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Nevin Manimala Statistics

Gauging the happiness benefit of US urban parks through Twitter

PLoS One. 2022 Mar 30;17(3):e0261056. doi: 10.1371/journal.pone.0261056. eCollection 2022.

ABSTRACT

The relationship between nature contact and mental well-being has received increasing attention in recent years. While a body of evidence has accumulated demonstrating a positive relationship between time in nature and mental well-being, there have been few studies comparing this relationship in different locations over long periods of time. In this study, we analyze over 1.5 million tweets to estimate a happiness benefit, the difference in expressed happiness between in- and out-of-park tweets, for the 25 largest cities in the US by population. People write happier words during park visits when compared with non-park user tweets collected around the same time. While the words people write are happier in parks on average and in most cities, we find considerable variation across cities. Tweets are happier in parks at all times of the day, week, and year, not just during the weekend or summer vacation. Across all cities, we find that the happiness benefit is highest in parks larger than 100 acres. Overall, our study suggests the happiness benefit associated with park visitation is on par with US holidays such as Thanksgiving and New Year’s Day.

PMID:35353831 | DOI:10.1371/journal.pone.0261056

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Nevin Manimala Statistics

Oral, genital and anal human papillomavirus infections among female sex workers in Ibadan, Nigeria

PLoS One. 2022 Mar 30;17(3):e0265269. doi: 10.1371/journal.pone.0265269. eCollection 2022.

ABSTRACT

BACKGROUND: There are limited data on the epidemiology of HPV in different anatomical sites of female sex workers (FSW). We investigated the prevalence and concordance of cervical, vulval, oral and anal HPV among FSW in Ibadan, Nigeria.

METHODS: FSWs aged 18-45 years were enrolled in a cross-sectional survey. After interview and clinical examination, samples were collected from mouth, cervix, vulva and anus. HPV genotyping was done with Anyplex II 28HPV assay. Multivariable analyses were performed to explore associated risk factors and concordance of HPV infections across sites.

RESULTS: In total, 315 FSWs participated in the study with a mean age of 30-6.5 years. The prevalence of any HPV infection was 88% in the vulva, 84% in the cervix, 75% in the anus and 24% in the oral cavity. HPV 35 was the most prevalent and concordant high-risk type in the four sites. The risk factors for HPV infection by anatomic site varied.

CONCLUSION: This large study showed a high prevalence and concordance of HPV infections of cervical, vulval, oral and anal HPV among FSWs in Nigeria. The potential to acquire and transmit HPV is high in this population, and we highlighted the urgency to protect young women through HPV vaccination.

PMID:35353833 | DOI:10.1371/journal.pone.0265269

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Nevin Manimala Statistics

Classification of Alzheimer’s disease progression based on sMRI using gray matter volume and lateralization index

PLoS One. 2022 Mar 30;17(3):e0262722. doi: 10.1371/journal.pone.0262722. eCollection 2022.

ABSTRACT

Note that identifying Mild Cognitive Impairment (MCI) is crucial to early detection and diagnosis of Alzheimer’s disease (AD). This work explores how classification features and experimental algorithms influence classification performances on the ADNI database. Based on structural Magnetic Resonance Images (sMRI), two features including gray matter (GM) volume and lateralization index (LI) are firstly extracted through hypothesis testing. Afterward, several classifier algorithms including Random Forest (RF), Decision Tree (DT), K-Nearest Neighbor(KNN) and Support Vector Machine (SVM) with RBF kernel, Linear kernel or Polynomial kernel are established to realize binary classification among Normal Control (NC), Early Mild Cognitive Impairment (EMCI), Late Mild Cognitive Impairment (LMCI) and AD groups. The main experimental results are as follows. (1) The classification performance in the feature of LI is poor compared with those in the feature of GM volume or the combined feature of LI and GM volume, i.e., the classification accuracies in the feature of LI are relatively low and unstable for most classifier models and subject groups. (2) Comparing with the classification performances in the feature of GM volume and the combined feature of LI and GM volume, the classification accuracy of NC group versus AD group is relatively stable for different classifier models, moreover, the accuracy of AD group versus NC group is almost the highest, with the most classification accuracy of 98.0909%. (3) For different subject groups, the SVM classifier algorithm with Polynomial kernel and the KNN classifier algorithm show relatively stable and high classification accuracy, while DT classifier algorithm shows relatively unstable and lower classification accuracy. (4) Except the groups of EMCI versus LMCI and NC versus EMCI, the classification accuracies are significantly enhanced by emerging the LI into the original feature of GM volume, with the maximum accuracy increase of 5.6364%. These results indicate that various factors of subject data, feature types and experimental algorithms influence classification performances remarkably, especially the newly introduced feature of LI into the feature of GM volume is helpful to improve classification results in some certain extent.

