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Exploring Risk Factors for Lower Extremity Deep Vein Thrombosis Patients with Co-existing Pulmonary Embolism Based on Multiple Logistic Regression Model. 基于多元 Logistic 回归模型探讨合并肺栓塞的下肢深静脉血栓患者的风险因素
IF 2.9 4区 医学 Q2 Medicine Pub Date : 2024-01-01 DOI: 10.1177/10760296241258230
Jiahong Zu, Tao Yang

Valuable data on deep vein thrombosis (DVT) patients with coexisting pulmonary embolism (PE) is scarce. This study aimed to identify risk factors associated with these patients and develop logistic regression models to select high-risk DVT patients with coexisting PE. We retrospectively collected data on 150 DVT patients between July 15, 2022, and June 15, 2023, dividing them into groups based on the presence of coexisting PE. Univariate and multivariate logistic regression analyses were performed to identify significant risk factors and construct predictive models. Discrimination and calibration statistics evaluated the validation and accuracy of the developed models. Of the 130 patients analyzed, 40 (30.77%) had coexisting PE. Univariate analysis revealed four significant predictors of DVT patients with coexisting PE: sex (OR 3.83, 95% CI: [1.76; 8.59], P = 0.001), body mass index (BMI) (OR 1.50, 95% CI: [1.28; 1.75], P < 0.001), chronic disease (OR 5.15, 95% CI: [2.32; 11.8], P < 0.001), and high-density lipoprotein (HDL) (OR 0.03, 95% CI: [0.01; 0.20], P < 0.001). Additionally, BMI > 24 kg/m2 (OR 9.70, 95% CI: [2.70; 67.5], P < 0.001) and BMI > 28 kg/m2 (OR 4.80, 95% CI: [2.15; 11.0], P < 0.001) were associated with concurrent PE. Three multiple regression models were constructed, with areas under the receiver-operating characteristic curves of 0.925 (95% CI: [0.882; 0.968]), 0.908 (95% CI: [0.859; 0.957]), and 0.890 (95% CI: [0.836; 0.944]), respectively. Sex, BMI, chronic disease, and HDL levels are significant predictors of DVT patients with coexisting PE.

关于合并肺栓塞(PE)的深静脉血栓形成(DVT)患者的宝贵数据非常稀少。本研究旨在确定与这些患者相关的风险因素,并建立逻辑回归模型来选择合并肺栓塞的高风险深静脉血栓患者。我们回顾性地收集了2022年7月15日至2023年6月15日期间150名深静脉血栓患者的数据,并根据是否合并有PE将其分为几组。通过单变量和多变量逻辑回归分析来确定重要的风险因素并构建预测模型。判别和校准统计评估了所建模型的验证性和准确性。在分析的 130 名患者中,有 40 人(30.77%)合并有 PE。单变量分析显示,以下四个因素对合并 PE 的深静脉血栓患者有显著的预测作用:性别(OR 3.83,95% CI:[1.76; 8.59],P = 0.001)、体重指数(BMI)(OR 1.50,95% CI:[1.28; 1.75],P P P 24 kg/m2(OR 9.70,95% CI:[2.70; 67.5],P 28 kg/m2(OR 4.80,95% CI:[2.15; 11.0],P
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引用次数: 0
Utilization of a Novel Scoring System in Predicting 30-day Mortality in Acute Pulmonary Embolism, the CLOT-5 Pilot Study. 利用新型评分系统预测急性肺栓塞 30 天死亡率,CLOT-5 试验研究。
IF 2.3 4区 医学 Q2 HEMATOLOGY Pub Date : 2024-01-01 DOI: 10.1177/10760296241278353
Alexandru Marginean, Punit Arora, Kevin Walsh, Elizabeth Bruno, Cathryn Sawalski, Riya Gupta, Frances Greathouse, Jacob Clarke, Quinn Mallery, Myoung Hyun Choi, Waddah Malas, Parth Shah, David Sutherland, Amudha Kumar, Igor Wroblewski, Ahmed Elkaryoni, Parth Desai, Yevgeniy Brailovsky, Amir Darki

Objectives: To construct a new scoring system utilizing biomarkers, vitals, and imaging data to predict 30-day mortality in acute pulmonary embolism (PE).

