach of therapeutic anticoagulation used. Results The median age of the included patients was 65 years, and 50.2% were women. The most common approach (n = 153, 73.9%) to therapeutic anticoagulation was initial treatment with unfractionated or low molecular weight heparin followed by a direct-acting oral anticoagulant (DOAC), while heparin alone (either unfractionated or low molecular weight heparin) was used in 37 (17.9%) patients, and another 17 (8.2%) patients were treated with heparin followed by bridging to warfarin. Hospital length of stay was longer for patients in the \"heparin to warfarin\" group (risk-adjusted incidence rate ratio of 2.52). The rates of in-hospital bleeding, all-cause 30-day mortality, and all-cause 30-day re-admissions did not have any significant association with the therapeutic anticoagulation approach used. Conclusion Patients with acute PE who were initially treated with heparin and subsequently bridged to warfarin had a longer hospital stay. Rates of in-hospital bleeding, 30-day mortality, and 30-day re-admission were not associated with the strategy of therapeutic anticoagulation employed.
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  • 文章类型: Journal Article
    发现乳酸脱氢酶(LDH)和白蛋白(ALB)与肺栓塞(PE)患者的死亡率显着相关。然而,关于急性PE患者LDH/ALB比值(LAR)的数据很少.因此,本研究的目的是探讨急性PE患者LAR与死亡风险之间的关系.
    对重症监护医学信息集市(MIMIC-IV)中代表的急性PE患者进行了一项回顾性队列研究。受试者工作特征(ROC)曲线分析和校准曲线用于评估LAR预测急性PE患者死亡率的准确性。我们使用Cox回归分析来确定调整后的风险比(HR)和95%置信区间(CI)。生存曲线用于评估急性PE患者LAR与预后之间的联系。
    该研究包括581名患者,30天全因死亡率为7.7%.与存活组相比,我们观察到非存活组的LAR较高(21.24±21.22vs.8.99±7.86,p<0.0001)。Kaplan-Meier分析显示,与LAR低的患者相比,LAR升高的患者存活30天死亡率的可能性明显降低。Cox回归分析显示,LAR(HR=1.04,95%CI:1.03-1.05)可能与急性PE患者30天死亡率相关。这一结果得到了敏感性分析的支持。根据ROC曲线分析结果,LAR预测急性PE患者30日死亡率的ROC曲线下面积为0.73.校准曲线显示LAR被良好校准。
    我们的研究表明,LAR监测作为急性PE患者的预后指标可能是有希望的。
    UNASSIGNED: Lactate dehydrogenase (LDH) and albumin (ALB) were found to be significantly correlated with mortality in pulmonary embolism (PE) patients. However, data regarding the LDH/ALB ratio (LAR) in patients with acute PE are scanty. Therefore, the aim of this study was to investigate the association between LAR and the risk of mortality in patients with acute PE.
    UNASSIGNED: A retrospective cohort study was conducted on patients with acute PE represented in the Medical Information Mart for Intensive Care IV (MIMIC-IV). A receiver operating characteristic (ROC) curve analysis and calibration curve were used to assess the accuracy of the LAR for predicting mortality in patients with acute PE. We utilized Cox regression analysis to determine adjusted hazard ratios (HR) and 95% confidence interval (CI). Survival curves were used to evaluate a connection between the LAR and prognosis in patients with acute PE.
    UNASSIGNED: The study comprised 581 patients, and the 30-day all-cause mortality rate was 7.7%. We observed a higher LAR in the non-survival group compared to the surviving group (21.24 ± 21.22 vs. 8.99 ± 7.86, p < 0.0001). The Kaplan-Meier analysis showed that patients with an elevated LAR had a significantly lower likelihood of surviving the 30-day mortality compared to those with a low LAR. Cox regression analysis showed that LAR (HR = 1.04, 95% CI: 1.03-1.05) might have associations with 30-day mortality in patients with acute PE. This result was supported by sensitivity analyses. According to the results of the ROC curve analysis, the LAR\'s prediction of 30-day mortality in patients with acute PE yielded an area under the ROC curve of 0.73. A calibration curve showed LAR is well calibrated.
    UNASSIGNED: Our research suggests LAR monitoring may be promising as a prognostic marker among patients with acute PE.
