Your browser doesn't support javascript.
loading
Show: 20 | 50 | 100
Results 1 - 20 de 15.002
Filter
1.
Arch Acad Emerg Med ; 13(1): e7, 2025.
Article in English | MEDLINE | ID: mdl-39318864

ABSTRACT

Introduction: Trauma is a significant global public health concern and the leading cause of morbidity and mortality in children. This study aimed to assess the independent predictors of trauma severity as well as mortality in pediatric patients admitted to the intensive care unit (ICU). Methods: In this cross-sectional study, following the STROBE checklist, we retrospectively analyzed the clinical and baseline characteristics of pediatric patients with trauma injuries admitted to the ICU of Children's Hospital of Zhejiang University School of Medicine, China, over a decade. Results: 951 pediatric patients with a mean age of 4.79 ± 3.24 years (60.78% Boys) were studied (mortality rate 8.41%). Significant associations were observed between ISS and place of residence (p = 0.021), location of the injury (p = 0.010), year of injury (p <0.001), and injury mechanism (p <0.001). The two independent factors of trauma severity were the year of injury (ß = 0.47; 95%CI: 0.28 - 0.65) and injury mechanism (ß = -0.60; 95%CI: -0.88 - -0.31). Significant differences were observed between survived and non-survived regarding age (p <0.001), ISS score (p <0.001), time elapsed from injury to ICU (p <0.001), duration of mechanical ventilation (p <0.001), GCS score (p <0.001), and the proportion of patients requiring mechanical ventilation (p <0.001 ). The results of multivariate analysis indicated that age (OR = 0.805; 95%CI: 0.70 - 0.914; p = 0.001) and GCS score at ICU admission (OR = 0.629; 95%CI: 0.53 - 0.735; p < 0.001) acted as protective factors, whereas mechanical ventilation in the ICU (OR = 7.834; 95%CI: 1.766 - 34.757; p = 0.007) and ISS score at ICU admission (OR = 1.088; 95%CI: 1.047 - 1.130; p < 0.001) served as risk factors for mortality. Conclusion: Automobile-related injuries represent the leading cause of trauma in children, with escalating severity scores year over year among pediatric patients admitted to the ICU with trauma injuries. Based on the findings the independent predictors of mortality of pediatric trauma patients admitted to the ICU were age, GCS score at ICU admission; mechanical ventilation in the ICU, and ISS score at ICU admission. Also, the year of injury and injury mechanism were independent predictors of trauma severity.

2.
Notas enferm. (Córdoba) ; 25(43): 24-33, jun.2024.
Article in Spanish | LILACS, BDENF - Nursing, UNISALUD, InstitutionalDB, BINACIS | ID: biblio-1561183

ABSTRACT

Introducción: cuando un individuo es hospitalizado en UCI para control y monitorización permanente de su salud, su cuidado está orientado específicamente a la asistencia plena de médicos y personal de enfermería. La complejidad de estos cuidados genera una crisis situacional y emocional en la familia que causa ansiedad, estrés, miedo y duda. La forma en la que el enfermero intervenga con el familiar en situaciones críticas es lo que va a determinar la percepción de los mismos hacia el cuidado de enfermería, en tanto la comunicación y el apoyo emocional forma parte de la competencia profesional y contribuye al cuidado holístico del paciente y familia. Objetivo: Determinar la percepción de los familiares de pacientes, respecto a la comunicación que le brinda el profesional de enfermería en la unidad de cuidados críticos. Materiales y método: Se realizó un estudio de tipo cuantitativo, descriptivo y de corte transversal. La muestra estuvo constituida por 40 familiares adultos responsables del paciente hospitalizado en la unidad de terapia intensiva, durante los meses Junio - septiembre del 2023. El instrumento de recolección de información fue un cuestionario de "Percepción de los familiares de los Pacientes Críticos, respecto a la intervención de Enfermería durante su Crisis Situacional"; el mismo fue utilizado y validado por la autora Franco Canales Rosa aplicado en el Hospital Nacional Edgardo Rebagliati, Abril de 2003. Resultados:Los resultados muestran que la percepción global de los familiares, es favorable, respecto a la comunicación verbal, comunicación no verbal y el apoyo emocional[AU]


