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1.
Head Neck ; 2024 Oct 03.
Article in English | MEDLINE | ID: mdl-39360406

ABSTRACT

BACKGROUND: Less differentiated thyroid cancer may upregulate the expression of glucose transporter 1 (GLUT1) and increase glycolytic activity. However, it is uncertain whether GLUT1 can be used as a target for therapy. METHODS: Thyroid cancer cell lines were treated with two different GLUT1 inhibitors, STF-31 and BAY-876. Functional assays were conducted to evaluate the effects of these inhibitors on cell biology. RESULTS: GLUT1 inhibitors dose-dependently decreased cell growth and clonogenicity of thyroid cancer cells. Cell cycle analysis showed that these inhibitors caused G2/M arrest instead of apoptosis. Additionally, treatment with GLUT1 inhibitors led to the activation of autophagy. In both the Transwell and spheroid models, GLUT1 inhibitors significantly suppressed cell invasiveness. Moreover, GLUT1 inhibitors demonstrated synergistic interactions when combined with lenvatinib. CONCLUSIONS: Treatment with GLUT1 inhibitors activates autophagy and provokes cell cycle arrest, accompanied by a decrease in colony formation and invasive capacity in thyroid cancer cells.

2.
Pediatr Neonatol ; 2024 Aug 26.
Article in English | MEDLINE | ID: mdl-39313401

ABSTRACT

BACKGROUND: The increasing prevalence of antimicrobial-resistant Escherichia coli (E. coli) in the community is a global public health challenge. This study investigated the prevalence of third-generation cephalosporin-resistant (3GCR) E. coli fecal carriage in children, identified associated risk factors, and determined antimicrobial resistance patterns of E. coli across three regions of Taiwan. METHODS: Stool samples from children aged 0-18 years were collected in southern, northern, and eastern Taiwan from community or outpatient clinics between July 2022 and May 2023. E. coli colonies were selected and examined for antimicrobial susceptibility and multilocus sequence typing. Participant demographic data and potential risk factors for carrying resistant E. coli were surveyed using a questionnaire. RESULTS: Of the 246 children surveyed, 59.3% carried multidrug-resistant (MDR) E. coli, and 37.4% carried 3GCR E. coli. The prevalence of 3GCR E. coli carriage was highest in southern Taiwan (42.7%), followed by northern Taiwan (35.5%) and eastern Taiwan (28.4%). The study identified several risk factors which may be associated with the fecal carriage of 3GCR E. coli, such as having lower paternal education levels, being overweight or obese, having a nonvegetarian diet, and consuming eggs, with variations observed across regions. CONCLUSION: This study documented elevated fecal carriage rates of 3GCR and MDR E. coli across regions of Taiwan. The study also identified numerous demographic and environmental factors that require implementing comprehensive strategies to address this public health challenge.

3.
Eur J Emerg Med ; 2024 Sep 16.
Article in English | MEDLINE | ID: mdl-39283737

ABSTRACT

BACKGROUND AND IMPORTANCE: Out-of-hospital cardiac arrest (OHCA) poses major public health issues. Pre-arrest heart function is a prognostic factor, but the specific contribution of pre-arrest echocardiographic evaluation in predicting OHCA outcome remains limited. OBJECTIVE: The primary objective was to investigate the association between left ventricular ejection fraction (LVEF) measured in echocardiography prior to OHCA and survival to hospital discharge. DESIGN, SETTINGS, AND PARTICIPANTS: This multicenter retrospective cohort study analyzed data from the National Taiwan University Hospital and its affiliated hospitals. We included adult nontraumatic OHCA patients who were treated by the emergency medical services (EMS) and underwent echocardiography within 6 months prior to the OHCA event from January 2016 to December 2022. Data included demographics, preexisting diseases, resuscitation events, and echocardiographic reports. OUTCOMES MEASURE AND ANALYSIS: The primary outcome was the survival to hospital discharge after post-arrest care. Statistical analysis involved multivariable logistic regression to modify potential confounders, reported as adjusted odds ratio (aOR) and 95% confidence interval (CI), and evaluate the association between echocardiographic findings and survival to hospital discharge. MAIN RESULTS: This study analyzed 950 patients, with 33.6% surviving to discharge. A higher pre-arrest LVEF was independently associated with increased survival. Compared to patients with LVEF < 40%, those with LVEF between 40% and 60% had significantly higher odds of survival (aOR = 3.68, 95% CI = 2.14-6.35, P < 0.001), and those with LVEF > 60% had even greater odds of survival (aOR = 5.46, 95% CI = 3.09-9.66, P < 0.001). There was also an association between lower tricuspid regurgitation pressure gradient and survival (aOR = 0.98, 95% CI = 0.97-1.00, P = 0.015). Younger age, male gender, dyslipidemia, stroke, cancer, witnessed arrest, initial shockable rhythm, and shorter low-flow time are other significant predictors of survival. CONCLUSION: In adult, nontraumatic, EMS-treated OHCA patients, a higher LVEF 6 months prior to OHCA was associated with improved survival at hospital discharge.

