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Best Practices in Telecritical Care: Expert Consensus Recommendations From the Telecritical Care Collaborative Network. 远程重症监护的最佳实践:远程重症监护协作网络的专家共识建议。
IF 7.7 1区 医学 Q1 CRITICAL CARE MEDICINE Pub Date : 2024-11-01 Epub Date: 2024-09-17 DOI: 10.1097/CCM.0000000000006418
Benjamin K Scott, Jaspal Singh, Marilyn Hravnak, Sonia S Everhart, Donna Lee Armaignac, Theresa M Davis, Matthew R Goede, Sai Praveen Haranath, Christina M Kordik, Krzysztof Laudanski, Peter A Pappas, Subhash Patel, Teresa A Rincon, Elizabeth A Scruth, Sanjay Subramanian, Israel Villanueva, Lisa-Mae Williams, Rodney Wilson, Jeremy C Pamplin

Objectives: Telecritical care (TCC) refers to the delivery of critical care using telehealth technologies. Despite increasing utilization, significant practice variation exists and literature regarding efficacy remains sparse. The Telecritical Care Collaborative Network sought to provide expert, consensus-based best practice recommendations for the design and delivery of TCC.

Design: We used a modified Delphi methodology. Following literature review, an oversight panel identified core domains and developed declarative statements for review by an expert voting panel. During three voting rounds, voters agreed or disagreed with statements and provided open-ended feedback, which the oversight panel used to revise statements. Statements met criteria for consensus when accepted by greater than or equal to 85% of voters.

Setting/subjects: The oversight panel included 18 multidisciplinary members of the TCC Collaborative Network, and the voting panel included 32 invited experts in TCC, emphasizing diversity of discipline, care delivery models, and geography.

Interventions: None.

Measurements and main results: We identified ten core domains: definitions/terminology; care delivery models; staffing and coverage models; technological considerations; ergonomics and workplace safety; licensing, credentialing, and certification; trust and relationship building; quality, safety, and efficiency, research agenda; and advocacy, leading to 79 practice statements. Of 79 original statements, 67 were accepted in round 1. After revision, nine were accepted in round 2 and two in round 3 (two statements were merged). In total, 78 practice statements achieved expert consensus.

Conclusions: These expert consensus recommendations cover a broad range of topics relevant to delivery of TCC. Experts agreed that TCC is most effective when delivered by care teams with specific expertise and by programs with explicit protocols focusing on effective communication, technical reliability, and real-time availability. Interventions should be tailored to local conditions. Although further research is needed to guide future best practice statements, these results provide valuable and actionable recommendations for the delivery of high-quality TCC.

目的:远程重症监护(TCC)是指利用远程医疗技术提供重症监护服务。尽管使用率在不断提高,但实践中仍存在很大差异,有关疗效的文献仍然很少。远程重症监护协作网络试图为远程重症监护的设计和实施提供基于专家共识的最佳实践建议:设计:我们采用了改良的德尔菲方法。在对文献进行审查后,监督小组确定了核心领域,并制定了声明陈述供专家投票小组审查。在三轮投票中,投票人同意或不同意声明,并提供开放式反馈,监督小组利用这些反馈修改声明。当超过或等于 85% 的投票者接受声明时,声明即符合达成共识的标准:监督小组包括 18 名 TCC 协作网络的多学科成员,投票小组包括 32 名受邀的 TCC 专家,强调学科、医疗服务模式和地域的多样性:干预措施:无:我们确定了十个核心领域:定义/术语;护理提供模式;人员配备和覆盖模式;技术考虑因素;人体工程学和工作场所安全;许可、资质和认证;信任和关系建设;质量、安全和效率、研究议程;以及宣传,最终形成了 79 项实践声明。在 79 份原始声明中,67 份在第一轮中被采纳,经过修订,9 份在第二轮中被采纳,2 份在第三轮中被采纳(2 份声明被合并)。共有 78 份实践声明达成了专家共识:这些专家共识建议涵盖了与提供 TCC 相关的广泛主题。专家们一致认为,由具有特定专业知识的护理团队和具有明确协议的项目提供的 TCC 最为有效,协议的重点是有效沟通、技术可靠性和实时可用性。干预措施应符合当地条件。虽然还需要进一步的研究来指导未来的最佳实践声明,但这些研究结果为提供高质量的 TCC 提供了宝贵且可行的建议。
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引用次数: 0
To Home-Routine-Sleep, or Not to Home-Routine-Sleep: That Is the Intensive Care Question. 在家常规睡眠,还是不在家常规睡眠:这就是特护问题。
IF 7.7 1区 医学 Q1 CRITICAL CARE MEDICINE Pub Date : 2024-11-01 Epub Date: 2024-10-15 DOI: 10.1097/CCM.0000000000006422
George Briassoulis, Panagiotis Briassoulis
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引用次数: 0
Parental Perspectives From the Survey of Sleep Quality in the PICU Validation Study on Environmental Factors Causing Sleep Disruption in Critically Ill Children. 重症监护病房睡眠质量调查》关于导致重症儿童睡眠中断的环境因素的验证研究中家长的观点。
IF 7.7 1区 医学 Q1 CRITICAL CARE MEDICINE Pub Date : 2024-11-01 Epub Date: 2024-09-13 DOI: 10.1097/CCM.0000000000006403
Amanda B Hassinger, Kalgi Mody, Simon Li, Lauren K Flagg, E Vincent S Faustino, Sapna R Kudchadkar, Ryan K Breuer

Objectives: Sleep promotion bundles being tested in PICUs use elements adapted from adult bundles. As children may react differently than adults in ICU environments, this study investigated what parents report disrupted the sleep of their child in a PICU.