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  • 文章类型: Journal Article
    肺动脉平滑肌细胞(PASMC)功能与肺动脉高压(PH)的发病机理有关,肺动脉高压是急性肺栓塞(APE)的一种危及生命的并发症。本研究旨在探讨微小RNA(miR)-221-3p在APE-PH患者中的表达模式及其在PASMCs增殖和迁移中的作用。收集APE-PH患者的临床资料及静脉血。检测血清中miR-221-3p和磷酸酶和张力蛋白同源物(PTEN)的表达水平,其次是miR-221-3p诊断效能的受试者特征曲线分析。用miR-221-3p模拟物和PTEN过表达的载体转染PASMC,然后评估细胞活力,扩散,通过细胞计数试剂盒-8,5-乙炔基-2'-脱氧尿苷,Transwell,和伤口愈合试验。miR-221-3p与PTEN3'UTR区之间的结合通过双荧光素酶测定来证明。miR-221在APE-PH患者血清中上调,显示出良好的诊断效能,临界值为1.155,灵敏度66.25%,和67.50%的特异性。miR-221与APE-PH患者PTEN呈负相关。miR-221过表达在体外促进PASMCs增殖和迁移。miR-221-3p结合PTEN3'UTR区以降低PTEN蛋白水平。PTEN过表达取消了miR-221-3p在PASMC中的促进作用。总的来说,miR-221-3p靶向PTEN以促进PASMC增殖和迁移。
    Pulmonary arterial smooth muscle cells (PASMCs) functions are associated with the pathogenesis of pulmonary hypertension (PH) which is a life-threatening complication of acute pulmonary embolism (APE). This study sought to explore the expression pattern of microRNA (miR)-221-3p in APE-PH patients and its role in PASMCs proliferation and migration. The clinical data and venous blood of APE-PH patients were collected. The expression levels of miR-221-3p and phosphatase and tensin homolog (PTEN) in serum were determined, followed by receiver operator characteristic curve analysis of miR-221-3p diagnostic efficacy. PASMCs were transfected with miR-221-3p mimics and PTEN-overexpressed vector, followed by assessment of cell viability, proliferation, and migration through cell counting kit-8, 5-ethynyl-2\'-deoxyuridine, Transwell, and wound healing assays. The binding between miR-221-3p and PTEN 3\'UTR region was testified by the dual-luciferase assay. miR-221 was upregulated in the serum of APE-PH patients and presented with good diagnostic efficacy with 1.155 cutoff value, 66.25% sensitivity, and 67.50% specificity. miR-221 was negatively correlated with PTEN in APE-PH patients. miR-221 overexpression facilitated PASMCs proliferation and migration in vitro. miR-221-3p bound to PTEN 3\'UTR region to decrease PTEN protein levels. PTEN overexpression abolished the promotive role of miR-221-3p in PASMCs. Overall, miR-221-3p targeted PTEN to facilitate PASMC proliferation and migration.
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  • 文章类型: Case Reports
    当急性肺栓塞的心电图与急性心肌梗死的心电图相似时,很难快速有效地区分这两种疾病。我们介绍了一名50岁的急性肺栓塞患者。他的心电图显示左冠状动脉主干部分闭塞,I段ST段压低,II,aVF,V3到V6,aVR中的ST段抬高,V1和S1Q3T3。有创冠状动脉造影未显示冠状动脉狭窄,然后迅速进行肺动脉造影,显示大量的双侧急性肺栓塞。心电图不能有效区分急性肺栓塞和左冠状动脉主干部分闭塞。对于血流动力学不稳定的患者,如果无法及时进行超声检查,有创冠状动脉造影和肺动脉造影的结合可作为区分急性肺栓塞和左主干部分闭塞的一种选择.