4.
Prehosp Emerg Care ; : 1-13, 2024 Sep 27.
Article in English | MEDLINE | ID: mdl-39331817

ABSTRACT

OBJECTIVES: The quality of prehospital resuscitation provided by emergency medical technicians (EMTs) is essential to ensure better outcomes following out-of-hospital cardiac arrests (OHCA). We assessed the quality of prehospital resuscitation by recording time to key prehospital interventions using EMT-worn video devices and investigated its association with outcomes of patients with OHCA. METHODS: This retrospective, cross-sectional study included cases of non-traumatic OHCA in adults treated by EMS in Hsinchu City, Taiwan, during 2022 and 2023. We used data from high-resolution, chest-mounted wearable cameras to define and measure six Quality Indices (QIs) for prehospital resuscitation interventions (i.e., time spent recognizing OHCA). To evaluate the association between QI performance and sustained return of spontaneous circulation (ROSC), we used multivariable logistic regression. RESULTS: Of 745 patients eligible for this study, 187 (25.1%) achieved sustained ROSC. Six core QIs were analyzed: recognition of OHCA (median time: 9.0 seconds), time from recognizing OHCA to initiating cardiopulmonary resuscitation (CPR; 9.0 seconds), automated external defibrillator setup (34.0 seconds), time from recognizing OHCA to beginning ventilation (160.0 seconds), advanced airway management (300 seconds), and deploying a mechanical CPR device (50 seconds). The performance of the six QIs were not associated with sustained ROSC (Adjusted odds ratio [95% confidence interval]: 1.00 [0.99-1.00], 0.99 [0.98-1.00], 1.00 [1.00-1.01], 1.00 [1.00-1.00], 1.00 [1.00-1.00] and 0.99 [0.99-1.00], respectively). CONCLUSIONS: This study describes the rate of sustained ROSC and time to key interventions captured by EMT-worn video devices in non-traumatic OHCA patients. Although we found no direct link between QI performance and improved OHCA outcomes, this study highlights the potential of video-assisted QIs to enhance the documentation and understanding of prehospital resuscitation processes. These findings suggest that further refinement and application of these QIs could support more effective resuscitation strategies and training programs.

5.
J Formos Med Assoc ; 2024 Sep 18.
Article in English | MEDLINE | ID: mdl-39299883

ABSTRACT

During the COVID-19 pandemic, Taiwan's pediatric healthcare system faced its most severe shortage of pediatric residents in history. This review investigates the causes, consequences, and potential solutions to this shortage. Between 2020 and 2023, the recruitment rate of pediatric residents dropped by 27.3%, increasing workloads for attending pediatricians and may worsening health outcomes for pediatric patients. Compared to South Korea and Japan, Taiwan has the highest neonatal mortality rates and lowest life expectancy at birth. Additionally, Taiwan's National Health Insurance (NHI) pays pediatricians in hospitals half of what it pays those in local clinics, hindering the attraction of pediatric hospitalists. To sustain the pediatric healthcare system, the government could consider directly compensating pediatricians at clinic rates and transitioning to a capitation payment system. Systemic recommendations include increasing health expenditure as a percentage of gross domestic production (GDP) and amending the NHI Act to eliminate the global budget payment system. Managing the resulting increase in financial responsibility could involve raising tax revenue as a percentage of GDP. Implementing these measures could strengthen the pediatric healthcare system and prevent a collapse of pediatric inpatient care.