Design: Secondary analysis of a multicenter validation study of the Survey of Sleep quality in the PICU.

Setting: Four Northeastern U.S. PICUs, one hospital-based pediatric sleep laboratory.

Patients: Parents sleeping at the bedside of a child in the PICU or hospital-based sleep laboratory.

Interventions: Anonymous one-time survey eliciting parts of hospital or ICU environments that have been described as disruptive to sleep in validated adult ICU and pediatric inpatient questionnaires.

Measurements and main results: Level of sleep disruption was scored by Likert scale, with higher scores indicating more disruption. Age, demographics, baseline sleep, and PICU exposures were used to describe causes of sleep disruption in a PICU. Of 152 PICU parents, 71% of their children's sleep was disrupted significantly by at least one aspect of being in the PICU. The most prevalent were "being in pain or uncomfortable because they are sick" (38%), "not sleeping at home" (30%), "alarms on machines" (28%), and "not sleeping on their home schedule" (26%). Only 5% were disrupted by excessive nocturnal light exposure. Overall sleep disruption was not different across four PICUs or in those receiving sedation. The validation study control group, healthy children undergoing polysomnography, had less sleep disruption than those in a PICU despite sleeping in a hospital-based sleep laboratory.

Conclusions: There are multiple aspects of critical care environments that affect the sleep of children, which are different from that of adults, such as disruption to home schedules. Future interventional sleep promotion bundles should include sedated children and could be applicable in multicenter settings.

目标:儿童重症监护病房正在测试的睡眠促进捆绑方案使用了从成人捆绑方案改编而来的元素。由于儿童在重症监护病房环境中的反应可能与成人不同,因此本研究调查了家长反映的影响儿童在重症监护病房睡眠的因素:设计:PICU 睡眠质量调查多中心验证研究的二次分析:美国东北部四所重症监护病房和一所医院儿科睡眠实验室:患者:在儿童重症监护病房或医院睡眠实验室中睡在患儿床边的家长:一次性匿名调查,在成人重症监护病房和儿科住院病人的有效问卷中列出医院或重症监护病房环境中影响睡眠的部分:睡眠干扰程度采用李克特量表进行评分,得分越高表示干扰程度越严重。年龄、人口统计学、基线睡眠和重症监护病房的暴露情况被用来描述重症监护病房睡眠紊乱的原因。在 152 名 PICU 家长中,71% 的孩子的睡眠受到了 PICU 中至少一个方面的严重干扰。最普遍的原因是 "因为生病而感到疼痛或不舒服"(38%)、"不能在家里睡觉"(30%)、"机器上的警报"(28%)和 "不能按照家里的时间表睡觉"(26%)。只有 5%的人是因为夜间光线过强而导致睡眠中断。在四所儿童重症监护病房和接受镇静剂治疗的儿童中,睡眠中断的总体情况并无不同。验证研究的对照组是接受多导睡眠图检查的健康儿童,尽管他们是在医院的睡眠实验室中睡眠,但他们的睡眠干扰程度低于重症监护病房的儿童:危重症护理环境的多个方面都会影响儿童的睡眠,这一点与成人不同,例如家庭时间安排的干扰。未来的干预性睡眠促进捆绑方案应包括使用镇静剂的儿童,并可适用于多中心环境。
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引用次数: 0
Moderate IV Fluid Resuscitation Is Associated With Decreased Sepsis Mortality. 适度静脉输液复苏可降低败血症死亡率。
IF 7.7 1区 医学 Q1 CRITICAL CARE MEDICINE Pub Date : 2024-11-01 Epub Date: 2024-08-23 DOI: 10.1097/CCM.0000000000006394
Keith A Corl, Mitchell M Levy, Andre L Holder, Ivor S Douglas, Walter T Linde-Zwirble, Aftab Alam

Objectives: Significant practice variation exists in the amount of resuscitative IV fluid given to patients with sepsis. Current research suggests equipoise between a tightly restrictive or more liberal strategy but data is lacking on a wider range of resuscitation practices. We sought to examine the relationship between a wide range of fluid resuscitation practices and sepsis mortality and then identify the primary driver of this practice variation.

Design: Retrospective analysis of the Premier Healthcare Database.

Setting: Six hundred twelve U.S. hospitals.

Patients: Patients with sepsis and septic shock admitted from the emergency department to the ICU from January 1, 2016, to December 31, 2019.

