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Machine Learning Model Predictors of Intrapleural Tissue Plasminogen Activator and DNase Failure in Pleural Infection: A Multicenter Study. 机器学习模型预测胸膜腔内 tPA 和 DNase 在胸膜感染中的失败:一项多中心研究。
Pub Date : 2025-02-01 DOI: 10.1513/AnnalsATS.202402-151OC
Danai Khemasuwan, Candice Wilshire, Chakravarthy Reddy, Christopher Gilbert, Jed Gorden, Akshu Balwan, Trinidad M Sanchez, Billie Bixby, Jeffrey S Sorensen, Samira Shojaee

Rationale: Intrapleural enzyme therapy (IET) with tissue plasminogen activator (tPA) and DNase has been shown to reduce the need for surgical intervention for complicated parapneumonic effusion/empyema (CPPE/empyema). Failure of IET may lead to delayed care and increased length of stay. Objectives: The goal of this study was to identify risk factors for failure of IET. Methods: We performed a multicenter, retrospective study of patients who received IET for the treatment of CPPE/empyema. Clinical and radiological variables at the time of diagnosis were included. We compared four different machine learning classifiers (L1-penalized logistic regression, support vector machine [SVM], extreme gradient boosting [XGBoost], and light gradient-boosting machine [LightGBM]) by multiple bootstrap-validated metrics, including F-β, to demonstrate model performances. Results: A total of 466 participants who received IET for pleural infection were included from five institutions across the United States. Resolution of CPPE/empyema with IET was achieved in 78% (n = 365). SVM performed superiorly, with median F-β of 56%, followed by L1-penalized logistic regression, LightGBM, and XGBoost. Clinical and radiological variables were graded based on their ranked variable importance. The top two significant predictors of IET failure using SVM were the presence of an abscess/necrotizing pneumonia (17%) and pleural thickening (13%). Similarly, LightGBM identified abscess/necrotizing pneumonia (35%) and pleural thickening (26%) and XGBoost indicated pleural thickening (36%) and abscess/necrotizing pneumonia (17%) as the most significant predictors of treatment failure. Predictors identified by the L1-penalized logistic regression model were pleural thickening (18%) and pleural fluid lactate dehydrogenase (LDH) (9%). Conclusions: The presence of abscess/necrotizing pneumonia and pleural thickening consistently ranked among the strongest predictors of IET failure in all machine learning models. The difference in rankings between models may be a consequence of the different algorithms used by each model. These results indicate that the presence of abscess/necrotizing pneumonia and pleural thickening may predict IET failure. These results should be confirmed in larger studies.

理由:使用组织纤溶酶原激活剂(tPA)和脱氧核糖核酸酶(DNase)进行胸膜腔内酶疗法(IET)已被证明可减少并发症性肺旁积液/水肿(CPPE/水肿)手术干预的需要。IET失败可能会导致治疗延误和住院时间延长:本研究旨在确定 IET 失败的风险因素:我们对接受 IET 治疗 CPPE/水肿的患者进行了一项多中心回顾性研究。研究纳入了诊断时的临床和放射学变量。我们通过多重引导验证指标(包括 F-beta)比较了四种不同的机器学习分类器(L1-惩罚逻辑回归、支持向量机(SVM)、XGBoost 和 LightGBM),以证明模型的性能:来自美国五家医疗机构的466名因胸膜感染而接受IET治疗的患者被纳入研究。78%的患者(n=365)通过 IET 解决了 CPPE/水肿问题。SVM 的中位 F-beta 值为 56%,表现优异,其次是 L1 惩罚逻辑回归、LGBM 和 XGBoost。临床和放射学变量根据其重要性进行了分级。使用 SVM 预测 IET 失败的前两个重要因素是存在脓毒症/坏死性肺炎(17%)和胸膜增厚(13%)。同样,LightGBM 发现脓毒症/坏死性肺炎(35%)和胸膜增厚(26%),XGBoost 发现胸膜增厚(36%)和脓毒症/坏死性肺炎(17%)是最重要的治疗失败预测因素。L1-惩罚性逻辑回归模型确定的预测因素是胸膜增厚(18%)和胸腔积液 LDH(9%):结论:在所有机器学习模型中,脓毒症/坏死性肺炎和胸膜增厚一直是预测 IET 治疗失败的最有力因素。不同模型之间的排名差异可能是每个模型使用的算法不同造成的。这些结果表明,脓毒症/坏死性肺炎和胸膜增厚可预测 IET 失败。这些结果应在更大规模的研究中得到证实。
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引用次数: 0
A 31-Year-Old Pregnant Woman with Fever, Acute Kidney Injury, Hypervolemia, and Lymphadenopathy.
Pub Date : 2025-02-01 DOI: 10.1513/AnnalsATS.202406-571CC
Andie E O'Laughlin, Praneeth Baratam, Milos N Budisavljevic, Aravind A Menon
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引用次数: 0
Minimally Invasive Repair of a Cervical Aerocele.
Pub Date : 2025-02-01 DOI: 10.1513/AnnalsATS.202403-263CC
Alma V Burbano, Kai Swenson, Adnan Majid, Pavan Mallur
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引用次数: 0
Propofol, Triglycerides, and Acute Pancreatitis: A Multicenter Epidemiologic Analysis. 丙泊酚、甘油三酯和急性胰腺炎:多中心流行病学分析。
Pub Date : 2025-02-01 DOI: 10.1513/AnnalsATS.202407-781OC
Kiyan Heybati, Jiawen Deng, Guozhen Xie, Keshav Poudel, Fangwen Zhou, Zeeshan Rizwan, Caitlin S Brown, Christopher T Acker, Ognjen Gajic, Hemang Yadav