7.
Prev Med ; 187: 108102, 2024 Oct.
Article in English | MEDLINE | ID: mdl-39151804

ABSTRACT

OBJECTIVES: Few reports have indicated the secular trend in the sudden cardiac death (SCD) incidence and pre-arrest comorbidities. This study aimed to comprehensively analyze the trend of SCD incidence and its association with pre-arrest comorbidities. METHODS: This population-based cohort study analyzed Taiwan's National Health Insurance (NHI) research database and identified SCD incidents by inspecting data from all emergency department visits from 2011 to 2018. The inclusion criteria were ICD-9:427.5 or 427.41, or ICD-10:I46.9, I46.8, or I46.2. Pre-existing comorbidities were confirmed based on medication use. Multivariable logistic regression was adopted with covariates age, sex, and pre-existing comorbidities. RESULTS: This study reviewed a total of 184,164,969 person-year records, and identified 92,138 SCD incidents. From 2011 to 2018, the SCD incidence rate increased from 36.3 to 55.4 per 100,000 enrollees in Taiwan. The top five pre-arrest comorbidities were stable, while the prevalence of chronic kidney disease rose significantly. Compared to those aged 20-29, enrollees aged >65 years had significantly higher odds of SCD (aOR:27.30, 95% CI:26.05-28.61). Higher odds of SCD were noted in the enrollees who had a seizure (aOR:2.24, 95% CI:2.12-2.38), parkinsonism (aOR:1.81, 95% CI:1.73-1.89), psychological disorders (aOR:1.59, 95% CI:1.56-1.62), diabetes mellitus (aOR:1.44, 95% CI:1.41-1.46), heart diseases (aOR:1.41, 95% CI:1.38-1.44). CONCLUSIONS: The incidence of SCD steadily increased in Taiwan from 2011 to 2018. Hypertension, diabetes mellitus, heart disease, psychological disorders, and arthritis were major pre-arrest comorbidities. Age is the most important risk factor for SCD. Further large-scaled population-based study that investigated in diverse ethnicities from countries in addition to Asians would be warranted.


Subject(s)
Comorbidity , Death, Sudden, Cardiac , Humans , Taiwan/epidemiology , Female , Male , Death, Sudden, Cardiac/epidemiology , Middle Aged , Adult , Aged , Incidence , Risk Factors , Age Factors , Sex Factors , Cohort Studies , Young Adult , Adolescent , Databases, Factual , Aged, 80 and over
8.
Plant Cell Environ ; 2024 Aug 12.
Article in English | MEDLINE | ID: mdl-39132878

ABSTRACT

Reactive oxygen species (ROS) play a crucial role in regulating numerous functions in organisms. Among the key regulators of ROS production are NADPH oxidases, primarily referred to as respiratory burst oxidase homologues (RBOHs). However, our understanding of whether and how pathogens directly target RBOHs has been limited. In this study, we revealed that the effector protein RipBJ, originating from the phytopathogenic bacterium Ralstonia solanacearum, was present in low- to medium-virulence strains but absent in high-virulence strains. Functional genetic assays demonstrated that the expression of ripBJ led to a reduction in bacterial infection. In the plant, RipBJ expression triggered plant cell death and the accumulation of H2O2, while also enhancing host defence against R. solanacearum by modulating multiple defence signalling pathways. Through protein interaction and functional studies, we demonstrated that RipBJ was associated with the plant's plasma membrane and interacted with the tomato RBOH known as SlWfi1, which contributed positively to RipBJ's effects on plants. Importantly, SlWfi1 expression was induced during the early stages following R. solanacearum infection and played a key role in defence against this bacterium. This research uncovers the plant RBOH as an interacting target of a pathogen's effector, providing valuable insights into the mechanisms of plant defence.