Introduction: health is the condition in which every living being enjoys absolute well-being both physically and mentally and socially, when it is affected either by a pathology or by general accidents; Given the physical condition of the individual, he or she is often hospitalized in the ICU for permanent control and monitoring. Your care is specifically oriented towards the full assistance of Doctors and Nurses. The complexity of this care generates a situational and emotional crisis in the immediate family that causes anxiety, stress, fear and doubt. The way in which the nurse supports the family member in critical or distressing situations is what will determine the perception of the family members towards the nurses, since communication and emotional support are part of the professional competence and contribute to the holistic care of the patient. patient and family. It is a care that is reflected in the feeling that the nurses have that when they do it, the families are very grateful and that, without a doubt, it is their job. Objective: Determine the perception of the patient's relatives regarding the communication provided by the nursing professional in the critical care unit of a private institution. Materials and Methods: A quantitative, descriptive and cross-sectional study was carried out. The sample was made up of 40 adult relatives responsible for the patient hospitalized in the Adult intensive care unit, during the months of June - September 2023. The information collection instrument was a questionnaire on "Perception of relatives of Critical Patients, regarding to Nursing intervention during their Situational Crisis"; It was used and validated by the author Franco Canales Rosa applied at the Edgardo Rebagliati National Hospital, April 2003. Results:The results show that the overall perception of family members is favorable, regarding verbal communication, non-verbal communication and emotional support[AU]


Introdução: saúde é a condição em que todo ser vivo goza de absoluto bem-estar tanto físico quanto mental e social, quando é acometido por alguma patologia ou por acidentes gerais; Dada a condição física do indivíduo, muitas vezes ele é internado em UTI para controle e monitoramento permanente. O seu atendimento é especificamente orientado para a assistência integral de Médicos e Enfermeiros. A complexidade desse cuidado gera uma crise situacional e emocional na família imediata que causa ansiedade, estresse, medo e dúvidas. A forma como o enfermeiro apoia o familiar em situações críticas ou angustiantes é o que determinará a percepção dos familiares em relação aos enfermeiros, uma vez que a comunicação e o apoio emocional fazem parte da competência profissional e contribuem para o cuidado holístico do paciente. paciente e família. É um cuidado que se reflete no sentimento que os enfermeiros têm de que quando o fazem as famílias ficam muito gratas e que, sem dúvida, é o seu trabalho. Objetivo: Determinar a percepção dos familiares do paciente quanto à comunicação prestada pelo profissional de enfermagem na unidade de terapia intensiva de uma instituição privada. Materiais e Métodos: Foi realizado um estudo quantitativo, descritivo e transversal. A amostra foi composta por 40 familiares adultos responsáveis pelo paciente internado na Unidade de Terapia Intensiva Adulto, durante os meses de junho a setembro de 2023. O instrumento de coleta de informações foi um questionário sobre "Percepção dos familiares de Pacientes Críticos, quanto à intervenção de Enfermagem durante a sua crise situacional"; Foi utilizado e validado pelo autor Franco Os resultados mostram que a percepção geral dos familiares é favorável, no que diz respeito à comunicação verbal, à comunicação não verbal e ao apoio emocional.Canales Rosa apl i c a d o n o Hospital Nacional Edgardo Rebagliati, abril de 2003. Resultados: Os resultados mostram que a percepção geral dos familiares é favorável, no que diz respeito à comunicação verbal, à comunicação não verbal e ao apoio emocional.


Subject(s)
Humans , Male , Female , Middle Aged , Professional Competence , Professional-Family Relations , Nonverbal Communication
3.
Referência ; serVI(3): e32703, dez. 2024. tab, graf
Article in Portuguese | LILACS-Express | BDENF - Nursing | ID: biblio-1569439

ABSTRACT

Resumo Enquadramento: As ambulâncias de suporte imediato de vida (SIV) possibilitam ao enfermeiro capacidade de intervenção em contexto pré-hospitalar, suportada pelo seu conhecimento técnico-científico, protocolos complexos de atuação e regulação médica por telemedicina. Objetivo: Analisar os contributos da intervenção dos enfermeiros SIV, na evolução do estado clínico da pessoa em situação crítica (PSC). Metodologia: Estudo quantitativo, descritivo-correlacional, retrospetivo, realizado em meios SIV, na região norte de Portugal. Analisados 574 registos clínicos eletrónicos, entre 01 de novembro e 31 de dezembro de 2019, que correspondem ao mesmo número de pessoas avaliadas. Utilizada a escala National Early Warning Score (NEWS) para avaliar a evolução clínica da PSC. Resultados: Observou-se uma evolução positiva do score NEWS da PSC, após a intervenção do enfermeiro SIV (M = 4,43 ± 3,901 vs 3,34 ± 3,329; sig < 0,001). Em sentido inverso, o risco clínico diminuiu significativamente após a intervenção do enfermeiro. Conclusão: Demonstrou-se a relevância da intervenção do enfermeiro SIV no contexto pré-hospitalar, enquanto garantia de segurança, qualidade e melhoria contínua dos cuidados à PSC.