Rationale: Propofol is one of the first-line sedative-hypnotic agents for critically ill adults requiring mechanical ventilation. Although propofol can elevate triglyceride levels, and the latter is a risk factor for pancreatitis, the association between propofol and acute pancreatitis is unclear. Objectives: We sought to determine the clinical impact and potential associations between propofol infusion, hypertriglyceridemia, and acute pancreatitis. Methods: This is an observational multicenter study of adults (⩾18 yr old) who were admitted to an intensive care unit, who required mechanical ventilation and received continuous propofol infusion for at least 24 hours. The primary outcomes were the frequency of hypertriglyceridemia (>400 mg/dl) and acute pancreatitis. Further analyses were done to determine the clinical impact of elevated triglyceride levels (i.e., sedation changes) and risk factors for pancreatitis development. Results: Of 11,828 patients included, 33.2% (n = 3,922) had triglyceride levels measured, of whom 21.7% (n = 851) had hypertriglyceridemia at 4.5 days (SD = 6.8) after propofol initiation. Of those still requiring sedation, 70.4% (n = 576/818) received alternative sedatives after developing hypertriglyceridemia. Pancreatitis occurred in 1.2% of patients (n = 47/3,922) and was more frequent in those with hypertriglyceridemia (3.2%, 27/851; vs. 0.7%, 20/3,071; P < 0.001). After adjustment for potential confounding variables, each 100 mg/dl increase in triglyceride levels was associated with an 11% increase in risk of pancreatitis. Propofol dose was not associated with pancreatitis development. Conclusions: Acute pancreatitis is uncommon in patients receiving propofol infusion, and it occurs over a wide range of triglyceride levels, indicating a multifactorial pathophysiology. Hypertriglyceridemia frequently prompts the use of alternative sedatives. Further study is needed to determine how to best monitor and treat hypertriglyceridemia in critically ill patients receiving propofol infusion.

理由:异丙酚是需要机械通气的重症成人患者的一线镇静催眠药物之一。虽然异丙酚可使甘油三酯水平升高,而甘油三酯是胰腺炎的一个危险因素,但异丙酚与急性胰腺炎之间的关系尚不清楚:确定丙泊酚输注、高甘油三酯血症和急性胰腺炎之间的临床影响和潜在关联:这是一项多中心观察性研究,研究对象为入住重症监护病房、需要机械通气且连续输注异丙酚至少 24 小时的成人(≥18 岁)。主要结果是高甘油三酯血症和急性胰腺炎的发生频率。进一步分析确定了甘油三酯水平升高(即镇静变化)的临床影响以及胰腺炎发生的风险因素:在纳入的 11,828 例患者中,33.2%(N=3922)的患者测量了甘油三酯水平,其中 21.7%(N=851)的患者在开始使用异丙酚后 4.5 天(SD 6.8)出现高甘油三酯血症。在仍需要镇静的患者中,70.4%(N=576/818)在出现高甘油三酯血症后使用了替代镇静剂。胰腺炎发生率为 1.2%(N=47/3922),在高甘油三酯血症患者中发生率更高(3.2%,27/851 对 0.7%,20/3071;PC 结论:急性胰腺炎在接受异丙酚输注的患者中并不常见,而且在甘油三酯水平的较大范围内都会发生,这表明病理生理学是多因素的。高甘油三酯血症经常促使患者使用替代镇静剂。需要进一步研究以确定如何最好地监测和治疗接受异丙酚输注的重症患者的高甘油三酯血症。
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引用次数: 0
Discrepancy between Functional Outcomes and Perceived Health Post-Intensive Care Unit: A Prospective Cohort Study. 重症监护室术后功能结果与感知健康之间的差异:前瞻性队列研究
Pub Date : 2025-02-01 DOI: 10.1513/AnnalsATS.202405-564OC
Lucy L Porter, Koen S Simons, Alison E Turnbull, Stijn Corsten, Brigitte Westerhof, Thijs C D Rettig, Esther Ewalds, Inge Janssen, Crétien Jacobs, Susanne van Santen, Monika C Kerckhoffs, Margaretha C E van der Woude, Johannes G van der Hoeven, Marieke Zegers, Mark van den Boogaard