    When the electrocardiogram of acute pulmonary embolism is similar to that of acute myocardial infarction, it is difficult to distinguish between the two diseases quickly and effectively. We present the case of a 50-year-old man with acute pulmonary embolism. His electrocardiogram showed subtotal occlusion of the left main coronary artery with ST segment depression in I, II, aVF, V3 to V6, ST segment elevation in aVR, V1 and S1Q3T3. Invasive coronary angiography did not show coronary artery stenosis, then pulmonary angiography was performed quickly which showed massive bilateral acute pulmonary embolism. Electrocardiogram cannot effectively distinguish acute pulmonary embolism from subtotal occlusion of the left main coronary artery. For patients with hemodynamic instability, if ultrasound cannot be performed in time, the combination of invasive coronary angiography and pulmonary angiography can be an option to distinguish acute pulmonary embolism from subtotal occlusion of the left main coronary artery and to treat.
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  • 文章类型: Case Reports
    Prader-Willi综合征(PWS)是一种极为罕见的15号染色体先天性综合征,在所述个体中表现出多种合并症。患有这种疾病的人的相关生活质量往往严重下降;更悲惨的是,与该疾病相关的死亡率也增加。肺栓塞(PE)与死亡率高度相关,并且已被证明在PWS患者中更为普遍。此病例报告详细介绍了一名PWS患者,该患者在急性鞍状PE中幸存下来,并希望带来更多临床知识,可在与PWS患者打交道时应用。
    Prader-Willi syndrome (PWS) is an exceedingly rare congenital syndrome of chromosome 15 that presents multiple comorbidities in said individuals. The associated quality of life for those with the disease is often severely diminished; more tragically, mortality associated with the disease is also increased. Pulmonary embolism (PE) is highly associated with mortality and has been shown to be more prevalent in patients with PWS. This case report details a patient with PWS who survived an acute saddle PE and looks to bring more clinical knowledge that can be applied when dealing with individuals with PWS.
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  • 文章类型: Journal Article
    背景:急性肺栓塞(APE)对患者健康构成重大风险,治疗方案的疗效和安全性各不相同。超声促进导管溶栓(USCDT)已成为中危至高危APE患者常规导管溶栓(CDT)的潜在替代方法。本研究旨在比较USCDT与常规CDT在中高危APE患者中的疗效和安全性。
    方法:这项观察性回顾性研究在武装部队医院进行,Al-Hada,Taif,沙特阿拉伯王国(KSA),在135例诊断为APE并接受USCDT或CDT治疗的患者中(58例接受了CDT,77人接受了USCDT)。主要疗效结果是右心室与左心室(RV/LV)直径比的变化。次要结果包括肺动脉收缩压和Miller血管造影阻塞指数评分的变化。安全性结果集中于主要出血事件。
    结果:USCDT和CDT均显着降低了RV/LV直径比(从1.35±0.14降至1.05±0.17,P<0.001)和收缩期肺动脉压(SPAP)(从55±7mmHg降至38±7mmHg,P<0.001)在术后48小时和12小时,分别,治疗之间没有显着差异。然而,与CDT相比,USCDT与大出血事件的发生率显着降低相关(0%vs.3.4%,P=0.008)。多因素logistic回归分析显示,USCDT与出血风险降低71.9%相关(OR=0.281,95%CI=0.126~0.627,P=0.002)。
    结论:USCDT是一种安全有效的替代CDT治疗中高危APE的方法,因为它显著降低了大出血的风险。
    BACKGROUND: Acute pulmonary embolism (APE) poses a significant risk to patient health, with treatment options varying in efficacy and safety. Ultrasound-facilitated catheter-directed thrombolysis (USCDT) has emerged as a potential alternative to conventional catheter-directed thrombolysis (CDT) for patients with intermediate to high-risk APE. This study aimed to compare the efficacy and safety of USCDT versus conventional CDT in patients with intermediate to high-risk APE.
    METHODS: This observational retrospective study was conducted at the Armed Forces Hospital, Al-Hada, Taif, the Kingdom of Saudi Arabia (KSA), on 135 patients diagnosed with APE and treated with either USCDT or CDT (58 underwent CDT, while 77 underwent USCDT). The primary efficacy outcome was the change in the right ventricle to the left ventricle (RV/LV) diameter ratio. Secondary outcomes included changes in pulmonary artery systolic pressure and the Miller angiographic obstruction index score. Safety outcomes focused on major bleeding events.
