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Nevin Manimala Statistics

Mapping the Bulgarian Diabetes Register to OMOP CDM: Application Results

Stud Health Technol Inform. 2024 Apr 26;313:28-33. doi: 10.3233/SHTI240007.

ABSTRACT

BACKGROUND: The Bulgaria Diabetes Register (BDR) contains more than 380 millions of pseudonymized outpatient records with proprietary data structures and format.

OBJECTIVES: This paper presents the application results and experience acquired during the process of mapping such observational health data to OMOP CDM with the objective of publishing it in the European Health Data and Evidence Network (EHDEN) Portal.

METHODS: The data mapping follows the activities of the well-structured Extract-Transform-Load process. Unlike other publications, we focus on the need for preprocessing the data structures of raw data, cleaning data and procedures for assuring quality of data.

RESULTS: This paper provides quantitative and statistical measures for the records in the CDM database as published in the EHDEN Portal.

CONCLUSION: The mapping of data from the BDR to OMOP CDM provides the EHDEN community with opportunities for including these data in large-scale project for evidence generation by applying standard analytical tools.

PMID:38682500 | DOI:10.3233/SHTI240007

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Nevin Manimala Statistics

Persistence to statin treatment: A cohort study in Lithuania

Basic Clin Pharmacol Toxicol. 2024 Apr 29. doi: 10.1111/bcpt.14015. Online ahead of print.

ABSTRACT

Cardiovascular diseases are the main causes of death, and statins can reduce the risk of major vascular events. Lithuania is among the European countries with the highest cardiovascular mortality despite a rapidly increasing use of statins. Previous reviews have shown the problem of poor patient adherence, but there are limited studies from Eastern European countries. The aim of this study was to evaluate treatment persistence in new users of statins in Lithuania and to investigate factors associated with persistence. Dispensed prescriptions from patients aged >18 years old initiated on statins in 2018-2019 were included, and data were obtained from a national health insurance fund. Persistence was assessed by the proportion of patients who still had statins dispensed 1 year after the first dispensing. Factors associated with persistence were assessed using logistic regression. A total of 104 726 patients (41.3% men) were initiated on statin treatment. Only 41% of them continued statin use 1 year after initiation. Factors associated with higher persistence rate were older age, higher dose of statin, use of other medicines and use of statins as secondary prevention. Low persistence to statin therapy needs to be recognized by healthcare workers, pharmacists and policy makers to address this problem.

PMID:38682475 | DOI:10.1111/bcpt.14015

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Nevin Manimala Statistics

Impact of Air Pollutants on Outpatient Visits for Pediatric Atopic Dermatitis in Lanzhou

Zhongguo Yi Xue Ke Xue Yuan Xue Bao. 2024 Apr 29. doi: 10.3881/j.issn.1000-503X.15902. Online ahead of print.

ABSTRACT

Objective To analyze the correlation between air pollutants and pediatric atopic dermatitis outpatient visits in Lanzhou,and provide scientific insights for the life guidance of the affected children and disease prevention by relevant departments. Methods A generalized additive model was employed to analyze the effects and lagged effects of air pollutants on pediatric atopic dermatitis outpatient visits in Lanzhou while controlling for confounding factors such as long-term trends,holiday effects,day of the week effects and meteorological factors. Results The effects of NO2,PM2.5,PM10,and SO2 on pediatric atopic dermatitis outpatient visits were most significant on the current day(Lag0),but were not statistically significant (all P>0.05);CO also had the most significant effect on Lag0,and for every 10 μg/m3 increase in its concentration,the excess risk (ER) for pediatric atopic dermatitis outpatient visits was 0.05% (95%CI=0-0.10%,P=0.049);and O3 exhibited the most significant effect on day 7 of the cumulative lag (Lag07),with a statistically significant increase in the ER for each 10 μg/m3 increase in its concentration of 7.40% (95%CI=5.31%-9.53%,P<0.001) for pediatric atopic dermatitis outpatient visits.Age stratification showed that children aged 0-3 years with atopic dermatitis were the most sensitive to CO,with an increased ER of 0.09% (95%CI=0.04%-0.15%,P<0.001) for every 10 μg/m3 increase in concentration,and children aged 7-14 years with atopic dermatitis were the most sensitive to O3,with an increased ER of 8.26% (95%CI=4.99%-11.64%,P<0.001) for every 10 μg/m3 increase in concentration.Seasonal stratification showed that CO exerted a stronger effect on pediatric atopic dermatitis outpatient visits in summer and fall,with ER values of 0.45% and 0.16% (both P<0.001),respectively,while O3 had a significant effect on outpatient visits in winter,with an ER value of 20.48% (P<0.001). Conclusion Elevated daily average concentrations of air pollutants CO and O3 in Lanzhou were positively correlated with the number of outpatient visits for atopic dermatitis in children,with significant seasonal effects and age-stratified sensitivities.

