To describe changes in pulmonary mechanics when changing from supine position (SP) to prone position (PP) in mechanically ventilated (MV) patients with Acute Respiratory Distress Syndrome (ARDS) due to severe COVID-19.
Design
Retrospective cohort.
Setting
Intensive Care Unit of the National Institute of Respiratory Diseases (Mexico City).
Patients
COVID-19 patients on MV due to ARDS, with criteria for PP.
Intervention
Measurement of pulmonary mechanics in patients on SP to PP, using esophageal manometry.
Main variables of interest
Changes in lung and thoracic wall mechanics in SP and PP
Results
Nineteen patients were included. Changes during first prone positioning were reported. Reductions in lung stress (10.6 vs 7.7, p = 0.02), lung strain (0.74 vs 0.57, p = 0.02), lung elastance (p = 0.01), chest wall elastance (p = 0.003) and relation of respiratory system elastances (p = 0.001) were observed between patients when changing from SP to PP. No differences were observed in driving pressure (p = 0.19) and transpulmonary pressure during inspiration (p = 0.70).
Conclusions
Changes in pulmonary mechanics were observed when patients were comparing values of supine position with measurements obtained 24 h after prone positioning. Esophageal pressure monitoring may facilitate ventilator management despite patient positioning.
{"title":"Changes in pulmonary mechanics from supine to prone position measured through esophageal manometry in critically ill patients with COVID-19 severe acute respiratory distress syndrome","authors":"Ismael Maldonado-Beltrán , Martín Armando Ríos-Ayala , Iván Armando Osuna-Padilla , Nadia Carolina Rodríguez-Moguel , Gustavo Lugo-Goytia , Carmen Margarita Hernández-Cárdenas","doi":"10.1016/j.medin.2023.07.003","DOIUrl":"https://doi.org/10.1016/j.medin.2023.07.003","url":null,"abstract":"<div><h3>Objective</h3><p>To describe changes in pulmonary mechanics when changing from supine position (SP) to prone position (PP) in mechanically ventilated (MV) patients with Acute Respiratory Distress Syndrome (ARDS) due to severe COVID-19.</p></div><div><h3>Design</h3><p>Retrospective cohort.</p></div><div><h3>Setting</h3><p>Intensive Care Unit of the National Institute of Respiratory Diseases (Mexico City).</p></div><div><h3>Patients</h3><p>COVID-19 patients on MV due to ARDS, with criteria for PP.</p></div><div><h3>Intervention</h3><p>Measurement of pulmonary mechanics in patients on SP to PP, using esophageal manometry.</p></div><div><h3>Main variables of interest</h3><p>Changes in lung and thoracic wall mechanics in SP and PP</p></div><div><h3>Results</h3><p>Nineteen patients were included. Changes during first prone positioning were reported. Reductions in lung stress (10.6 vs 7.7, p<!--> <!-->=<!--> <!-->0.02), lung strain (0.74 vs 0.57, p<!--> <!-->=<!--> <!-->0.02), lung elastance (p<!--> <!-->=<!--> <!-->0.01), chest wall elastance (p<!--> <!-->=<!--> <!-->0.003) and relation of respiratory system elastances (p<!--> <!-->=<!--> <!-->0.001) were observed between patients when changing from SP to PP. No differences were observed in driving pressure (p<!--> <!-->=<!--> <!-->0.19) and transpulmonary pressure during inspiration (p<!--> <!-->=<!--> <!-->0.70).</p></div><div><h3>Conclusions</h3><p>Changes in pulmonary mechanics were observed when patients were comparing values of supine position with measurements obtained 24<!--> <!-->h after prone positioning. Esophageal pressure monitoring may facilitate ventilator management despite patient positioning.</p></div>","PeriodicalId":49268,"journal":{"name":"Medicina Intensiva","volume":"48 7","pages":"Pages 386-391"},"PeriodicalIF":2.7,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141481287","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-01DOI: 10.1016/j.medin.2024.03.006
Sergio Muñoz-Lezcano , Carmen de la Fuente , Ángel Estella , Rosario Amaya-Villar , Antonio M. Puppo-Moreno , Miguel Ángel Armengol-de la Hoz , José Garnacho-Montero
{"title":"The open data revolution: Enhancing healthcare in intensive care units","authors":"Sergio Muñoz-Lezcano , Carmen de la Fuente , Ángel Estella , Rosario Amaya-Villar , Antonio M. Puppo-Moreno , Miguel Ángel Armengol-de la Hoz , José Garnacho-Montero","doi":"10.1016/j.medin.2024.03.006","DOIUrl":"https://doi.org/10.1016/j.medin.2024.03.006","url":null,"abstract":"","PeriodicalId":49268,"journal":{"name":"Medicina Intensiva","volume":"48 7","pages":"Pages 421-423"},"PeriodicalIF":2.7,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141481288","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-01DOI: 10.1016/j.medin.2024.03.005
María Barrera Sánchez, Cristina Royo Villa, Pablo Ruiz de Gopegui Miguelena, Pablo Gutiérrez Ibañes, Andrés Carrillo López
Objectives
Analizing associated factors with vasoplegic shock in the postoperative period of cardiac surgery. Analizing the influence of vasopressin as rescue therapy to first-line treatment with norepinephrine.