Abstract Background: Immediate life support (ILS) ambulances allow nurses to intervene in pre-hospital settings, supported by their technical-scientific knowledge and complex protocols of action and regulation through telemedicine. Objective: To analyze the contributions of nursing interventions in the evolution of the clinical state of critical patients. Methodology: Quantitative, descriptive-correlational, retrospective, and observational study conducted in ILS settings in northern Portugal. A total of 574 electronic clinical records were analyzed between 1 November and 31 December 2019, corresponding to the same number of people evaluated. The National Early Warning Score (NEWS) was used to assess the clinical evolution of critical patients. Results: There was a positive evolution of the NEWS score of critical patients after the intervention of ILS nurses (M = 4.43 ± 3.901 vs. 3.34 ± 3.329; sig < 0.001). Similarly, the clinical risk of critical patients decreased after the nurse's intervention. Conclusion: This study demonstrated the importance of nurses in prehospital care, as a guarantee of safety, quality, and continuous improvement of care for critical patients.


Resumen Marco contextual: Las ambulancias de soporte vital inmediato (SVI) permiten al personal de enfermería intervenir en un contexto prehospitalario, con el apoyo de sus conocimientos técnico-científicos y de complejos protocolos de actuación y regulación médica a través de la telemedicina. Objetivo: Analizar las aportaciones de la intervención del personal de enfermería del SVI en la evolución del estado clínico de la persona en situación crítica (PSC). Metodología: Estudio cuantitativo, descriptivo-correlacional, retrospectivo, realizado en centros de SVI del norte de Portugal. Se analizaron 574 historias clínicas electrónicas entre el 1 de noviembre y el 31 de diciembre de 2019, correspondientes al mismo número de personas evaluadas. Se utilizó la escala National Early Warning Score (NEWS) para evaluar la evolución clínica de la PSC. Resultados: Se observó una evolución positiva en el score NEWS de la PSC, tras la intervención del personal de enfermería del SVI (M = 4,43 ± 3,901 vs 3,34 ± 3,329; sig < 0,001). Por el contrario, el riesgo clínico disminuyó significativamente tras la intervención del personal de enfermería. Conclusión: Se demostró la relevancia de la intervención del personal de enfermería del SVI en el contexto prehospitalario, como garantía de seguridad, calidad y mejora continua en la atención a la PSC.

4.
Infection ; 2024 Oct 01.
Article in English | MEDLINE | ID: mdl-39352661

ABSTRACT

BACKGROUND: Compared to intensive care unit patients with SARS-CoV-2 negative acute respiratory tract infections, patients with SARS-CoV-2 are supposed to develop more frequently and more severely neurologic sequelae. Delirium and subsequent neurocognitive deficits (NCD) have implications for patients' morbidity and mortality. However, the extent of brain injury during acute COVID-19 and subsequent NCD still remain largely unexplored. Body-fluid biomarkers may offer valuable insights into the quantification of acute delirium, brain injury and may help to predict subsequent NCD following COVID-19. METHODS: In a multicenter, observational case-control study, conducted across four German University Hospitals, hospitalized adult and pediatric patients with an acute COVID-19 and SARS-CoV-2 negative controls presenting with acute respiratory tract infections were included. Study procedures comprised the assessment of pre-existing neurocognitive function, daily screening for delirium, neurological examination and blood sampling. Fourteen biomarkers indicative of neuroaxonal, glial, neurovascular injury and inflammation were analyzed. Neurocognitive functions were re-evaluated after three months. RESULTS: We enrolled 118 participants (90 adults, 28 children). The incidence of delirium [85 out of 90 patients (94.4%) were assessable for delirium) was comparable between patients with COVID-19 [16 out of 61 patients (26.2%)] and SARS-CoV-2 negative controls [8 out of 24 patients (33.3%); p > 0.05] across adults and children. No differences in outcomes as measured by the modified Rankin Scale, the Short-Blessed Test, the Informant Questionnaire on Cognitive Decline in the Elderly, and the pediatrics cerebral performance category scale were observed after three months. Levels of body-fluid biomarkers were generally elevated in both adult and pediatric cohorts, without significant differences between SARS-CoV-2 negative controls and COVID-19. In COVID-19 patients experiencing delirium, levels of GFAP and MMP-9 were significantly higher compared to those without delirium. CONCLUSIONS: Delirium and subsequent NCD are not more frequent in COVID-19 as compared to SARS-CoV-2 negative patients with acute respiratory tract infections. Consistently, biomarker levels of brain injury indicated no differences between COVID-19 cases and SARS-CoV-2 negative controls. Our data suggest that delirium in COVID-19 does not distinctly trigger substantial and persistent subsequent NCD compared to patients with other acute respiratory tract infections. TRIAL REGISTRATION: ClinicalTrials.gov: NCT04359914; date of registration 24-APR 2020.