    RESULTS: Both USCDT and CDT significantly reduced RV/LV diameter ratio (from 1.35 ± 0.14 to 1.05 ± 0.17, P < 0.001) and systolic pulmonary artery pressure (SPAP) (from 55 ± 7 mmHg to 38 ± 7 mmHg, P < 0.001) at 48- and 12-hours post-procedure, respectively, with no significant differences between treatments. However, USCDT was associated with a significantly lower rate of major bleeding events compared to CDT (0% vs. 3.4%, P = 0.008). Multivariate logistic regression analysis revealed that USCDT was associated with a 71.9% risk reduction of bleeding (OR = 0.281, 95% CI = 0.126 - 0.627, P = 0.002).
    CONCLUSIONS: USCDT is a safe and effective alternative to CDT for the treatment of intermediate to high-risk APE, as it significantly reduces the risk of major bleeding.
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  • 文章类型: Journal Article
    急性肺栓塞(APE)是一种威胁生命的疾病,经常遇到,并与显著的发病率和死亡率相关,对患者的健康和生活质量构成重大威胁。脓毒症是APE发生的重要独立危险因素。尽管最近的调查表明通过他汀类药物治疗降低了APE风险,其对脓毒症和APE患者的影响仍未解决。
    重症监护医疗信息集市(MIMIC)-IV数据库用于识别诊断为败血症和APE的患者,无论他汀类药物治疗状态如何,作为这项研究的一部分。主要研究目的是评估APE的风险,使用多变量逻辑回归模型进行分析。
    该研究共包括16,633名参与者,平均年龄64.8±16.2岁。多因素logistic回归分析显示,在重症监护病房(ICU)接受他汀类药物治疗的脓毒症患者发生APE的风险降低了33%(OR=0.67,95%CI:0.52-0.86,p<0.001)。进一步分析的结果,包括根据他汀类药物的使用情况进行分层,剂量,和倾向得分匹配,一致地强化了对脓毒症患者给予他汀类药物可有效降低其潜在APE风险的假设.
    研究结果提供了令人信服的证据,支持将他汀类药物作为预防APE的预防措施给予败血症患者。鉴于他汀类药物可以降低发生APE的风险,它们的抗APE作用似乎是剂量依赖性的。尽管如此,需要未来的随机对照试验来验证这些结果.
    UNASSIGNED: Acute pulmonary embolism (APE) is a life-threatening medical condition that is frequently encountered and associated with significant incidence and mortality rates, posing a substantial threat to patients\' well-being and quality of life. Sepsis is prominent independent risk factor for the development of APE. Despite recent investigations indicating a reduced APE risk through statin therapy, its impact on patients with sepsis and APE remains unresolved.
    UNASSIGNED: The Medical Information Mart for Intensive Care (MIMIC)-IV database was utilized to identify patients diagnosed with sepsis and APE, irrespective of statin treatment status, as part of this study. The primary study aim was to assess the risk of APE, which was analyzed using multivariate logistic regression models.
    UNASSIGNED: The study encompassed a total of 16,633 participants, with an average age of 64.8 ± 16.2 years. Multivariate logistic regression revealed that septic patients receiving statin therapy in the intensive care unit (ICU) exhibited a 33% reduction in the risk of developing APE (OR = 0.67, 95% CI: 0.52-0.86, p < 0.001). The findings of further analyses, including stratification based on statin usage, dosage, and propensity score matching, consistently reinforced the hypothesis that administering statins to patients with sepsis effectively mitigates their potential APE risk.
    UNASSIGNED: The results of the study provide compelling evidence in favor of administering statins to septic patients as a prophylactic measure against APE, given that statins may reduce the risk of developing APE, and their anti-APE effect appears to be dose-dependent. Nonetheless, future randomized controlled trials are needed to validate these results.