Background: Acute PE, a well-known manifestation of venous thromboembolic disease, is responsible for over 100,000 deaths worldwide yearly. Contemporary management algorithms rely on a multidisciplinary approach to care via PE response teams (PERT) in the identification of low, intermediate, and high-risk patients. The PESI and sPESI scores have been used as cornerstones of the triage process in assigning risk of 30-day mortality for patients presenting with acute PE; however, the specificity of these scoring systems has often come into question.

Methods: This study retrospectively analyzed 488 patients with acute PE who were managed at a tertiary care institution with either conservative therapy consisting of low molecular weight or unfractionated heparin, advanced therapies consisting of catheter directed therapies, aspiration thrombectomy, or a combination of these therapies, or surgical embolectomy. The CLOT-5 score was designed to include vital signs, biomarkers, and imaging data to predict 30-day mortality in patients presenting with acute PE.

Results: The CLOT-5 score had an area under the curve (AUC) of 0.901 with a standard error of 0.29, while the PESI and sPESI scores had an AUC and standard errors of 0.793 ±- 0.43 and 0.728 ± 0.55, respectively.

Conclusions: When incorporated into the management algorithms of national PERT programs, the CLOT-5 score may allow for rapid and comprehensive assessment of patients with acute PE at high risk for clinical decompensation, leading to early escalation of care where appropriate.

目的:利用生物标志物、生命体征和影像学数据构建新的评分系统,预测急性肺栓塞(PE)患者 30 天的死亡率:利用生物标志物、生命体征和影像学数据构建一个新的评分系统,以预测急性肺栓塞(PE)的 30 天死亡率:背景:急性肺栓塞是众所周知的静脉血栓栓塞性疾病的一种表现形式,每年导致全球超过 10 万人死亡。当代的治疗算法依赖于通过肺栓塞反应小组(PERT)识别低、中、高风险患者的多学科治疗方法。PESI 和 sPESI 评分一直被用作分流流程的基石,用于评估急性 PE 患者 30 天内的死亡风险;然而,这些评分系统的特异性经常受到质疑:本研究对一家三级医疗机构收治的 488 名急性 PE 患者进行了回顾性分析,这些患者要么接受了由低分子量肝素或非分数肝素组成的保守疗法,要么接受了由导管引导疗法、抽吸血栓切除术组成的先进疗法,要么接受了这些疗法的组合,要么接受了外科栓子切除术。CLOT-5 评分的设计包括生命体征、生物标志物和成像数据,用于预测急性 PE 患者的 30 天死亡率:CLOT-5评分的曲线下面积(AUC)为0.901,标准误差为0.29,而PESI和sPESI评分的AUC和标准误差分别为0.793 ±- 0.43和0.728 ± 0.55:如果将 CLOT-5 评分纳入国家 PERT 计划的管理算法中,可对临床失代偿风险较高的急性 PE 患者进行快速、全面的评估,从而在适当的情况下及早加强护理。
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引用次数: 0
Incidence and Impact on Quality of Life of Heavy Menstrual Bleeding in Women on Oral Anticoagulant Therapy. 接受口服抗凝疗法的妇女月经大量出血的发生率及其对生活质量的影响。
IF 2.3 4区 医学 Q2 HEMATOLOGY Pub Date : 2024-01-01 DOI: 10.1177/10760296241281366
Naseerah Hassan, Elise Schapkaitz, Haroun Rhemtula, Nolukholo Ncete

Introduction: Heavy menstrual bleeding affects up to two thirds of women on oral anticoagulation. The rates of heavy menstrual bleeding, its impact on quality of life and associated risk factors in women attending anticoagulation clinics in South Africa are largely unknown.

Materials and methods: A prospective cohort study was performed over an eight-month period in women on Warfarin (n = 30) and Rivaroxaban (n = 27) for a median [interquartile range] duration of 15.5 [78.0] months attending an anticoagulation clinic in Johannesburg, South Africa. Heavy menstrual bleeding was assessed over one menstrual cycle using the validated pictorial blood loss assessment charts (PBAC) and the menstrual bleeding questionnaire (MBQ).

