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1.
Proc Natl Acad Sci U S A ; 121(14): e2316616121, 2024 Apr 02.
Artigo em Inglês | MEDLINE | ID: mdl-38551839

RESUMO

Motivated by the implementation of a SARS-Cov-2 sewer surveillance system in Chile during the COVID-19 pandemic, we propose a set of mathematical and algorithmic tools that aim to identify the location of an outbreak under uncertainty in the network structure. Given an upper bound on the number of samples we can take on any given day, our framework allows us to detect an unknown infected node by adaptively sampling different network nodes on different days. Crucially, despite the uncertainty of the network, the method allows univocal detection of the infected node, albeit at an extra cost in time. This framework relies on a specific and well-chosen strategy that defines new nodes to test sequentially, with a heuristic that balances the granularity of the information obtained from the samples. We extensively tested our model in real and synthetic networks, showing that the uncertainty of the underlying graph only incurs a limited increase in the number of iterations, indicating that the methodology is applicable in practice.


Assuntos
COVID-19 , Pandemias , Humanos , Incerteza , COVID-19/epidemiologia , Surtos de Doenças , SARS-CoV-2
2.
J Biol Chem ; 300(4): 107164, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38484798

RESUMO

O-glycosylation is a conserved posttranslational modification that impacts many aspects of organismal viability and function. Recent studies examining the glycosyltransferase Galnt11 demonstrated that it glycosylates the endocytic receptor megalin in the kidneys, enabling proper binding and reabsorption of ligands, including vitamin D-binding protein (DBP). Galnt11-deficient mice were unable to properly reabsorb DBP from the urine. Vitamin D plays an essential role in mineral homeostasis and its deficiency is associated with bone diseases such as rickets, osteomalacia, and osteoporosis. We therefore set out to examine the effects of the loss of Galnt11 on vitamin D homeostasis and bone composition. We found significantly decreased levels of serum 25-hydroxyvitamin D and 1,25-dihydroxyvitamin D, consistent with decreased reabsorption of DBP. This was accompanied by a significant reduction in blood calcium levels and a physiologic increase in parathyroid hormone (PTH) in Galnt11-deficient mice. Bones in Galnt11-deficient mice were smaller and displayed a decrease in cortical bone accompanied by an increase in trabecular bone and an increase in a marker of bone formation, consistent with PTH-mediated effects on bone. These results support a unified model for the role of Galnt11 in bone and mineral homeostasis, wherein loss of Galnt11 leads to decreased reabsorption of DBP by megalin, resulting in a cascade of disrupted mineral and bone homeostasis including decreased circulating vitamin D and calcium levels, a physiological increase in PTH, an overall loss of cortical bone, and an increase in trabecular bone. Our study elucidates how defects in O-glycosylation can influence vitamin D and mineral homeostasis and the integrity of the skeletal system.


Assuntos
Osso e Ossos , Homeostase , Polipeptídeo N-Acetilgalactosaminiltransferase , Vitamina D , Animais , Masculino , Camundongos , Osso e Ossos/anatomia & histologia , Osso e Ossos/química , Osso e Ossos/metabolismo , Cálcio/metabolismo , Glicosilação , Homeostase/genética , Hormônio Paratireóideo/metabolismo , Vitamina D/metabolismo , Vitamina D/análogos & derivados , Proteína de Ligação a Vitamina D/metabolismo
3.
PLoS Genet ; 18(2): e1010019, 2022 02.
Artigo em Inglês | MEDLINE | ID: mdl-35120121

RESUMO

Accurate prediction of vectors dispersal, as well as identification of adaptations that allow blood-feeding vectors to thrive in built environments, are a basis for effective disease control. Here we adopted a landscape genomics approach to assay gene flow, possible local adaptation, and drivers of population structure in Rhodnius ecuadoriensis, an important vector of Chagas disease. We used a reduced-representation sequencing technique (2b-RADseq) to obtain 2,552 SNP markers across 272 R. ecuadoriensis samples from 25 collection sites in southern Ecuador. Evidence of high and directional gene flow between seven wild and domestic population pairs across our study site indicates insecticide-based control will be hindered by repeated re-infestation of houses from the forest. Preliminary genome scans across multiple population pairs revealed shared outlier loci potentially consistent with local adaptation to the domestic setting, which we mapped to genes involved with embryogenesis and saliva production. Landscape genomic models showed elevation is a key barrier to R. ecuadoriensis dispersal. Together our results shed early light on the genomic adaptation in triatomine vectors and facilitate vector control by predicting that spatially-targeted, proactive interventions would be more efficacious than current, reactive approaches.