5.
Glob Pediatr Health ; 11: 2333794X241285964, 2024.
Article in English | MEDLINE | ID: mdl-39351100

ABSTRACT

Background. Pediatric critical care in low-resource settings faces challenges like inadequate infrastructure, limited personnel, financial constraints, and cultural considerations, leading to poor outcomes for critically ill children. Methods. This review synthesizes information from 2 articles on pediatric intensive care units (PICUs) in low- and middle-income countries (LMICs). It identifies challenges such as high care costs, cultural preferences, and resource allocation issues. Results. Challenges include the financial burden of care, limited resources, and the need for external funding. Family preferences impact healthcare decisions, leading to ethical dilemmas. Resource allocation issues affect patient outcomes, including delayed diagnoses and high mortality rates. Conclusion. Addressing these challenges requires a multifaceted approach involving governments, healthcare providers, and international stakeholders. Standardizing care, investing in infrastructure and training, and promoting collaboration are essential to improving pediatric critical care and ensuring equitable access.

6.
Article in English | MEDLINE | ID: mdl-39353584

ABSTRACT

BACKGROUND: Frailty is strongly correlated with mortality in intensive care unit patients, yet routine screening among intensive care patients is rarely performed. The aim of this study is to assess frailty and health-related quality of life (HRQoL) in patients before intensive care admission and to compare this with outcomes after 3 and 12-months. The Clinical Frailty Scale and EQ-5D-5L will be used to assess frailty and HRQoL, respectively. METHODS: This is an ongoing, prospective observational study including patients from five Norwegian ICU's. Inclusion criteria are patients aged ≥65 years requiring invasive mechanical ventilation for ≥24 h. The Clinical Frailty Scale and EQ-5D-5L are administered at baseline (before critical illness) and at 3- and 12-months post-inclusion. Additional data collected includes patient characteristics, ICU treatment details, illness severity and mortality. The EQ-5D-5L will be compared to Norwegian population norms and assessed for measurement properties. RESULTS: Inclusion started July 2022 and will be stopped at 350 patients. The study will be completed in 2025. CONCLUSION: The study will assess the feasibility and measurement properties of the Clinical Frailty Scale and EQ-5D-5L in ICU survivors by telephone at long-term follow-up study and will give additional information on the frailty and HRQoL of intensive care survivors. CLINICAL TRIAL REGISTRATION: The study is registered in ClinicalTrials.gov NCT06012942. Protocol version 2.7.1, 19.05.2023.

8.
J Educ Perioper Med ; 26(3): E728, 2024.
Article in English | MEDLINE | ID: mdl-39354916

ABSTRACT

Background: Critical care education is an important, mandatory component of residency training in anesthesiology. Currently, there is no accepted national standardized curriculum, and a prioritized critical care content outline would be beneficial to the creation of a pragmatic standardized residency curriculum. The modified Delphi method is a recognized method for establishing consensus in medical education. Methods: We developed a prioritized critical care content outline using the modified Delphi method. Topics were selected from critical care topics included in the Program Requirements for Graduate Medical Education in Anesthesiology and the American Board of Anesthesiology Content Outline. Panel members rated critical care topics on a 9-point Likert scale (1 = not important, 9 = mandatory). Consensus was defined as ≥75% rating the topic as very important to mandatory for inclusion (Likert scale 7-9). Topics with >80% consensus were removed from subsequent surveys and included in the final list, and topics with <50% were removed. Members were asked to select the ideal timing of topic delivery during residency (Foundational-Early Residency, Intermediate-Mid Residency, Advanced-Late Residency). Results: A total of 158 panel members who were contacted using national anesthesiology organization email lists completed the initial round, 119 (75%) completed the second iteration, and 116 (73%) completed the third. Response rate on the first survey was (22/55) 40% for anesthesiology critical care program directors, (18/132) 14% for core anesthesiology residency program directors, and (77/1150) 7% for the remaining respondents. Trainees (n = 41) were not included in response rate calculations. Most participants (103/158, 65%) had completed both core anesthesiology and subspecialty critical care medicine training and most (87/158, 55%) had formal roles in medical education. Forty-one (26%) responders were currently in training. All panelists worked in institutions with graduate medical education (GME) learners. Fifty-eight of 136 (43%) topics met consensus for inclusion. Most consensus topics (50/58, 86%) were recommended to be delivered early during residency with the other 8 topics to be delivered in the middle of residency. Conclusions: We developed a prioritized critical care content outline for anesthesiology residents that includes highly recommended critical care topics with ideal timing for inclusion in residency. This outline provides the first step in developing a pragmatic standardized curriculum to guide faculty and programs in critical care education.