Results: In this population of predominantly African ethnicity, with a median age of 39 [8] years, 39 (68.4%) women experienced heavy menstrual bleeding, defined as a PBAC score of >100. Median cycle length on anticoagulation and MBQ scores were significantly higher among women with a PBAC score of >100 (p > 0.05). Univariate analysis identified Rivaroxaban as a risk factor for heavy menstrual bleeding (OR 5.03, 95% CI 1.40-18.12). Heavy menstrual bleeding required treatment in 29 (74.4%) women which included management of iron deficiency, anti-fibrinolytics, modification of anticoagulation and hormonal contraception.

Conclusion: Heavy menstrual bleeding was associated with a considerable negative impact on quality of life. This was most significant for women on Rivaroxaban as compared to Warfarin. It is essential to monitor and appropriately treat heavy menstrual bleeding in at risk women on anticoagulant treatment.

介绍:多达三分之二接受口服抗凝治疗的妇女会受到月经大量出血的影响。南非抗凝门诊就诊妇女的月经大量出血率、月经大量出血对生活质量的影响以及相关风险因素在很大程度上尚属未知:对在南非约翰内斯堡一家抗凝诊所就诊的华法林(30 人)和利伐沙班(27 人)妇女进行了为期 8 个月的前瞻性队列研究,中位数[四分位数间距]为 15.5 [78.0] 个月。使用经过验证的图形化失血评估表(PBAC)和月经出血问卷(MBQ)对一个月经周期内的月经大量出血情况进行了评估:结果:在这一以非洲裔为主、中位年龄为 39 [8] 岁的人群中,有 39 名(68.4%)女性经历过月经大量出血,即 PBAC 评分大于 100 分。在 PBAC 评分大于 100 分的妇女中,抗凝治疗的中位周期长度和 MBQ 评分明显更高(P > 0.05)。单变量分析发现利伐沙班是导致月经大量出血的风险因素(OR 5.03,95% CI 1.40-18.12)。29名(74.4%)妇女的月经大量出血需要治疗,包括治疗缺铁、抗纤维蛋白溶解剂、调整抗凝治疗和激素避孕:结论:月经大量出血对生活质量造成了相当大的负面影响。与华法林相比,利伐沙班对妇女的影响最大。对接受抗凝治疗的高危妇女进行监测并适当治疗月经大量出血至关重要。
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引用次数: 0
Clinical Outcomes at 3 Years After Stenting for Thrombotic and Non-thrombotic Iliac Vein Compression Syndrome Patients. 血栓性和非血栓性髂静脉压迫综合征患者支架置入术后 3 年的临床疗效。
IF 2.9 4区 医学 Q2 Medicine Pub Date : 2024-01-01 DOI: 10.1177/10760296231220053
Lei Jiang, Hao Zhuang, Tao Song, Xiao-Qiang Li

Iliac vein stenting for the treatment of iliac vein compression syndrome (IVCS) has been gradually developed. This article investigated the long-term patency and improvement of clinical symptoms after endovascular stenting for iliac vein obstruction patients. From 2020 to 2022, 83 patients at a single institution with IVCS underwent venous stent implantation and were divided into two groups: non-thrombotic IVCS (n = 55) and thrombotic IVCS (n = 28). The main stent-related outcomes include technical success, long-term patency, and thrombotic events. The technical success rate of all stent implantation was 100%. The mean length of hospital stay and cost were higher in the thrombotic IVCS group than in the non-thrombotic ICVS group, as well as the length of diseased vessel segment and the number of stents implanted were higher than in the control non-thrombotic group. The 1-, 2-, and 3-year patency rates were 85.4%, 80% and 66.7% in the thrombosis group, which were lower than 93.6%, 88.7%, and 87.5% in the control group (P = .0135, hazard ratio = 2.644). In addition, patients in both groups had a foreign body sensation after stent implantation, which resolved spontaneously within 1 year after surgery. Overall, there were statistically significant differences in long-term patency rate outcome between patients with thrombotic and non-thrombotic IVCS, the 1-, 2-, and 3-year patency rates in non-thrombotic IVCS patients were higher than those in thrombotic IVCS patients.