PMID:35353825 | DOI:10.1371/journal.pone.0262722

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Nevin Manimala Statistics

Rare and common variants in ROM1 and PRPH2 genes trans-modify Stargardt/ABCA4 disease

PLoS Genet. 2022 Mar 30;18(3):e1010129. doi: 10.1371/journal.pgen.1010129. Online ahead of print.

ABSTRACT

Over 1,500 variants in the ABCA4 locus cause phenotypes ranging from severe, early-onset retinal degeneration to very late-onset maculopathies. The resulting ABCA4/Stargardt disease is the most prevalent Mendelian eye disorder, although its underlying clinical heterogeneity, including penetrance of many alleles, are not well-understood. We hypothesized that a share of this complexity is explained by trans-modifiers, i.e., variants in unlinked loci, which are currently unknown. We sought to identify these by performing exome sequencing in a large cohort for a rare disease of 622 cases and compared variation in seven genes known to clinically phenocopy ABCA4 disease to cohorts of ethnically matched controls. We identified a significant enrichment of variants in 2 out of the 7 genes. Moderately rare, likely functional, variants, at the minor allele frequency (MAF) <0.005 and CADD>25, were enriched in ROM1, where 1.3% of 622 patients harbored a ROM1 variant compared to 0.3% of 10,865 controls (p = 2.41E04; OR 3.81 95% CI [1.77; 8.22]). More importantly, analysis of common variants (MAF>0.1) identified a frequent haplotype in PRPH2, tagged by the p.Asp338 variant with MAF = 0.21 in the matched general population that was significantly increased in the patient cohort, MAF 0.25, p = 0.0014. Significant differences were also observed between ABCA4 disease subgroups. In the late-onset subgroup, defined by the hypomorphic p.Asn1868Ile variant and including c.4253+43G>A, the allele frequency for the PRPH2 p.Asp338 variant was 0.15 vs 0.27 in the remaining cohort, p = 0.00057. Known functional data allowed suggesting a mechanism by which the PRPH2 haplotype influences the ABCA4 disease penetrance. These associations were replicated in an independent cohort of 408 patients. The association was highly statistically significant in the combined cohorts of 1030 cases, p = 4.00E-05 for all patients and p = 0.00014 for the hypomorph subgroup, suggesting a substantial trans-modifying role in ABCA4 disease for both rare and common variants in two unlinked loci.

PMID:35353811 | DOI:10.1371/journal.pgen.1010129

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Nevin Manimala Statistics

Synthesis of genetic association studies on autism spectrum disorders using a genetic model-free approach

Psychiatr Genet. 2022 Mar 31:YPG.0000000000000316. doi: 10.1097/YPG.0000000000000316. Online ahead of print.

ABSTRACT

BACKGROUND: Autism spectrum disorder (ASD) is a clinically and genetically heterogeneous group of neurodevelopmental disorders. Despite the extensive efforts of scientists, the etiology of ASD is far from completely elucidated. In an effort to enlighten the genetic architecture of ASDs, a meta-analysis of all available genetic association studies (GAS) was conducted.

METHODS: We searched in the Human Genome Epidemiology Navigator (HuGE Navigator) and PubMed for available case-control GAS of ASDs. The threshold for meta-analysis was two studies per genetic variant. The association between genotype distribution and ASDs was examined using the generalized linear odds ratio (ORG). For variants with available allele frequencies, the examined model was the allele contrast.

RESULTS: Overall, 57 candidate genes and 128 polymorphisms were investigated in 159 articles. In total 28 genetic polymorphisms have been shown to be associated with ASDs, that are harbored in 19 genes. Statistically significant results were revealed for the variants of the following genes adenosine deaminase (ADA), bone marrow stromal cell antigen-1 (CD157/BST1), Dopamine receptor D1 (DRD1), engrailed homolog 2 (EN2), met proto-oncogene (MET), methylenetetrahydrofolate reductase (MTHFR), solute carrier family 6 member 4 (SLC6A4), Synaptosomal-associated protein, 25kDa (SNAP-25) and vitamin D receptor (VDR). In the allele contrast model of cases versus healthy controls, significant associations were observed for Adrenoceptor Alpha 1B (ADRA1B), acetyl serotonin O – methyltransferase (ASMT), complement component 4B (C4B), dopamine receptor D3 (DRD3), met proto-oncogene (MET), neuroligin 4, X-linked (NLGN4), neurexin 1 (NRXN1), oxytocin receptor (OXTR), Serine/Threonine-Protein Kinase PFTAIRE-1 (PFTK1), Reelin (RELN) and Ras-like without CAAX 2 (RIT2).

