Journal of Intensive Care Medicine最新文献

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Takotsubo Cardiomyopathy After Subarachnoid Hemorrhage: Who Is At Risk? 蛛网膜下腔出血后的Takotsubo心肌病:谁有风险?
IF 3 3区 医学
Journal of Intensive Care Medicine Pub Date : 2025-01-19 DOI: 10.1177/08850666251313759
Alejandro Pando, Roger Cheng, Caryn J Ha, Gaurav Gupta, Arevik Abramyan, Sourav Mukherjee, Jeffrey Pradeep Raj, James K Liu, Hai Sun, Kiwon Lee
{"title":"Takotsubo Cardiomyopathy After Subarachnoid Hemorrhage: Who Is At Risk?","authors":"Alejandro Pando, Roger Cheng, Caryn J Ha, Gaurav Gupta, Arevik Abramyan, Sourav Mukherjee, Jeffrey Pradeep Raj, James K Liu, Hai Sun, Kiwon Lee","doi":"10.1177/08850666251313759","DOIUrl":"https://doi.org/10.1177/08850666251313759","url":null,"abstract":"<p><strong>Introduction: </strong>Takotsubo Cardiomyopathy (TCM) is a rare but well recognized complication of subarachnoid hemorrhage associated with increased morbidity and poor clinical outcomes. There is a scarcity of literature describing the prevalence and risk factors associated with this complication. The aim of this study was to identify patients who are at risk of developing TCM in non-traumatic subarachnoid hemorrhage.</p><p><strong>Methods: </strong>The 2016 to 2021 National Inpatient Sample (NIS) was used to identify adult inpatients with a primary diagnosis of non-traumatic subarachnoid hemorrhage. Univariate and multivariable analyses adjusting for patient demographics, comorbidity status, and hemorrhage etiology were used to characterize statistical associations with disease-related complications. Patients with TCM were further divided into those with \"good\" or \"poor\" functional outcomes and compared.</p><p><strong>Results: </strong>A total of 42 141 patients were identified as having a subarachnoid hemorrhage from 2016 to 2021. Of these patients 486 patients (1.2%) were found to have TCM. TCM was associated with increased length of stay (19.15 ± 17.8 days vs 11.72 ± 14.4, <i>P</i> < .001), increased total costs ($451 502.59 ± 443 777.9 vs $242 327.92 ± 338 862.3, <i>P</i> < .001), increased number of days from admission to first procedure (1.74 ± 4.5 vs 1.94 ± 5.0, <i>P</i> < .001), and increased mortality (31.7% vs 22.8%, <i>P</i> < .001). After controlling for confounding factors, independent risk factors for TCM in patients with non-traumatic subarachnoid hemorrhage included: Female (Odds Ratio [OR]: 3.11, 95% Confidence Interval [CI]: 2.50-3.89, <i>P</i> < .001), Congestive Heart Failure (OR:4.60, CI:3.70-5.71, <i>P</i> < .001), and Fluid and Electrolyte Disorders (OR: 2.52, CI: 2.05-3.11, <i>P</i> < .001). Patients with good functional outcomes were found to have younger age (54.85 years ± 14.0 vs 58.14 ± 14.7, <i>P</i> < .001), decreased length of stay (17.11 ± 16.9 vs 19.83 ± 18.1, <i>P</i> < .001), decreased total charge ($370 245.94 ± 517 702.8 vs $477 366.55 ± 417 122.4, <i>P</i> < .001), and decreased mortality (<i>P</i> < .001) compared to those with poor functional outcomes.</p><p><strong>Conclusion: </strong>TCM after subarachnoid hemorrhage is associated with increased mortality, length of stay, total cost, number of procedures in patients, and number of days to first procedure. Neurosurgeons and Neurocritical care medical professionals should be aware of the comorbidities and factors associated with increased TCM after subarachnoid hemorrhage in order to improve patient outcomes.</p>","PeriodicalId":16307,"journal":{"name":"Journal of Intensive Care Medicine","volume":" ","pages":"8850666251313759"},"PeriodicalIF":3.0,"publicationDate":"2025-01-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143006852","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
Cardiac Critical Care of the Cardio-Obstetric Patient. 心脏产科病人的心脏危重监护。
IF 3 3区 医学
Journal of Intensive Care Medicine Pub Date : 2025-01-17 DOI: 10.1177/08850666241308207