Design
Cohort, prospective and observational study.
Setting
Main hospital postoperative cardiac ICU.
Patients
Patients undergoing cardiac surgery with subsequent ICU admission from January 2021 to December 2022.
Interventions
Record of presurgical, perioperative and ICU discharge clinical variables.
Main variables of interest
Chronic treatment, presence of vasoplegic shock, need for vasopressin, cardiopulmonary bypass time, mortality.
Results
773 patients met the inclusion criteria. The average age was 67.3, with predominance of males (65.7%). Post-CPB vasoplegia was documented in 94 patients (12.2%). In multivariate analysis, vasoplegia was associated with age, female sex, presurgical creatinine levels, cardiopulmonary bypass time, lactate level upon admission to the ICU, and need for prothrombin complex transfusion. Of the patients who developed vasoplegia, 18 (19%) required rescue vasopressin, associated with pre-surgical intake of ACEIs/ARBs, worse EuroScore score and longer cardiopulmonary bypass time. Refractory vasoplegia with vasopressin requirement was associated with increased morbidity and mortality.
Conclusions
Postcardiopulmonary bypass vasoplegia is associated with increased mortality and morbidity. Shortening cardiopulmonary bypass times and minimizing products blood transfusion could reduce its development. Removing ACEIs and ARBs prior to surgery could reduce the incidence of refractory vasoplegia requiring rescue with vasopressin. The first-line treatment is norepinephrine and rescue treatment with vasopressin is a good choice in refractory situations. The first-line treatment of this syndrome is norepinephrine, although rescue with vasopressin is a good complement in refractory situations.
{"title":"Factores asociados a shock vasopléjico en el postoperatorio de cirugía cardiaca e influencia en la morbimortalidad del uso de arginina vasopresina como terapia de rescate","authors":"María Barrera Sánchez, Cristina Royo Villa, Pablo Ruiz de Gopegui Miguelena, Pablo Gutiérrez Ibañes, Andrés Carrillo López","doi":"10.1016/j.medin.2024.03.005","DOIUrl":"10.1016/j.medin.2024.03.005","url":null,"abstract":"<div><h3>Objectives</h3><p>Analizing associated factors with vasoplegic shock in the postoperative period of cardiac surgery. Analizing the influence of vasopressin as rescue therapy to first-line treatment with norepinephrine.</p></div><div><h3>Design</h3><p>Cohort, prospective and observational study.</p></div><div><h3>Setting</h3><p>Main hospital postoperative cardiac ICU.</p></div><div><h3>Patients</h3><p>Patients undergoing cardiac surgery with subsequent ICU admission from January 2021 to December 2022.</p></div><div><h3>Interventions</h3><p>Record of presurgical, perioperative and ICU discharge clinical variables.</p></div><div><h3>Main variables of interest</h3><p>Chronic treatment, presence of vasoplegic shock, need for vasopressin, cardiopulmonary bypass time, mortality.</p></div><div><h3>Results</h3><p>773 patients met the inclusion criteria. The average age was 67.3, with predominance of males (65.7%). Post-CPB vasoplegia was documented in 94 patients (12.2%). In multivariate analysis, vasoplegia was associated with age, female sex, presurgical creatinine levels, cardiopulmonary bypass time, lactate level upon admission to the ICU, and need for prothrombin complex transfusion. Of the patients who developed vasoplegia, 18 (19%) required rescue vasopressin, associated with pre-surgical intake of ACEIs/ARBs, worse EuroScore score and longer cardiopulmonary bypass time. Refractory vasoplegia with vasopressin requirement was associated with increased morbidity and mortality.</p></div><div><h3>Conclusions</h3><p>Postcardiopulmonary bypass vasoplegia is associated with increased mortality and morbidity. Shortening cardiopulmonary bypass times and minimizing products blood transfusion could reduce its development. Removing ACEIs and ARBs prior to surgery could reduce the incidence of refractory vasoplegia requiring rescue with vasopressin. The first-line treatment is norepinephrine and rescue treatment with vasopressin is a good choice in refractory situations. The first-line treatment of this syndrome is norepinephrine, although rescue with vasopressin is a good complement in refractory situations.</p></div>","PeriodicalId":49268,"journal":{"name":"Medicina Intensiva","volume":"48 7","pages":"Pages 392-402"},"PeriodicalIF":2.7,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140771915","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-06-28DOI: 10.1016/j.medin.2024.05.008
