Construction of a risk prediction model for occupational noise-induced hearing loss using routine blood and biochemical indicators in Shenzhen, China: a predictive modelling study

Objectives
Occupational noise-induced hearing loss (ONIHL) represents a prevalent occupational health condition, traditionally necessitating multiple pure-tone audiometry assessments. We have developed and validated a machine learning model leveraging routine haematological and biochemical parameters, thereby offering novel insights into the risk prediction of ONIHL.

Design, setting and participants
This study analysed data from 3297 noise-exposed workers in Shenzhen, including 160 ONIHL cases, with the data set divided into D1 (2868 samples, 107 ONIHL cases) and D2 (429 samples, 53 ONIHL cases). The inclusion criteria were formulated based on the GBZ49-2014 Diagnosis of Occupational Noise-Induced Hearing Loss. Model training was performed using D1, and model validation was conducted using D2. Routine blood and biochemical indicators were extracted from the case data, and a range of machine learning algorithms including extreme gradient boosting (XGBoost) were employed to construct predictive models. The model underwent refinement to identify the most representative variables, and decision curve analysis was conducted to evaluate the net benefit of the model across various threshold levels.

Primary outcome measures
Model creation data set and validation data sets: ONIHL.

Results
The prediction model, developed using XGBoost, demonstrated exceptional performance, achieving an area under the receiver operating characteristic curve (AUC) of 0.942, a sensitivity of 0.875 and a specificity of 0.936 on the validation data set. On the test data set, the model achieved an AUC of 0.990. After implementing feature selection, the model was refined to include only 16 features, while maintaining strong performance on a newly acquired independent data set, with an AUC of 0.872, a balanced accuracy of 0.798, a sensitivity of 0.755 and a specificity of 0.840. The analysis of feature importance revealed that serum albumin (ALB), platelet distribution width (PDW), coefficient of variation in red cell distribution width (RDW-CV), serum creatinine (Scr) and lymphocyte percentage (LYMPHP) are critical factors for risk stratification in patients with ONIHL.

Conclusion
The analysis of feature importance identified ALB, PDW, RDW-CV, Scr and LYMPHP as pivotal factors for risk stratification in patients with ONIHL. The machine learning model, using XGBoost, effectively distinguishes patients with ONIHLamong individuals exposed to noise, thereby facilitating early diagnosis and intervention.

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The barriers to medication error reporting by nurses and factors associated with it: a cross-sectional study in a tertiary hospital of south-west China

Objectives
To explore the reporting barriers and related factors of medication errors among nurses in hospitals in China and provide a reference for safe medication management in hospitals.

Design
Cross-sectional, online survey.

Setting
Responses were collected online from September 2022 to November 2022 across a specific tertiary hospital in Chengdu, China.

Participants
Clinical registered nurse.

Primary outcome measure
Measure the Barriers to Medication Administration Error (MAE) Reporting Questionnaire, Face-Saving Scale, the Index of Hierarchy of Authority and the Working Environment Questionnaire. Independent sample t-test, correlation analysis and multiple linear regression analysis were performed to identify factors associated with the barriers to MAE reporting.

Results
432 (97.30%) nurses responded. Nurses’ standardised scores of barriers to MAE reporting were 3.01 (SD=1.01); the fear dimension items have the highest standardised score of 3.42 (SD=1.11). Working environment is negatively correlated with barriers to MAE reporting (r=–0.201, p

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Suppression of the Prostaglandin I2–Type 1 Interferon Axis Induces Extramedullary Hematopoiesis to Promote Cardiac Repair After Myocardial Infarction

Circulation, Ahead of Print. BACKGROUND:Immune cells are closely associated with all processes of cardiac repair after myocardial infarction (MI), including the initiation, development, and resolution of inflammation. Spleen extramedullary hematopoiesis (EMH) serves as a crucial source of emergency mature blood cells that are generated through the self-renewal and differentiation of hematopoietic stem/progenitor cells (HSPCs). However, how EMH responds to MI and the role of EMH in cardiac repair after MI remains unclear.METHODS:To assess the role of spleen EMH in MI, aTcf21CreERScfflox/floxMI mouse model with inhibited EMH was constructed. GFP+(green fluorescent protein) hematopoietic stem cells were sorted from eGFP (enhanced green fluorescent protein) mouse spleen by flow cytometry and injected intoTcf21CreERScfflox/floxmice to test the sources of local inflammatory cells during MI. Using highly specific liquid chromatography–tandem mass spectrometry and single-cell RNA sequencing, we analyzed the lipidomic profile of arachidonic acid metabolites and the transcriptomes of HSPCs in the spleen after MI.RESULTS:We found that MI enhanced EMH, as reflected by the increase in spleen weight and volume and the number of HSPCs in the spleen. The lack of EMH inScf-deficient mice exacerbated tissue injury after MI. Analysis of the transcriptome of spleen HSPCs after MI revealed that the type 1 interferon pathway was substantially inhibited in hematopoietic stem cell/multipotent progenitor subclusters, and the absence of type 1 interferon signaling enhanced the MI-induced spleen EMH. Lipidomics analysis revealed that prostaglandin I2 (PGI2) was markedly reduced in the spleen. PGI2 suppressed MI-induced EMH through a PGI2 receptor (IP)–cyclic adenosine monophosphate–453p-SP1 cascade in spleen HSPCs. Hematopoietic cell–specific IP-deficient mice exhibited enhanced EMH and improved cardiac recovery after MI.CONCLUSIONS:Together, our findings revealed that a PGI2–IFN axis was involved in spleen EMH after MI, providing new mechanistic insights into spleen EMH after MI and offering a new therapeutic target for treating ischemic cardiac injury.