9.
Clin Epigenetics ; 16(1): 111, 2024 Aug 20.
Article in English | MEDLINE | ID: mdl-39164771

ABSTRACT

BACKGROUND: Current research on the epigenetic repercussions of exposure to a combination of pollutants is limited. This study aims to discern DNA methylation probes associated with exposure to multiple pollutants, serving as early effect markers, and single-nucleotide polymorphisms (SNPs) as surrogate indicators for population susceptibility. The investigation involved the analysis of urine exposure biomarkers for 11 heavy metals (vanadium, arsenic, mercury, cadmium, chromium, nickel, lead, manganese, copper, strontium, thallium), polycyclic aromatic hydrocarbon (PAHs) (1-hydroxypyrene), genome-wide DNA methylation sequencing, and SNPs array on all study participants. The data were integrated with metabolomics information and analyzed both at a community level based on proximity to home addresses relative to the complex and at an individual level based on exposure biomarker concentrations. RESULTS: On a community level, 67 exposure-related CpG probes were identified, while 70 CpG probes were associated with urine arsenic concentration, 2 with mercury, and 46 with vanadium on an individual level. These probes were annotated to genes implicated in cancers and chronic kidney disease. Weighted quantile sum regression analysis revealed that vanadium, mercury, and 1-hydroxypyrene contributed the most to cg08238319 hypomethylation. cg08238319 is annotated to the aryl hydrocarbon receptor repressor (AHRR) gene, and AHRR hypomethylation was correlated with an elevated risk of lung cancer. AHRR was further linked to deregulations in phenylalanine metabolism, alanine, aspartate, and glutamate metabolism, along with heightened oxidative stress. Additionally, three SNPs (rs11085020, rs199442, and rs10947050) corresponding to exposure-related CpG probes exhibited significant interaction effects with multiple heavy metals and PAHs exposure, and have been implicated in cancer progression and respiratory diseases. CONCLUSION: Our findings underscore the pivotal role of AHRR methylation in gene-environment interactions and highlight SNPs that could potentially serve as indicators of population susceptibility in regions exposed to multiple heavy metals and PAHs.


Subject(s)
DNA Methylation , Environmental Exposure , Metals, Heavy , Polymorphism, Single Nucleotide , Humans , DNA Methylation/drug effects , DNA Methylation/genetics , Male , Female , Environmental Exposure/adverse effects , Metals, Heavy/urine , Metals, Heavy/adverse effects , Middle Aged , Adult , CpG Islands/genetics , Polycyclic Aromatic Hydrocarbons/urine , Polycyclic Aromatic Hydrocarbons/adverse effects , Epigenesis, Genetic/drug effects , Epigenesis, Genetic/genetics , Biomarkers/urine , Pyrenes/urine , Environmental Pollutants/urine , Environmental Pollutants/adverse effects , Basic Helix-Loop-Helix Transcription Factors/genetics , Repressor Proteins
10.
Appl Environ Microbiol ; 90(8): e0012124, 2024 08 21.
Article in English | MEDLINE | ID: mdl-38980046

ABSTRACT

Naja atra, the Chinese cobra, is a major cause of snake envenomation in Asia, causing hundreds of thousands of clinical incidents annually. The current treatment, horse serum-derived antivenom, has unpredictable side effects and presents manufacturing challenges. This study focused on developing new-generation snake venom antidotes by using microbial phage display technology to derive nanobodies from an alpaca immunized with attenuated N. atra venom. Following confirmation of the immune response in the alpaca, we amplified VHH genes from isolated peripheral blood mononuclear cells and constructed a phage display VHH library of 1.0 × 107 transformants. After four rounds of biopanning, the enriched phages exhibited increased binding activity to N. atra venom. Four nanobody clones with high binding affinities were selected: aNAH1, aNAH6, aNAH7, and aNAH9. Specificity testing against venom from various snake species, including two Southeast Asian cobra species, revealed nanobodies specific to the genus Naja. An in vivo mouse venom neutralization assay demonstrated that all nanobodies prolonged mouse survival and aNAH6 protected 66.6% of the mice from the lethal dosage. These findings highlight the potential of phage display-derived nanobodies as valuable antidotes for N. atra venom, laying the groundwork for future applications in snakebite treatment.IMPORTANCEChinese cobra venom bites present a formidable medical challenge, and current serum treatments face unresolved issues. Our research applied microbial phage display technology to obtain a new, effective, and cost-efficient treatment approach. Despite interest among scientists in utilizing this technology to screen alpaca antibodies against toxins, the available literature is limited. This study makes a significant contribution by introducing neutralizing antibodies that are specifically tailored to Chinese cobra venom. We provide a comprehensive and unbiased account of the antibody construction process, accompanied by thorough testing of various nanobodies and an assessment of cross-reactivity with diverse snake venoms. These nanobodies represent a promising avenue for targeted antivenom development that bridges microbiology and biotechnology to address critical health needs.