Rationale: Despite functional impairments, intensive care unit (ICU) survivors can perceive their quality of life as acceptable. Objectives: To investigate discrepancies between calculated health, based on self-reported physical, mental, and cognitive functioning and perceived health, 1 year after ICU admission. Methods: Data from an ongoing prospective multicenter cohort study, MONITOR-IC, were used. Patient-reported physical, mental, and cognitive functioning and perceived health (EuroQol visual analog scale; range, 0-100) 1 year post-ICU of patients admitted to 1 of 11 participating ICUs between July 2016 and September 2021 were analyzed. The relationship between functional outcomes and perceived health was modeled using linear regression. Calculated health for each patient was estimated using this model and compared with patients' perceived health, the difference reflecting a discrepancy. On the basis of a minimal clinically important difference of 8 points, three groups were defined: patients who rated their health better than calculated (positive discrepancy), patients who rated their health worse than calculated (negative discrepancy), and patients whose perceived health was concordant with their calculated health. Results: A total of 2,545 patients were analyzed, of whom 45.0% (n = 1,146) showed a discrepancy between calculated and perceived health. Patients with a negative discrepancy rated their health significantly lower (median, 50; interquartile range, 36-66) than patients with a positive discrepancy (median, 84; interquartile range, 75-90). Importantly, there were no significant differences in physical, mental, and cognitive functioning between patients with a negative versus positive discrepancy. Patients with a negative discrepancy had a higher education level and were more often unemployed. Conclusions: One year post-ICU, almost half of ICU survivors showed a discrepancy between calculated health and perceived health.

理由尽管存在功能障碍,ICU 幸存者仍认为自己的生活质量可以接受:调查根据自我报告的身体、精神和认知功能计算出的健康状况与入住 ICU 一年后感知到的健康状况之间的差异:方法:采用正在进行的前瞻性多中心队列研究 MONITOR-IC 的数据。研究分析了2016年7月至2021年9月期间入住11个参与研究的重症监护室之一的患者入院一年后的患者报告的身体、精神和认知功能以及健康感知(EQ-VAS,范围0-100)。采用线性回归法建立了功能结果与感知健康之间的关系模型。利用该模型估算出每位患者的计算健康状况,并与患者的感知健康状况进行比较,两者之间的差异即为差异。以最小临床重要性差异为 8 分为基础,定义了三个组别:健康评分优于计算值(正差异)的患者、健康评分差于计算值(负差异)的患者,以及感知健康与计算健康一致的患者。结果:分析了 2,545 名患者,其中 45.0% (n = 1,146 人)的计算健康与感知健康存在差异。出现负差异的患者对自己健康状况的评分(中位数为 50,IQR 为 36 - 66)明显低于出现正差异的患者(中位数为 84,IQR 为 75 - 90)。重要的是,阴性和阳性患者在身体、精神和认知功能方面没有明显差异。阴性差异患者的受教育程度较高,且更经常失业:重症监护室术后一年,近一半的重症监护室幸存者在计算的健康状况和感知的健康状况之间存在差异。
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引用次数: 0
Postdeployment Respiratory Health: It's Not Always the Lungs. 部署后呼吸系统健康-不总是肺部。
Pub Date : 2025-02-01 DOI: 10.1513/AnnalsATS.202409-945LE
Aaron B Holley, Michael J Morris
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引用次数: 0
Comorbidities, Tobacco Exposure, and Geography: Added Risk Factors of Heat and Cold Wave-related Mortality among U.S. Veterans with Chronic Obstructive Pulmonary Disease. 合并症、烟草接触和地理位置:患有慢性阻塞性肺病的美国退伍军人在热浪和寒潮中死亡的附加风险因素。
Pub Date : 2025-02-01 DOI: 10.1513/AnnalsATS.202312-1089OC
Austin Rau, Arianne K Baldomero, Chris H Wendt, Gillian A M Tarr, Bruce H Alexander, Jesse D Berman