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Association of Biomarkers With Intracerebral Hematoma Expansion and Arterial Thromboembolic Events in Patients With Acute Intracranial Hemorrhage: The ANNEXA-I Biomarker Substudy

Stroke, Ahead of Print. BACKGROUND:ANNEXA-I (Andexanet Alfa, a Novel Antidote to the Anticoagulation Effects of FXA Inhibitors) was a randomized trial that demonstrated that andexanet compared with usual care in patients with intracranial hemorrhage associated with FXa (factor Xa) inhibitor treatment reduces the risk of hematoma expansion and increases the risk of arterial thromboembolic events.METHODS:In a secondary analysis of the ANNEXA-I trial, we compared the effects of andexanet with usual care on change in anti-FXa activity and endogenous thrombin potential (ETP) using Wilcoxon rank-sum test. We examined the associations between 1-hour reduction in anti-FXa and 1-hour increase in ETP and hematoma expansion at 12 hours (≥12.5 mL or percentage volume change ≥35%) using logistic regression, both unadjusted and adjusted for time from symptom onset to baseline scan, baseline diastolic blood pressure, hematoma volume, baseline biomarker level and time from baseline scan to treatment, and association with arterial thromboembolic events (ischemic stroke, myocardial infarction, and systemic embolism) during 30 days of follow-up using Cox regression, both unadjusted and adjusted for age, baseline biomarker level, prior MI, and eligibility for treatment with high-dose andexanet.RESULTS:ANNEXA-I enrolled 530 patients. Among 438 patients with baseline anti-FXa results, andexanet compared with usual care reduced anti-FXa activity at 1 hour (median, 8.6 versus 97.5 ng/mL; median reduction from baseline, 98.3 versus 10.9 ng/mL;P

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Evaluating the occupation-based complex intervention for living well with anxiety and Parkinsons disease (OBtAIN-PD) in community rehabilitation teams in the UK: a feasibility cluster randomised controlled trial protocol

Introduction
Anxiety is a common non-motor symptom of Parkinson’s that is associated with reduced life quality, independence and health outcomes. Current anxiolytic medications and the most promising behavioural interventions have inconclusive and mixed results. Occupational therapy is effective at promoting participation in activities of daily living and is recommended in national guidelines. This cluster randomised controlled trial aims to test the feasibility and fidelity of a new occupation-based complex intervention for living well with anxiety in Parkinson’s disease (OBtAIN-PD). No such evidence-based intervention currently exists.

Methods and analysis
50 people with Parkinson’s will be recruited from Devon, UK, to undertake the OBtAIN-PD or usual care delivered by community-based occupational therapists across two National Health Service sites. Recruitment, attrition rates and feasibility of proposed outcome measures (Canadian Occupational Performance Measure, Generalised Anxiety Disorder-7, The Parkinson’s Disease Questionnaire-39, Activity Card Sort, Barthel Index and fall logs) will be tested. Resource data will be collected to aid in the feasibility assessment. Fidelity to content will be assessed using process evaluation. Subjective experiences will be explored qualitatively (10 participants, occupational therapists and decliners).

Ethics and dissemination
This trial has been registered with the ISRCTN registry. Ethical approval has been obtained from the North East – York Research Ethics Committee (reference 23/NE/0027) before data collection. Participants will receive a summary of the results at the end of the data analysis. We will publish the results in a peer-reviewed journal and on institution websites.

Trial registration number
ISRCTN62762494.