髂静脉支架置入术治疗髂静脉压迫综合征(IVCS)已逐渐得到发展。本文研究了髂静脉阻塞患者接受血管内支架术后的长期通畅性和临床症状改善情况。从 2020 年到 2022 年,一家机构的 83 名 IVCS 患者接受了静脉支架植入术,并被分为两组:非血栓性 IVCS(n = 55)和血栓性 IVCS(n = 28)。支架相关的主要结果包括技术成功率、长期通畅率和血栓事件。所有支架植入的技术成功率均为100%。血栓性 IVCS 组的平均住院时间和费用高于非血栓性 ICVS 组,病变血管段的长度和植入支架的数量也高于非血栓性对照组。血栓形成组的 1 年、2 年和 3 年通畅率分别为 85.4%、80% 和 66.7%,低于对照组的 93.6%、88.7% 和 87.5%(P = .0135,危险比 = 2.644)。此外,两组患者在植入支架后都有异物感,但在术后 1 年内自行消失。总体而言,血栓性和非血栓性 IVCS 患者的长期通畅率结果差异有统计学意义,非血栓性 IVCS 患者的 1 年、2 年和 3 年通畅率均高于血栓性 IVCS 患者。
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引用次数: 0
Association Between Heart Rate at Diagnosis and Long-Term Recurrence Risk of Pulmonary Embolism in a Historical Cohort Study of Elder Women. 老年妇女历史队列研究中确诊时的心率与肺栓塞长期复发风险之间的关系
IF 2.3 4区 医学 Q2 HEMATOLOGY Pub Date : 2024-01-01 DOI: 10.1177/10760296241268432
Yuan Li, Fang Li, Meizhi Li, Qiong Yi, Shangjie Wu

To investigate the association between heart rate (HR) at diagnosis and long-term pulmonary embolism (PE) recurrence among elderly (≥ 50 year-old) female patients after acute PE (APE). Hospitalized patients with APE were grouped separately according to whether they experienced recurrent PE and whether the HR was  < 80 beats/min. Logistic regression and COX regression analysis were employed to assess the risk of PE recurrence. Kaplan-Meier method was applied to compare the recurrence-free survival of PE recurrence. Eighty-five patients were included, including 24 ones with HR < 80 beats/min and 11 recurrent PE cases. The mean time of PE recurrence were 71.7 ± 26.9 months (n = 6) and 27.7 ± 25.2 months (n = 5) among the patients with low HR and with high HR, respectively (P < .001). The HR (< 80 beats/min) was a negative predictor of PE recurrence (OR 0.071 (0.090-0.572), P = .013; HR 0.091 (0.016-0.523), P = .007), even after the adjustment for age, BMI, albumin, risk stratification, surgery, immobility ≥ 4 days, the blood cells counts, bilirubin and complications. The cumulative recurrence-free rates of PE recurrence at the 1st-, 2nd-, 5th-, and 10th-years for the low HR group were 100%, 100%, 87.5%, and 58.3%, compared to the 1st-, 2nd-, and 3rd-years of 94.0%, 93.4%, and 48.0% for the high HR group (log-rank = 0.019). The low HR (< 80 beats/min at diagnosis) among elderly (≥ 50 years old) female patients at APE diagnosis would benefit to the long-term PE recurrence. But limited recurrent cases should be noted.

研究急性肺栓塞(APE)后老年(≥ 50 岁)女性患者诊断时的心率(HR)与长期肺栓塞(PE)复发之间的关系。即使在调整了年龄、体重指数(BMI)、白蛋白、风险分层、手术、活动时间≥4 天、血细胞计数、胆红素和并发症后,APE 住院患者仍根据其是否经历过复发 PE 以及 HR 是否为 P P = .013; HR 0.091 (0.016-0.523), P = .007) 分别进行分组。低HR组第1年、第2年、第5年和第10年的累计无PE复发率分别为100%、100%、87.5%和58.3%,而高HR组第1年、第2年和第3年的累计无PE复发率分别为94.0%、93.4%和48.0%(log-rank = 0.019)。老年(≥ 50 岁)女性患者在确诊 APE 时心率较低(确诊时心率< 80 次/分),这将有利于 PE 的长期复发。但应注意复发病例有限。
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引用次数: 0
Predictive Value of Pulmonary Artery Distensibility for Short-Term Adverse Clinical Outcomes in Patients with Acute Pulmonary Embolism. 肺动脉扩张性对急性肺栓塞患者短期不良临床结果的预测价值
IF 2.9 4区 医学 Q2 Medicine Pub Date : 2024-01-01 DOI: 10.1177/10760296231224344
Fei Yang, Rong Chen, Yue Yang, Yaxi Yu, Zhixiang Yang, Dianjun Zou, Zhiying Pang, Dawei Wang

