Confidence Statements for Ordering Quantiles

This work proposes Quor, a simple yet effective nonparametric method to compare independent samples with respect to corresponding quantiles of their populations. The method is solely based on the order statistics of the samples, and independence is its only requirement. All computations are performed using exact distributions with no need for any asymptotic considerations, and yet can be run using a fast quadratic-time dynamic programming idea. Computational performance is essential in high-dimensional domains, such as gene expression data. We describe the approach and discuss on the most important assumptions, building a parallel with assumptions and properties of widely used techniques for the same problem. Experiments using real data from biomedical studies are performed to empirically compare Quor and other methods in a classification task over a selection of high-dimensional data sets

Nonlinear parametric models of viscoelastic fluid flows

Reduced-order models have been widely adopted in fluid mechanics, particularly in the context of Newtonian fluid flows. These models offer the ability to predict complex dynamics, such as instabilities and oscillations, at a considerably reduced computational cost. In contrast, the reduced-order modeling of non-Newtonian viscoelastic fluid flows remains relatively unexplored. This work leverages the sparse identification of nonlinear dynamics algorithm to develop interpretable reduced-order models for viscoelastic flows. In particular, we explore a benchmark oscillatory viscoelastic flow on the four-roll mill geometry using the classical Oldroyd-B fluid. This flow exemplifies many canonical challenges associated with non-Newtonian flows, including transitions, asymmetries, instabilities, and bifurcations arising from the interplay of viscous and elastic forces, all of which require expensive computations in order to resolve the fast timescales and long transients characteristic of such flows. First, we demonstrate the effectiveness of our data-driven surrogate model to predict the transient evolution and accurately reconstruct the spatial flow field for fixed flow parameters. We then develop a fully parametric, nonlinear model capable of capturing the dynamic variations as a function of the Weissenberg number. While the training data is predominantly concentrated on a limit cycle regime for moderate Wi, we show that the parameterized model can be used to extrapolate, accurately predicting the dominant dynamics in the case of high Weissenberg numbers. The proposed methodology represents an initial step in the field of reduced-order modeling for viscoelastic flows with the potential to be further refined and enhanced for the design, optimization, and control of a wide range of non-Newtonian fluid flows using machine learning and reduced-order modeling techniques

Implicating factors in the increase in cases of central precocious puberty (CPP) during the COVID-19 pandemic: Experience of a tertiary centre of pediatric endocrinology and review of the literature

Sexual development is a complex mechanism activated by the hypothalamic-pituitary-gonadal axis. Over the last one hundred years there has been a decline in the age at puberty onset in industrialised countries. Some Italian studies showed an increase in diagnoses of Central Precocious Puberty (CPP) during the COVID-19 pandemic. It is thus supposed that in this period there was an increased impact of factors that can influence pubertal development. Our retrospective monocentric study aimed to confirm the existence of this phenomenon and analysed possible related factors. We retrospectively evaluated clinical, laboratory, radiological and ultrasound (US) data of 154 girls referred to our Tertiary Centre of Paediatric Endocrinology from January 2019 to April 2021 for different forms of Precocious Puberty. We subdivided the cases into subgroups according to the final diagnosis: CPP, Early Puberty (EP), isolated thelarche and isolated pubarche. The observation period was subdivided into: Period 1, before lockdown (1 January 2019 - 8 March 2020) and Period 2, lockdown and the following months (9 March 2020 - 30 April 2021). Period 2 was further divided into "restrictive lockdown period" (Period 2.1) (March 2020 - 14 June 2020, in which the schools were closed) and "less restrictive lockdown period" (Period 2.2) (15 June 2020 - 30 April 2021). We analysed data regarding the use of electronic devices before and during lockdown in a group of girls with CPP diagnosed in Period 2 and we compared the data with that of a control group. Our data show an increase in the number of new diagnoses of CPP during lockdown and in the following months, compared with the previous period. We also detected a higher use of PCs and smartphones in girls with CPP diagnosed in Period 2, compared with the control group. The percentage of the presence of endometrial rhyme detected during the pelvic ultrasound was higher in girls with CPP in Period 2, compared with the previous period. Based on our data we assume there was an environmental effect on pubertal timing that calls our attention to factors such as food, use of electronic devices and stress. We will need further studies to better understand this data

Auxological and endocrine findings in narcolepsy type 1: seventeen-year follow-up from a pediatric endocrinology center

Introduction: Narcolepsy Type 1 (NT1) is a rare hypersomnia of central origin linked to hypocretin deficiency, most frequently arising at pediatric age. NT1 could be associated with endocrine comorbidities involving the neuroendocrine axis, predominantly obesity, and Central Precocious Puberty (CPP). The primary aim of this study is the evaluation of endocrine and auxological parameters at diagnosis and during follow-up in patients with NT1, treated with Sodium Oxybate (SO) or not. Methods: We retrospectively evaluated the auxological, biochemical, and radiological parameters of 112 patients referred to our Center between 2004-2022. The design of our study is cross-sectional at the time of diagnosis followed by a longitudinal follow-up. Results: Our study confirms an increased frequency of CPP and obesity in patients with NT1. At first evaluation, obesity was found in 31.3% of patients, while overweight was found in 25.0%. A diagnosis of CPP was made in 19.6% of patients. Interestingly, this group showed a significantly lower level of CSF-hypocretin (hrct-1) at diagnosis compared to others. We found an improvement in BMI SDS in the SO-treated group compared to untreated patients, and this trend persisted also at 36 months of follow-up (0.0 ± 1.3 vs 1.3 ± 0.4; p<0.03). Sixty-three patients reached their final height, with a median SDS of 0.6 ± 1.1 in boys and 0.2 ± 1.2 in girls. Discussion: To our knowledge, these are the first results regarding the final height in a large series of pediatric patients with NT1, with a normal range of IGF1-SDS levels and stature SDS

