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Nevin Manimala Statistics

Risk Factors for the Development of Arthrofibrosis After Anterior Cruciate Ligament Reconstruction in Children and Adolescents

Orthopedics. 2024 May 29:1-6. doi: 10.3928/01477447-20240520-04. Online ahead of print.

ABSTRACT

BACKGROUND: Arthrofibrosis is a fibrotic joint disorder resulting in restricted joint motion and pain. Risk factors associated with the development of postoperative arthrofibrosis include female sex, type of graft, and quicker time to reconstruction. These patients have typically benefitted from manipulation under anesthesia or arthroscopic lysis of adhesions. The purpose of this study was to retrospectively review the rate of arthrofibrosis in children and adolescents who previously underwent anterior cruciate ligament (ACL) reconstruction.

MATERIALS AND METHODS: This was a retrospective chart review examining patients 18 years or younger who underwent ACL reconstruction between 2013 and 2023. Data collected included age, body mass index, reconstruction technique, concomitant meniscal or ligamentous pathology, and need for revision surgery for arthroscopic lysis of adhesions vs manipulation under anesthesia.

RESULTS: A total of 461 patients 18 years or younger who underwent ACL reconstruction were included in this study. Eighteen (3.90%) patients required reoperation for the development of arthrofibrosis. Skeletally immature patients were found to have a statistically significant lower rate of arthrofibrosis compared with skeletally mature patients (0% vs 4.80%; P=.0184). Patients with a higher weight and body mass index had an increased rate of arthrofibrosis (P=.0485 and P=.0410, respectively). Graft type did not have a significant impact on arthrofibrosis rates. There were no significant findings in terms of concomitant injuries and rate of arthrofibrosis.

CONCLUSION: Arthrofibrosis developed in 3.90% of patients after ACL reconstruction. Skeletal immaturity may be protective against the development of arthrofibrosis. No association was found between graft type or concomitant knee pathology and arthrofibrosis. [Orthopedics. 202x;4x(x):xx-xx.].

PMID:38810127 | DOI:10.3928/01477447-20240520-04

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Nevin Manimala Statistics

Meta-Analysis of Rice Phosphoproteomics Data to Understand Variation in Cell Signaling Across the Rice Pan-Genome

J Proteome Res. 2024 May 29. doi: 10.1021/acs.jproteome.4c00187. Online ahead of print.

ABSTRACT

Phosphorylation is the most studied post-translational modification, and has multiple biological functions. In this study, we have reanalyzed publicly available mass spectrometry proteomics data sets enriched for phosphopeptides from Asian rice (Oryza sativa). In total we identified 15,565 phosphosites on serine, threonine, and tyrosine residues on rice proteins. We identified sequence motifs for phosphosites, and link motifs to enrichment of different biological processes, indicating different downstream regulation likely caused by different kinase groups. We cross-referenced phosphosites against the rice 3,000 genomes, to identify single amino acid variations (SAAVs) within or proximal to phosphosites that could cause loss of a site in a given rice variety and clustered the data to identify groups of sites with similar patterns across rice family groups. The data has been loaded into UniProt Knowledge-Base─enabling researchers to visualize sites alongside other data on rice proteins, e.g., structural models from AlphaFold2, PeptideAtlas, and the PRIDE database─enabling visualization of source evidence, including scores and supporting mass spectra.

PMID:38810119 | DOI:10.1021/acs.jproteome.4c00187

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Nevin Manimala Statistics

Resolving Nonequilibrium Shape Variations among Millions of Gold Nanoparticles

ACS Nano. 2024 May 29. doi: 10.1021/acsnano.4c00378. Online ahead of print.