Interventions: The volume of resuscitative IV fluid administered before the end of hospital day- 1 and mortality.

Measurements and main results: In total, 190,682 patients with sepsis and septic shock were included in the analysis. Based upon patient characteristics and illness severity, we predicted that physicians should prescribe patients with sepsis a narrow mean range of IV fluid (95% range, 3.6-4.5 L). Instead, we observed wide variation in the mean IV fluids administered (95% range, 1.7-7.4 L). After splitting the patients into five groups based upon attending physician practice, we observed patients in the moderate group (4.0 L; interquartile range [IQR], 2.4-5.1 L) experienced a 2.5% reduction in risk-adjusted mortality compared with either the very low (1.6 L; IQR, 1.0-2.5 L) or very high (6.1 L; IQR, 4.0-9.0 L) fluid groups p < 0.01). An analysis of within- and between-hospital IV fluid resuscitation practices showed that physician variation within hospitals instead of practice differences between hospitals accounts for the observed variation.

Conclusions: Individual physician practice drives excess variation in the amount of IV fluid given to patients with sepsis. A moderate approach to IV fluid resuscitation is associated with decreased sepsis mortality and should be tested in future randomized controlled trials.

目的:脓毒症患者的静脉注射液复苏量在实践中存在很大差异。目前的研究表明,在严格限制性策略和更为宽松的策略之间存在平衡,但缺乏有关更广泛复苏实践的数据。我们试图研究各种液体复苏方法与败血症死亡率之间的关系,然后找出造成这种方法差异的主要原因:设计:对 Premier Healthcare 数据库进行回顾性分析:患者: 败血症和脓毒症患者患者:2016年1月1日至2019年12月31日期间从急诊科入住重症监护室的脓毒症和脓毒性休克患者:干预措施:住院第1天结束前的复苏静脉输液量和死亡率:共有190682名脓毒症和脓毒性休克患者纳入分析。根据患者特征和病情严重程度,我们预测医生应为脓毒症患者开出的静脉输液量平均范围较窄(95% 范围,3.6-4.5 升)。相反,我们观察到平均静脉输液量差异很大(95% 范围为 1.7-7.4 升)。根据主治医生的做法将患者分成五组后,我们观察到中度组(4.0 升;四分位数间距 [IQR],2.4-5.1 升)患者的风险调整后死亡率比低度组(1.6 升;IQR,1.0-2.5 升)或高度组(6.1 升;IQR,4.0-9.0 升)降低了 2.5%(P < 0.01)。对医院内和医院间静脉输液复苏实践的分析表明,造成观察到的差异的原因是医院内医生的差异,而不是医院间的实践差异:结论:脓毒症患者静脉输液量的过度变化是由医生的个体差异造成的。静脉输液复苏的适度方法与败血症死亡率的降低有关,应在未来的随机对照试验中进行测试。
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引用次数: 0
Epinephrine Dosing Intervals Are Associated With Pediatric In-Hospital Cardiac Arrest Outcomes: A Multicenter Study: Erratum. 肾上腺素给药间隔与小儿院内心脏骤停结果有关:一项多中心研究:勘误。
IF 7.7 1区 医学 Q1 CRITICAL CARE MEDICINE Pub Date : 2024-11-01 Epub Date: 2024-10-15 DOI: 10.1097/CCM.0000000000006431
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引用次数: 0
Noninvasive Ventilation in Immunosuppressed Patients, a Bad Idea? Really? 免疫抑制患者的无创通气是个坏主意?真的吗?
IF 7.7 1区 医学 Q1 CRITICAL CARE MEDICINE Pub Date : 2024-11-01 Epub Date: 2024-10-15 DOI: 10.1097/CCM.0000000000006430
Madeleine Scrivener, Xavier Wittebole
{"title":"Noninvasive Ventilation in Immunosuppressed Patients, a Bad Idea? Really?","authors":"Madeleine Scrivener, Xavier Wittebole","doi":"10.1097/CCM.0000000000006430","DOIUrl":"https://doi.org/10.1097/CCM.0000000000006430","url":null,"abstract":"","PeriodicalId":10765,"journal":{"name":"Critical Care Medicine","volume":"52 11","pages":"1806-1809"},"PeriodicalIF":7.7,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142459876","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Modulation of Metabolomic Profile in Sepsis According to the State of Immune Activation. 根据免疫激活状态调节败血症的代谢组谱
IF 7.7 1区 医学 Q1 CRITICAL CARE MEDICINE Pub Date : 2024-11-01 Epub Date: 2024-08-23 DOI: 10.1097/CCM.0000000000006391
Eleftheria Kranidioti, Isis Ricaño-Ponce, Nikolaos Antonakos, Evdoxia Kyriazopoulou, Antigone Kotsaki, Iraklis Tsangaris, Dimitra Markopoulou, Nikoleta Rovina, Eleni Antoniadou, Ioannis Koutsodimitropoulos, George N Dalekos, Glykeria Vlachogianni, Karolina Akinosoglou, Vasilios Koulouras, Apostolos Komnos, Theano Kontopoulou, George Dimopoulos, Mihai G Netea, Vinod Kumar, Evangelos J Giamarellos-Bourboulis

Objective: To investigate the metabolomic profiles associated with different immune activation states in sepsis patients.