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  • 文章类型: Journal Article
    肺栓塞(PE)的机械血栓切除术(MT)治疗方法尚未直接比较。我们旨在确定使用不同MT设备治疗PE后患者的预后是否有所不同。
    在2018年1月至2022年3月期间,所有接受MT指数治疗的PE都被分析为住院死亡率。出院回家,以及PINCAI™医疗保健数据库中的30天再入院结果。使用关键字文本和模糊匹配从医院收费描述自由文本字段中提取每次相遇中使用的MT设备。未调整和调整的逻辑回归用于通过装置对结果进行建模。
    使用MT作为唯一指标PE治疗,总共发现了5893次相遇,使用MT与另一种治疗进行了1812次相遇。其中,41%的人没有足够的信息来识别所使用的设备(未指定MT),33%使用FlowTriever系统(大口径容积控制抽吸MT),23%的靛蓝系统(连续抽吸MT),和3%的其他MT。大口径容积控制抽吸MT与其他治疗一起使用13%的时间,而未指定MT和连续抽吸MT分别为23%和39%。分别。调整后的逻辑回归模型显示,接受未指定MT治疗的患者住院死亡率的几率明显更高([OR]=1.42,95%置信区间[CI]:[1.10-1.83],p=0.008)或连续抽吸MT(OR=1.63,95%CI:[1.21-2.19],p=0.001)与大口径体积控制抽吸MT相比。在这些相同的组中,出院回家的人数显着降低(OR=0.84,95%CI:[0.73-0.96],p=0.01,OR=0.63,95%CI:[0.53-0.74],p分别<0.001),但30天的再入院风险相当(OR=1.08,95%CI:[0.84-1.38],p=0.56,OR=1.20,95%CI:[0.89-1.62],分别为p=0.24)。
    根据所使用的MT类型,PE结果和治疗模式存在显着差异。需要直接比较MT治疗的临床研究,以进一步了解PE的最佳治疗方法。
    UNASSIGNED: Mechanical thrombectomy (MT) treatments for pulmonary embolism (PE) have yet to be compared directly. We aimed to determine if patient outcomes varied following treatment of PE with different MT devices.
    UNASSIGNED: All PE encounters with an index treatment of MT between January 2018 and March 2022 were analyzed for in-hospital mortality, discharge to home, and 30-day readmission outcomes in the PINC AI™ Healthcare Database. MT devices used in each encounter were extracted from hospital charge description free-text fields using keyword text and fuzzy matching. Unadjusted and adjusted logistic regression was used to model outcomes by device.
    UNASSIGNED: A total of 5893 encounters were identified using MT as the sole index PE treatment and 1812 using MT with another treatment. Of these, 41% had insufficient information to identify the devices used (unspecified MT), 33% used the FlowTriever System (large-bore volume-controlled aspiration MT), 23% the Indigo System (continuous aspiration MT), and 3% some other MT. Large-bore volume-controlled aspiration MT was used with other treatments 13% of the time compared with 23% and 39% for unspecified MT and continuous aspiration MT, respectively. Adjusted logistic regression modeling revealed the odds of in-hospital mortality were significantly higher for patients treated with unspecified MT ([OR] = 1.42, 95% confidence interval [CI]: [1.10-1.83], p = 0.008) or continuous aspiration MT (OR = 1.63, 95% CI: [1.21-2.19], p = 0.001) compared with large-bore volume-controlled aspiration MT. Discharge to home was significantly lower in these same groups (OR = 0.84, 95% CI: [0.73-0.96], p = 0.01, and OR = 0.63, 95% CI: [0.53-0.74], p < 0.001, respectively), but readmission risks at 30 days were comparable (OR = 1.08, 95% CI: [0.84-1.38], p = 0.56, and OR = 1.20, 95% CI: [0.89-1.62], p = 0.24, respectively).
    UNASSIGNED: PE outcomes and treatment patterns differ significantly based on the type of MT utilized. Clinical studies directly comparing MT treatments are needed to further understand optimal treatment of PE.
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  • 文章类型: Journal Article
    目的:本研究使用大鼠模型检查了西地那非对急性肺栓塞(APE)的影响。
    方法:Sprague-Dawley大鼠随机分为假手术组,肺血栓栓塞症(PTE),和西地那非组。假手术组和PTE组每天一次灌胃生理盐水,连续14天,而西地那非组连续14天每天一次通过灌胃给予西地那非(0.5mg/kg/天).第13天取各组大鼠左股动脉血样制备自体栓子,第14天取PTE组和西地那非组大鼠颈静脉插管注射自体栓子。假治疗的大鼠接受相同体积的盐水。右心室收缩压(RVSP)和平均肺动脉压(MPAP)用于评估肺栓塞,免疫印迹和酶联免疫吸附试验检测相关标志物。
    结果:APE大鼠Rho激酶信号通路显著激活,和西地那非显著抑制这种激活。
    结论:西地那非通过抑制Rho激酶活性保护抗APE,从而减少肺血管收缩和降低肺动脉压升高。这些发现可能为急性肺血栓栓塞症的临床治疗提供新的思路。
    OBJECTIVE: This study examined the effects of sildenafil on acute pulmonary embolism (APE) using a rat model.