ABSTRACT

Nanoparticles, exhibiting functionally relevant structural heterogeneity, are at the forefront of cutting-edge research. Now, high-throughput single-particle imaging (SPI) with X-ray free-electron lasers (XFELs) creates opportunities for recovering the shape distributions of millions of particles that exhibit functionally relevant structural heterogeneity. To realize this potential, three challenges have to be overcome: (1) simultaneous parametrization of structural variability in real and reciprocal spaces; (2) efficiently inferring the latent parameters of each SPI measurement; (3) scaling up comparisons between 105 structural models and 106 XFEL-SPI measurements. Here, we describe how we overcame these three challenges to resolve the nonequilibrium shape distributions within millions of gold nanoparticles imaged at the European XFEL. These shape distributions allowed us to quantify the degree of asymmetry in these particles, discover a relatively stable “shape envelope” among nanoparticles, discern finite-size effects related to shape-controlling surfactants, and extrapolate nanoparticles’ shapes to their idealized thermodynamic limit. Ultimately, these demonstrations show that XFEL SPI can help transform nanoparticle shape characterization from anecdotally interesting to statistically meaningful.

PMID:38810115 | DOI:10.1021/acsnano.4c00378

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Nevin Manimala Statistics

LBDNet interlaboratory comparison for the dicentric chromosome assay by digitized image analysis applying weighted robust statistical methods

Int J Radiat Biol. 2024 May 29:1-10. doi: 10.1080/09553002.2024.2356556. Online ahead of print.

ABSTRACT

PURPOSE: This interlaboratory comparison was conducted to evaluate the performance of the Latin-American Biodosimetry Network (LBDNet) in analyzing digitized images for scoring dicentric chromosomes from in vitro irradiated blood samples. The exercise also assessed the use of weighted robust algorithms to compensate the uneven expertise among the participating laboratories.

METHODS: Three sets of coded images obtained through the dicentric chromosome assay from blood samples irradiated at 1.5 Gy (sample A) and 4 Gy (sample B), as well as a non-irradiated whole blood sample (sample C), were shared among LBDNet laboratories. The images were captured using the Metafer4 platform coupled with the AutoCapt module. The laboratories were requested to perform triage scoring, conventional scoring, and dose estimation. The dose estimation was carried out using either their laboratory calibration curve or a common calibration curve. A comparative statistical analysis was conducted using a weighted robust Hampel algorithm and z score to compensate for uneven expertise in dicentric analysis and dose assessment among all laboratories.

RESULTS: Out of twelve laboratories, one had unsatisfactory estimated doses at 0 Gy, and two had unsatisfactory estimated doses at 1.5 Gy when using their own calibration curve and triage scoring mode. However, all doses were satisfactory at 4 Gy. Six laboratories had estimated doses within 95% uncertainty limits at 0 Gy, seven at 1.5 Gy, and four at 4 Gy. While the mean dose for sample C was significantly biased using robust algorithms, applying weights to compensate for the laboratory’s analysis expertise reduced the bias by half. The bias from delivered doses was only notable for sample C. Using the common calibration curve for dose estimation reduced the standard deviation (s*) estimated by robust methods for all three samples.

CONCLUSIONS: The results underscore the significance of performing interlaboratory comparison exercises that involve digitized and electronically transmitted images, even when analyzing non-irradiated samples. In situations where the participating laboratories possess different levels of proficiency, it may prove essential to employ weighted robust algorithms to achieve precise outcomes.

PMID:38810111 | DOI:10.1080/09553002.2024.2356556

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Nevin Manimala Statistics

MultiRNAflow: integrated analysis of temporal RNA-seq data with multiple biological conditions

Bioinformatics. 2024 May 29:btae315. doi: 10.1093/bioinformatics/btae315. Online ahead of print.

ABSTRACT

MOTIVATION: The dynamic transcriptional mechanisms that govern eukaryotic cell function can now be analyzed by RNA sequencing (RNAseq). However, the packages currently available for the analysis of raw sequencing data do not provide automatic analysis of complex experimental designs with multiple biological conditions and multiple analysis time-points.

RESULTS: The MultiRNAflow suite combines several packages in a unified framework allowing exploratory and supervised statistical analyses of temporal data for multiple biological conditions.

AVAILABILITY: The R package MultiRNAflow is freely available on Bioconductor (https://bioconductor.org/packages/MultiRNAflow/), and the latest version of the source code is available on a GitHub repository (https://github.com/loubator/MultiRNAflow).

SUPPLEMENTARY INFORMATION: MultiRNAflow_Supplementary_Material.pdf.