Rationale: Understanding the health risks associated with extreme weather events is needed to inform policies to protect vulnerable populations. Objectives: To estimate heat and cold wave-related mortality risks in a cohort of veteran patients with chronic obstructive pulmonary disease (COPD) and explore disparities among strata of comorbidities, tobacco exposure, and urbanicity. Methods: We designed a time-stratified case-crossover study among deceased patients with COPD between 2016 and 2021 in the Veterans Health Administration system. Distributed lag models with conditional logistic regression estimated incidence rate ratios of heat and cold wave-associated mortality risk from lag days 0 to 3 for heatwaves and lag days 0 to 7 for cold waves. Attributable risks (ARs) per 100,000 patients were also calculated. Results: Of the 377,545 deceased patients with COPD, the largest heatwave-related mortality risk was in patients with COPD and asthma (AR, 14,016; 95% confidence interval [CI], -326, 30,706) across lag days 0 to 3. The largest cold wave-related mortality burden was in patients with COPD with no other reported comorbidities (AR, 1,704; 95% CI, 759, 2,686) across lag days 0 to 7. Patients residing in urban settings had the greatest heatwave-related (AR, 1,062; 95% CI, 576, 1,559) and cold wave-related (AR, 1,261; 95% CI, 440, 2,105) mortality risk (across lag days 0 to 1 and 0 to 7, respectively). There were no differences in mortality risk by tobacco exposure. Conclusions: Our findings show that individuals with COPD are susceptible to heat and cold waves. This information can inform clinical practice and public health policy about the mortality risk vulnerable populations experience with respect to extreme weather conditions. Furthermore, our results may be used in the development and refinement of future extreme weather warning systems designed for public health purposes.

导言:需要了解与极端天气事件相关的健康风险,以便为保护弱势群体的政策提供信息。为了满足这一需求,我们估算了退伍军人慢性阻塞性肺病(COPD)患者队列中与热浪和寒潮相关的死亡风险,并探讨了合并症、烟草接触和城市化等不同阶层之间的差异:我们设计了一项时间分层病例交叉研究,研究对象是退伍军人健康管理局系统中 2016 年至 2021 年间去世的慢性阻塞性肺病患者。采用条件逻辑回归的分布式滞后模型估算了热浪和寒潮相关死亡风险的发病率比(IRR),热浪的滞后天数为 0 至 3 天,寒潮的滞后天数为 0 至 7 天。同时还计算了每 10 万名患者的可归因风险 (AR):在377,545名死亡的慢性阻塞性肺病患者中,与热浪相关的最大死亡风险发生在慢性阻塞性肺病合并哮喘的患者身上,滞后天数为0至3天,AR:14,016(95% CI:-326, 30,706);与寒潮相关的最大死亡负担发生在无其他合并症的慢性阻塞性肺病患者身上,滞后天数为0至7天,AR:1,704(95% CI:759, 2,686)。居住在城市环境中的患者与热浪和寒潮相关的死亡风险最大,热浪:1,062(95% CI:576, 1,559),寒潮:1,261(95% CI:440, 2,105)(滞后天数分别为 0 至 1 天和 0 至 7 天)。烟草暴露对死亡风险没有影响:我们的研究结果表明,慢性阻塞性肺病患者很容易受到热浪和寒潮的影响。这些信息可为临床实践和公共卫生政策提供信息,帮助人们了解弱势群体在极端天气条件下的死亡风险。此外,我们的研究结果还可用于开发和完善未来为公共卫生目的而设计的极端天气预警系统。
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引用次数: 0
Summary for Clinicians: Clinical Practice Guideline for the Detection of Bronchiolitis Obliterans Syndrome after Pediatric Hematopoietic Stem Cell Transplant. 临床医生摘要:小儿造血干细胞移植后支气管炎闭塞综合征检测临床实践指南》。
Pub Date : 2025-02-01 DOI: 10.1513/AnnalsATS.202407-758AG
Pi Chun Cheng, Amisha Barochia, Shipra Rai, Samuel Goldfarb, Shivanthan Shanthikumar, Narayan P Iyer, Joseph K Ruminjo, Carey C Thomson
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引用次数: 0
Artificial Intelligence and Large Language Models for the Management of Tobacco Dependence. 人工智能和大型语言模型用于烟草依赖性管理。
Pub Date : 2025-02-01 DOI: 10.1513/AnnalsATS.202405-552RL
Ryan Chow, Sadia Jama, Aaron Cowan, Smita Pakhale
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引用次数: 0
The Real-World Effect of Early Screening for Palliative Care Criteria in a Medical Intensive Care Unit: An Instrumental Variable Analysis. 内科重症监护病房姑息关怀标准早期筛查的实际效果:工具变量分析
Pub Date : 2025-02-01 DOI: 10.1513/AnnalsATS.202407-702OC
Chad H Hochberg, Rebecca A Gersten, Khyzer B Aziz, Margaret D Krasne, Li Yan, Alison E Turnbull, Daniel Brodie, Michelle Churchill, Danielle J Doberman, Theodore J Iwashyna, David N Hager