Amrin Kharawala, Sanjana Nagraj, Gayatri Setia, Deborah Reynolds, Rosy Thachil
{"title":"Cardiac Critical Care of the Cardio-Obstetric Patient.","authors":"Amrin Kharawala, Sanjana Nagraj, Gayatri Setia, Deborah Reynolds, Rosy Thachil","doi":"10.1177/08850666241308207","DOIUrl":"https://doi.org/10.1177/08850666241308207","url":null,"abstract":"<p><p>Cardiovascular disease (CVD) is the leading cause of pregnancy-related mortality in the United States, with an incidence that has increased from 7.2 to 32.9 fatalities per 100,000 live births in the last 3 decades. This trend underscores the potential for an increase in the volume of admissions to cardiac intensive care units (CICUs) in the peripartum period. While congestive heart failure remains at the forefront of maternal morbidity, other life-threatening conditions include myocardial infarction (MI), hypertensive emergencies, fatal arrhythmias such as ventricular fibrillation, venous thromboembolism, aortopathies, valvular dysfunction, cardiac arrest, and cardiogenic shock. The lack of standardized guidelines to facilitate management of these conditions highlights the significant gap in medical knowledge while caring for acutely ill pregnant women. Through this comprehensive review, we highlight the most common cardiac pathologies encountered in the obstetric population and their diagnosis and contemporary management in the cardiac intensive care unit.</p>","PeriodicalId":16307,"journal":{"name":"Journal of Intensive Care Medicine","volume":" ","pages":"8850666241308207"},"PeriodicalIF":3.0,"publicationDate":"2025-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143006811","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
Factors Associated with the Initiation of Renal Replacement Therapy in Patients on VV-ECMO: A Case-Control Study. 与VV-ECMO患者开始肾脏替代治疗相关的因素:一项病例对照研究。
IF 3 3区 医学
Journal of Intensive Care Medicine Pub Date : 2025-01-17 DOI: 10.1177/08850666241309852
Robayo-Amortegui Henry, Quecano-Rosas Cesar, Perez-Garzon Michel, Muñoz-Claros Conny, Poveda-Henao Claudia
{"title":"Factors Associated with the Initiation of Renal Replacement Therapy in Patients on VV-ECMO: A Case-Control Study.","authors":"Robayo-Amortegui Henry, Quecano-Rosas Cesar, Perez-Garzon Michel, Muñoz-Claros Conny, Poveda-Henao Claudia","doi":"10.1177/08850666241309852","DOIUrl":"https://doi.org/10.1177/08850666241309852","url":null,"abstract":"<p><p><b></b> Acute Kidney Injury (AKI) is a common complication in patients with Acute Respiratory Distress Syndrome (ARDS) receiving VV-ECMO support, carrying a high risk of progression to Renal Replacement Therapy (RRT). Both AKI and RRT are linked to an increased risk of mortality. This study aims to evaluate the risk factors associated with the need for RRT in patients undergoing VV-ECMO. <b>Methods:</b> This is a retrospective case-control study involving patients on VV-ECMO therapy admitted to the intensive care unit (ICU) between 2019 and 2023. Patients on VV ECMO support, with or without RRT, were included and their severity scores and associated mortality were calculated. A multivariate logistic regression analysis was performed to assess the variable RRT using odds ratios (OR) with their corresponding confidence intervals (CI) for the outcome variables. <b>Results:</b> A total of 192 subjects were included, with a mortality rate of 39.6%. Of these, 68.7% were male, with an average ICU stay of 25.1 days and a need for RRT in 19.7% of cases. The multivariate analysis independently associated the use of vasopressors with RRT norepinephrine OR 5.61 (95% CI, 1.64-19.1) and vasopressin OR 4.64 (95% CI, 2.15-10.0)). An increase in creatinine levels before ECMO support is associated with an increased risk OR 2.21 (95% CI 1.54-3.18), and 24 h after ECMO support, the risk rises further adjusted odds ratio (AOR) 3.32 (95% IC 1.55-7.09). The accuracy of severity scores presented weak discrimination and similar behavior, except for DEOx for the primary outcome, with an AUC of 0.79 (95% CI, 0.72-0.87), and APACHE II with an AUC of 0.68 (95% CI, 0.59-0.78). <b>Conclusions:</b> The prediction of RRT in patients on VV-ECMO support was superior for DEOx, which is influenced by the use of vasopressors, creatinine levels, and platelet transfusion prior to cannulation. This could be useful for predicting early interventions in this patient population.