Virginia Fraile Gutiérrez , Luis Zapata Fenor , Aaron Blandino Ortiz , Manuel Guerrero Mier , Ana Ochagavia Calvo
The impairment of the right ventricle is a common condition in critically ill patients. Right ventricular dysfunction is associated with increased mortality, and its diagnosis remains challenging. In this review, we aim to outline the potential mechanisms underlying abnormal biomechanics of the right ventricle and different phenotypes of injury. A comprehensive understanding of the pathophysiology and natural history of right ventricular injury may be informative for the intensivist in the diagnosis and management of this condition, as well as contributing to the guidance of individualized treatment strategies.
We describe the main recommended parameters to assess right ventricular systolic and diastolic function. We also define how to evaluate cardiac output and pressures of the pulmonary circulation with echocardiography, with a focus on the diagnosis of acute cor pulmonale and relevant applications in critical illnesses such as distress, septic shock, and right ventricular infarction.
{"title":"Disfunción del ventrículo derecho en el paciente crítico. Evaluación ecocardiográfica","authors":"Virginia Fraile Gutiérrez , Luis Zapata Fenor , Aaron Blandino Ortiz , Manuel Guerrero Mier , Ana Ochagavia Calvo","doi":"10.1016/j.medin.2024.05.008","DOIUrl":"10.1016/j.medin.2024.05.008","url":null,"abstract":"<div><p>The impairment of the right ventricle is a common condition in critically ill patients. Right ventricular dysfunction is associated with increased mortality, and its diagnosis remains challenging. In this review, we aim to outline the potential mechanisms underlying abnormal biomechanics of the right ventricle and different phenotypes of injury. A comprehensive understanding of the pathophysiology and natural history of right ventricular injury may be informative for the intensivist in the diagnosis and management of this condition, as well as contributing to the guidance of individualized treatment strategies.</p><p>We describe the main recommended parameters to assess right ventricular systolic and diastolic function. We also define how to evaluate cardiac output and pressures of the pulmonary circulation with echocardiography, with a focus on the diagnosis of acute cor pulmonale and relevant applications in critical illnesses such as distress, septic shock, and right ventricular infarction.</p></div>","PeriodicalId":49268,"journal":{"name":"Medicina Intensiva","volume":"48 9","pages":"Pages 528-542"},"PeriodicalIF":2.7,"publicationDate":"2024-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142087907","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-06-26DOI: 10.1016/j.medin.2024.05.011
Ana Ochagavía , Nora Palomo-López , Virginia Fraile , Luis Zapata
Cardiogenic shock (CS) is characterized by the presence of a state of tissue hypoperfusion secondary to ventricular dysfunction. Hemodynamic monitoring allows us to obtain information about cardiovascular pathophysiology that will help us make the diagnosis and guide therapy in CS situations. The most used monitoring system in CS is the pulmonary artery catheter since it provides key hemodynamic variables in CS, such as cardiac output, pulmonary artery pressure, and pulmonary artery occlusion pressure. On the other hand, echocardiography makes it possible to obtain, at the bedside, anatomical and hemodynamic data that complement the information obtained through continuous monitoring devices.