Design: Subgroup analysis of the PROVIDE (a Personalized Randomized trial of Validation and restoration of Immune Dysfunction in severe infections and Sepsis) prospective clinical study.

Setting: Results of the PROVIDE study showed that patients with sepsis may be classified into three states of immune activation: 1) macrophage-activation-like syndrome (MALS) characterized by hyperinflammation, sepsis-induced immunoparalysis, and 3) unclassified or intermediate patients without severe immune dysregulation.

Patients or subjects: Two hundred ten patients from 14 clinical sites in Greece meeting the Sepsis-3 definitions with lung infection, acute cholangitis, or primary bacteremia.

Interventions: During our comparison, we did not perform any intervention.

Measurements and main results: Untargeted metabolomics analysis was performed on plasma samples from 210 patients (a total of 1394 products). Differential abundance analysis identified 221 significantly different metabolites across the immune states. Metabolites were enriched in pathways related to ubiquinone biosynthesis, tyrosine metabolism, and tryptophan metabolism when comparing MALS to immunoparalysis and unclassified patients. When comparing MALS to unclassified, 312 significantly different metabolites were found, and pathway analysis indicated enrichment in multiple pathways. Comparing immunoparalysis to unclassified patients revealed only two differentially regulated metabolites.

Conclusions: Findings suggest distinct metabolic dysregulation patterns associated with different immune dysfunctions in sepsis: the strongest metabolic dysregulation is associated with MALS.

目的研究与败血症患者不同免疫激活状态相关的代谢组学特征:PROVIDE(重症感染和脓毒症免疫功能失调的验证和恢复的个性化随机试验)前瞻性临床研究的分组分析:PROVIDE研究结果显示,败血症患者可分为三种免疫激活状态:1)以炎症亢进为特征的巨噬细胞活化样综合征(MALS);2)脓毒症诱发的免疫麻痹;3)未分类或无严重免疫失调的中间型患者:来自希腊 14 个临床机构的 210 名符合败血症-3 定义的肺部感染、急性胆管炎或原发性菌血症患者:在比较过程中,我们没有采取任何干预措施:对 210 名患者的血浆样本(共 1394 个产物)进行了非靶向代谢组学分析。差异丰度分析确定了221种在不同免疫状态下有显著差异的代谢物。当将 MALS 与免疫分析和未分类患者进行比较时,代谢物富集在与泛醌生物合成、酪氨酸代谢和色氨酸代谢相关的通路中。当将 MALS 与未分类患者进行比较时,发现有 312 种代谢物存在显著差异,而通路分析表明在多个通路中存在富集。将免疫分析法与未分类患者进行比较,发现只有两种代谢物受到不同的调控:结论:研究结果表明,脓毒症患者的代谢失调模式与不同的免疫功能障碍有关:最强的代谢失调与 MALS 有关。
{"title":"Modulation of Metabolomic Profile in Sepsis According to the State of Immune Activation.","authors":"Eleftheria Kranidioti, Isis Ricaño-Ponce, Nikolaos Antonakos, Evdoxia Kyriazopoulou, Antigone Kotsaki, Iraklis Tsangaris, Dimitra Markopoulou, Nikoleta Rovina, Eleni Antoniadou, Ioannis Koutsodimitropoulos, George N Dalekos, Glykeria Vlachogianni, Karolina Akinosoglou, Vasilios Koulouras, Apostolos Komnos, Theano Kontopoulou, George Dimopoulos, Mihai G Netea, Vinod Kumar, Evangelos J Giamarellos-Bourboulis","doi":"10.1097/CCM.0000000000006391","DOIUrl":"10.1097/CCM.0000000000006391","url":null,"abstract":"<p><strong>Objective: </strong>To investigate the metabolomic profiles associated with different immune activation states in sepsis patients.</p><p><strong>Design: </strong>Subgroup analysis of the PROVIDE (a Personalized Randomized trial of Validation and restoration of Immune Dysfunction in severe infections and Sepsis) prospective clinical study.</p><p><strong>Setting: </strong>Results of the PROVIDE study showed that patients with sepsis may be classified into three states of immune activation: 1) macrophage-activation-like syndrome (MALS) characterized by hyperinflammation, sepsis-induced immunoparalysis, and 3) unclassified or intermediate patients without severe immune dysregulation.</p><p><strong>Patients or subjects: </strong>Two hundred ten patients from 14 clinical sites in Greece meeting the Sepsis-3 definitions with lung infection, acute cholangitis, or primary bacteremia.</p><p><strong>Interventions: </strong>During our comparison, we did not perform any intervention.</p><p><strong>Measurements and main results: </strong>Untargeted metabolomics analysis was performed on plasma samples from 210 patients (a total of 1394 products). Differential abundance analysis identified 221 significantly different metabolites across the immune states. Metabolites were enriched in pathways related to ubiquinone biosynthesis, tyrosine metabolism, and tryptophan metabolism when comparing MALS to immunoparalysis and unclassified patients. When comparing MALS to unclassified, 312 significantly different metabolites were found, and pathway analysis indicated enrichment in multiple pathways. Comparing immunoparalysis to unclassified patients revealed only two differentially regulated metabolites.</p><p><strong>Conclusions: </strong>Findings suggest distinct metabolic dysregulation patterns associated with different immune dysfunctions in sepsis: the strongest metabolic dysregulation is associated with MALS.</p>","PeriodicalId":10765,"journal":{"name":"Critical Care Medicine","volume":"52 11","pages":"e536-e544"},"PeriodicalIF":7.7,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142459875","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
The Impact of Multi-Institution Datasets on the Generalizability of Machine Learning Prediction Models in the ICU. 多机构数据集对重症监护病房机器学习预测模型通用性的影响。
IF 7.7 1区 医学 Q1 CRITICAL CARE MEDICINE Pub Date : 2024-11-01 Epub Date: 2024-07-03 DOI: 10.1097/CCM.0000000000006359
Patrick Rockenschaub, Adam Hilbert, Tabea Kossen, Paul Elbers, Falk von Dincklage, Vince Istvan Madai, Dietmar Frey