We aimed to explore the relationship between pulmonary artery distensibility obtained from computed tomography pulmonary angiography (CTPA) and short-term adverse clinical outcomes in patients with acute pulmonary embolism (APE). We included patients who underwent retrospective electrocardiogram-gated CTPA and were subsequently diagnosed with APE. Patients were categorized into good and poor outcome groups based on short-term clinical outcomes. Pulmonary artery distensibility (AD), right ventricle/left ventricle (RV/LV) ratio, and pulmonary artery obstruction index (PAOI) were measured, and the receiver operating characteristic curves were constructed. Sixty-four patients with APE (good outcome, 46; poor outcome, 18) were enrolled. AD, RV/LV ratio, and PAOI differed significantly between groups (P < 0.05). Pulmonary artery AD in the good outcome group was greater than that in the poor outcome group (P < 0.001). The poor outcome group exhibited a higher RV/LV ratio and PAOI than the good outcome group (P < 0.05). AD and PAOI were independent predictors of adverse clinical outcomes. Areas under the curve for AD and PAOI were 0.860 (95% confidence interval [CI]: 0.750-0.934) and 0.675 (95%CI: 0.546-0.786), and the combined curve of the AD and RV/LV ratio was 0.906 (95%CI: 0.806-0.965). The calibration curve showed a combined curve superior to the other curves. The decision curve showed high clinical application value of the combined curve. Retrospective electrocardiogram-gated CTPA-derived AD could serve as an indicator for predicting short-term adverse clinical outcomes in APE. Combining AD and PAOI has a high predictive value for short-term adverse clinical outcomes.

我们旨在探讨计算机断层扫描肺动脉造影(CTPA)获得的肺动脉扩张度与急性肺栓塞(APE)患者短期不良临床结局之间的关系。我们纳入了接受回顾性心电图门控 CTPA 并随后被诊断为 APE 的患者。根据短期临床疗效将患者分为疗效好和疗效差两组。测量了肺动脉扩张度(AD)、右心室/左心室(RV/LV)比值和肺动脉阻塞指数(PAOI),并构建了接收者操作特征曲线。64例APE患者(46例预后良好,18例预后不良)被纳入研究。AD、RV/LV 比值和 PAOI 在不同组间有显著差异(P
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引用次数: 0
Cardiac Arrest-Associated Coagulopathy Could Predict 30-day Mortality: A Retrospective Study from Medical Information Mart for Intensive Care IV Database. 心脏骤停相关凝血病可预测 30 天死亡率:来自重症监护医学信息中心 IV 数据库的回顾性研究。
IF 2.9 4区 医学 Q2 Medicine Pub Date : 2024-01-01 DOI: 10.1177/10760296231221986
Jingwei Duan, Hongxia Ge, Wenyang Fan, Lanfang Du, Hua Zhang, Ayijiang Jiamaliding, Baomin Duan, Qingbian Ma

Background: Cardiac arrest (CA) can activate the coagulation system. Some coagulation-related indicators are associated with clinical outcomes. Early evaluation of patients with cardiac arrest-associated coagulopathy (CAAC) not only predicts clinical outcomes, but also allows for timely clinical intervention to prevent disseminated intravascular coagulation.

Objective: To assess whether CAAC predicts 30-day cumulative mortality.

Methods: From the Medical Information Mart for Intensive Care IV (MIMIC-IV) database, we conducted a retrospective cohort study from 2008 to 2019. Based on international normalized ratio (INR) value and platelet count, we diagnosed CAAC cases and made the following stratification of severity: mild CAAC was defined as 1.4 > INR≧1.2 and 100,000/µL < platelet count≦150,000/µL; moderate CAAC was defined with either 1.6 > INR≧1.4 or 80,000/µL < platelet count≦100,000/µL; severe CAAC was defined as an INR≧1.6 and platelet count≦80,000/µL.