</p>","PeriodicalId":16307,"journal":{"name":"Journal of Intensive Care Medicine","volume":" ","pages":"8850666241309852"},"PeriodicalIF":3.0,"publicationDate":"2025-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143006818","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
A Review of Emerging Evidence and Clinical Applications of Hyperbaric Oxygen Therapy. 高压氧治疗的新证据和临床应用综述。
IF 3 3区 医学
Journal of Intensive Care Medicine Pub Date : 2025-01-15 DOI: 10.1177/08850666241313136
Sakshi Hiren Patel, Juliet Joy Joseph, Tejal R Gandhi, Anita Mehta, Akshay Shah
{"title":"A Review of Emerging Evidence and Clinical Applications of Hyperbaric Oxygen Therapy.","authors":"Sakshi Hiren Patel, Juliet Joy Joseph, Tejal R Gandhi, Anita Mehta, Akshay Shah","doi":"10.1177/08850666241313136","DOIUrl":"https://doi.org/10.1177/08850666241313136","url":null,"abstract":"<p><p><b>Background:</b> Hyperbaric Oxygen Therapy (HBOT) is a medical treatment that involves administering 100% oxygen at increased atmospheric pressure to enhance oxygen delivery to tissues. Initially developed for decompression sickness, HBOT has since been utilized for a wide range of medical conditions, including severe infections, non-healing wounds, and, more recently, COVID-19. <b>Objective:</b> This review explores the historical development of HBOT, its principles, its emerging role in the management of and its outcome as treatment in COVID-19, particularly in mitigating inflammation, hypoxemia, and oxidative stress. <b>Methods:</b> A comprehensive review of the literature was conducted, analyzing case reports and case series that examined the effectiveness of HBOT in various clinical scenarios, with a focus on COVID-19. <b>Results:</b> HBOT has been shown to enhance tissue oxygenation, reduce inflammation, and modulate oxidative stress, thereby improving clinical outcomes in patients with severe COVID-19. The therapy's ability to increase dissolved oxygen levels in blood and tissues, independent of hemoglobin, makes it particularly beneficial in conditions like COVID-19, where hypoxemia and inflammation are prominent. <b>Conclusion:</b> HBOT offers a promising adjunctive treatment for severe COVID-19, with the potential to reduce mortality and improve recovery by targeting key pathophysiological processes such as hypoxemia, inflammation, and oxidative stress. Further research is warranted to optimize treatment protocols and confirm long-term benefits.</p>","PeriodicalId":16307,"journal":{"name":"Journal of Intensive Care Medicine","volume":" ","pages":"8850666241313136"},"PeriodicalIF":3.0,"publicationDate":"2025-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143006757","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
Validation of Pediatric Sequential Organ Failure Assessment (pSOFA) Scores to Predict Critical Events in the Pediatric Intensive Care Unit. 儿童顺序器官衰竭评估(pSOFA)评分预测儿科重症监护病房关键事件的有效性验证。
IF 3 3区 医学
Journal of Intensive Care Medicine Pub Date : 2025-01-09 DOI: 10.1177/08850666241307630
Colleen M Badke, Austin Wang, Latasha A Daniels, L Nelson Sanchez-Pinto