CS monitoring can be considered multimodal and integrative by including hemodynamic, metabolic, and echocardiographic parameters that allow describing the characteristics of CS and guiding therapeutic interventions during hemodynamic resuscitation.
{"title":"Monitorización hemodinámica y evaluación ecocardiográfica en el shock cardiogénico","authors":"Ana Ochagavía , Nora Palomo-López , Virginia Fraile , Luis Zapata","doi":"10.1016/j.medin.2024.05.011","DOIUrl":"10.1016/j.medin.2024.05.011","url":null,"abstract":"<div><div>Cardiogenic shock (CS) is characterized by the presence of a state of tissue hypoperfusion secondary to ventricular dysfunction. Hemodynamic monitoring allows us to obtain information about cardiovascular pathophysiology that will help us make the diagnosis and guide therapy in CS situations. The most used monitoring system in CS is the pulmonary artery catheter since it provides key hemodynamic variables in CS, such as cardiac output, pulmonary artery pressure, and pulmonary artery occlusion pressure. On the other hand, echocardiography makes it possible to obtain, at the bedside, anatomical and hemodynamic data that complement the information obtained through continuous monitoring devices.</div><div>CS monitoring can be considered multimodal and integrative by including hemodynamic, metabolic, and echocardiographic parameters that allow describing the characteristics of CS and guiding therapeutic interventions during hemodynamic resuscitation.</div></div>","PeriodicalId":49268,"journal":{"name":"Medicina Intensiva","volume":"48 10","pages":"Pages 602-613"},"PeriodicalIF":2.7,"publicationDate":"2024-06-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142322287","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-06-26DOI: 10.1016/j.medin.2024.05.021
Robert Blasco Mariño , Eduard Argudo , Iñigo Soteras Martinez
{"title":"Antes y después de la primera reanimación cardiopulmonar extracorpórea por hipotermia accidental en España","authors":"Robert Blasco Mariño , Eduard Argudo , Iñigo Soteras Martinez","doi":"10.1016/j.medin.2024.05.021","DOIUrl":"10.1016/j.medin.2024.05.021","url":null,"abstract":"","PeriodicalId":49268,"journal":{"name":"Medicina Intensiva","volume":"48 9","pages":"Pages 551-554"},"PeriodicalIF":2.7,"publicationDate":"2024-06-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142087902","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Motivos de rechazo de ingreso en UCI en población oncológica y su asociación con la mortalidad a seis meses","authors":"Elena Cuenca Fito , Alejandro González Castro , Inés Gómez Acebo","doi":"10.1016/j.medin.2024.05.005","DOIUrl":"10.1016/j.medin.2024.05.005","url":null,"abstract":"","PeriodicalId":49268,"journal":{"name":"Medicina Intensiva","volume":"48 10","pages":"Pages 616-620"},"PeriodicalIF":2.7,"publicationDate":"2024-06-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142322258","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-05-27DOI: 10.1016/j.medin.2023.10.011
Marcos Valiente Fernández , Amanda Lesmes González de Aledo , Francisco de Paula Delgado Moya , Isaías Martín Badía , Elena Álvaro Valiente , Nerea Blanco Otaegui , Pablo Risco Torres , Ignacio Saéz de la Fuente , Silvia Chacón Alves , Lidia Orejón García , María Sánchez- Bayton Griffith , José Ángel Sánchez-Izquierdo Riera
Objective
Study and Evaluation of Two Scores: Shock Index (SI) and Physiological Stress Index (PSI) as discriminators for proactive treatment (reperfusion before decompensated shock) in a population of intermediate-high risk pulmonary embolism (PE).
Design
Using a database from a retrospective cohort with clinical variables and the outcome variable of “proactive treatment”, a comparison of the populations was conducted. Optimal cut-off for “proactive treatment” points were obtained according to the SI and PSI. Comparisons were carried out based on the cut-off points of both indices.
Setting
Patients admitted to a mixed ICU for PE.
Participants
Patients >18 years old admitted to the ICU with intermediate-high risk PE recruited from January 2015 to October 2022.
Interventions
None.
Main variables of interest
Population comparison and metrics regarding predictive capacity when determining proactive treatment.
Results
SI and PSI independently have a substandard predictive capacity for discriminating patients who may benefit from an early reperfusion therapy. However, their combined use improves detection of sicker intermediate-high risk PE patients (Sensitivity = 0.66) in whom an early reperfusion therapy may improve outcomes (Specificity = 0.9).
