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Background: The role of longitudinal platelet count trajectories in critically ill patients with thrombocytopenia is unclear. This study aimed to identify the association between trajectory patterns and prognosis and assess whether these patterns could enhance the predictive capability of Acute Physiology and Chronic Health Evaluation (APACHE) IV or Sequential Organ Failure Assessment (SOFA) scores for mortality.
Methods: This retrospective cohort study employed latent growth mixture modeling (LGMM) to identify platelet count trajectory patterns. Cox proportional hazards model was used to evaluate the association between the patterns and mortality. Receiver Operating Characteristic (ROC) curves were plotted, and the areas under the curves (AUCs) were compared between models using the APACHE IV or SOFA score alone and those incorporating trajectory patterns.
Results: A total of 1683 patients from the eICU Collaborative Research Database (eICU-CRD) and 931 patients from the Medical Information Mart for Intensive Care IV (MIMIC-IV) database were included. Two trajectory patterns were identified: Class 1, characterized by "Gradual increase," and Class 2, with "Persistent low." Patients in Class 2 had higher ICU mortality (eICU-CRD: 2.273[1.457-3.546]; MIMIC-IV database: 1.991[1.162-3.412]). Incorporating trajectory patterns into the APACHE IV or SOFA scores substantially enhanced the AUC of these scoring systems alone in predicting ICU mortality (eICU-CRD: P < 0.001; MIMIC-IV database: P = 0.0018).
Conclusion: The longitudinal platelet count trajectory patterns are complementary predictors of survival in critically ill patients with thrombocytopenia. Persistently low platelet counts are significantly associated with unfavorable clinical outcomes.
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http://dx.doi.org/10.1016/j.thromres.2025.109314 | DOI Listing |
J Cannabis Res
September 2025
Department of EconomicsMA in Applied Economics, Lebanese American University, P.O. Box: 13-5053, Beirut, Lebanon.
Amidst the global shift toward cannabis legalization, this study examines medical cannabis (MC) sales as an indicator of economic activity and innovation. It explores associations between MC sales, and variables including tobacco use, alcohol consumption, amphetamine, cocaine and cannabis prevalence, and gross domestic product (GDP), using a fixed effects (FE) panel regression model. It also evaluates associations between cannabis legalization and MC sales over time using a dynamic Difference-in-Differences (DiD) approach with multiple time periods.
View Article and Find Full Text PDFCrit Care
September 2025
Department of Pediatrics I, University Hospital Essen, University of Duisburg-Essen, Hufelandstr, 55, Essen, 45239, Germany.
Background: Gender disparities persist in medical research. This study assessed gender representation trends in first and senior authorships in the five highest-ranked critical care journals (by impact factor) over a 20-year period.
Methods: We analyzed author gender distribution from 2005 to 2024.
J Racial Ethn Health Disparities
September 2025
Department of Social, Behavioral, and Population Sciences, Tulane School of Public Health & Tropical Medicine, New Orleans, LA, USA.
Introduction: Type 2 diabetes mellitus (T2DM) microvascular complications are a major public health issue that disproportionately affects racial/ethnic minorities in the US. We aimed to address the limited understanding of racial/ethnic disparities in the longitudinal natural history of microvascular complications over eight years among older adults with T2DM in the US and Canada.
Methods: From 10,251 participants in the Action to Control Cardiovascular Risk in Diabetes (ACCORD) (2003-2009) trial, we derived 6323 participants.
Sci Bull (Beijing)
August 2025
Institute of Psychology, Chinese Academy of Sciences, Beijing 100101, China; Department of Psychology, University of Chinese Academy of Sciences, Beijing 101408, China.
Cognitive control is fundamental to human goal-directed behavior. Understanding its trajectory across the lifespan is crucial for optimizing cognitive function throughout life, particularly during periods of rapid development and decline. While existing studies have revealed an inverted U-shaped trajectory of cognitive control in both behavioral and anatomical domains, the age-related changes in functional brain activities remain poorly understood.
View Article and Find Full Text PDFJ R Soc Interface
September 2025
Institute of Intelligent Systems and Robotics, Sorbonne Université, Paris, Île-de-France, France.
A number of techniques have been developed to measure the three-dimensional trajectories of protists, which require special experimental set-ups, such as a pair of orthogonal cameras. On the other hand, machine learning techniques have been used to estimate the vertical position of spherical particles from the defocus pattern, but they require the acquisition of a labelled dataset with finely spaced vertical positions. Here, we describe a simple way to make a dataset of images labelled with vertical position from a single 5 min movie, based on a tilted slide set-up.
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