CONCLUSION: These significant findings provide further evidence for genetic factors’ implication in ASDs offering new perspectives in means of prevention and prognosis.

PMID:35353796 | DOI:10.1097/YPG.0000000000000316

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Nevin Manimala Statistics

Inferring age-specific differences in susceptibility to and infectiousness upon SARS-CoV-2 infection based on Belgian social contact data

PLoS Comput Biol. 2022 Mar 30;18(3):e1009965. doi: 10.1371/journal.pcbi.1009965. Online ahead of print.

ABSTRACT

Several important aspects related to SARS-CoV-2 transmission are not well known due to a lack of appropriate data. However, mathematical and computational tools can be used to extract part of this information from the available data, like some hidden age-related characteristics. In this paper, we present a method to investigate age-specific differences in transmission parameters related to susceptibility to and infectiousness upon contracting SARS-CoV-2 infection. More specifically, we use panel-based social contact data from diary-based surveys conducted in Belgium combined with the next generation principle to infer the relative incidence and we compare this to real-life incidence data. Comparing these two allows for the estimation of age-specific transmission parameters. Our analysis implies the susceptibility in children to be around half of the susceptibility in adults, and even lower for very young children (preschooler). However, the probability of adults and the elderly to contract the infection is decreasing throughout the vaccination campaign, thereby modifying the picture over time.

PMID:35353810 | DOI:10.1371/journal.pcbi.1009965

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Nevin Manimala Statistics

Guiding Fellows to Independent Practice: Current Trends in Pediatric Emergency Medicine Fellow Supervision

Pediatr Emerg Care. 2022 Mar 29. doi: 10.1097/PEC.0000000000002676. Online ahead of print.

ABSTRACT

BACKGROUND: Recent studies highlight the importance of physician readiness to practice beyond graduate training. The Accreditation Council for Graduate Medical Education mandates that pediatric emergency medicine (PEM) fellows be prepared for independent practice by allowing “progressive responsibility for patient care.” Prior unpublished surveys of program directors (PDs) indicate variability in approaches to provide opportunities for more independent practice during fellowship training.

OBJECTIVES: The aims of the study were to describe practices within PEM fellowship programs allowing fellows to work without direct supervision and to identify any barriers to independent practice in training.

DESIGN/METHODS: An anonymous electronic survey of PEM fellowship PDs was performed. Survey items were developed using an iterative modified Delphi process and pilot tested. Close-ended survey responses and demographic variables were summarized with descriptive statistics. Responses to open-ended survey items were reviewed and categorized by theme.

RESULTS: Seventy two of 84 PDs (88%) responded to the survey; however, not all surveys were completed. Of the 68 responses to whether fellows could work without direct supervision (as defined by the Accreditation Council for Graduate Medical Education) during some part of their training, 31 (45.6%) reported that fellows did have this opportunity. In most programs, clinical independence was conditional on specific measures including the number of clinical hours completed, milestone achievement, and approval by the clinical competency committee. Reported barriers to fellow practice without direct oversight included both regulatory and economic constraints.

CONCLUSIONS: Current training practices that provide PEM fellows with conditional clinical independence are variable. Future work should aim to determine best practices of entrustment, identify ideal transition points, and mitigate barriers to graduated responsibility.

PMID:35353795 | DOI:10.1097/PEC.0000000000002676

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Nevin Manimala Statistics

The Association Between Binge-Watching Behavior and Psychological Problems Among Adolescents

J Nerv Ment Dis. 2022 Mar 30. doi: 10.1097/NMD.0000000000001510. Online ahead of print.

ABSTRACT

This study aims to investigate the relationship between binge-watching addiction and family, emotional, conduct, cognitive and anger control problems, hyperactivity, Diagnostic and Statistical Manual of Mental Disorders, 4th Edition (DSM-IV)-ADHD Index, DSM-IV-Inattention, and DSM-IV-Hyperactivity Impulsivity in a large sample of healthy Turkish adolescents. The association between binge-watching behavior addiction and mood disorders in healthy adolescents was examined in this cross-sectional study conducted in Turkey. Participants completed both measures, The Binge-Watching Addiction Questionnaire and The Conners-Wells’ Adolescent Self-Report Scale. An online survey of 189 adolescents was conducted. One hundred fourteen subjects (60.3%) were categorized into the binge-watcher group. Results showed important positive associations between binge-watching behavior and emotional, conduct, cognitive problems, and DSM-IV-Inattention. The conducted analysis showed an important association between high frequency of binge-watching and emotional problems (p < 0.001), conduct problems (p = 0.012), cognitive problems (p = 0.001), and inattention (p < 0.001). These findings contributed to our comprehension of adolescents’ psychological correlates of television viewing behavior. Further researches on the relationship between extreme binge-watching and psychiatric disorders of adolescents are recommended.