PMID:38810104 | DOI:10.1093/bioinformatics/btae315

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Nevin Manimala Statistics

Work-Related Fatigue Among Indonesian Offshore Oil and Gas Workers

Occup Med (Lond). 2024 May 29:kqae040. doi: 10.1093/occmed/kqae040. Online ahead of print.

ABSTRACT

BACKGROUND: Work-related fatigue, combined with shift work and prolonged work hours, has a significant effect, contributing to increasing accident rate by 50-100%.

AIMS: To assess the level of work-related fatigue over a 4-week work period among offshore rig oil and gas workers in Indonesia.

METHODS: This cohort study evaluated acute fatigue, chronic fatigue, and intershift recovery scores among offshore oil and gas rig workers using the Occupational Fatigue Exhaustion Recovery 15 (OFER15) questionnaire. Fatigue levels were assessed weekly throughout the study duration, which was 4-week work period. Additionally, at the fourth week, participants were asked about psychosocial factors that could be potentially related to fatigue.

RESULTS: Of 67 participants, the average scores of acute and chronic fatigue were 30.0 and 33.3, and the scores had significantly increased over 4 weeks (P < 0.001). The intershift recovery scores statistically significantly decreased over 4 weeks (P < 0.001), and the differences between weeks (Week 1 versus 2, Week 1 versus 3 and Week 1 versus 4) were also statistically significant (P < 0.001). Acute and chronic fatigue scores had a significant positive correlation with psychological job demands and negatively correlated with influence at work and job satisfaction. Over 4 weeks, acute fatigue augmented chronic fatigue, while acute and chronic fatigue demanded a longer recovery.

CONCLUSIONS: Workers at the offshore rig experienced work fatigue during their on-duty periods, with the level of fatigue significantly increasing over the 4 weeks. Comprehensive fatigue management at offshore rigs is vital to mitigate work fatigue and minimize the risk of work-related accidents.

PMID:38809608 | DOI:10.1093/occmed/kqae040

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Nevin Manimala Statistics

Safety of patient self-triage: real-life prospective evaluation of a symptom-checker in adult patients visiting an interdisciplinary emergency care center

J Med Internet Res. 2024 May 29. doi: 10.2196/58157. Online ahead of print.

ABSTRACT

BACKGROUND: Symptom-checkers have become important tools for self-triage, assisting patients to determine the urgency of medical care. To be safe and effective, these tools must be validated, particularly to avoid potential hazardous undertriage without leading to inefficient overtriage. Only limited safety data from studies including small sample sizes have been available so far.

OBJECTIVE: The objective of our study was to prospectively investigate the safety of patients’ self-triage in a large patient sample. We used SMASS pathfinder, a symptom-checker based on a computerized transparent neural network.

METHODS: We recruited 2543 patients into this single centre, prospective clinical trial conducted at the cantonal hospital of Baden, Switzerland. Patients with an Emergency Severity Index of 1-2 were treated by the team of the emergency department, while those with an index of 3-5 were seen at the walk-in clinic by general physicians. We compared the triage recommendation obtained by the patients’ self-triage with the assessment of the clinical urgency made by three successive interdisciplinary panels of physicians (Panel A, B, C). Using a Clopper-Pearson confidence interval, we assumed that in order to confirm the symptom-checkers safety, the upper confidence bound for the probability of a potentially hazardous undertriage should lie below 1%. A potentially hazardous undertriage was defined as a triage in which either all (consensus criterion) or the majority (majority criterion) of the experts of the last panel (Panel C) rated the triage of the symptom-checker to be “rather likely” or “likely” life-threatening or harmful.

RESULTS: Of the 2543 patients, 1227 (48.3%) were female and 1316 (51.7%) male. None of the patients reached the pre-specified consensus criterion for a potentially hazardous undertriage. This resulted in an upper 95% confidence bound of 0.1184%. 4 cases met the majority criterion. This resulted in an upper 95% confidence bound for the probability of a potentially hazardous undertriage of 0.3616%. The two-sided 95% Clopper-Pearson confidence interval for the probability of overtriage (450 cases, 17.7%) was 16.23% to 19.24%, which is considerably lower than figures reported in the literature.