9.
Intensive Crit Care Nurs ; 86: 103814, 2024 Oct 01.
Article in English | MEDLINE | ID: mdl-39357320

ABSTRACT

BACKGROUND: Clinicians need specific knowledge and skills to effectively communicate with patients and their family when a patient is dying in the ICU. End-of-life communication is compounded by language differences and diverse cultural and religious beliefs. AIM: The aim was to develop and evaluate practice recommendations for culturally sensitive communication at the end of life. METHOD: Modified two-round eDelphi study. An Australian national sample of 58 expert ICU clinicians of nursing and medical backgrounds participated in an online survey to rate the relevance of 13 practice recommendations. Ten clinicians participated in a subsequent expert panel interview to provide face validity and comprehensive details about the practical context of the recommendations. Survey data were analysed using descriptive statistics, interview data using deductive content analysis. RESULTS: All 13 practice recommendations achieved item content validity index (I-CVI) above 0.8, and scale content validity index (S-CVI) of 0.95, indicating sufficient consensus. Recommendations prioritising use of professional interpreters and nurse involvement in family meetings achieved near perfect agreement amongst participants. Recommendations to facilitate family in undertaking cultural, spiritual and religious rituals and customs, advocate for family participation in treatment limitation discussions, and clinician access to professional development opportunities about culturally sensitive communication also achieved high level consensus. CONCLUSION: These practice recommendations provide guidance for ICU clinicians in their communication with patients and families from culturally diverse backgrounds. IMPLICATIONS FOR CLINICAL PRACTICE: Clinicians want practice recommendations that are understandable and broadly applicable across diverse ICU contexts. The high consensus scores confirm these practice recommendations are relevant and feasible to clinicians who provide end-of-life care for patients and their family members. The recommendations also provide clear guidance for ICU leaders, managers and organisational policy makers.

10.
J Am Coll Cardiol ; 84(15): 1436-1454, 2024 Oct 08.
Article in English | MEDLINE | ID: mdl-39357941

ABSTRACT

This consensus statement emerges from collaborative efforts among leading figures in critical care cardiology throughout the United States, who met to share their collective expertise on issues faced by those active in or pursuing contemporary critical care cardiology education. The panel applied fundamentals of adult education and curriculum design, reviewed requisite training necessary to provide high-quality care to critically ill patients with cardiac pathology, and devoted attention to a purposeful approach emphasizing diversity, equity, and inclusion in developing this nascent field. The resulting paper offers a comprehensive guide for current trainees, with insights about the present landscape of critical care cardiology while highlighting issues that need to be addressed for continued advancement. By delineating future directions with careful consideration and intentionality, this Expert Panel aims to facilitate the continued growth and maturation of critical care cardiology education and practice.


Subject(s)
Cardiology , Critical Care , Cardiology/education , Humans , Critical Care/standards , United States , Curriculum , Minnesota , Education, Medical, Graduate/methods
11.
J Pediatr Surg ; : 161917, 2024 Sep 11.
Article in English | MEDLINE | ID: mdl-39358073

ABSTRACT

BACKGROUND: Management of pediatric solid organ injuries continues to evolve, decreasing the need for serial hemoglobin measurements, repeat imaging, and operative intervention. Transcutaneous continuous hemoglobin monitoring (TCHM) has been shown to effectively monitor hemoglobin levels in children with solid organ trauma. METHODS: A 6-year, single-center, retrospective chart review was conducted of pediatric solid organ injury patients aged 30 days to <18 years admitted to a quaternary children's hospital following implementation of a highly protocolized TCHM system. A laboratory hemoglobin measurement was obtained at the time of diagnosis and additional measurements were determined based on injury grading. Adverse events were tracked and included: central or arterial line placement, blood product(s) administration, percutaneous embolization procedures, transfer to the pediatric ICU and operative intervention. RESULTS: A total of 97 patients met the inclusion criteria. Blood draws were significantly reduced following TCHM protocol implementation (3.0 [IQR 2.0-5.5] vs 2.0 [IQR 1.0-4.5], p 0.01) without a significant increase in blood product administration (p = 0.30), central or arterial line placement (p = 1), or operative intervention (p = 0.29). Length of stay was not impacted (p = 0.36). The rate of unplanned ICU transfers and percutaneous embolization procedures were too low for statistical evaluation. CONCLUSION: TCHM safely reduces the need for serial blood draws in pediatric trauma patients when utilized within a well-defined protocol for solid organ injury. Further studies are needed to evaluate the role of TCHM in shortening or eliminating hospital admission for low-grade solid organ injuries in children. LEVEL OF EVIDENCE: Level III. TYPE OF STUDY: Single-center, retrospective chart review cohort study.