Objectives: To evaluate the transferability of deep learning (DL) models for the early detection of adverse events to previously unseen hospitals.

Design: Retrospective observational cohort study utilizing harmonized intensive care data from four public datasets.

Setting: ICUs across Europe and the United States.

Patients: Adult patients admitted to the ICU for at least 6 hours who had good data quality.

Interventions: None.

Measurements and main results: Using carefully harmonized data from a total of 334,812 ICU stays, we systematically assessed the transferability of DL models for three common adverse events: death, acute kidney injury (AKI), and sepsis. We tested whether using more than one data source and/or algorithmically optimizing for generalizability during training improves model performance at new hospitals. We found that models achieved high area under the receiver operating characteristic (AUROC) for mortality (0.838-0.869), AKI (0.823-0.866), and sepsis (0.749-0.824) at the training hospital. As expected, AUROC dropped when models were applied at other hospitals, sometimes by as much as -0.200. Using more than one dataset for training mitigated the performance drop, with multicenter models performing roughly on par with the best single-center model. Dedicated methods promoting generalizability did not noticeably improve performance in our experiments.

Conclusions: Our results emphasize the importance of diverse training data for DL-based risk prediction. They suggest that as data from more hospitals become available for training, models may become increasingly generalizable. Even so, good performance at a new hospital still depended on the inclusion of compatible hospitals during training.

目的评估用于早期检测不良事件的深度学习(DL)模型对以前未见过的医院的可转移性:利用来自四个公共数据集的统一重症监护数据进行回顾性观察队列研究:欧洲和美国的重症监护病房:干预措施:无:测量和主要结果利用经过仔细协调的 334,812 次 ICU 住院数据,我们系统地评估了 DL 模型对三种常见不良事件(死亡、急性肾损伤 (AKI) 和败血症)的可转移性。我们测试了在训练过程中使用一个以上的数据源和/或对通用性进行算法优化是否能提高模型在新医院的表现。我们发现,在培训医院,模型在死亡率(0.838-0.869)、AKI(0.823-0.866)和败血症(0.749-0.824)方面的接收者操作特征下面积(AUROC)较高。不出所料,当模型应用于其他医院时,AUROC 会下降,有时降幅高达-0.200。使用多个数据集进行训练可缓解性能下降,多中心模型的性能与最佳单中心模型大致相当。在我们的实验中,促进通用性的专用方法并没有明显提高性能:我们的结果强调了多样化的训练数据对基于 DL 的风险预测的重要性。这些结果表明,随着更多医院的数据可用于训练,模型的通用性可能会越来越强。即便如此,新医院的良好表现仍然取决于训练过程中是否包含了兼容的医院。
{"title":"The Impact of Multi-Institution Datasets on the Generalizability of Machine Learning Prediction Models in the ICU.","authors":"Patrick Rockenschaub, Adam Hilbert, Tabea Kossen, Paul Elbers, Falk von Dincklage, Vince Istvan Madai, Dietmar Frey","doi":"10.1097/CCM.0000000000006359","DOIUrl":"10.1097/CCM.0000000000006359","url":null,"abstract":"<p><strong>Objectives: </strong>To evaluate the transferability of deep learning (DL) models for the early detection of adverse events to previously unseen hospitals.</p><p><strong>Design: </strong>Retrospective observational cohort study utilizing harmonized intensive care data from four public datasets.</p><p><strong>Setting: </strong>ICUs across Europe and the United States.</p><p><strong>Patients: </strong>Adult patients admitted to the ICU for at least 6 hours who had good data quality.</p><p><strong>Interventions: </strong>None.</p><p><strong>Measurements and main results: </strong>Using carefully harmonized data from a total of 334,812 ICU stays, we systematically assessed the transferability of DL models for three common adverse events: death, acute kidney injury (AKI), and sepsis. We tested whether using more than one data source and/or algorithmically optimizing for generalizability during training improves model performance at new hospitals. We found that models achieved high area under the receiver operating characteristic (AUROC) for mortality (0.838-0.869), AKI (0.823-0.866), and sepsis (0.749-0.824) at the training hospital. As expected, AUROC dropped when models were applied at other hospitals, sometimes by as much as -0.200. Using more than one dataset for training mitigated the performance drop, with multicenter models performing roughly on par with the best single-center model. Dedicated methods promoting generalizability did not noticeably improve performance in our experiments.</p><p><strong>Conclusions: </strong>Our results emphasize the importance of diverse training data for DL-based risk prediction. They suggest that as data from more hospitals become available for training, models may become increasingly generalizable. Even so, good performance at a new hospital still depended on the inclusion of compatible hospitals during training.</p>","PeriodicalId":10765,"journal":{"name":"Critical Care Medicine","volume":" ","pages":"1710-1721"},"PeriodicalIF":7.7,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11469625/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141491225","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Direct Laryngoscopy Versus Video Laryngoscopy for Intubation in Critically Ill Patients: A Systematic Review, Meta-Analysis, and Trial Sequential Analysis of Randomized Trials. 直接喉镜与视频喉镜在重症患者插管中的应用:随机试验的系统回顾、元分析和试验顺序分析》。
IF 7.7 1区 医学 Q1 CRITICAL CARE MEDICINE Pub Date : 2024-11-01 Epub Date: 2024-09-18 DOI: 10.1097/CCM.0000000000006402
Garrett G McDougall, Holden Flindall, Ben Forestell, Devan Lakhanpal, Jessica Spence, Daniel Cordovani, Sameer Sharif, Bram Rochwerg

