Τετάρτη 1 Φεβρουαρίου 2023

Application of radiomics to meningiomas: a systematic review

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Abstract
Background
Quantitative imaging analysis through radiomics is a powerful technology to non-invasively assess molecular correlates and guide clinical decision-making. There has been growing interest in image-based phenotyping for meningiomas given complexities in management.
Methods
We systematically reviewed meningioma radiomics analyses published in PubMed, Embase, and Web of Science until 12/20/2021. We compiled performance data and assessed publication quality using the Radiomics Quality Score (RQS).
Results
170 publications were grouped into five categories of radiomics applications to meningiomas: tumor detection and segmentation (21%), classification across neurologic diseases (54%), grading (14%), feature correlation (3%), and prognostication (8%). A majority focused on technical model development (73%) versus clinical applications (27%), with increasing adoption of deep learning. Studies utilized either private institutional (50%) or public (49%) datasets, with only 68% using a validation dataset. For detection and segmentation, radiomic models had a mean accuracy of 93.1±8.1% and a dice coefficient of 88.8±7.9%. Meningioma classification had a mean accuracy of 95.2±4.0%. Tumor grading had a mean AUC of 0.85±0.08. Correlation with meningioma biological features had a mean AUC of 0.89±0.07.Prognostication of clinical course had a mean AUC of 0.83±0.08. While clinical studies had a higher mean RQS compared to technical studies, quality was low overall with a mean RQS of 6.7±5.9 (possible range -8 to 36).
Conclusion
There has been global growth in meningioma radiomics, driven by data accessibility and novel computational methodology. Translatability toward complex tasks such as prognostication requires studies that improve quality, develop comprehensive patient datasets, and engage in prospective trials.
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Short-term Air Pollution Levels and Blood Pressure in Older Women

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imageBackground: Evidence of associations between daily variation in air pollution and blood pressure (BP) is varied and few prior longitudinal studies adjusted for calendar time. Methods: We studied 143,658 postmenopausal women 50 to 79 years of age from the Women's Health Initiative (1993–2005). We estimated daily atmospheric particulate matter (PM) (in three size fractions: PM2.5, PM2.5-10, and PM10) and nitrogen dioxide (NO2) concentrations at participants' residential addresses using validated lognormal kriging models. We used linear mixed-effects models to estimate the association between air pollution concentrations and repeated measures of systolic and diastolic BP (SBP, DBP) adjusting for confounders and calendar time. Results: Short-term PM2.5 and NO2 were each positively associated with DBP {0.10 mmHg [95% confidence interval (CI): 0.04, 0.15]; 0.13 mmHg (95% CI: 0.09, 0.18), respectively} for interquartile range changes in lag 3-5 day PM2.5 and NO2. Short-term NO2 was negatively associated with SBP [−0.21 mmHg (95%CI: −0.30, −0.13)]. In two-pollutant models, the NO2–DBP association was slightly stronger, but for PM2.5 was attenuated to null, compared with single-pollutant models. Associations between short-term NO2 and DBP were more pronounced among those with higher body mass index, lower neighborhood socioeconomic position, and diabetes. When long-term (annual) and lag 3-5 day PM2.5 were in the same model, associations with long-term PM2.5 were stronger than for lag 3-5 day. Conclusions: We observed that short-term PM2.5 and NO2 levels were associated with increased DBP, although two-pollutant model results suggest NO2 was more likely responsible for observed associations. Long-term PM2.5 effects were larger than short-term.
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Τρίτη 31 Ιανουαρίου 2023

Detect and suppress future zoonotic‐derived outbreaks: A lesson from last two decades

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Abstract

COVID-19 pandemic has revealed how vulnerable and inexperienced we are when dealing with an unprecedented global infectious threat. Looking back on the last few decades, there has been a surge in zoonotic-derived viruses globally. Notably, these outbreaks emerged as harmless zoonotic diseases within a favorable environment, then spilled over to humans and widely spread to become outbreaks. Most of these are respiratory viruses (particularly Orthomyxoviridae Orthomyxoviridae or Coronaviridae Coronaviridae family), with high transmissibility and can be easily spread. Low- and middle-income countries, particularly those with tropical climates, provide ideal environments for the growth and evolution of these zoonotic viruses. Nevertheless, a lot of our advanced centers for infectious diseases are located in high-income countries (HIC) and focus on human pathogens only (e.g., influenza, RSV, adenovirus). We should critically think about reallocating health resources in th e near-term. It is an urge for a few surveillance centers aim to detect surges in cases of respiratory pathogens or any spikes in cases, and suppress the transmission chain from an early stage. In this article, we digest lessons learned from the previous spillover pandemics and suggest actionable tactics to deal with future pandemics properly.

This article is protected by copyright. All rights reserved.