Subject(s)
Antivenins , Camelids, New World , Elapid Venoms , Single-Domain Antibodies , Snake Bites , Animals , Single-Domain Antibodies/immunology , Mice , Snake Bites/therapy , Snake Bites/immunology , Antivenins/immunology , Elapid Venoms/immunology , Cell Surface Display Techniques , Naja naja , Peptide Library
12.
Front Surg ; 11: 1400264, 2024.
Article in English | MEDLINE | ID: mdl-38978990

ABSTRACT

Introduction: A mini-laparotomy for colorectal cancer (CRC) has been reported to shorten postoperative ileus (POI) and hospital stay. Interleukin-6 (IL-6) plays a role in intestinal tissue inflammation, leading to POI. This study investigated the effects of abdominal wounds and IL-6 levels on POI in patients having CRC surgery. Materials and methods: Forty-three patients with CRC underwent bowel resection. Serum samples were collected preoperatively and at 2, 24, and 48 h after surgery for cytokine quantification by ELISA. Clinical data, including time from surgery to first passage of flatus and postoperative hospital stay, demographic and pathological data, and routine blood tests, were compared statistically with abdominal wound length and the postoperative increments of cytokines (designated as Δ). Results: The length of the abdominal wound showed a significant correlation with clinical variables (length of operation time, time of first flatus passage, and length of postoperative hospital stay) and cytokine variables (IL-6(Δ2 h), IL-8(Δ2 h) and IL-10(Δ2 h). Linear regression analysis showed that the abdominal wound length significantly influenced the operation time, time of first flatus passage, and length of postoperative hospital stay (p < 0.001). The length of the abdominal wound showed a significant influence on the IL-6(Δ2 h) and IL-8(Δ2 h) (p < 0.001, respectively) but no influence on IL-10(Δ2 h). IL-6(Δ2 h), but not IL-8(Δ2 h), significantly influenced the time to first flatus passage and length of hospital stay (p = 0.007, p = 0.006, respectively). The mini-laparotomy approach (wound length <7 cm) led to significantly shortened operation time, time of first flatus passage, length of postoperative stay (p = 0.004, p = 0.003, p = 0.006, respectively) as well as reduced postoperative increment of IL-6(Δ2 h) (p = 0.015). The mini-laparotomy for anterior resection surgery significantly influenced operation time, time of first passage of flatus, length of postoperative stay, and IL-6(Δ2 h). Conclusion: Our study is the first to report the complex interaction among the length of the abdominal wound, IL-6 serum level, recovery of the first passage of flatus, and postoperative hospital stay. These results suggest that smaller abdominal wounds and smaller postoperative IL-6 increments were associated with faster recovery of flatus passage and shorter hospital stays.

13.
Healthcare (Basel) ; 12(13)2024 Jun 24.
Article in English | MEDLINE | ID: mdl-38998785

ABSTRACT

The potential adverse effects of coronavirus disease 2019 (COVID-19) vaccinations raise public concerns. Data from Taiwan's Vaccine Injury Compensation Program (VICP) can provide valuable insights. This study analyzed the preliminary application data for COVID-19 vaccine compensation in Taiwan's VICP, focusing on applicants receiving vaccines between March 2021 and June 2022. Among the 2941 adverse events, 113 cases (3.8%) were deemed causally associated with vaccination, 313 (10.6%) were indeterminate, and 2515 (85.5%) had no causal association. Nearly half (47.6%) of the applicants were over 60 years old, and 76.6% had a history of pre-existing chronic diseases. Among the 426 vaccine-associated or indeterminate cases, the most common causes were hematological diseases and thrombosis. There were 920 mortality cases reported, and 97.4% were unassociated with vaccination. Only five deaths were judged to be associated with the COVID-19 vaccination, all involving the adenovirus vector vaccine and thrombosis with thrombocytopenia syndrome. In conclusion, most compensation applications were not causally linked to vaccination. Compared to other countries, the number of applications in Taiwan's VICP is relatively high. These findings may indicate a need to adjust the application requirements for compensation in Taiwan's program.