Conclusions
The use of the SI and PSI in patients with intermediate-high risk PE could be useful for selecting patients who would benefit from proactive treatment.
研究和评估两种评分:将休克指数(SI)和生理应激指数(PSI)作为中高风险肺栓塞(PE)人群主动治疗(失代偿性休克前再灌注)的判别指标。设计利用回顾性队列数据库中的临床变量和 "主动治疗 "结果变量,对人群进行比较。根据 SI 和 PSI 得出了 "主动治疗 "的最佳临界点。研究对象2015年1月至2022年10月入住重症监护室的18岁中高风险PE患者.干预措施无.主要研究变量人群比较和确定主动治疗时的预测能力指标.结果SI和PSI对于区分可能从早期再灌注治疗中获益的患者的预测能力不达标。结论在中高风险 PE 患者中使用 SI 和 PSI 可以帮助选择从积极治疗中获益的患者。
{"title":"Shock Index and Physiological Stress Index for reestratifying patients with intermediate-high risk pulmonary embolism","authors":"Marcos Valiente Fernández , Amanda Lesmes González de Aledo , Francisco de Paula Delgado Moya , Isaías Martín Badía , Elena Álvaro Valiente , Nerea Blanco Otaegui , Pablo Risco Torres , Ignacio Saéz de la Fuente , Silvia Chacón Alves , Lidia Orejón García , María Sánchez- Bayton Griffith , José Ángel Sánchez-Izquierdo Riera","doi":"10.1016/j.medin.2023.10.011","DOIUrl":"https://doi.org/10.1016/j.medin.2023.10.011","url":null,"abstract":"<div><h3>Objective</h3><p>Study and Evaluation of Two Scores: Shock Index (SI) and Physiological Stress Index (PSI) as discriminators for proactive treatment (reperfusion before decompensated shock) in a population of intermediate-high risk pulmonary embolism (PE).</p></div><div><h3>Design</h3><p>Using a database from a retrospective cohort with clinical variables and the outcome variable of “proactive treatment”, a comparison of the populations was conducted. Optimal cut-off for “proactive treatment” points were obtained according to the SI and PSI. Comparisons were carried out based on the cut-off points of both indices.</p></div><div><h3>Setting</h3><p>Patients admitted to a mixed ICU for PE.</p></div><div><h3>Participants</h3><p>Patients >18 years old admitted to the ICU with intermediate-high risk PE recruited from January 2015 to October 2022.</p></div><div><h3>Interventions</h3><p>None.</p></div><div><h3>Main variables of interest</h3><p>Population comparison and metrics regarding predictive capacity when determining proactive treatment.</p></div><div><h3>Results</h3><p>SI and PSI independently have a substandard predictive capacity for discriminating patients who may benefit from an early reperfusion therapy. However, their combined use improves detection of sicker intermediate-high risk PE patients (Sensitivity = 0.66) in whom an early reperfusion therapy may improve outcomes (Specificity = 0.9).</p></div><div><h3>Conclusions</h3><p>The use of the SI and PSI in patients with intermediate-high risk PE could be useful for selecting patients who would benefit from proactive treatment.</p></div>","PeriodicalId":49268,"journal":{"name":"Medicina Intensiva","volume":"48 6","pages":"Pages 309-316"},"PeriodicalIF":3.0,"publicationDate":"2024-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141163300","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-05-27DOI: 10.1016/j.medin.2024.02.006
Alejandro Rodríguez , Josep Gómez , Álvaro Franquet , Sandra Trefler , Emili Díaz , Jordi Sole-Violán , Rafael Zaragoza , Elisabeth Papiol , Borja Suberviola , Montserrat Vallverdú , María Jimenez-Herrera , Antonio Albaya-Moreno , Alfonso Canabal Berlanga , María del Valle Ortíz , Juan Carlos Ballesteros , Lucía López Amor , Susana Sancho Chinesta , Maria de Alba-Aparicio , Angel Estella , Ignacio Martín-Loeches , María Bodi
Objective
To validate the unsupervised cluster model (USCM) developed during the first pandemic wave in a cohort of critically ill patients from the second and third pandemic waves.
Design
Observational, retrospective, multicentre study.
Setting
Intensive Care Unit (ICU).