{"title":"Validation of Pediatric Sequential Organ Failure Assessment (pSOFA) Scores to Predict Critical Events in the Pediatric Intensive Care Unit.","authors":"Colleen M Badke, Austin Wang, Latasha A Daniels, L Nelson Sanchez-Pinto","doi":"10.1177/08850666241307630","DOIUrl":"https://doi.org/10.1177/08850666241307630","url":null,"abstract":"<p><strong>Objective: </strong>To determine the prognostic value of the Pediatric Sequential Organ Failure Assessment (pSOFA) to discriminate critical events, including code events and intubations, in the pediatric intensive care unit (PICU).</p><p><strong>Methods: </strong>We performed an observational cohort study of all critical events in a quaternary care PICU between 5/2020 and 4/2023. Critical events were extracted from our hospital communications platform and from the electronic health record (EHR). The pediatric sequential organ failure assessment (pSOFA) scores were prospectively calculated in real-time in our EHR every 15 min during the study period for data-driven situational awareness and were retrospectively analyzed for this study. Each encounter was divided into 6-h time blocks and we assessed the performance of the highest pSOFA score in each block at discriminating the occurrence of a critical event in the subsequent block.</p><p><strong>Results: </strong>There were 5687 unique patient encounters included in the analysis. Critical events were identified in 578 out of 169 486 time blocks (prevalence 0.3%), which included 103 code events and 498 intubation events, in 392 unique PICU encounters. The total pSOFA score in a 6-h time block was significantly associated with a subsequent code event (odds ratio [OR] 1.19, 95% CI 1.13-1.24) or intubation (OR 1.13, 95% CI 1.10-1.15). Several organ-specific pSOFA subscores were also significantly associated with the outcomes. Area under the receiver operating characteristic curve (AUROC) for the total pSOFA score was 0.67 for a code event and 0.65 for intubation. Using a pSOFA score cutoff of ≥8, the positive predictive value was 0.8% and the negative predictive value was 99.7% for any critical event.</p><p><strong>Conclusions: </strong>The pSOFA score is significantly associated with critical events in the PICU, however, it does not have adequate performance to be used for situational awareness by itself.</p>","PeriodicalId":16307,"journal":{"name":"Journal of Intensive Care Medicine","volume":" ","pages":"8850666241307630"},"PeriodicalIF":3.0,"publicationDate":"2025-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142950173","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
Transtracheal Ultrasound as a Preventive Tool for ETT Related Adverse Events and Malpositioning in the ICU. 经气管超声在ICU中预防ETT相关不良事件和移位的作用。
IF 3 3区 医学
Journal of Intensive Care Medicine Pub Date : 2025-01-09 DOI: 10.1177/08850666241296523
David Yamane, Philip Dela Cruz, Mary Heekin Wilby, Sasa Ivanovic, Mark Munoz, Katrina Hawkins, Danielle Davison
{"title":"Transtracheal Ultrasound as a Preventive Tool for ETT Related Adverse Events and Malpositioning in the ICU.","authors":"David Yamane, Philip Dela Cruz, Mary Heekin Wilby, Sasa Ivanovic, Mark Munoz, Katrina Hawkins, Danielle Davison","doi":"10.1177/08850666241296523","DOIUrl":"https://doi.org/10.1177/08850666241296523","url":null,"abstract":"<p><strong>Introduction: </strong>Endotracheal tube (ETT) malpositioning can result in a myriad of complications. Daily chest radiographs (CXR) is the gold standard in monitoring these complications. Point-of-care transtracheal ultrasound (TTUS) is an emerging imaging modality for ETT positioning. We compared ETT malpositioning related adverse events and diagnostic accuracy of ETT malpositioning of a combined TTUS and CXR surveillance protocol to CXR alone.</p><p><strong>Methods: </strong>We performed a randomized control trial of mechanically ventilated patients in an academic multidisciplinary ICU. In the intervention group, the clinical team was provided the results of the TTUS with CXR results to aid in clinical decision making. In the control group only CXR results were used. Adverse events included bronchial migration, vocal cord herniation, balloon rupture, unplanned extubation, and the development of aspiration pneumonia. Data was analyzed via Fisher's Exact Test. Sensitivity, specificity, positive and negative predictive values, and positive and negative likelihood ratios were calculated.</p>","PeriodicalId":16307,"journal":{"name":"Journal of Intensive Care Medicine","volume":" ","pages":"8850666241296523"},"PeriodicalIF":3.0,"publicationDate":"2025-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142950165","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