PMID:38682472 | DOI:10.3881/j.issn.1000-503X.15902

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Nevin Manimala Statistics

High-dimensional covariate-augmented overdispersed poisson factor model

Biometrics. 2024 Mar 27;80(2):ujae031. doi: 10.1093/biomtc/ujae031.

ABSTRACT

The current Poisson factor models often assume that the factors are unknown, which overlooks the explanatory potential of certain observable covariates. This study focuses on high dimensional settings, where the number of the count response variables and/or covariates can diverge as the sample size increases. A covariate-augmented overdispersed Poisson factor model is proposed to jointly perform a high-dimensional Poisson factor analysis and estimate a large coefficient matrix for overdispersed count data. A group of identifiability conditions is provided to theoretically guarantee computational identifiability. We incorporate the interdependence of both response variables and covariates by imposing a low-rank constraint on the large coefficient matrix. To address the computation challenges posed by nonlinearity, two high-dimensional latent matrices, and the low-rank constraint, we propose a novel variational estimation scheme that combines Laplace and Taylor approximations. We also develop a criterion based on a singular value ratio to determine the number of factors and the rank of the coefficient matrix. Comprehensive simulation studies demonstrate that the proposed method outperforms the state-of-the-art methods in estimation accuracy and computational efficiency. The practical merit of our method is demonstrated by an application to the CITE-seq dataset. A flexible implementation of our proposed method is available in the R package COAP.

PMID:38682464 | DOI:10.1093/biomtc/ujae031

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Nevin Manimala Statistics

Topical hidden genome: discovering latent cancer mutational topics using a Bayesian multilevel context-learning approach

Biometrics. 2024 Mar 27;80(2):ujae030. doi: 10.1093/biomtc/ujae030.

ABSTRACT

Inferring the cancer-type specificities of ultra-rare, genome-wide somatic mutations is an open problem. Traditional statistical methods cannot handle such data due to their ultra-high dimensionality and extreme data sparsity. To harness information in rare mutations, we have recently proposed a formal multilevel multilogistic “hidden genome” model. Through its hierarchical layers, the model condenses information in ultra-rare mutations through meta-features embodying mutation contexts to characterize cancer types. Consistent, scalable point estimation of the model can incorporate 10s of millions of variants across thousands of tumors and permit impressive prediction and attribution. However, principled statistical inference is infeasible due to the volume, correlation, and noninterpretability of mutation contexts. In this paper, we propose a novel framework that leverages topic models from computational linguistics to effectuate dimension reduction of mutation contexts producing interpretable, decorrelated meta-feature topics. We propose an efficient MCMC algorithm for implementation that permits rigorous full Bayesian inference at a scale that is orders of magnitude beyond the capability of existing out-of-the-box inferential high-dimensional multi-class regression methods and software. Applying our model to the Pan Cancer Analysis of Whole Genomes dataset reveals interesting biological insights including somatic mutational topics associated with UV exposure in skin cancer, aging in colorectal cancer, and strong influence of epigenome organization in liver cancer. Under cross-validation, our model demonstrates highly competitive predictive performance against blackbox methods of random forest and deep learning.