Results: A total of 1485 patients were included. Crude survival analysis showed that patients with CAAC had higher mortality risk than those without CAAC (33.0% vs 52.0%, P < 0.001). Unadjusted survival analysis showed an incremental increase in the risk of mortality as the severity of CAAC increased. After adjusting confounders (prehospital characteristics and hospitalization characteristics), CAAC was independently associated with 30-day mortality (hazard rate [HR] 1.77, 95% confidence interval [CI] 1.41-2.25; P < 0.001); moderate CAAC (HR 1.48, 95% CI 1.09-2.10; P = 0.027) and severe CAAC (HR 2.22, 95% CI 1.64-2.97; P < 0.001) were independently associated with 30-day mortality.

Conclusion: The presence of CAAC identifies a group of CA at higher risk for mortality, and there is an incremental increase in risk of mortality as the severity of CAAC increases. However, the results of this study should be further verified by multicenter study.

背景:心脏骤停(CA)可激活凝血系统。一些凝血相关指标与临床预后有关。对心脏骤停相关凝血病(CAAC)患者进行早期评估不仅能预测临床结果,还能及时进行临床干预,预防弥散性血管内凝血:评估 CAAC 是否能预测 30 天累积死亡率:我们从重症监护医学信息市场 IV(MIMIC-IV)数据库中,开展了一项 2008 年至 2019 年的回顾性队列研究。根据国际正常化比值(INR)和血小板计数,我们对 CAAC 病例进行了诊断,并对严重程度进行了如下分层:轻度 CAAC 定义为 1.4 > INR≧1.2 和 100,000/µL INR≧1.4 或 80,000/µL 结果:共纳入 1485 例患者。粗生存率分析表明,有 CAAC 的患者死亡率高于无 CAAC 的患者(33.0% vs 52.0%,P P = 0.027)和严重 CAAC 的患者(HR 2.22,95% CI 1.64-2.97;P 结论:CAAC的存在确定了一组死亡率风险较高的CA,而且随着CAAC严重程度的增加,死亡率风险也会递增。然而,本研究的结果还需通过多中心研究进一步验证。
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引用次数: 0
Interpretable Machine Learning Models Using Peripheral Immune Cells to Predict 90-Day Readmission or Mortality in Acute Heart Failure Patients. 利用外周免疫细胞的可解释机器学习模型预测急性心力衰竭患者 90 天再入院或死亡率
IF 2.9 4区 医学 Q2 Medicine Pub Date : 2024-01-01 DOI: 10.1177/10760296241259784
Junming Chen, Liting Yang, Jiangchuan Han, Liang Wang, Tingting Wu, Dongsheng Zhao

Background: Acute heart failure (AHF) carries a grave prognosis, marked by high readmission and mortality rates within 90 days post-discharge. This underscores the urgent need for enhanced care transitions, early monitoring, and precise interventions for at-risk individuals during this critical period.

Objective: Our study aims to develop and validate an interpretable machine learning (ML) model that integrates peripheral immune cell data with conventional clinical markers. Our goal is to accurately predict 90-day readmission or mortality in patients AHF.

Methods: In our study, we conducted a retrospective analysis on 1210 AHF patients, segregating them into training and external validation cohorts. Patients were categorized based on their 90-day outcomes post-discharge into groups of 'with readmission/mortality' and 'without readmission/mortality'. We developed various ML models using data from peripheral immune cells, traditional clinical indicators, or both, which were then internally validated. The feature importance of the most promising model was examined through the Shapley Additive Explanations (SHAP) method, culminating in external validation.

Results: In our cohort of 1210 patients, 28.4% (344) faced readmission or mortality within 90 days post-discharge. Our study pinpointed 10 significant indicators-spanning peripheral immune cells and traditional clinical metrics-that predict these outcomes, with the support vector machine (SVM) model showing superior performance. SHAP analysis further distilled these predictors to five key determinants, including three clinical indicators and two immune cell types, essential for assessing 90-day readmission or mortality risks.

Conclusion: Our analysis identified the SVM model, which merges traditional clinical indicators and peripheral immune cells, as the most effective for predicting 90-day readmission or mortality in AHF patients. This innovative approach promises to refine risk assessment and enable more targeted interventions for at-risk individuals through continuous improvement.