CONCLUSIONS: The symptom-checker proved to be a safe triage tool, avoiding potentially hazardous undertriage in a real-life clinical setting of emergency consultations at a WIC/ED, whithout causing undesirable overtriage. Our data suggest the symptom-checker may be safely used in clinical routine.

CLINICALTRIAL: ClinicalTrials.gov identifier NCT04055298.

PMID:38809606 | DOI:10.2196/58157

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Nevin Manimala Statistics

Exploring Consumers’ Negative Electronic Word-of-Mouth of 5 Military Hospitals in Taiwan Through SERVQUAL and Flower of Services: Web Scraping Analysis

JMIR Form Res. 2024 May 29;8:e54334. doi: 10.2196/54334.

ABSTRACT

BACKGROUND: In recent years, with the widespread use of the internet, the influence of electronic word-of-mouth (eWOM) has been increasingly recognized, particularly the significance of negative eWOM, which has surpassed positive eWOM in importance. Such reviews play a pivotal role in research related to service industry management, particularly in intangible service sectors such as hospitals, where they have become a reference point for improving service quality.

OBJECTIVE: This study comprehensively collected negative eWOM from 5 military hospitals in Taiwan that were at or above the level of regional teaching hospitals. It aimed to investigate service quality issues before and after the pandemic. The findings provide important references for formulating strategies to improve service quality.

METHODS: In this study, we used web scraping techniques to gather 1259 valid negative eWOM, covering the period from the inception of the first review to December 31, 2022. These reviews were categorized using content analysis based on the modified Parasuraman, Zeithaml, and Berry service quality (PZB SERVQUAL) scale and Flower of Services. Statistical data analysis was conducted to investigate the performance of service quality.

RESULTS: The annual count of negative reviews for each hospital has exhibited a consistent upward trajectory over the years, with a more pronounced increase following the onset of the pandemic. In the analysis, among the 5 dimensions of PZB SERVQUAL framework, the “Assurance” dimension yielded the least favorable results, registering a negative review rate as high as 58.3%. Closely trailing, the “Responsiveness” dimension recorded a negative review rate of 34.2%. When evaluating the service process, the subitem “In Service: Diagnosis/Examination/Medical/Hospitalization” exhibited the least satisfactory performance, with a negative review rate of 46.2%. This was followed by the subitem “In Service: Pre-diagnosis Waiting,” which had a negative review rate of 20.2%. To evaluate the average scores of negative reviews before and during the onset of the COVID-19 pandemic, independent sample t tests (2-tailed) were used. The analysis revealed statistically significant differences (P<.001). Furthermore, an ANOVA was conducted to investigate whether the length of the negative reviews impacted their ratings, which also showed significant differences (P=.01).

CONCLUSIONS: Before and during the pandemic, there were significant differences in evaluating hospital services, and a higher word count in negative reviews indicated greater dissatisfaction with the service. Therefore, it is recommended that hospitals establish more comprehensive service quality management mechanisms, carefully respond to negative reviews, and categorize significant service deficiencies as critical events to prevent a decrease in overall service quality. Furthermore, during the service process, customers are particularly concerned about the attitude and responsiveness of health care personnel in the treatment process. Therefore, hospitals should enhance training and management in this area.

PMID:38809602 | DOI:10.2196/54334

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Nevin Manimala Statistics

Comparing Leadership Skills of Senior Emergency Medicine Residents in 3-Year Versus 4-Year Programs During Simulated Pediatric Resuscitation: A Pilot Study

Pediatr Emerg Care. 2024 May 30. doi: 10.1097/PEC.0000000000003216. Online ahead of print.

ABSTRACT

OBJECTIVES: The majority of pediatric patients in the United States (US) are evaluated and treated at general emergency departments. It is possible that discrepancies in length of emergency medicine (EM) residency training may allow for variable exposure to pediatric patients, critical resuscitations, and didactic events. The goal of this pilot study was to compare leadership skills of graduating EM residents from 3- to 4-year programs during simulated pediatric resuscitations using a previously validated leadership assessment tool, the Concise Assessment of Leader Management (CALM).