Assuntos
Doença de Chagas/epidemiologia , Doença de Chagas/genética , Rhodnius/genética , Adaptação Biológica/genética , Animais , Vetores de Doenças , Ecossistema , Equador/epidemiologia , Expressão Gênica/genética , Perfilação da Expressão Gênica/métodos , Fluxo Gênico , Insetos Vetores/genética , Metagenômica/métodos , Polimorfismo de Nucleotídeo Único/genética , Densidade Demográfica , Rhodnius/patogenicidade , Transcriptoma/genética , Trypanosoma cruzi/genética
4.
Langmuir ; 40(13): 6703-6717, 2024 Apr 02.
Artigo em Inglês | MEDLINE | ID: mdl-38498309

RESUMO

Graphene doped with different transition metals has been recently proposed to adsorb CO2 and help reduce the greenhouse effect. Iron-doped graphene is one of the most promising candidates for this task, but there is still a lack of full understanding of the adsorption mechanism. In this work, we analyze the electronic structure, geometry, and charge redistribution during adsorption of CO2 molecules by single vacancy iron-doped graphene by DFT calculations using the general gradient approximation of Perdew, Burke, and Ernzernhof functional (PBE) and the van der Waals density functional (vdW). To understand the impact of the pyridinic-N coordination of the iron atom, we gradually replaced the neighboring carbon atoms by nitrogen atoms. The analysis indicates that chemisorption and physisorption occur when the molecule is adsorbed in the side-on and end-on orientation, respectively. Adsorption is stronger when pyridinic-N coordination increases, and the vdW functional describes the chemical interactions and adsorption energy differently in relation to PBE without significant structural changes. The development of the chemical interactions with the change of coordination in the system is further investigated in this work with crystal overlap Hamilton population (COHP) analysis.

5.
BMC Med Res Methodol ; 24(1): 36, 2024 Feb 15.
Artigo em Inglês | MEDLINE | ID: mdl-38360543

RESUMO

BACKGROUND: Surveys have been used worldwide to provide information on the COVID-19 pandemic impact so as to prepare and deliver an effective Public Health response. Overlapping panel surveys allow longitudinal estimates and more accurate cross-sectional estimates to be obtained thanks to the larger sample size. However, the problem of non-response is particularly aggravated in the case of panel surveys due to population fatigue with repeated surveys. OBJECTIVE: To develop a new reweighting method for overlapping panel surveys affected by non-response. METHODS: We chose the Healthcare and Social Survey which has an overlapping panel survey design with measurements throughout 2020 and 2021, and random samplings stratified by province and degree of urbanization. Each measurement comprises two samples: a longitudinal sample taken from previous measurements and a new sample taken at each measurement. RESULTS: Our reweighting methodological approach is the result of a two-step process: the original sampling design weights are corrected by modelling non-response with respect to the longitudinal sample obtained in a previous measurement using machine learning techniques, followed by calibration using the auxiliary information available at the population level. It is applied to the estimation of totals, proportions, ratios, and differences between measurements, and to gender gaps in the variable of self-perceived general health. CONCLUSION: The proposed method produces suitable estimators for both cross-sectional and longitudinal samples. For addressing future health crises such as COVID-19, it is therefore necessary to reduce potential coverage and non-response biases in surveys by means of utilizing reweighting techniques as proposed in this study.