12.
Bioethics ; 2024 Oct 03.
Article in English | MEDLINE | ID: mdl-39360393

ABSTRACT

The term slow code refers to an intentional reduction in the pace or intensity of resuscitative efforts during a medical emergency. This can be understood as an intermediate level between full code (full resuscitation efforts) and no code (no resuscitation efforts) and serves as a symbolic gesture when intervention is considered medically futile. While some previous research acknowledges the slow code as an integral part of clinical practice, many ethicists have condemned the practice as dishonest and causing unnecessary pain for the patient. As the public's views on this issue have been largely absent from the discussion to date, two vignette experiments were performed to investigate their perceptions. The findings indicate that laypersons believe that slow codes are commonplace and often prefer them over a no code. While a full code was perceived as the standard approach and rated most ethical and least punishable, the present results do not support the widespread assumption that laypersons generally oppose slow codes, and this finding should inform ethical discussion and clinical practice.

13.
Indian J Crit Care Med ; 28(9): 813-815, 2024 Sep.
Article in English | MEDLINE | ID: mdl-39360214

ABSTRACT

How to cite this article: Kumar V. Left Ventricular Diastolic Dysfunction in the Critically Ill: The Rubik's Cube of Echocardiography. Indian J Crit Care Med 2024;28(9):813-815.

14.
BMC Pulm Med ; 24(1): 483, 2024 Oct 03.
Article in English | MEDLINE | ID: mdl-39363211

ABSTRACT

BACKGROUND: Lung phenotypes have been extensively utilized to assess lung injury and guide precise treatment. However, current phenotypic evaluation methods rely on CT scans and other techniques. Although lung ultrasound (LUS) is widely employed in critically ill patients, there is a lack of comprehensive and systematic identification of LUS phenotypes based on clinical data and assessment of their clinical value. METHODS: Our study was based on a retrospective database. A total of 821 patients were included from September 2019 to October 2020. 1902 LUS examinations were performed in this period. Using a dataset of 55 LUS examinations focused on lung injuries, a group of experts developed an algorithm for classifying LUS phenotypes based on clinical practice, expert experience, and lecture review. This algorithm underwent validation and refinement with an additional 140 LUS images, leading to five iterative revisions and the generation of 1902 distinct LUS phenotypes. Subsequently, a validated machine learning algorithm was applied to these phenotypes. To assess the algorithm's effectiveness, experts manually verified 30% of the phenotypes, confirming its efficacy. Using K-means cluster analysis and expert image selection from the 1902 LUS examinations, we established seven distinct LUS phenotypes. To further explore the diagnostic value of these phenotypes for clinical diagnosis, we investigated their auxiliary diagnostic capabilities. RESULTS: A total of 1902 LUS phenotypes were tested by randomly selecting 30% to verify the phenotypic accuracy. With the 1902 LUS phenotypes, seven lung ultrasound phenotypes were established through statistical K-means cluster analysis and expert screening. The acute respiratory distress syndrome (ARDS) exhibited gravity-dependent phenotypes, while the cardiogenic pulmonary edema exhibited nongravity phenotypes. The baseline characteristics of the 821 patients included age (66.14 ± 11.76), sex (560/321), heart rate (96.99 ± 23.75), mean arterial pressure (86.5 ± 13.57), Acute Physiology and Chronic Health Evaluation II (APACHE II)score (20.49 ± 8.60), and duration of ICU stay (24.50 ± 26.22); among the 821 patients, 78.8% were cured. In severe pneumonia patients, the gravity-dependent phenotype accounted for 42% of the cases, whereas the nongravity-dependent phenotype constituted 58%. These findings highlight the value of applying different LUS phenotypes in various diagnoses. CONCLUSIONS: Seven sets of LUS phenotypes were established through machine learning analysis of retrospective data; these phenotypes could represent the typical characteristics of patients with different types of critical illness.


Subject(s)
Lung , Phenotype , Ultrasonography , Humans , Retrospective Studies , Ultrasonography/methods , Male , Lung/diagnostic imaging , Female , Middle Aged , Aged , Registries , Algorithms , Machine Learning , Lung Injury/diagnostic imaging
15.
Blood Purif ; 53(6): 520-526, 2024 Jun.
Article in English | MEDLINE | ID: mdl-39363977

ABSTRACT

Extracorporeal life support (ECLS), including extracorporeal membrane oxygenation (ECMO) and continuous renal replacement therapy (CRRT), are life-saving therapies for critically ill children. Despite this, these modalities carry frustratingly high mortality rates. One driver of mortality may be altered drug disposition due to a combination of underlying illness, patient-circuit interactions, and drug-circuit interactions. Children receiving ECMO and/or CRRT routinely receive 20 or more drugs, and data supporting optimal dosing is lacking for most of these medications. The Pediatric Paracorporeal and Extracorporeal Therapies Summit (PPETS) gathered an international group of experts in the fields of ECMO, CRRT, and other ECLS modalities to discuss the current state of these therapies, disseminate innovative support strategies, share clinical experiences, and foster future collaborations. Here, we summarize the conclusions of PPETS and put forward a pathway to optimize pharmacokinetic (PK) research in this population. We must prioritize specific medications for in-depth study to improve drug use in ECLS and patient outcomes. Based on frequency of use, potential for adverse outcomes if dosed inappropriately, and lack of existing PK data, a list of high priority drugs was compiled for future research. Researchers must additionally reconsider study designs, emphasizing pooling of resources through multi-center studies and the use of innovative PK modeling techniques. Finally, the integration of validated PK models into clinical practice must be streamlined to deliver optimal medication use at the bedside. Focusing on the proposed list of highlighted medications and key methodological considerations will maximize the impact of future research.