背景:急性心力衰竭(AHF)的预后很差,出院后 90 天内的再入院率和死亡率都很高。这凸显了在这一关键时期加强护理转换、早期监测和对高危人群进行精确干预的迫切需要:我们的研究旨在开发并验证一种可解释的机器学习(ML)模型,该模型将外周免疫细胞数据与传统临床标记物相结合。我们的目标是准确预测 AHF 患者的 90 天再入院率或死亡率:在研究中,我们对 1210 名 AHF 患者进行了回顾性分析,将他们分为训练组和外部验证组。根据患者出院后 90 天的结果将其分为 "再入院/死亡 "组和 "无再入院/死亡 "组。我们利用外周免疫细胞、传统临床指标或两者的数据开发了多种 ML 模型,然后对这些模型进行了内部验证。通过夏普利相加解释(SHAP)方法对最有希望的模型的特征重要性进行了检验,最终进行了外部验证:在我们的 1210 名患者中,28.4%(344 人)在出院后 90 天内面临再入院或死亡。我们的研究确定了 10 个重要指标,包括外周免疫细胞和传统的临床指标,这些指标都能预测这些结果,其中支持向量机 (SVM) 模型显示出卓越的性能。SHAP分析进一步将这些预测因素提炼为五个关键决定因素,包括三个临床指标和两种免疫细胞类型,这对评估90天再入院或死亡风险至关重要:我们的分析确定了 SVM 模型,该模型融合了传统的临床指标和外周免疫细胞,是预测 AHF 患者 90 天再入院或死亡率的最有效方法。这种创新方法有望完善风险评估,并通过持续改进为高危人群提供更有针对性的干预。
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引用次数: 0
Analysis of Risk Factors of Postoperative Lower Extremity Deep Venous Thrombosis in Patients With Cervical Cancer. 宫颈癌患者术后下肢深静脉血栓形成的风险因素分析
IF 2.9 4区 医学 Q2 Medicine Pub Date : 2024-01-01 DOI: 10.1177/10760296241240747
Shiyu Cheng, Han Gao, Yanli Li, Xiuting Shi, Xin Li, Tianzhuo Yang, Dan Teng, Tingzhu Meng, Jie Shi

Deep venous thrombosis (DVT) has a significant negative impact on surgical and tumor patient's safety and quality of life. There was no specific report on the incidence and risk factors of postoperative lower extremity DVT in cervical cancer patients. Analysis of the risk factors of postoperative DVT in patients with cervical cancer is of great clinical significance for prevention and treatment. We retrospectively analyzed 309 cervical cancer patients treated by the Hubei Cervical Cancer Prevention Center and used a logistic regression model to test the risk variables of postoperative lower extremity deep venous thrombosis in cervical cancer patients. By univariate analyses, the results of the study showed that the incidence of postoperative DVT was significantly increased in cervical cancer patients complicated with old age, obesity, high preoperative plasma D-dimer level, increased preoperative triglyceride level, chronic diseases (hypertension, diabetes, and cardiovascular disease), open surgery, long operation time, intraoperative blood transfusion, advanced tumor stage, and preoperative chemotherapy/radiotherapy. Advanced age, obesity, elevated preoperative D-dimer level, high preoperative triglyceride level, and open surgery were independent risk factors for postoperative lower extremity DVT in patients with cervical cancer by multivariate regression analyses (all P < .05). In gynecologic patients with cervical cancer, there is a high incidence of postoperative lower extremity DVT. Clinicians should develop systematic and comprehensive prevention and treatment measures for the risk factors to lower this morbidity and improve patient prognosis.

深静脉血栓(DVT)对手术和肿瘤患者的安全和生活质量有很大的负面影响。目前还没有关于宫颈癌患者术后下肢深静脉血栓形成的发生率和风险因素的具体报告。分析宫颈癌患者术后深静脉血栓的危险因素对预防和治疗具有重要的临床意义。我们对湖北省宫颈癌防治中心收治的309例宫颈癌患者进行了回顾性分析,并采用Logistic回归模型检验了宫颈癌患者术后下肢深静脉血栓形成的风险变量。单变量分析结果显示,高龄、肥胖、术前血浆D-二聚体水平高、术前甘油三酯水平升高、慢性病(高血压、糖尿病、心血管疾病)、开放手术、手术时间长、术中输血、肿瘤晚期、术前化疗/放疗等并发症的宫颈癌患者术后深静脉血栓的发生率明显升高。通过多变量回归分析发现,高龄、肥胖、术前 D-二聚体水平升高、术前甘油三酯水平高和开胸手术是宫颈癌患者术后下肢深静脉血栓形成的独立危险因素(所有 P
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引用次数: 0
Determination of vWF, ADAMTS-13 and Thrombospondin-1 in Venous Thromboembolism and Relating Them to the Presence of Factor V Leiden Mutation. 静脉血栓栓塞症中 vWF、ADAMTS-13 和 Thrombospondin-1 的测定及其与因子 V Leiden 突变的关系。
IF 2.9 4区 医学 Q2 Medicine Pub Date : 2024-01-01 DOI: 10.1177/10760296231223195
Anwar Al-Awadhi, Rajaa Marouf, Mehrez M Jadaon, Mohammad M Al-Awadhy