PMID:38682463 | DOI:10.1093/biomtc/ujae030

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Nevin Manimala Statistics

A prospective randomized comparative trial of pediatric C-MAC D-blade video laryngoscope with McCoy direct laryngoscope for intubation in children posted for elective surgical procedures under general anesthesia

Paediatr Anaesth. 2024 Apr 29. doi: 10.1111/pan.14911. Online ahead of print.

ABSTRACT

BACKGROUND: Pediatric airway management requires careful clinical evaluation and experienced execution due to anatomical, physiological, and developmental considerations. Video laryngoscopy in pediatric airways is a developing area of research, with recent data suggesting that video laryngoscopes are better than standard Macintosh blades. Specifically, there is a paucity of literature on the advantages of the C-MAC D-blade compared to the McCoy direct laryngoscope.

METHODS: After Ethics Committee approval, 70 American Society of Anesthesiologists physical status 1 and 2 children aged 4-12 years scheduled for elective surgery under general anesthesia were recruited. Patients were randomly allocated to intubation using a C-MAC video laryngoscope size 2 D-blade (Group 1) and a McCoy laryngoscope size 2 blade (Group 2). The Intubation Difficulty Scale (IDS) for ease of intubation was the primary outcome, while Cormack-Lehane grades, duration of laryngoscopy and intubation, hemodynamic responses, and incidence of any airway complications were secondary outcomes.

RESULTS: Both groups were comparable in terms of patient characteristics. The median (IQR) Intubation Difficulty Scale (IDS) score was better but was statistically nonsignificant with C-MAC (0 [0-0] vs. 0 [0-2], p = .055). The glottic views were superior (CL grade I in 32/35 vs. 23/35, p = .002), and the time to best glottic view (6 s [5-7] vs. 8.0 s [6-10], p = .006) was lesser in the C-MAC D-blade group while the total duration of intubation was comparable (20 s [16-22] vs. 18 s [15-22], p = .374). All the patients could be successfully intubated on the first attempt. None of the patients had any complications.

CONCLUSION: The C-MAC video laryngoscope size 2 D-blade provided faster and better glottic visualization but similar intubation difficulty compared to McCoy size 2 laryngoscope in children. The shorter time to achieve glottic view demonstrated with the C-MAC failed to translate into a shorter total duration of intubation when compared to the McCoy laryngoscope attributable to a pronounced curvature of the D-blade.

PMID:38682461 | DOI:10.1111/pan.14911

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Nevin Manimala Statistics

Quantitative and qualitative analysis of stability for 16 serum immunoregulators over 50 freeze-thaw cycles

Am J Hum Biol. 2024 Apr 29:e24087. doi: 10.1002/ajhb.24087. Online ahead of print.

ABSTRACT

OBJECTIVES: To evaluate the reliability of data from the assay of bio-archived specimens, a 50-freeze-thaw-cycle (FTC) degradation study of fresh sera was conducted to test the stability of 16 immunoregulators.

METHODS: Twenty de-identified serum specimens were obtained from volunteers at United Health Services-Wilson Memorial Hospital. Specimens were stored at -20°C and underwent daily 1 h thawing and subsequent freezing for each FTC over 50 consecutive days. Immunoregulator concentrations were assessed via enzyme-linked immunosorbent assay (ELISA) in participant samples at 2 FTC (baseline), 25 FTC, and 50 FTC. Specific immunoregulators observed in the study were C-reactive protein (CRP), interleukin (IL)-1α, 4, 6, 8, 10, monocyte chemoattractant protein-1 (MCP-1, CCL2), monocyte chemoattractant protein-2 (MCP-2, CCL8), eotaxin-1, thymus-and-activation-regulated chemokine (TARC, CCL17), regulated on activation normal T-cell expressed and secreted (RANTES, CCL5), growth-regulated oncogene-alpha (GRO-α, CXCL1), small inducible cytokine A1 (I-309, CCL1), interferon-gamma (IFN-γ), interferon-gamma inducible protein-10 (IP-10, CXCL10), and tumor necrosis factor-alpha (TNF-α).