Associação tabagismo-alcoolismo: introdução às grandes dependências humanas

OBJETIVO: Verificar a existência da associação tabagismo-alcoolismo em amostra da população geral e comparar uma amostra alcoolista com outra abstêmia, pareadas pela idade e sexo. MATERIAL E MÉTODO: Na Unidade Sanitária Murialdo de Porto Alegre, RS numa área delimitada, com uma população estimada de 65.000 habitantes, foi feito estudo por corte transversal em que se definiu uma amostra representativa de indivíduos com 35 anos e mais. Através da Escala CAGE, identificou-se a população alcoolista que foi comparada a uma amostra aleatória de não-alcoolistas, pareada à alcoolista pela idade e sexo. Dentre 1.387 adultos com 35 anos ou mais, identificaram-se 129 indivíduos alcoolistas. Da listagem geral, selecionou-se aleatoriamente, uma amostra-controle de 129 indivíduos não-alcoolistas, criando-se, assim, dois grupos comparativos. Foram obtidos dados comparativos através de 19 itens de um questionário. As informações de caráter genérico eram pessoais ou familiares, como renda e hábito tabágico. O grau de escolaridade, ocupação, doenças e sintomas respiratórios, medida do fluxo expiratório (Pico do Fluxo) e história de alcoolismo eram exclusivas dos indivíduos com 35 anos ou mais que responderam ao questionário. RESULTADOS: Dos 129 indivíduos (9,3%) alcoolistas, 109 (84,4%) eram do sexo masculino e 20 (25,6%) do feminino. Entre alcoolistas, é maior a prevalência de fumantes (67%) se comparada com a prevalência entre os não-alcoolistas (43%) (pOBJECTIVE: To establish the existence of an association between smoking and alcoholism in a general population sample and to compare two samples of alcoholics and non alcoholics matched by age and sex. MATERIAL AND METHOD: Health Teaching Unit Murialdo - State Health Department - RS - Brazil in a limited area of 65,000 predicted population a cross-sectional study was undertaken in which adults of 35 y.o. or more were sampled. Of this sample, the alcoholics were selected by applying the CAGE Scale. A non alcoholic random sample was compared with the alcoholic one. It was identified 129 alcoholics among 1,387 adults of 35 y.o. or more. From the general list of adults a random sample of 129 non alcoholics were selected and matched to the alcoholics by age and sex. Both groups were compared. Data were obtained from a 19 item questionnaire. Answers to generic questions were obtained from all family members, such as: income and smoking habit. Specific data were obtained from the interviewed person of 35 y.o. or more, such as: schooling grade, occupation, diseases and respiratory symptoms, smoking habit, Peak Expiratory Flow and alcoholism. RESULTS: Of 129 alcoholics, 109 (84.5%) were male and 20 (15.5%) were female. The smoking prevalence among alcoholics (67%) was greater than among non alcoholics (43%) (p < .002). The kind of occupation distinguished both groups. Among alcoholics unemployment and elementary levels of occupation are more usual while among the abstemious intermediate and superior levels are more frequent (

Ordering Quantiles through Confidence Statements

Ranking variables according to their relevance to predict an outcome is an important task in biomedicine. For instance, such ranking can be used for selecting a smaller number of genes for then applying other sophisticated experiments only on genes identified as important. A nonparametric method called Quor is designed to provide a confidence value for the order of arbitrary quantiles of different populations using independent samples. This confidence may provide insights about possible differences among groups and yields a ranking of importance for the variables. Computations are efficient and use exact distributions with no need for asymptotic considerations. Experiments with simulated data and with multiple real -omics data sets are performed, and they show advantages and disadvantages of the method. Quor has no assumptions but independence of samples, thus it might be a better option when assumptions of other methods cannot be asserted. The software is publicly available on CRAN

Multiple-Modality Exercise And Mind-Motor Training To Improve Cardiovascular Health And Fitness In Older Adults At Risk For Cognitive Impairment: A Randomized Controlled Trial

Background:The effects of multiple-modality exercise on arterial stiffening and cardiovascular fitness has not been fully explored. Objectives: To explore the influence of a 24-week multiple-modality exercise program associated with a mind-motor training in cardiovascular health and fitness in community-dwelling older adults, compared to multiple-modality exercise (M2) alone. Methods: Participants (n=127, aged 67.5 [7.3] years, 71% females) were randomized to either M4 or M2 groups. Both groups received multiple-modality exercise intervention (60 min/day, 3 days/week for 24-weeks); however, the M4 group underwent additional 15 min of mind-motor training, whereas the M2 group received 15 min of balance training. Participants were assessed at 24-weeks and after a 28-week non-contact follow-up (52-weeks). Results: at 52-weeks, the M4 group demonstrated a greater VO2max (ml/kg/min) compared to the M2 group (mean difference: 2.39, 95% CI: 0. 61 to 4.16, p=0.009). Within-group analysis indicated that the M4 group demonstrated a positive change in VO2max at 24-weeks (mean change: 1.93, 95% CI: 0.82 to 3.05, p=0.001) and 52-weeks (4.02, 95% CI: 2.71 to 5.32, p=0.001). Similarly, the M2 group increased VO2max at 24-weeks (2.28, 95% CI: 1.23 to 3.32, p Conclusion: Mind-motor training associated with multiple-modality exercise can positively impact cardiovascular fitness to the same extent as multiple-modality exercise alone