PMID:35353791 | DOI:10.1097/NMD.0000000000001510

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Nevin Manimala Statistics

A Clinical Prediction Model Based on Post Large Artery Atherosclerosis Infarction Pneumonia

Neurologist. 2022 Mar 30. doi: 10.1097/NRL.0000000000000434. Online ahead of print.

ABSTRACT

BACKGROUND AND PURPOSE: Stroke-associated pneumonia (SAP) has been found as a common complication in acute ischemic stroke (AIS) patients. Large artery atherosclerosis (LAA) infarct is a major subtype of AIS. This study aimed to build a clinical prediction model for SAP of LAA type AIS patients.

METHODS: This study included 295 patients with LAA type AIS. Univariate analyses and logistic regression analyses were conducted to determine the independent predictors for the modeling purpose. Nomogram used receiver operating characteristics to assess the accuracy of the model, and the calibration plots were employed to assess the fitting degree between the model and the practical scenario. One hundred and five patients were employed for the external validation to test the stability of the model.

RESULTS: From the univariate analysis, patients’ ages, neutrophil-to-lymphocyte ratios, National Institute of Health Stroke scale (NIHSS) scores, red blood cell, sex, history of coronary artery disease, stroke location and volume-viscosity swallow test showed statistical difference in the development group for the occurrence of SAP. By incorporating the factors above into a multivariate logistic regression analysis, patients’ ages, neutrophil-to-lymphocyte ratios, NIHSS, and volume-viscosity swallow test emerged as the independent risk factors of the development of SAP. The nomogram based on the mentioned 4 variables above achieved a receiver operating characteristic of 0.951 and a validation group of 0.946.

CONCLUSIONS: The proposed nomogram is capable of predicting predict the occurrence of SAP in LAA type AIS patients, and it may identify high-risk patients in time and present information for in-depth treatment.

PMID:35353784 | DOI:10.1097/NRL.0000000000000434

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Nevin Manimala Statistics

Investigation of clinical predictors of survival in idiopathic pulmonary fibrosis patients- a cohort study in Taiwan

J Chin Med Assoc. 2022 Mar 31. doi: 10.1097/JCMA.0000000000000719. Online ahead of print.

ABSTRACT

BACKGROUND: Two antifibrotic medications, pirfenidone and nintedanib, have been approved as treatments for idiopathic pulmonary fibrosis (IPF), a life-threatening interstitial lung disease. However, there is insufficient current data regarding clinical predictors of survival for IPF patients in the era of antifibrotics.

METHODS: We retrospectively analyzed the medical records of IPF patients treated between April 2017 and May 2020. Univariate and multivariate Cox hazard proportional models were used to identify independent predictors of mortality among these patients with IPF.

RESULTS: A total of 40 IPF patients (average age: 75.58 ± 8.34 years) were included in the study, 27 (67.5%) of whom were treated with antifibrotic drugs. In the entire cohort, 14 (35%) patients died, and the overall survival of the study population was 48.52 ± 5 months (median: NA [29, NA] months). The univariate and multivariate Cox hazard proportional models indicated that chest tightness, finger clubbing, acute exacerbation after medication, decreased FVC%, and decreased FEV1% were clinical factors linked to all-cause mortality among all patients, although without statistical significance at the multivariate level. Meanwhile, only finger clubbing was a significant mortality predictor among patients who received antifibrotic medications. A mortality scoring system was built upon the aforementioned risk factors, with the exclusion of FVC%, whose individual mortality score was nearly zero.

CONCLUSION: Chest tightness, finger clubbing, acute exacerbation after medication, and decreased FVC% were clinical factors associated with mortality in IPF patients, although without statistical significance. A scoring system including these factors can be used to predict all-cause mortality in IPF patients. The mere intake of antifibrotic medications was not a significant mortality predictor in this study. This might be owed to the retrospective nature of the study, where many patients started the medications after the deterioration of their pulmonary function rather than from the start.

PMID:35353790 | DOI:10.1097/JCMA.0000000000000719