Thrombophilia in venous thromboembolism (VTE) is multifactorial. Von Willebrand factor (vWF) plays a major role in primary hemostasis. While elevated vWF levels are well documented in VTE, findings related to its cleaving protease (ADAMTS-13) are contradicting. The aim of this study was to determine vWF, ADAMTS-13, and the multifactorial Thrombospondin-1 (TSP-1) protein levels in patients after 3-6 months following an unprovoked VTE episode. We also explored a possible association with factor V Leiden (FVL) mutation. vWF, ADAMTS-13 and TSP-1 were analyzed using ELISA kits in 60 VTE patients and 60 controls. Patients had higher levels of vWF antigen (P = .021), vWF collagen-binding activity (P = .008), and TSP-1 protein (P < .001) compared to controls. ADAMTS-13 antigen was lower in patients (P = .046) compared to controls but ADAMTS-13 activity was comparable between the two groups (P = .172). TSP-1 showed positive correlation with vWF antigen (rho = 0.303, P = .021) and negative correlation with ADAMTS-13 activity (rho = -0.244, P = .033) and ADAMTS-13 activity/vWF antigen ratio (rho = -0.348, P = .007). A significant association was found between the presence of FVL mutation and VTE (odds ratio (OR): 9.672 (95% confidence interval (CI) 2.074-45.091- P = .004), but no association was found between the mutation and the studied proteins (P > .05). There appears to be an imbalance between vWF and ADAMTS-13 in VTE patients even after 3-6 months following the onset of VTE. We report that the odds of developing VTE in carriers of FVL mutation are 9.672 times those without the mutation, but the presence of this mutation is not associated with the studied proteins.

静脉血栓栓塞症(VTE)中的血栓形成是多因素的。冯-威廉因子(vWF)在原发性止血中发挥着重要作用。虽然 VWF 水平升高已在 VTE 中得到充分证实,但与其裂解蛋白酶(ADAMTS-13)相关的研究结果却相互矛盾。本研究旨在确定无诱因 VTE 发作 3-6 个月后患者体内的 vWF、ADAMTS-13 和多因素血栓软蛋白-1 (TSP-1) 蛋白水平。我们还探讨了与因子 V Leiden(FVL)突变可能存在的关联。我们使用 ELISA 试剂盒分析了 60 例 VTE 患者和 60 例对照组的 vWF、ADAMTS-13 和 TSP-1。与对照组相比,患者的 vWF 抗原(P = .021)、vWF 胶原结合活性(P = .008)和 TSP-1 蛋白(P = .046)水平较高,但两组患者的 ADAMTS-13 活性相当(P = .172)。TSP-1 与 vWF 抗原呈正相关(rho = 0.303,P = .021),与 ADAMTS-13 活性呈负相关(rho = -0.244,P = .033),与 ADAMTS-13 活性/vWF 抗原比值呈负相关(rho = -0.348,P = .007)。研究发现,FVL 基因突变与 VTE 之间存在明显关联(几率比 (OR):9.672(95% 置信区间 (CI):2.074-45.091-),但基因突变与所研究的蛋白质之间没有关联(P > .05)。即使在 VTE 发病 3-6 个月后,VTE 患者体内的 vWF 和 ADAMTS-13 之间似乎仍存在不平衡。我们报告称,FVL 基因突变携带者发生 VTE 的几率是无突变者的 9.672 倍,但该突变的存在与所研究的蛋白无关。
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引用次数: 0
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Clinical and Applied Thrombosis/Hemostasis
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