Subject(s)
Extracorporeal Membrane Oxygenation , Humans , Extracorporeal Membrane Oxygenation/methods , Child , Pharmacokinetics , Continuous Renal Replacement Therapy/methods , Critical Illness/therapy , Renal Replacement Therapy/methods
16.
BMJ Open Respir Res ; 11(1)2024 Oct 01.
Article in English | MEDLINE | ID: mdl-39353713

ABSTRACT

BACKGROUND: An association between driving pressure (∆P) and the outcomes of invasive mechanical ventilation (IMV) may exist. However, the effect of a sustained limitation of ∆P on mortality in patients with acute respiratory distress syndrome (ARDS), including patients with COVID-19 (COVID-19-related acute respiratory distress syndrome (C-ARDS)) undergoing IMV, has not been rigorously evaluated. The use of emulations of a target trial in intensive care unit research remains in its infancy. To inform future, large ARDS target trials, we explored using a target trial emulation approach to analyse data from a cohort of IMV adults with C-ARDS to determine whether maintaining daily ∆p<15 cm H2O (in addition to traditional low tidal volume ventilation (LTVV) (tidal volume 5-7 cc/PBW+plateau pressure (Pplat) ≤30 cm H2O), compared with LTVV alone, affects the 28-day mortality. METHODS: To emulate a target trial, adults with C-ARDS requiring >24 hours of IMV were considered to be assigned to limited ∆P or LTVV. Lung mechanics were measured twice daily after ventilator setting adjustments were made. To evaluate the effect of each lung-protective ventilation (LPV) strategy on the 28-day mortality, we fit a stabilised inverse probability weighted marginal structural model that adjusted for baseline and time-varying confounders known to affect protection strategy use/adherence or survival. RESULTS: Among the 92 patients included, 27 (29.3%) followed limited ∆P ventilation, 23 (25.0%) the LTVV strategy and 42 (45.7%) received no LPV strategy. The adjusted estimated 28-day survival was 47.0% (95% CI 23%, 76%) in the limited ∆P group, 70.3% in the LTVV group (95% CI 37.6%, 100%) and 37.6% (95% CI 20.8%, 58.0%) in the no LPV strategy group. INTERPRETATION: Limiting ∆P may not provide additional survival benefits for patients with C-ARDS over LTVV. Our results help inform the development of future target trial emulations focused on evaluating LPV strategies, including reduced ∆P, in adults with ARDS.


Subject(s)
COVID-19 , Respiration, Artificial , Respiratory Distress Syndrome , Tidal Volume , Humans , COVID-19/mortality , COVID-19/therapy , COVID-19/complications , Male , Female , Respiration, Artificial/methods , Middle Aged , Respiratory Distress Syndrome/therapy , Respiratory Distress Syndrome/mortality , Respiratory Distress Syndrome/physiopathology , Aged , SARS-CoV-2 , Adult
17.
BMJ Open ; 14(10): e081597, 2024 Oct 02.
Article in English | MEDLINE | ID: mdl-39357986

ABSTRACT

OBJECTIVES: We aimed to investigate the association between the albumin-corrected anion gap (ACAG) and the prognosis of cardiogenic shock (CS). DESIGN: A multicentre retrospective cohort study. SETTING: Data were collected from the Medical Information Mart for Intensive Care (MIMIC-IV) and eICU Collaborative Research Database (eICU-CRD) datasets. PARTICIPANTS: 808 and 700 individuals from the MIMIC-IV and eICU-CRD, respectively, who were diagnosed with CS. PRIMARY AND SECONDARY OUTCOMES: The primary endpoint was short-term all-cause mortality, including intensive care unit (ICU), in-hospital and 28-day mortality. The secondary endpoints were the 28-day free from the ICU duration and the length of ICU stay. RESULTS: CS patients were divided into two groups according to the admission ACAG value: the normal ACAG group (≤20 mmol/L) and the high ACAG group (> 20 mmol/L). CS patients with higher ACAG values exhibited increased short-term all-cause mortality rates, including ICU mortality (MIMIC-IV cohort: adjusted HR: 1.43, 95% CI=1.05-1.93, p=0.022; eICU-CRD cohort: adjusted HR: 1.38, 95% CI=1.02-1.86, p=0.036), in-hospital mortality (MIMIC-IV cohort: adjusted HR: 1.31, 95% CI=1.01-1.71, p=0.03; eICU-CRD cohort: adjusted HR: 1.47, 95% CI=1.12-1.94, p=0.006) and 28-day mortality (adjusted HR: 1.42, 95% CI: 1.11 to 1.83, p=0.007). A positive linear correlation was observed between the ACAG value and short-term mortality rates via restricted cubic splines. Compared with the AG, the ACAG presented a larger area under the curve for short-term mortality prediction. In addition, the duration of intensive care was longer, whereas the 28-day free from the ICU duration was shorter in patients with a higher ACAG value in both cohorts. CONCLUSION: The ACAG value was independently and strongly associated with the prognosis of patients with CS, indicating that the ACAG value is superior to the conventional AG value.