Objectives: Given the uncertainty regarding the optimal approach to laryngoscopy for the intubation of critically ill adult patients, we conducted a systematic review and meta-analysis to compare video laryngoscopy (VL) vs. direct laryngoscopy (DL) for intubation in emergency department and ICU patients.

Data sources: We searched MEDLINE, PubMed, Embase, Cochrane Library, and unpublished sources, from inception to February 27, 2024.

Study selection: We included randomized controlled trials (RCTs) of critically ill adult patients randomized to VL compared with DL for endotracheal intubation.

Data extraction: Reviewers screened abstracts, full texts, and extracted data independently and in duplicate. We pooled data using a random-effects model, assessed risk of bias using the modified Cochrane tool and certainty of evidence using the Grading Recommendations Assessment, Development, and Evaluation approach. We pre-registered the protocol on PROSPERO (CRD42023469945).

Data synthesis: We included 20 RCTs ( n = 4569 patients). Compared with DL, VL probably increases first pass success (FPS) (relative risk [RR], 1.13; 95% CI, 1.06-1.21; moderate certainty) and probably decreases esophageal intubations (RR, 0.47; 95% CI, 0.27-0.82; moderate certainty). VL may result in fewer aspiration events (RR, 0.74; 95% CI, 0.51-1.09; low certainty) and dental injuries (RR, 0.46; 95% CI, 0.19-1.11; low certainty) and may have no effect on mortality (RR, 0.97; 95% CI, 0.88-1.07; low certainty) compared with DL.

Conclusions: In critically ill adult patients undergoing intubation, the use of VL, compared with DL, probably leads to higher rates of FPS and probably decreases esophageal intubations. VL may result in fewer dental injuries as well as aspiration events compared with DL with no effect on mortality.