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Use of Meludia to evaluate the effect of music training in cochlear implant users: study protocol of a randomised controlled study

Introduction
Although most cochlear implant (CI) users achieve good speech understanding in quiet without visual cues, they may have limited speech understanding in noise and often have poor music perception. The present study was designed to investigate the degree to which the use of Meludia training can improve music perception, music enjoyment and speech understanding in paediatric and postlingually deafened adult CI users. The study also aims to assess the participants’ changes in cognitive skills (attention and memory) and quality of life.

Methods and analysis
This randomised controlled trial will randomise new CI users and experienced CI users older than 6 years who meet the inclusion criteria in a 1:1 ratio to either a musical training (MT) group or a non-MT (NMT) group. The NMT group will receive standard care that does not include MT. Participants in the MT group will practise with Meludia software for 4 weeks and later for 12 additional weeks. Outcomes will include scores in: ‘Listening Up’ exercises, the -Music-Related Quality of Life questionnaire, the Music Questionnaire for Paediatric Population, Disyllables in silence, Matrix test, Mini Mental State Examination, Performance IQ and the Wechsler intelligence scale for children and the Assessment of Quality of Life—8 Dimensions questionnaire. The NMT group will receive standard care that does not include MT.

Ethics and dissemination
On 16 October 2023, the study protocol was approved by the La Paz Hospital in Madrid (Spain). The findings of this study will be published in peer-reviewed publications and presented at appropriate conferences.

Trial registration number
NCT06540677.

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Comparative study of photodynamic therapy with LED and probiotics in the treatment of halitosis: protocol for a randomised controlled clinical trial

Introduction
Halitosis is a term that defines any unpleasant odour smell originating from the oral cavity and may have a local or systemic origin. This project aims to determine the effectiveness of treatment involving antimicrobial photodynamic therapy (aPDT) combined with treatment using probiotics at reducing halitosis.

Methods and analysis
92 individuals from 18 to 60 years of age with a diagnosis of halitosis (sulfide≥112 ppb, gas chromatography) will be selected. The participants will be randomly allocated to four groups (n=23). Group 1 (control): brushing, dental floss and tongue scraper; group 2: brushing, dental floss, tongue scraper and aPDT with blue Light Emitting Diode (LED) +annatto; group 3: brushing, dental floss, tongue scraper and aPDT with blue Light Emitting Diode (LED) +annatto and probiotic lozenges containing Streptococcus salivarius K12 (BLIS K12); and group 4: brushing, dental floss, tongue scraper and probiotic lozenges containing S. salivarius K12 (BLIS K12). Comparisons will be made of the respiratory analysis results before and immediately after the first treatment session, at the end of the 30-day treatment period and again 60 days after the treatment initiation. Microbiological analysis (counts of colony-forming units of viable bacteria from coated tongue) will be performed at the same time. The microbiome analysis will be conducted before treatment, 30 days after treatment completion and 60 days after treatment initiation, following DNA extraction. All groups will receive oral hygiene instructions as well as brushes, toothpaste and dental floss. Data normality will be checked using Shapiro-Wilk test. In the case of normality, analysis of variance is used for the comparisons. In the case of non-parametric data, Kruskal-Wallis test will be used. Wilcoxon test will be used to analyse the results of each treatment between two assessment times.

Ethics and dissemination
This protocol has been approved by the Human Research Ethics Committee of Nove de Julho University (certificate number: 82830524.6.0000.5511; approval date: 2 October 2024). Participants will agree to take part in the study by signing an informed consent form. The findings will be published in a peer-reviewed journal. The collected data will be available in the OSF data repository.

Trial registration number
NCT06583720.

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Health in All Networks Simulator: mixed-methods protocol to test social network interventions for resilience, health and well-being of adults in Amsterdam

Background
Social networks are an important, although overlooked, component of community-based health promotion. Advances in social network research have highlighted different social network intervention (SNI) strategies to improve community-based health promotion. The aim of this project is to collaborate with community and policy stakeholders to explore how to best apply these SNI strategies to improve the resilience, health and well-being of adults in Amsterdam, and more broadly in the Netherlands.

Methods and analysis
To this end, we will collaboratively develop an intervention planning tool called the ‘Health in All Networks Simulator (HANS)’. This tool will be capable of virtually testing different SNI strategies and forecasting their possible impact on resilience, health and well-being. Taking a mixed-methods approach consisting of a combination of interviews, group model building workshops and agent-based modelling with members of two communities in Amsterdam and policy stakeholders, we will foster a shared learning process while ensuring ownership and relevance of HANS to ongoing community-based health promotion practice.

Ethics and dissemination
The research project has been approved by the research ethics committee of Wageningen University (approval numbers: 2024-039; 2024-226). HANS will be shared directly with stakeholders. The results will be made available to the public via open-access publications and conferences.