Assuntos
COVID-19 , Pandemias , Humanos , Estudos Transversais , Calibragem , Inquéritos e Questionários , COVID-19/epidemiologia , COVID-19/prevenção & controle , Viés , Atenção à Saúde
6.
Nutr Neurosci ; 27(2): 172-183, 2024 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-36657165

RESUMO

ABSTRACTObjetives: Omega-3 (n3) fatty acids have been studied as an option to alleviate the harmful effects of obesity. However, its role in obesity-related behavioral changes is still controversial. This study aimed to evaluate the effects of n3 on behavior and neuroinflammation in obese animals. Methods: Male Wistar rats were divided into four groups: control diet (CT), CT+n3, cafeteria diet (CAF), and CAF+n3. Diet was administered for 13 weeks, and n3 was supplemented during the last 5 weeks. Metabolic and biochemical parameters were evaluated, as well as anxiety-like behaviors. Immunoblots were conducted in the animals' cerebral cortex and hippocampus to assess changes in neuroinflammatory markers.Results: CAF-fed animals showed higher weight gain, visceral adiposity, fasting glucose, total cholesterol, triglycerides, and insulin levels, and n3 improved the lipid profile and restored insulin sensitivity. CAF-fed rats showed anxiety-like behaviors in the open field and light-dark box tasks but not in the contextual aversive conditioning. Omega-3 did not exert any effect on these behaviors. Regarding neuroinflammation, diet and supplementation acted in a region-specific manner. In the hippocampus, CAF reduced claudin-5 expression with no effect of n3, indicating a brain-blood barrier disruption following CAF. Furthermore, in the hippocampus, the glial fibrillary acidic protein (GFAP) and toll-like receptor 4 (TLR-4) were reduced in treated obese animals. However, n3 could not reverse the TLR-4 expression increase in the cerebral cortex.Discussion: Although n3 may protect against some neuroinflammatory manifestations in the hippocampus, it does not seem sufficient to reverse the increase in anxiolytic manifestations caused by CAF.


Assuntos
Ácidos Graxos Ômega-3 , Receptor 4 Toll-Like , Ratos , Masculino , Animais , Ratos Wistar , Doenças Neuroinflamatórias , Obesidade/etiologia , Obesidade/metabolismo , Dieta , Ácidos Graxos Ômega-3/farmacologia , Ansiedade/etiologia , Ansiedade/prevenção & controle , Suplementos Nutricionais
7.
BMC Geriatr ; 24(1): 25, 2024 01 05.
Artigo em Inglês | MEDLINE | ID: mdl-38182982

RESUMO

BACKGROUND: Although dementia has emerged as an important risk factor for severe SARS-CoV-2 infection, results on COVID-19-related complications and mortality are not consistent. We examined the clinical presentations and outcomes of COVID-19 in a multicentre cohort of in-hospital patients, comparing those with and without dementia. METHODS: This retrospective observational study comprises COVID-19 laboratory-confirmed patients aged ≥ 60 years admitted to 38 hospitals from 19 cities in Brazil. Data were obtained from electronic hospital records. A propensity score analysis was used to match patients with and without dementia (up to 3:1) according to age, sex, comorbidities, year, and hospital of admission. Our primary outcome was in-hospital mortality. We also assessed admission to the intensive care unit (ICU), invasive mechanical ventilation (IMV), kidney replacement therapy (KRT), sepsis, nosocomial infection, and thromboembolic events. RESULTS: Among 1,556 patients included in the study, 405 (4.5%) had a diagnosis of dementia and 1,151 were matched controls. When compared to matched controls, patients with dementia had a lower frequency of dyspnoea, cough, myalgia, headache, ageusia, and anosmia; and higher frequency of fever and delirium. They also had a lower frequency of ICU admission (32.7% vs. 47.1%, p < 0.001) and shorter ICU length of stay (7 vs. 9 days, p < 0.026), and a lower frequency of sepsis (17% vs. 24%, p = 0.005), KRT (6.4% vs. 13%, p < 0.001), and IVM (4.6% vs. 9.8%, p = 0.002). There were no differences in hospital mortality between groups. CONCLUSION: Clinical manifestations of COVID-19 differ between older inpatients with and without dementia. We observed that dementia alone could not explain the higher short-term mortality following severe COVID-19. Therefore, clinicians should consider other risk factors such as acute morbidity severity and baseline frailty when evaluating the prognosis of older adults with dementia hospitalised with COVID-19.