Subject(s)
Acid-Base Equilibrium , Hospital Mortality , Intensive Care Units , Shock, Cardiogenic , Humans , Retrospective Studies , Shock, Cardiogenic/mortality , Male , Female , Aged , Prognosis , Middle Aged , Intensive Care Units/statistics & numerical data , Length of Stay/statistics & numerical data , Databases, Factual , Serum Albumin/analysis , Aged, 80 and over
18.
Digit Health ; 10: 20552076241289732, 2024.
Article in English | MEDLINE | ID: mdl-39381828

ABSTRACT

Objective: Weaning is an essential issue in critical care. This study explores the efficacy of multitask learning models in predicting successful weaning in critically ill ventilated patients using the Medical Information Mart for Intensive Care (MIMIC) IV database. Methods: We employed a multitask learning framework with a shared bottom network to facilitate common knowledge extraction across all tasks. We used the Shapley additive explanations (SHAP) plot and partial dependence plot (PDP) for model explainability. Furthermore, we conducted an error analysis to assess the strength and limitation of the model. Area under receiver operating characteristic curve (AUROC), calibration plot and decision curve analysis were used to determine the performance of the model. Results: A total of 7758 critically ill patients were included in the analyses, and 78.5% of them were successfully weaned. Multitask learning combined with spontaneous breath trial achieved a higher performance to predict successful weaning compared with multitask learning combined with shock and mortality (area under receiver operating characteristic curve, AUROC, 0.820 ± 0.002 vs 0.817 ± 0.001, p < 0.001). We assessed the performance of the model using calibration and decision curve analyses and further interpreted the model through SHAP and PDP plots. The error analysis identified a relatively high error rate among those with low disease severities, including low mean airway pressure and high enteral feeding. Conclusion: We demonstrated that multitask machine learning increased predictive accuracy for successful weaning through combining tasks with a high inter-task relationship. The model explainability and error analysis should enhance trust in the model.

19.
BMJ Mil Health ; 2024 Oct 08.
Article in English | MEDLINE | ID: mdl-39384217

ABSTRACT

INTRODUCTION: Intraosseous devices have become an alternative to peripheral intravenous (PIV) access. Despite the established success of intraosseous devices in laboratory and simulator studies, there is a lack of data regarding their real-world utilisation in prehospital settings. Therefore, this study aims to evaluate the success rates of intraosseous access in a prehospital military context and identify factors associated with failure. METHODS: Using the Israel Defense Forces (IDF) Trauma Registry, we retrospectively collected data from 2010 to 2023. The primary outcome was the first pass success rate of intraosseous access, and logistic regression models were applied to identify variables associated with first pass failure. RESULTS: The study included 172 trauma patients who underwent attempted intraosseous access with 46.5% cases which were classified as military events. The median age was 22 years, and 17.3% were paediatric patients. First pass success was achieved in 67.4% of cases, with a cumulative success rate of 80.8% after multiple attempts. Moreover, significant differences were noted when examining the success rate of the three intraosseous devices used by the IDF teams, with the highest success rate being documented for the NIO Adult versus the EZ-IO or the BIG (81.4%; 76.7%; 62.4%). However, logistic regression analysis revealed that the number of PIV access attempts was the only variable significantly associated with decreased odds of achieving first pass intraosseous access. CONCLUSION: These findings suggest that intraosseous devices are a viable alternative for establishing vascular access in prehospital military settings. However, success rates were slightly lower than previous reports, potentially due to the severity of injuries in the study cohort. Our analyses revealed a higher number of PIV access attempts correlated with reduced first pass intraosseous success, possibly stemming from caregiver proficiency in obtaining vascular access. Further research is needed to explore additional factors affecting intraosseous access success rates.

SELECTION OF CITATIONS
SEARCH DETAIL