Patients
Adult patients admitted with COVID-19 and respiratory failure during the second and third pandemic waves.
Interventions
None.
Main variables of interest
Collected data included demographic and clinical characteristics, comorbidities, laboratory tests and ICU outcomes. To validate our original USCM, we assigned a phenotype to each patient of the validation cohort. The performance of the classification was determined by Silhouette coefficient (SC) and general linear modelling. In a post-hoc analysis we developed and validated a USCM specific to the validation set. The model’s performance was measured using accuracy test and area under curve (AUC) ROC.
Results
A total of 2330 patients (mean age 63 [53–82] years, 1643 (70.5%) male, median APACHE II score (12 [9–16]) and SOFA score (4 [3–6]) were included. The ICU mortality was 27.2%. The USCM classified patients into 3 clinical phenotypes: A (n = 1206 patients, 51.8%); B (n = 618 patients, 26.5%), and C (n = 506 patients, 21.7%). The characteristics of patients within each phenotype were significantly different from the original population. The SC was −0.007 and the inclusion of phenotype classification in a regression model did not improve the model performance (0.79 and 0.78 ROC for original and validation model). The post-hoc model performed better than the validation model (SC −0.08).
Conclusion
Models developed using machine learning techniques during the first pandemic wave cannot be applied with adequate performance to patients admitted in subsequent waves without prior validation.
{"title":"Applicability of an unsupervised cluster model developed on first wave COVID-19 patients in second/third wave critically ill patients","authors":"Alejandro Rodríguez , Josep Gómez , Álvaro Franquet , Sandra Trefler , Emili Díaz , Jordi Sole-Violán , Rafael Zaragoza , Elisabeth Papiol , Borja Suberviola , Montserrat Vallverdú , María Jimenez-Herrera , Antonio Albaya-Moreno , Alfonso Canabal Berlanga , María del Valle Ortíz , Juan Carlos Ballesteros , Lucía López Amor , Susana Sancho Chinesta , Maria de Alba-Aparicio , Angel Estella , Ignacio Martín-Loeches , María Bodi","doi":"10.1016/j.medin.2024.02.006","DOIUrl":"https://doi.org/10.1016/j.medin.2024.02.006","url":null,"abstract":"<div><h3>Objective</h3><p>To validate the unsupervised cluster model (USCM) developed during the first pandemic wave in a cohort of critically ill patients from the second and third pandemic waves.</p></div><div><h3>Design</h3><p>Observational, retrospective, multicentre study.</p></div><div><h3>Setting</h3><p>Intensive Care Unit (ICU).</p></div><div><h3>Patients</h3><p>Adult patients admitted with COVID-19 and respiratory failure during the second and third pandemic waves.</p></div><div><h3>Interventions</h3><p>None.</p></div><div><h3>Main variables of interest</h3><p>Collected data included demographic and clinical characteristics, comorbidities, laboratory tests and ICU outcomes. To validate our original USCM, we assigned a phenotype to each patient of the validation cohort. The performance of the classification was determined by Silhouette coefficient (SC) and general linear modelling. In a post-hoc analysis we developed and validated a USCM specific to the validation set. The model’s performance was measured using accuracy test and area under curve (AUC) ROC.</p></div><div><h3>Results</h3><p>A total of 2330 patients (mean age 63 [53–82] years, 1643 (70.5%) male, median APACHE II score (12 [9–16]) and SOFA score (4 [3–6]) were included. The ICU mortality was 27.2%. The USCM classified patients into 3 clinical phenotypes: A (n = 1206 patients, 51.8%); B (n = 618 patients, 26.5%), and C (n = 506 patients, 21.7%). The characteristics of patients within each phenotype were significantly different from the original population. The SC was −0.007 and the inclusion of phenotype classification in a regression model did not improve the model performance (0.79 and 0.78 ROC for original and validation model). The post-hoc model performed better than the validation model (SC −0.08).</p></div><div><h3>Conclusion</h3><p>Models developed using machine learning techniques during the first pandemic wave cannot be applied with adequate performance to patients admitted in subsequent waves without prior validation.</p></div>","PeriodicalId":49268,"journal":{"name":"Medicina Intensiva","volume":"48 6","pages":"Pages 326-340"},"PeriodicalIF":3.0,"publicationDate":"2024-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141163395","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}