14.
BMC Med Educ ; 24(1): 705, 2024 Jun 28.
Article in English | MEDLINE | ID: mdl-38943116

ABSTRACT

BACKGROUND: Entrustable Professional Activities (EPA)-based assessment is easily and intuitively used in evaluating the learning outcomes of competency-based medical education (CBME). This study aimed to develop an EPA for occupational therapy focused on providing health education and consultation (TP-EPA3) and examine its validity. METHODS: Nineteen occupational therapists who had completed online training on the EQual rubric evaluation participated in this study. An expert committee identified six core EPAs for pediatric occupational therapy. TP-EPA3 was developed following the EPA template and refined through consensus meetings. The EQual rubric, a 14-item, five-point criterion-based anchor system, encompassing discrete units of work (DU), entrustable, essential, and important tasks of the profession (EEIT), and curricular role (CR), was used to evaluate the quality of TP-EPA3. Overall scores below 4.07, or scores for DU, EEIT, and CR domains below 4.17. 4.00, and 4.00, respectively, indicate the need for modifications. RESULTS: The TP-EPA3 demonstrated good validity, surpassing the required cut-off score with an average overall EQual score of 4.21 (SD = 0.41). Specific domain scores for DU, EEIT, and CR were 3.90 (SD = 0.69), 4.46 (SD = 0.44), and 4.42 (SD = 0.45), respectively. Subsequent revisions clarified observation contexts, enhancing specificity and focus. Further validation of the revised TP-EPA3 and a thorough examination of its reliability and validity are needed. CONCLUSION: The successful validation of TP-EPA3 suggests its potential as a valid assessment tool in occupational therapy education, offering a structured approach for developing competency in providing health education and consultation. This process model for EPA development and validation can guide occupational therapists in creating tailored EPAs for diverse specialties and settings.


Subject(s)
Clinical Competence , Competency-Based Education , Occupational Therapy , Humans , Occupational Therapy/education , Clinical Competence/standards , Reproducibility of Results , Educational Measurement , Health Education , Referral and Consultation/standards , Curriculum , Male , Female
15.
BMC Emerg Med ; 24(1): 87, 2024 May 20.
Article in English | MEDLINE | ID: mdl-38764022

ABSTRACT

BACKGROUND: Computed tomography (CT) is frequently performed in the patients who admitted to the emergency department (ED), discharged but returned to ED within 72 h. It is unknown whether the main complaints of patients assist physicians to use CT effectively. This study aimed to find the association between chief complaints and the CT results. METHODS: This three-year retrospective cohort study was conducted in the ED of a tertiary medical center. Adult patients who returned to the ED after the index visit were included from 2019 to 2021. Demographics, pre-existing diseases, chief complaints, and CT region were recorded by independent ED physicians. A logistic regression model with an odds ratio (OR) and 95% confidence interval (CI) was used to determine the relationship between chief complaints and positive CT results. RESULTS: In total, 7,699 patients revisited ED after the index visit; 1,202 (15.6%) received CT. The top chief complaints in patients who received CT were abdominal pain, dizziness, and muscle weakness. Patients with abdominal pain or gastrointestinal symptoms had a significantly higher rate of positive abdominopelvic CT than those without it (OR 2.83, 95% CI 1.98-4.05, p < 0.001), while the central nervous system and cardiopulmonary chief complaints were not associated (or negatively associated) with new positive CT findings. CONCLUSION: Chief complaints of patients on revisit to the ED are associated with different yields of new findings when CT scans of the chest, abdomen and head are performed. Physicians should consider these differential likelihoods of new positive findings based on these data.


Subject(s)
Abdominal Pain , Emergency Service, Hospital , Tomography, X-Ray Computed , Humans , Retrospective Studies , Male , Female , Middle Aged , Adult , Abdominal Pain/diagnostic imaging , Abdominal Pain/etiology , Aged , Dizziness , Gastrointestinal Diseases/diagnostic imaging
17.
BMJ Health Care Inform ; 31(1)2024 Apr 22.
Article in English | MEDLINE | ID: mdl-38649237