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White Matter Hyperintensity Load Independent From the Stroke Lesion Is Associated With Chronic Aphasia Severity and Treatment Outcome

Stroke, Ahead of Print. BACKGROUND:Although many studies have suggested that white matter hyperintensity (WMH) severity predicts naming and aphasia severity in chronic poststroke aphasia, there are inconsistencies in the literature. WMHs are typically symmetrical in neurotypical controls, and measuring WMH in the contralateral hemisphere is likely the best option to estimate brain health independently from the stroke lesion and avoid measurement contamination from stroke-related gliosis. In this study, we aimed to clarify the discrepancies in the literature by testing whether WMH rating methods are related to clinical outcomes.METHODS:Ninety-five participants with chronic aphasia at least 12 months after their left-hemisphere stroke completed a baseline Western Aphasia Battery and the Philadelphia Naming Test. All participants then underwent 6 weeks of phonological and semantic naming treatments focused on improving lexical processing, and the Philadelphia Naming Test was readministered immediately following treatment. Using the Fazekas scale, WMH severity was independently rated on the whole brain and the right hemisphere only. Their relationship of WMH behavior was calculated by accounting for age, lesion volume, time poststroke, years of education, and sex.RESULTS:There were significant positive correlations between whole-brain and right-hemisphere ratings of WMH, but Wilcoxon signed-rank tests revealed that whole-brain ratings were consistently higher (whole brain M=3.337, right hemisphere M=2.899;P

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Replicating a COVID-19 study in a national England database to assess the generalisability of research with regional electronic health record data

Objectives
To assess the degree to which we can replicate a study between a regional and a national database of electronic health record data in the UK. The original study examined the risk factors associated with hospitalisation following COVID-19 infection in people with diabetes.

Design
A replication of a retrospective cohort study.

Setting
Observational electronic health record data from primary and secondary care sources in the UK. The original study used data from a large, urbanised region (Greater Manchester Care Record, Greater Manchester, UK—2.8 m patients). This replication study used a national database covering the whole of England, UK (NHS England’s Secure Data Environment service for England, accessed via the BHF Data Science Centre’s CVD-COVID-UK/COVID-IMPACT Consortium—54 m patients).

Participants
Individuals with a diagnosis of type 1 diabetes or type 2 diabetes prior to a positive COVID-19 test result. The matched controls (3:1) were individuals who had a positive COVID-19 test result, but who did not have a diagnosis of diabetes on the date of their positive COVID-19 test result. Matching was done on age at COVID-19 diagnosis, sex and approximate date of COVID-19 test.

Primary and secondary outcome measures
Hospitalisation within 28 days of a positive COVID-19 test.

Results
We found that many of the effect sizes did not show a statistically significant difference, but that some did. Where effect sizes were statistically significant in the regional study, then they remained significant in the national study and the effect size was the same direction and of similar magnitude.

Conclusions
There is some evidence that the findings from studies in smaller regional datasets can be extrapolated to a larger, national setting. However, there were some differences, and therefore replication studies remain an essential part of healthcare research.

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Association Between Real-World Actigraphy and Poststroke Motor Recovery

Stroke, Ahead of Print. BACKGROUND:Stroke is a leading cause of long-term disability, but advances for rehabilitation have lagged those for acute treatment. Large biological studies (eg, omics) may offer mechanistic insights for recovery but require collecting detailed recovery phenotypes at scale, for example, in thousands of people with minimal burden for participants and researchers. This study investigates the concurrent validity between remotely collected wearable sensor data and in-clinic assessments of motor recovery poststroke.METHODS:Utilizing a large, harmonized multisite dataset of adults at various stages of recovery poststroke, we analyzed cross-sectional (N=198; from 0 to >52 weeks) and longitudinal (N=98; from 0 to 26 weeks) changes in the use ratio, the Action Research Arm Test, and the Fugl-Meyer Assessment upper extremity subscale. The use ratio is the ratio of the time the paretic arm is active divided by the time the nonparetic arm is active.RESULTS:Our findings indicate strong concurrent validity of the use ratio, the Action Research Arm Test, and the Fugl-Meyer Assessment upper extremity subscale both cross-sectionally (differences between people) and longitudinally (changes within a person), for example,r=0.87 (95% CI, 0.80–0.91) at 0 to 6 weeks, declining tor=0.58 (95% CI, 0.39–0.72) at ≥52 weeks for correlations between use ratio and Action Research Arm Test.CONCLUSIONS:Although the use ratio strongly correlated with the Fugl-Meyer Assessment upper extremity subscale and Action Research Arm Test early after stroke, these correlations reduced with longer elapsed time poststroke. This decreasing correlation might be explained by the increasing influence that personal and environmental factors play as recovery progresses.

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