Critical Care Management of Acute Pulmonary Embolism. 急性肺栓塞的重症监护管理。
IF 3 3区 医学
Journal of Intensive Care Medicine Pub Date : 2025-01-09 DOI: 10.1177/08850666241311512
Eugene Yuriditsky, Mads Dam Lyhne, James M Horowitz, David M Dudzinski
{"title":"Critical Care Management of Acute Pulmonary Embolism.","authors":"Eugene Yuriditsky, Mads Dam Lyhne, James M Horowitz, David M Dudzinski","doi":"10.1177/08850666241311512","DOIUrl":"https://doi.org/10.1177/08850666241311512","url":null,"abstract":"<p><p>The unprimed right ventricle is exquisitely sensitive to acute elevations in afterload. High pulmonary vascular tone incurred with acute pulmonary embolism has the potential to induce obstructive shock and circulatory collapse. While emergent pulmonary reperfusion is essential in severe circumstances, an important subset of pulmonary embolism patients may exhibit a less extreme presentation posing a management dilemma. As intensive care therapies have the potential to both salvage and harm the failing right ventricle, a keen understanding of the pathophysiology is requisite in the care of the contemporary patient with hemodynamically significant pulmonary embolism. Here, we review right ventricular pathophysiology, an approach to risk stratification, and offer guidance on the medical and mechanical supportive and therapeutic strategies for the critically ill patient with acute pulmonary embolism.</p>","PeriodicalId":16307,"journal":{"name":"Journal of Intensive Care Medicine","volume":" ","pages":"8850666241311512"},"PeriodicalIF":3.0,"publicationDate":"2025-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142950232","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
Implementation of a Checklist Tool to Improve Understanding of Rapid Response Team Protocols. 实施清单工具以提高对快速反应小组协议的理解。
IF 3 3区 医学
Journal of Intensive Care Medicine Pub Date : 2025-01-09 DOI: 10.1177/08850666241309860
Maria C Pliakas, Erin F Carlton, Sarah Brennan, Diane Brown, Laura Getchell, Debra O'Neal, Kayla B Phelps, Rebekah Shaw, Courtney Strohacker, Anisha K Coughlin
{"title":"Implementation of a Checklist Tool to Improve Understanding of Rapid Response Team Protocols.","authors":"Maria C Pliakas, Erin F Carlton, Sarah Brennan, Diane Brown, Laura Getchell, Debra O'Neal, Kayla B Phelps, Rebekah Shaw, Courtney Strohacker, Anisha K Coughlin","doi":"10.1177/08850666241309860","DOIUrl":"https://doi.org/10.1177/08850666241309860","url":null,"abstract":"<p><p><b>Background and Objectives:</b> Rapid response teams (RRT) are multidisciplinary teams activated to assess patients outside of the Intensive Care Unit (ICU) and require a shared framework for approaching a deteriorating patient. In this project, we aimed to improve the understanding of RRT protocols through the development and implementation of the RRT Huddle Checklist. <b>Methods:</b> This quality improvement project took place from 2019 to 2022. A multidisciplinary workgroup conducted a current state analysis and defined the ideal RRT process. To improve the RRT process, we developed and implemented an RRT Huddle Checklist based on the SBAR framework, standardized education, and created a process for regular feedback. The primary aim was to improve understanding of RRT protocols among participants. RRT duration was used as a balancing measure. <b>Results:</b> A total of 301 stakeholders completed