ABSTRACT

BACKGROUND: High-risk emergency department (ED) revisit is considered an important quality indicator that may reflect an increase in complications and medical burden. However, because of its multidimensional and highly complex nature, this factor has not been comprehensively investigated. This study aimed to predict high-risk ED revisit with a machine-learning (ML) approach. METHODS: This 3-year retrospective cohort study assessed adult patients between January 2019 and December 2021 from National Taiwan University Hospital Hsin-Chu Branch with high-risk ED revisit, defined as hospital or intensive care unit admission after ED return within 72 hours. A total of 150 features were preliminarily screened, and 79 were used in the prediction model. Deep learning, random forest, extreme gradient boosting (XGBoost) and stacked ensemble algorithm were used. The stacked ensemble model combined multiple ML models and performed model stacking as a meta-level algorithm. Confusion matrix, accuracy, sensitivity, specificity and area under the receiver operating characteristic curve (AUROC) were used to evaluate performance. RESULTS: Analysis was performed for 6282 eligible adult patients: 5025 (80.0%) in the training set and 1257 (20.0%) in the testing set. High-risk ED revisit occurred for 971 (19.3%) of training set patients vs 252 (20.1%) in the testing set. Leading predictors of high-risk ED revisit were age, systolic blood pressure and heart rate. The stacked ensemble model showed more favourable prediction performance (AUROC 0.82) than the other models: deep learning (0.69), random forest (0.78) and XGBoost (0.79). Also, the stacked ensemble model achieved favourable accuracy and specificity. CONCLUSION: The stacked ensemble algorithm exhibited better prediction performance in which the predictions were generated from different ML algorithms to optimally maximise the final set of results. Patients with older age and abnormal systolic blood pressure and heart rate at the index ED visit were vulnerable to high-risk ED revisit. Further studies should be conducted to externally validate the model.


Subject(s)
Algorithms , Emergency Service, Hospital , Machine Learning , Humans , Retrospective Studies , Male , Female , Middle Aged , Taiwan , Aged , Proof of Concept Study , Patient Readmission/statistics & numerical data , Adult , Risk Assessment
18.
Nat Commun ; 15(1): 3083, 2024 Apr 10.
Article in English | MEDLINE | ID: mdl-38600104

ABSTRACT

Respiratory syncytial virus (RSV) is a leading cause of acute lower respiratory tract infection in young children and the second leading cause of infant death worldwide. While global circulation has been extensively studied for respiratory viruses such as seasonal influenza, and more recently also in great detail for SARS-CoV-2, a lack of global multi-annual sampling of complete RSV genomes limits our understanding of RSV molecular epidemiology. Here, we capitalise on the genomic surveillance by the INFORM-RSV study and apply phylodynamic approaches to uncover how selection and neutral epidemiological processes shape RSV diversity. Using complete viral genome sequences, we show similar patterns of site-specific diversifying selection among RSVA and RSVB and recover the imprint of non-neutral epidemic processes on their genealogies. Using a phylogeographic approach, we provide evidence for air travel governing the global patterns of RSVA and RSVB spread, which results in a considerable degree of phylogenetic mixing across countries. Our findings highlight the potential of systematic global RSV genomic surveillance for transforming our understanding of global RSV spread.


Subject(s)
Respiratory Syncytial Virus Infections , Respiratory Syncytial Virus, Human , Respiratory Tract Infections , Infant , Child , Humans , Child, Preschool , Respiratory Syncytial Virus Infections/epidemiology , Respiratory Syncytial Virus Infections/genetics , Phylogeny , Respiratory Syncytial Virus, Human/genetics , Genomics , Respiratory Tract Infections/epidemiology
19.
Disaster Med Public Health Prep ; 18: e23, 2024 Feb 14.
Article in English | MEDLINE | ID: mdl-38351541

ABSTRACT

OBJECTIVE: This study explored the barriers and facilitators of mask-wearing behaviors during the pandemic in Taiwan, the United States, the Netherlands, and Haiti. METHODS: Face-to-face interviews were conducted in Taiwan and online interviews were conducted with participants in the United States, the Netherlands, and Haiti. RESULTS: In general, the habit of wearing a mask before coronavirus disease 2019 (COVID-19) was reported by Taiwanese participants. Additionally, Taiwanese participants perceived that wearing a mask was a social responsibility during the pandemic, suggesting that the collectivistic context might influence mask-wearing behavior. Unlike the Taiwanese population, some people in the United States and the Netherlands were reluctant to wear masks due to perceived restrictions on their freedom. Participants from Haiti mentioned that people who wore masks encountered violence, bullying, and discrimination. The results of this study suggest that political leadership and mask mandates have a strong impact on people's mask-wearing behavior. CONCLUSIONS: These findings have valuable implications for the design of diverse behavioral interventions to enhance mask-wearing as part of infectious disease preparedness. Additionally, the findings from these countries offer valuable insights for the development of effective public health interventions to enhance society's resilience during the current pandemic and future infectious disease outbreaks.


Subject(s)
COVID-19 , Pandemics , United States/epidemiology , Humans , Netherlands , Taiwan/epidemiology , Pandemics/prevention & control , Haiti/epidemiology , COVID-19/epidemiology , COVID-19/prevention & control , Masks
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