RESULTS: Quantitative stability of serum immunoregulators: Serum CRP, IL-8, IL-10, IFN-γ, IP-10, and eotaxin-1 levels appear to be statistically equivalent from baseline to 50 FTC (p ≤ .05). Retention of patterns in serum immunoregulators: patterns across FTC were retained for TARC (age) and CRP, IFN-γ, and MCP-2 (sex).

CONCLUSIONS: While the effect of multiple FTC on serum immunoregulator levels may not replicate prolonged freezer storage, the results of this study provide valuable information on the robustness of immunoregulators for research using bio-archived sera.

PMID:38682460 | DOI:10.1002/ajhb.24087

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Nevin Manimala Statistics

The effect of psychosocial interventions for sexual health in patients with pelvic cancer: a systematic review and meta-analysis

Acta Oncol. 2024 Apr 29;63:230-239. doi: 10.2340/1651-226X.2024.24204.

ABSTRACT

AIM: The aim of this systematic review and meta-analysis was to explore and evaluate the effect of psychosocial interventions in improving sexual health outcomes among post-treatment patients with pelvic cancer.

METHODS: Inclusion and exclusion criteria were pelvic cancer survivors; psychosocial interventions; studies with a control group and measures of sexual health. Five databases were searched for literature along with an inspection of the included studies’ reference lists to extend the search. Risk of bias was assessed with the RoB2 tool. Standardised mean difference (SMD) with a random effects model was used to determine the effect size of psychosocial interventions for sexual health in patients with pelvic cancers.

RESULTS: Thirteen studies were included, with a total number of 1,541 participants. There was a large heterogeneity regarding the type of psychosocial intervention used with the source found in a leave one out analysis. Six studies showed statistically significant improvements in sexual health, while three showed positive but non-significant effects. The summary effect size estimate was small SMD = 0.24 (95% confidence interval [CI]: 0.05 to 0.42, p = 0.01).

DISCUSSION: There is limited research on psychosocial interventions for sexual health in pelvic cancer patients. There are also limitations in the different pelvic cancer diagnoses examined. Commonly, the included articles examined physical function rather than the whole sexual health spectrum. The small effect sizes may in part be due to evaluation of psychosocial interventions by measuring physical dysfunction. Future research should broaden sexual health assessment tools and expand investigations to more cancer types.

PMID:38682457 | DOI:10.2340/1651-226X.2024.24204

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Nevin Manimala Statistics

Association of monocyte to HDL cholesterol ratio and a composite risk score with left ventricular aneurysm formation in patients with acute ST-segment elevation myocardial infarction

Coron Artery Dis. 2024 Apr 29. doi: 10.1097/MCA.0000000000001374. Online ahead of print.

ABSTRACT

BACKGROUND: Left ventricular aneurysm (LVA) is an important complication of acute myocardial infarction. This study aimed to investigate the potential predictive value of the monocyte count to high-density lipoprotein cholesterol ratio (MHR) and a composite risk score in determining the formation of LVA in patients with acute ST-segment elevation myocardial infarction (STEMI) who underwent primary percutaneous coronary intervention.

METHODS: We recruited 1005 consecutive patients with STEMI. Multivariable logistic regression analysis was conducted identify the independent risk factors for LVA formation. Predictive power of MHR and composite risk score for LVA formation were assessed using receiver operating characteristic curve analysis.

RESULTS: The MHR was significantly higher among patients with LVA compared to those without LVA [6.6 (3.8-10.8) vs. 4.6 (3.3-6.3), P < 0.001]. Univariable logistic regression analysis revealed that MHR (OR = 3.866, 95% CI = 2.677-5.582, P < 0.001) was associated with the risk of LVA formation. The predictive value of MHR remained significant even after multivariate logistic regression analysis [odds ratio (OR) = 4.801, 95% confidence interval (CI) = 2.672-8.629, P < 0.001]. The discriminant power of MHR for LVA is 0.712, which is superior to both monocyte (C statistic = 0.553) and high-density lipoprotein cholesterol (C statistic = 0.654). The composite risk score including MHR, gender, LVEF, hemoglobin, lymphocyte and left anterior descending artery as the culprit vessel could significantly increase the predictive ability (C statistic = 0.920).