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Genetic characteristics and treatment outcome in infants with KMT2A germline B‐cell precursor acute lymphoblastic leukemia: Results of MLL‐Baby protocol

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Abstract

The aim of this study was to present the diagnostic and outcome characteristics of infants with germline status of KMT2A gene (KMT2A-g) B-cell precursor acute lymphoblastic leukemia (BCP-ALL) treated consistently according to the MLL-Baby protocol, a moderate-intensity protocol. Of the 139 patients enrolled in the MLL-Baby study, 100 (71.9%) carried different types of rearranged KMT2A (KMT2A-r), while the remaining 39 infants (28.1%) had KMT2A-g. KMT2A-g patients were generally older (77% older than 6 months), less likely to have a very high white blood cell count (greater than 100 × 109/L), less likely to be central nervous system (CNS)-positive, and more likely to be CD10-positive. The 6-year event-free survival and overall survival rates for all 39 patients were 0.74 (standard error [SE] 0.07) and 0.80 (SE 0.07), respectively. Relapse was the most common adverse event (n = 5), with a cumulativ e incidence of relapse (CIR) of 0.13 (SE 0.06), while the incidence of a second malignancy (n = 1) and death in remission (n = 3) was 0.03 (SE 0.04) and 0.08 (SE 0.04), respectively. None of the initial parameters, including genetics and the presence of recently described fusions of NUTM1 and PAX5 genes, was able to distinguish patients with different outcomes. Only rapidity of response, measured as minimal residual disease (MRD) by flow cytometry, showed a statistically significant impact. Moderate-intensity therapy, as used in the MLL-Baby protocol in infants with KMT2A-g BCP-ALL, yields results comparable to other infant studies. Patients with a slow multicolor flow cytometry (MFC)-MRD response should be subjected to advanced therapies, such as targeted or immunotherapies.

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The incidence and characterization of weight gain associated with MEK inhibitors in pediatric patients

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Abstract

Background

Mitogen-activated protein kinase enzyme (MEK) inhibitors are used in the treatment of pediatric patients with neurofibromatosis, low grade glioma, and astrocytoma, and may demonstrate a unique side effect profile in this population. Inhibition of MEK has been shown to decrease interleukin (IL)-6 production, a proinflammatory cytokine. The inhibition of IL-6 and other proinflammatory cytokines is thought to decrease muscle wasting and may contribute to weight gain.

However, there is limited information on the association of MEK inhibition and weight gain in children and adolescents. This study aimed to characterize and define the incidence of significant weight gain associated with MEK inhibitors in pediatric patients.

Methods

This was a retrospective chart review conducted at a tertiary pediatric hospital. Children 1–18.99 years old were included if they started a MEK inhibitor from July 1, 2013–October 31, 2021, and continued therapy for at least 6 months. Significant weight gain was defined as ≥5% increase in patient's weight-for-age percentile.

Results

Sixty-seven patients were included in the analysis. Sixty-two received trametinib and 5 received selumetinib. An increase in weight-for-age percentile ≥5% was seen in 60% of patients receiving selumetinib and 56% on trametinib. The Dunnett's multiple comparisons test revealed a difference in weight-for-age percentile from baseline to end of data collection (p = .0173). Patients who were obese at baseline were more likely to lose weight during treatment, while underweight patients increased in weight-for-age percentiles.

Conclusions

Weight gain may be a notable side effect associated with the use of MEK inhibitors in pediatric patients.

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Automated Creak Differentiates Adductor Laryngeal Dystonia and Muscle Tension Dysphonia

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Objective

The purpose of this study was to determine whether automated estimates of vocal creak would differentiate speakers with adductor laryngeal dystonia (AdLD) from speakers with muscle tension dysphonia (MTD) and speakers without voice disorders.

Methods

Sixteen speakers with AdLD, sixteen speakers with MTD, and sixteen speakers without voice disorders were recorded in a quiet environment reading aloud a standard paragraph. An open-source creak detector was used to calculate the percentage of creak (% creak) in each of the speaker's six recorded sentences.

Results

A Kruskal-Wallis one-way analysis of variance revealed a statistically significant effect of group on the % creak with a large effect size. Pairwise Wilcoxon tests revealed a statistically significant difference in % creak between speakers with AdLD and controls as well as between speakers with AdLD and MTD. Receiver operating characteristic curve analyses indicated that % creak differentiated AdLD from both controls and speakers with MTD with high sensitivity and specificity (area under the curve statistics of 0.94 and 0.86, respectively).

Conclusion

Percentage of creak as calculated by an automated creak detector may be useful as a quantitative indicator of AdLD, demonstrating the potential for use as a screening tool or to aid in a differential diagnosis.

Level of Evidence

3 Laryngoscope, 2023

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Use of incorrect and correct methods to account for age in studies on epigenetic accelerated aging: implications and recommendations for best practices

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Abstract
Motivated by our conduct of a literature review on social exposures and accelerated aging as measured by a growing number of epigenetic "clocks" (which estimate age via DNA methylation patterns (DNAm)), we report on three different approaches – 1 incorrect and 2 correct – in the epidemiologic literature on treatment of age in these and other studies using other common exposures (i.e., body mass index and alcohol consumption). Among the 50 empirical articles reviewed, the majority (n = 29; 58%) used the incorrect method of analyzing accelerated aging detrended for age as the outcome and did not control for age as a covariate. By contrast, only 42% used the correct methods, which are either to analyze accelerated aging detrended for age as the outcome and control for age as a covariate (n = 16; 32%), or to analyze raw DNAm age as the outcome and control for age as a covariate (n = 5; 10%). In accord with prior demonstrations of bias introdu ced by the incorrect approach, we provide simulation analyses and additional empirical analyses to illustrate how the incorrect method can lead to bias to the null, and we discuss implications for extant research and recommendations for best practices.
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