surveys, including 127 nurses, 101 residents, 45 RRT nurses, 10 Hospital Medicine faculty and fellows, and 18 PICU fellows. After implementation of the RRT Huddle Checklist, the proportion of respondents who agreed with knowing RRT protocols increased from 69% in 2020 to 75% in 2022, with no increase in RRT duration. <b>Conclusions:</b> The implementation of the RRT Huddle Checklist resulted in an increased proportion of key stakeholders that understood RRT protocols without increasing the duration of RRTs. The RRT Huddle Checklist tool utilizes a widely known, validated framework that can be adapted at other institutions to standardize the RRT process and promote ongoing just-in-time education.</p>","PeriodicalId":16307,"journal":{"name":"Journal of Intensive Care Medicine","volume":" ","pages":"8850666241309860"},"PeriodicalIF":3.0,"publicationDate":"2025-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142950233","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
Machine Learning Approach for Sepsis Risk Assessment in Ischemic Stroke Patients. 缺血性脑卒中患者脓毒症风险评估的机器学习方法。
IF 3 3区 医学
Journal of Intensive Care Medicine Pub Date : 2025-01-09 DOI: 10.1177/08850666241308195
Fengkai Mao, Leqing Lin, Dongcheng Liang, Weiling Cheng, Ning Zhang, Ji Li, Siming Wu
{"title":"Machine Learning Approach for Sepsis Risk Assessment in Ischemic Stroke Patients.","authors":"Fengkai Mao, Leqing Lin, Dongcheng Liang, Weiling Cheng, Ning Zhang, Ji Li, Siming Wu","doi":"10.1177/08850666241308195","DOIUrl":"https://doi.org/10.1177/08850666241308195","url":null,"abstract":"<p><strong>Background: </strong>Ischemic stroke is a critical neurological condition, with infection representing a significant aspect of its clinical management. Sepsis, a life-threatening organ dysfunction resulting from infection, is among the most dangerous complications in the intensive care unit (ICU). Currently, no model exists to predict the onset of sepsis in ischemic stroke patients. This study aimed to develop the first predictive model for sepsis in ischemic stroke patients using data from the MIMIC-IV database, leveraging machine learning techniques.</p><p><strong>Methods: </strong>A total of 2238 adult patients with a diagnosis of ischemic stroke, admitted to the ICU for the first time, were included from the MIMIC-IV database. The outcome of interest was the development of sepsis. Model development adhered to the TRIPOD guidelines. Feature selection was performed using Least Absolute Shrinkage and Selection Operator (LASSO) regression, identifying 28 key variables. Multiple machine learning algorithms, including logistic regression, k-nearest neighbors, support vector machines, decision trees, and XGBoost, were trained and internally validated. Performance metrics were assessed, and XGBoost was selected as the optimal model. The SHAP method was used to interpret the XGBoost model, revealing the impact of individual features on predictions. The model was also deployed on a user-friendly platform for practical use in clinical settings.</p><p><strong>Results: </strong>The XGBoost model demonstrated superior performance in the validation set, achieving an area under the curve (AUC) of 0.863 and offering greater net benefit compared to other models. SHAP analysis identified key factors influencing sepsis risk, including the use of invasive mechanical ventilation on the first day, excessive body weight, a Glasgow Coma Scale verbal score below 3, age, and elevated body temperature (>37.5 °C). A user interface had been developed to enable clinicians to easily access and utilize the model.</p><p><strong>Conclusions: </strong>This study developed the first machine learning-based model to predict sepsis in ischemic stroke patients. The model exhibited high accuracy and holds potential as a clinical decision support tool, enabling earlier identification of high-risk patients and facilitating preventive measures to reduce sepsis incidence and mortality in this population.</p>","PeriodicalId":16307,"journal":{"name":"Journal of Intensive Care Medicine","volume":" ","pages":"8850666241308195"},"PeriodicalIF":3.0,"publicationDate":"2025-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142950235","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