Rationale: Early identification of intensive care unit (ICU) patients likely to benefit from specialist palliative care could reduce the time such patients spend in the ICU receiving care inconsistent with their goals. Objectives: To evaluate the real-world effects of early screening for palliative care criteria in a medical ICU. Methods: We performed a retrospective cohort study in adults admitted to the ICU using a causal inference approach with instrumental variable analysis. The intervention consisted of screening ICU admissions for palliative care trigger conditions and, if present, offering specialist palliative care consultation, which could be accepted or declined by the ICU. We evaluated specialist palliative care use in pre and postimplementation cohorts from the year before and after screening implementation began (October 2022). In the postimplementation cohort, we compared use of specialist palliative care in those who received early screening versus not. We then estimated the effect of early screening on the primary outcome of days to do-not-resuscitate (DNR) code status or ICU discharge, with death without a DNR order placed at the 99th percentile of the days to DNR or ICU discharge distribution. Secondary outcomes included: DNR order, ICU and hospital lengths of stay, hospice discharge, and mortality metrics. To address unmeasured confounding, we used two-stage least-squares instrumental variables analysis. The instrument, which predicts early screening, comprised weekend versus weekday admission and number of patients meeting palliative care criteria on a patient's ICU Days 1 and 2. Results: Among 1,282 postimplementation admissions, 626 (45%) received early screening, and 398 (28%) received specialty palliative consultation. Early receipt of specialist palliative care was higher in patients who received early screening versus not (17% vs. 1%; P < 0.001), and overall use of specialty palliative care was higher after versus before screening implementation (28% vs. 15%; P < 0.001). In the postimplementation cohort, there were no statistically significant effects of early screening on the primary outcome of days to DNR or ICU discharge (15% relative increase; 95% confidence interval, -11% to +48%) or other secondary outcomes. Conclusions: Despite significantly increased specialty palliative care consultation, there was no evidence that early screening for palliative care criteria affected time to DNR/ICU discharge or other secondary outcomes.

理由:及早识别出可能从专科姑息关怀中获益的重症监护病房患者,可以减少这些患者在重症监护病房接受与其目标不符的护理的时间:评估在内科重症监护病房早期筛查姑息关怀标准的实际效果:我们采用工具变量分析的因果推理方法,对入住重症监护病房的成人进行了一项回顾性队列研究。干预措施包括筛查重症监护室入院病人是否存在姑息关怀触发条件,如果存在,则提供专家姑息关怀咨询,重症监护室可接受/拒绝接受咨询。我们从筛查开始实施的前后一年(2022 年 10 月)评估了实施前和实施后队列中姑息关怀专家的使用情况。在实施后的队列中,我们比较了接受早期筛查与未接受早期筛查的患者使用专科姑息治疗的情况。然后,我们估算了早期筛查对拒绝复苏(DNR)代码状态或ICU出院天数这一主要结果的影响,其中,无DNR命令的死亡被置于拒绝复苏或ICU出院天数分布的第99百分位数。次要结果包括DNR指令、ICU/住院时间、出院安宁疗护和死亡率指标。为了解决无法测量的混杂因素,我们使用了两阶段最小二乘法工具变量分析。预测早期筛查的工具包括周末与平日的入院情况以及患者在重症监护室第 1 天和第 2 天符合姑息治疗标准的患者人数:在实施后的1282例入院患者中,有626例(45%)接受了早期筛查,398例(28%)接受了专科姑息治疗咨询。接受早期筛查的患者与未接受早期筛查的患者相比,接受专科姑息治疗的比例更高(17% vs 1% , p结论:尽管专科姑息治疗的比例显著增加,但接受早期筛查的患者与未接受早期筛查的患者相比,接受专科姑息治疗的比例更高:尽管姑息治疗专科咨询大幅增加,但没有证据表明姑息治疗标准的早期筛查会影响DNR/ICU出院时间或其他次要结果。
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引用次数: 0
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Annals of the American Thoracic Society
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