研究目的鉴于成人重症患者插管时喉镜检查的最佳方法存在不确定性,我们进行了一项系统性回顾和荟萃分析,对急诊科和重症监护室患者插管时的视频喉镜检查(VL)与直接喉镜检查(DL)进行了比较:我们检索了从开始到 2024 年 2 月 27 日的 MEDLINE、PubMed、Embase、Cochrane Library 和未发表的资料来源:我们纳入了随机对照试验(RCT),研究对象为气管插管时随机使用 VL 与 DL 的成年重症患者:审稿人独立筛选摘要和全文,并一式两份提取数据。我们使用随机效应模型汇总数据,使用修改后的 Cochrane 工具评估偏倚风险,使用分级建议评估、开发和评价方法评估证据的确定性。我们在 PROSPERO(CRD42023469945)上预先注册了该方案:我们纳入了 20 项 RCT(n = 4569 例患者)。与 DL 相比,VL 可能会增加首次通过成功率 (FPS)(相对风险 [RR],1.13;95% CI,1.06-1.21;中等确定性),并可能会减少食管插管(RR,0.47;95% CI,0.27-0.82;中等确定性)。与 DL 相比,VL 可减少吸入事件(RR,0.74;95% CI,0.51-1.09;低度确定性)和牙齿损伤(RR,0.46;95% CI,0.19-1.11;低度确定性),对死亡率可能没有影响(RR,0.97;95% CI,0.88-1.07;低度确定性):在接受插管治疗的成年重症患者中,与 DL 相比,使用 VL 可能会导致更高的 FPS 发生率,也可能会减少食管插管。与DL相比,VL可能会导致较少的牙齿损伤和吸入事件,但对死亡率没有影响。
{"title":"Direct Laryngoscopy Versus Video Laryngoscopy for Intubation in Critically Ill Patients: A Systematic Review, Meta-Analysis, and Trial Sequential Analysis of Randomized Trials.","authors":"Garrett G McDougall, Holden Flindall, Ben Forestell, Devan Lakhanpal, Jessica Spence, Daniel Cordovani, Sameer Sharif, Bram Rochwerg","doi":"10.1097/CCM.0000000000006402","DOIUrl":"10.1097/CCM.0000000000006402","url":null,"abstract":"<p><strong>Objectives: </strong>Given the uncertainty regarding the optimal approach to laryngoscopy for the intubation of critically ill adult patients, we conducted a systematic review and meta-analysis to compare video laryngoscopy (VL) vs. direct laryngoscopy (DL) for intubation in emergency department and ICU patients.</p><p><strong>Data sources: </strong>We searched MEDLINE, PubMed, Embase, Cochrane Library, and unpublished sources, from inception to February 27, 2024.</p><p><strong>Study selection: </strong>We included randomized controlled trials (RCTs) of critically ill adult patients randomized to VL compared with DL for endotracheal intubation.</p><p><strong>Data extraction: </strong>Reviewers screened abstracts, full texts, and extracted data independently and in duplicate. We pooled data using a random-effects model, assessed risk of bias using the modified Cochrane tool and certainty of evidence using the Grading Recommendations Assessment, Development, and Evaluation approach. We pre-registered the protocol on PROSPERO (CRD42023469945).</p><p><strong>Data synthesis: </strong>We included 20 RCTs ( n = 4569 patients). Compared with DL, VL probably increases first pass success (FPS) (relative risk [RR], 1.13; 95% CI, 1.06-1.21; moderate certainty) and probably decreases esophageal intubations (RR, 0.47; 95% CI, 0.27-0.82; moderate certainty). VL may result in fewer aspiration events (RR, 0.74; 95% CI, 0.51-1.09; low certainty) and dental injuries (RR, 0.46; 95% CI, 0.19-1.11; low certainty) and may have no effect on mortality (RR, 0.97; 95% CI, 0.88-1.07; low certainty) compared with DL.</p><p><strong>Conclusions: </strong>In critically ill adult patients undergoing intubation, the use of VL, compared with DL, probably leads to higher rates of FPS and probably decreases esophageal intubations. VL may result in fewer dental injuries as well as aspiration events compared with DL with no effect on mortality.</p>","PeriodicalId":10765,"journal":{"name":"Critical Care Medicine","volume":" ","pages":"1674-1685"},"PeriodicalIF":7.7,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142281539","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
The Impact of Point-of-Care Ultrasound-Guided Resuscitation on Clinical Outcomes in Patients With Shock: A Systematic Review and Meta-Analysis. 护理点超声引导复苏对休克患者临床疗效的影响:系统回顾和 Meta 分析。
IF 7.7 1区 医学 Q1 CRITICAL CARE MEDICINE Pub Date : 2024-11-01 Epub Date: 2024-09-18 DOI: 10.1097/CCM.0000000000006399
John Basmaji, Robert Arntfield, Karishma Desai, Vincent I Lau, Kim Lewis, Bram Rochwerg, Kyle Fiorini, Kimia Honarmand, Marat Slessarev, Aleks Leligdowicz, Brian Park, Ross Prager, Michelle Y S Wong, Philip M Jones, Ian M Ball, Nicolas Orozco, Maureen Meade, Lehana Thabane, Gordon Guyatt

Objective: To determine the impact of point-of-care ultrasound (POCUS)-guided resuscitation on clinical outcomes in adult patients with shock.

Data source: We searched MEDLINE, Embase, and unpublished sources from inception to December 2023.

Study selection: We included randomized controlled trials (RCTs) that examined the use of POCUS to guide resuscitation in patients with shock.

Data extraction: We collected data regarding study and patient characteristics, POCUS protocol, control group interventions, and outcomes.

Data synthesis: We identified 18 eligible RCTs. POCUS slightly influences physicians' plans for IV fluid (IVF) and vasoactive medication prescription (moderate certainty), but results in little to no changes in the administration of IVF (low to high certainty) or inotropes (high certainty). POCUS may result in no change in the number of CT scans performed (low certainty) but probably reduces the number of diagnostic echocardiograms performed (moderate certainty). POCUS-guided resuscitation probably reduces 28-day mortality (relative risk [RR] 0.88; 95% CI, 0.78-0.99), the duration of vasoactive medication (mean difference -0.73 d; 95% CI, -1.16 to -0.30), and the need for renal replacement therapy (RRT) (RR 0.80; 95% CI, 0.63-1.02) (low to moderate certainty evidence), and lactate clearance (high certainty evidence). POCUS-guided resuscitation may results in little to no difference in ICU or hospital admissions, ICU and hospital length of stay, and the need for mechanical ventilation (MV) (low to moderate certainty evidence). There is an uncertain effect on the risk of acute kidney injury and the duration of MV or RRT (very low certainty evidence).