METHODS: This was a prospective, multicenter, simulation-based cohort pilot study that included graduating 3rd- and 4th-year EM resident physicians from 6 EM residency programs. We measured leadership performance across 3 simulated pediatric resuscitations (sepsis, seizure, cardiac arrest) using the CALM tool and compared leadership scores between the 3rd- and 4th-year resident cohorts. We also correlated leadership to self-efficacy scores.

RESULTS: Data was analyzed for 47 participating residents (24 3rd-year residents and 23 4th-year residents). Out of a total possible CALM score of 66, residents from 3-year programs scored 45.2 [SD ± 5.2], 46.8 [SD ± 5.0], and 46.6 [SD ± 4.7], whereas residents from 4-year programs scored 45.5 [SD ± 5.2], 46.4 [SD ± 5.0], and 48.2 [SD ± 4.3] during the sepsis, seizure, and cardiac arrest cases, respectively. The mean leadership score across all 3 cases for the 3-year cohort was 46.2 [SD ± 4.8] versus 46.7 [SD ± 4.5] (P = 0.715) for the 4-year cohort.

CONCLUSIONS: These data show feasibility for a larger cohort project and, while not statistically significant, suggest no difference in leadership skills between 3rd- and 4th-year EM residents in our study cohort. This pilot study provides the basis of future work that will assess a larger multicenter cohort with the hope to obtain a more generalizable dataset.

PMID:38809592 | DOI:10.1097/PEC.0000000000003216

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Nevin Manimala Statistics

Feasibility and Acceptability of a Health App Platform Providing Individuals With a Budget to Purchase Preselected Apps to Work on Their Health and Well-Being: Quantitative Evaluation Study

JMIR Form Res. 2024 May 29;8:e51408. doi: 10.2196/51408.

ABSTRACT

BACKGROUND: The potential of health apps for health promotion and disease prevention is widely recognized. However, uptake is limited due to barriers individuals face in finding suitable and trustworthy apps, such as the overwhelming amount of available health apps. Therefore, the health app platform “FitKnip” was developed, enabling individuals to purchase preselected, trustworthy health apps with a budget of 100 euros (a currency exchange rate of EUR €1=US $1.0831 is applicable). The platform aimed to empower individuals to improve their health and vitality, ultimately supporting a more healthy society.

OBJECTIVE: The primary aim of this study was to evaluate the health app platform in terms of feasibility and acceptability. Potential effects on health empowerment and health outcomes were secondarily explored.

METHODS: This quantitative study was part of a mixed methods study with a prospective pre-post interventional design. We collected web-based user data, and self-reported web-based questionnaires were collected over 5 measurements over an 8-month period. Use statistics were tracked on the platform, including the number of purchased apps and euros spent per user registered within the health app platform. We measured the user-friendliness of the health app platform using the System Usability Scale (SUS) and satisfaction using the Client Satisfaction Questionnaire-8 (CSQ-8) and several 10-point Likert items. We asked participants to indicate, on a scale from 1 (not at all) to 10 (completely), how much the health app platform contributed to various areas related to health empowerment. We assessed health-related quality of life by the 12-item Short-Form Health Survey (SF-12) and one’s perceived level of stress by the 10-item Perceived Stress Scale (PSS-10).

RESULTS: A total of 1650 participants were included, of whom 42% (685/1650) bought at least 1 app. The majority of those purchased one app (244/685, 35.6%). The health app platform was rated as user-friendly (SUS mean 66.5, SD 20.7; range 66.5-70.0), and the acceptability of the health app platform was moderate (CSQ-8 mean 20.0, SD 1.5; range 19.6-20.0). Results furthermore showed that participants were generally satisfied to highly satisfied with the ease of the payment system to purchase apps on the platform (median 8, IQR 7-10), the look and feel of the platform (median 7, IQR 6-8), as well as the provided budget of 100 euros (median 9, IQR 7-10). Participants were less satisfied with the amount (median 6, IQR 4-7) and diversity (median 6, IQR 4-7) of apps offered on the platform.

CONCLUSIONS: A health app platform is a promising initiative to enhance public health. Feasibility and acceptability are critical for success, as they ensure that such a platform is accessible, user-friendly, and meets end users’ needs and preferences. This can help to increase uptake, engagement, and ultimately the platform’s adoption and effectiveness.

PMID:38809585 | DOI:10.2196/51408