    METHODS: Sprague-Dawley rats were randomly divided into the sham, pulmonary thromboembolism (PTE), and sildenafil groups. The sham and PTE groups received normal saline once daily via gavage for 14 consecutive days, whereas the sildenafil group received sildenafil (0.5 mg/kg/day) once daily via gavage for 14 consecutive days. Autologous emboli were prepared from blood samples collected from the left femoral artery of rats in each group on day 13, and autologous emboli were injected into the jugular vein cannula of rats in the PTE and sildenafil groups on day 14. Sham-treated rats received the same volume of saline. Right systolic ventricular pressure (RVSP) and mean pulmonary arterial pressure (MPAP) were used to assess pulmonary embolism, and western blotting and enzyme-linked immunosorbent assay were used to detect relevant markers.
    RESULTS: The Rho kinase signaling pathway was significantly activated in rats with APE, and sildenafil significantly inhibited this activation.
    CONCLUSIONS: Sildenafil protected against APE through inhibiting Rho kinase activity, thereby reducing pulmonary vasoconstriction and decreasing elevated pulmonary arterial pressure. These findings might provide new ideas for the clinical treatment of acute pulmonary thromboembolism.
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  • 文章类型: Journal Article
    (1)背景:急性肺栓塞(PE)是一个重要的公共卫生问题,需要有效的风险评估以优化患者护理和资源分配。这项回顾性研究的目的是显示NLR(中性粒细胞与淋巴细胞之比)和PESI(肺栓塞严重程度指数)/sPESI(简化的PESI)在确定患者院内死亡风险中的相关性肺血栓栓塞症。(2)方法:纳入锡比乌县临床急诊医院2019-2022年收治的160例患者,对其住院记录进行分析。(3)结果:NLR值升高与住院死亡率升高显著相关。此外,NLR升高与PESI和sPESI分数及其类别相关,以及这些参数的各个组成部分,即年龄增长,低血压,低氧血症,和改变精神状态。我们利用机器学习算法的优势将提高的NLR集成到PE风险分层中。利用两步聚类分析和CART(分类和回归树),根据先前验证的评分类别或其定义要素和NLR升高的组合,出现了几个不同的患者亚组,其院内死亡率不同。白细胞计数,或存在COVID-19感染。(4)结论:研究结果表明,在风险分层中整合这些参数可以帮助提高评估PE患者住院死亡率的预测准确性。
    (1) Background: Acute pulmonary embolism (PE) is a significant public health concern that requires efficient risk estimation to optimize patient care and resource allocation. The purpose of this retrospective study was to show the correlation of NLR (neutrophil-to-lymphocyte ratio) and PESI (pulmonary embolism severity index)/sPESI (simplified PESI) in determining the risk of in-hospital mortality in patients with pulmonary thromboembolism. (2) Methods: A total of 160 patients admitted at the County Clinical Emergency Hospital of Sibiu from 2019 to 2022 were included and their hospital records were analyzed. (3) Results: Elevated NLR values were significantly correlated with increased in-hospital mortality. Furthermore, elevated NLR was associated with PESI and sPESI scores and their categories, as well as the individual components of these parameters, namely increasing age, hypotension, hypoxemia, and altered mental status. We leveraged the advantages of machine learning algorithms to integrate elevated NLR into PE risk stratification. Utilizing two-step cluster analysis and CART (classification and regression trees), several distinct patient subgroups emerged with varying in-hospital mortality rates based on combinations of previously validated score categories or their defining elements and elevated NLR, WBC (white blood cell) count, or the presence COVID-19 infection. (4) Conclusion: The findings suggest that integrating these parameters in risk stratification can aid in improving predictive accuracy of estimating the in-hospital mortality of PE patients.
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