CONCLUSION: A higher MHR could effectively identify individuals at high risk of LVA formation, especially when combined with gender, LVEF, hemoglobin, lymphocyte and left anterior descending artery as the culprit vessel.

PMID:38682446 | DOI:10.1097/MCA.0000000000001374

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Nevin Manimala Statistics

Copper hepatopathies in Australian dogs

Aust Vet J. 2024 Apr 29. doi: 10.1111/avj.13338. Online ahead of print.

ABSTRACT

INTRODUCTION: To evaluate hepatopathies in Australian dogs according to the World Small Animal Veterinary Association (WSAVA) guidelines. Specifically, to describe the prevalence and survival of dogs with copper-associated hepatopathy.

MATERIALS AND METHODS: Medical records from the Small Animal Specialist Hospital were reviewed to identify dogs with liver disease and liver biopsy between November 2008 and November 2021. Liver histopathology reports were reviewed with a board-certified veterinary pathologist and classified according to the WSAVA guidelines. Histopathology reports and clinical records were reviewed to ascertain the most important histological process for statistical analysis. Copper-associated hepatopathy was defined as (i) histological evidence of copper accumulation in centrilobular areas (Zone 3) associated with hepatocyte necrosis, inflammation with copper-laden macrophages and chronic hepatitis (ii) histochemical copper staining showing hepatocyte copper accumulation in the centrilobular areas and iii) hepatic copper measurement with concentrations greater than 600 μg/g dry weight of liver. Dogs with primary inflammatory parenchymal disease included dogs with copper-associated hepatopathy, idiopathic chronic hepatitis, non-specific reactive hepatitis, chronic bacterial hepatitis and immune-mediated chronic hepatitis. Descriptive statistics were performed for all dogs. Age, weight and clinicopathologic data were compared between dogs with copper-associated hepatopathy and dogs with other causes of chronic primary inflammatory parenchymal liver disease (Kruskal-Wallis test). Survival times were calculated and compared (Kaplan-Meier curves and log rank test) between dogs with copper-associated hepatopathy and dogs with other chronic primary inflammatory parenchymal liver diseases. Breed was evaluated to determine the breed most commonly affected with copper-associated hepatopathy and identify any breed in which this disease has not previously been described.

RESULTS: Sixty-seven (43 female, 24 male) dogs with a median age of 7.8 years (quartile [Q] Q1-Q3 4.5-9.6 years) were included. Thirteen dogs had copper-associated hepatopathy, eight dogs had idiopathic chronic hepatitis, eight dogs had non-specific reactive hepatitis, seven dogs had disorders associated with portal hypertension, five dogs had chronic bacterial hepatitis and four dogs had immune-mediated chronic hepatitis. Compared with dogs with other causes of chronic primary inflammatory parenchymal liver disease, dogs with copper-associated hepatopathy tended to be younger (6.73 vs. 8.01 years, P = 0.057) and heavier (19.8 vs. 9.6 kg, P = 0.052) than dogs with other causes of primary chronic inflammatory parenchymal diseases. There was no statistically significant difference when ALT (P = 0.30), ALP (P = 0.18) and total bilirubin (P = 0.13) were compared between the two groups. The median survival time for all dogs after liver biopsy was 2010 days (CI 1321 days – not reached). There was no significant difference in survival between dogs with copper-associated hepatopathy and dogs with other causes of chronic primary inflammatory parenchymal liver disease (P = 0.5).

CONCLUSIONS: Copper-associated hepatopathy was common among Australian dogs with chronic hepatopathies, occurring in younger and heavier dogs than other causes of primary inflammatory parenchymal liver disease. Clinical pathology is not useful for differentiating between copper-associated hepatopathy and other causes of chronic primary inflammatory parenchymal liver disease. When copper-associated hepatopathy is treated, the prognosis can be good. This is the first report of copper-associated hepatopathy in Australian Cavalier King Charles Spaniels.

PMID:38682427 | DOI:10.1111/avj.13338