Conclusions: POCUS-guided resuscitation in shock may yield important patient and health system benefits. Due to lack of sufficient evidence, we were unable to explore how the thresholds of operator competency, frequency, and timing of POCUS scans impact patient outcomes.

目的确定护理点超声(POCUS)引导下的复苏对休克成人患者临床预后的影响:我们检索了从开始到 2023 年 12 月的 MEDLINE、Embase 和未发表的资料来源:我们纳入了研究使用 POCUS 指导休克患者复苏的随机对照试验(RCT):我们收集了有关研究和患者特征、POCUS 方案、对照组干预措施和结果的数据:我们确定了 18 项符合条件的 RCT。POCUS对医生的静脉输液(IVF)和血管活性药物处方计划略有影响(中等确定性),但对静脉输液(低至高确定性)或肌注(高确定性)的使用几乎没有影响。POCUS 可能不会改变 CT 扫描的次数(低度确定性),但可能会减少超声心动图诊断的次数(中度确定性)。POCUS 指导下的复苏可能会降低 28 天死亡率(相对风险 [RR] 0.88;95% CI,0.78-0.99)、血管活性药物持续时间(平均差异-0.73 天;95% CI,-1.16--0.30)、肾脏替代疗法需求(RRT)(RR 0.80;95% CI,0.63-1.02)(中低度确定性证据)和乳酸清除率(高度确定性证据)。POCUS 指导下的复苏可能会导致 ICU 或医院入院率、ICU 和医院住院时间以及机械通气(MV)需求几乎没有差异(中低度确定性证据)。对急性肾损伤风险和机械通气或 RRT 持续时间的影响尚不确定(极低确定性证据):休克患者在 POCUS 指导下进行复苏可为患者和医疗系统带来重要益处。由于缺乏足够的证据,我们无法探讨操作者能力阈值、POCUS 扫描频率和时间对患者预后的影响。
{"title":"The Impact of Point-of-Care Ultrasound-Guided Resuscitation on Clinical Outcomes in Patients With Shock: A Systematic Review and Meta-Analysis.","authors":"John Basmaji, Robert Arntfield, Karishma Desai, Vincent I Lau, Kim Lewis, Bram Rochwerg, Kyle Fiorini, Kimia Honarmand, Marat Slessarev, Aleks Leligdowicz, Brian Park, Ross Prager, Michelle Y S Wong, Philip M Jones, Ian M Ball, Nicolas Orozco, Maureen Meade, Lehana Thabane, Gordon Guyatt","doi":"10.1097/CCM.0000000000006399","DOIUrl":"10.1097/CCM.0000000000006399","url":null,"abstract":"<p><strong>Objective: </strong>To determine the impact of point-of-care ultrasound (POCUS)-guided resuscitation on clinical outcomes in adult patients with shock.</p><p><strong>Data source: </strong>We searched MEDLINE, Embase, and unpublished sources from inception to December 2023.</p><p><strong>Study selection: </strong>We included randomized controlled trials (RCTs) that examined the use of POCUS to guide resuscitation in patients with shock.</p><p><strong>Data extraction: </strong>We collected data regarding study and patient characteristics, POCUS protocol, control group interventions, and outcomes.</p><p><strong>Data synthesis: </strong>We identified 18 eligible RCTs. POCUS slightly influences physicians' plans for IV fluid (IVF) and vasoactive medication prescription (moderate certainty), but results in little to no changes in the administration of IVF (low to high certainty) or inotropes (high certainty). POCUS may result in no change in the number of CT scans performed (low certainty) but probably reduces the number of diagnostic echocardiograms performed (moderate certainty). POCUS-guided resuscitation probably reduces 28-day mortality (relative risk [RR] 0.88; 95% CI, 0.78-0.99), the duration of vasoactive medication (mean difference -0.73 d; 95% CI, -1.16 to -0.30), and the need for renal replacement therapy (RRT) (RR 0.80; 95% CI, 0.63-1.02) (low to moderate certainty evidence), and lactate clearance (high certainty evidence). POCUS-guided resuscitation may results in little to no difference in ICU or hospital admissions, ICU and hospital length of stay, and the need for mechanical ventilation (MV) (low to moderate certainty evidence). There is an uncertain effect on the risk of acute kidney injury and the duration of MV or RRT (very low certainty evidence).</p><p><strong>Conclusions: </strong>POCUS-guided resuscitation in shock may yield important patient and health system benefits. Due to lack of sufficient evidence, we were unable to explore how the thresholds of operator competency, frequency, and timing of POCUS scans impact patient outcomes.</p>","PeriodicalId":10765,"journal":{"name":"Critical Care Medicine","volume":" ","pages":"1661-1673"},"PeriodicalIF":7.7,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142281560","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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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Critical Care Medicine
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