Oxygen Targets for Mechanically Ventilated Adults with Sepsis: Secondary Analysis of the PILOT Trial. 机械通气成人脓毒症患者的氧靶:PILOT试验的二次分析。
IF 3 3区 医学
Journal of Intensive Care Medicine Pub Date : 2025-01-09 DOI: 10.1177/08850666241299378
Jack C Shapiro, Jonathan D Casey, Edward T Qian, Kevin P Seitz, Li Wang, Bradley D Lloyd, Joanna L Stollings, Robert E Freundlich, Wesley H Self, Todd W Rice, Jonathan P Wanderer, Matthew W Semler
{"title":"Oxygen Targets for Mechanically Ventilated Adults with Sepsis: Secondary Analysis of the PILOT Trial.","authors":"Jack C Shapiro, Jonathan D Casey, Edward T Qian, Kevin P Seitz, Li Wang, Bradley D Lloyd, Joanna L Stollings, Robert E Freundlich, Wesley H Self, Todd W Rice, Jonathan P Wanderer, Matthew W Semler","doi":"10.1177/08850666241299378","DOIUrl":"https://doi.org/10.1177/08850666241299378","url":null,"abstract":"<p><strong>Background: </strong>Patients with sepsis frequently require invasive mechanical ventilation. How oxygenation during mechanical ventilation affects clinical outcomes for patients with sepsis remains uncertain.</p><p><strong>Research question: </strong>To evaluate the effects of different oxygen saturation targets on clinical outcomes for patients with sepsis receiving mechanical ventilation.</p><p><strong>Study design and methods: </strong>We performed a secondary analysis of the <u>P</u>ragmatic <u>I</u>nvestigation of optima<u>L</u> <u>O</u>xygen <u>T</u>argets (PILOT) trial dataset among patients who met criteria for sepsis by the Sepsis-3 definition at the time of enrollment. We compared patients randomized to a lower oxygen saturation target (90%; range, 88-92%), an intermediate target (94%; range, 92-96%), and a higher target (98%; range, 96-100%) with regard to the outcomes of 28-day in-hospital mortality and ventilator-free days to study day 28.</p><p><strong>Results: </strong>Of 2541 patients in the PILOT dataset, 805 patients with sepsis were included in the current analysis. In-hospital mortality by day 28 did not differ significantly between the lower target group (48%; 95% confidence interval [CI], 42% to 54%), the intermediate target group (50%; 95% CI, 43% to 56%), and the higher target group (51%; 95% CI, 45% to 56%) (P = 0.83). The number of ventilator-free days to day 28 did not significantly differ between the trial groups, with a mean of 9.9 (standard deviation [SD], 11.8) in the lower oxygen saturation target group, 9.5 (SD, 11.2) in the intermediate group, and 9.4 (SD, 11.4) in the higher group (P = 0.65).</p><p><strong>Interpretation: </strong>Among mechanically ventilated patients with sepsis in a large, randomized trial, the incidence of 28-day in-hospital mortality was not statistically significantly different between the use of a lower, intermediate, or higher oxygen target. However, the confidence intervals included treatment effects that would be clinically meaningfully and further randomized trials of oxygen targets in sepsis are required.</p><p><strong>Referenced trial name: </strong>Pragmatic Investigation of optimaL Oxygen Targets Trial (PILOT)ClinicalTrials.gov number NCT03537937URL: https://clinicaltrials.gov/study/NCT03537937.</p>","PeriodicalId":16307,"journal":{"name":"Journal of Intensive Care Medicine","volume":" ","pages":"8850666241299378"},"PeriodicalIF":3.0,"publicationDate":"2025-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142950236","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}
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