Assuntos
COVID-19 , Demência , Sepse , Humanos , Idoso , Brasil/epidemiologia , Estudos de Coortes , COVID-19/complicações , COVID-19/diagnóstico , COVID-19/epidemiologia , SARS-CoV-2 , Pacientes Internados , Demência/diagnóstico , Demência/epidemiologia , Demência/terapia
8.
Haemophilia ; 29(1): 274-281, 2023 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-36253885

RESUMO

INTRODUCTION: Children with haemophilia (CwH) have lower bone mineral density in the spine (trabecular bone) than healthy children. There are few studies focusing on bone mineral density in long bones (cortical bone). AIM: To evaluate bi-laterally the distal third of radius and midshaft tibias using quantitative ultrasound (QUS) and assess the speed of sound (SoS). METHODS: A cross-sectional study where 91 CwH and 91 age-matched healthy boys were included. Joint evaluation was determined with the Haemophilia Joint Health Score 2.1 and SoS values. The Z scores were measured with the Sunlight Omnisense 8000 S equipment. RESULTS: Ninety-one CwH (haemophilia A) were evaluated (26 mild form, 26 moderate, and 39 severe). Most patients were treated with on-demand factor replacement and had higher total HJHS scores according to severity (4.8, 14.8 and 14.1, respectively). Patients with moderate and severe disease showed a statistical difference in SoS values for both radius and tibias compared to controls. QUS Z-scores ≥-2 were more frequent in radius and tibias in CwH, but were statistically significant only in tibias when compared to controls (in 30% mild, 46% moderate, 28% severe, respectively). CONCLUSIONS: There was diminished cortical bone density in radius and tibias of CwH compared to healthy controls. Changes predominated in tibias, more frequently affected according to the severity of haemophilia. Early intervention with factor replacement combined with physical activity are key aspects to promote bone health.


Assuntos
Artrite , Hemofilia A , Masculino , Humanos , Criança , Hemofilia A/complicações , Estudos Transversais , Osso e Ossos , Densidade Óssea , Ultrassonografia , Rádio (Anatomia)/diagnóstico por imagem , Osso Cortical
9.
Neuroendocrinology ; 113(5): 549-562, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-36580896

RESUMO

INTRODUCTION: Obesity is associated with impaired learning, but the mechanisms underlying this cognitive dysfunction are poorly understood. Moreover, whether obesity-induced learning deficits show sexual dimorphism remains controversial. Females are believed to be protected from cognitive decline by oestrogens. These hormones enhance the expression of tryptophan hydroxylase 2, the rate-limiting enzyme in the transformation of tryptophan (Trp) into serotonin which plays a significant role in learning and memory. However, several learning-regulating compounds also arise from Trp metabolism through the kynurenine pathway (KP), including kynurenic acid (KA), xanthurenic acid (XA), and NAD+. The present study aimed to determine the involvement of the KP of Trp metabolism in the regulation of learning in control and obese female rats. METHODS: The learning capabilities of control and obese rats were evaluated using the novel object recognition test. Trp and Trp-derived metabolites were quantified in the hippocampus and frontal cortex by ultra-performance liquid chromatography-tandem mass spectrometry. RESULTS: Control rats in proestrus/oestrous performed better than their control mates in metestrus/dioestrus. Likewise, while control and obese rats in dioestrus/metestrus did not show differences in learning, obese rats in proestrus/oestrous displayed decreased memory capacity along with decreased Trp concentration and reduced KA, XA, and NAD+ production in the hippocampus. These neurochemical alterations were associated with impaired expression of mRNAs coding for key enzymes of the KP. CONCLUSION: The results presented here indicate that the deleterious effects of obesity on learning are closely related to the oestrous cycle and associated with an impairment of the KP of Trp metabolism.


Assuntos
Cinurenina , NAD , Feminino , Ratos , Animais , Cinurenina/metabolismo , NAD/metabolismo , Triptofano/metabolismo , Encéfalo/metabolismo , Ácido Cinurênico/metabolismo , Transtornos da Memória , Obesidade/metabolismo
10.
Br J Nutr ; 130(5): 783-792, 2023 09 14.
Artigo em Inglês | MEDLINE | ID: mdl-36412162

RESUMO

Obese mothers' offspring develop obesity and metabolic alterations in adulthood. Poor postnatal dietary patterns also contribute to obesity and its comorbidities. We aimed to determine whether in obese mothers' offspring an adverse postnatal environment, such as high-fat diet (HFD) consumption (second hit) exacerbates body fat accumulation, metabolic alterations and adipocyte size distribution. Female Wistar rats ate chow (C-5 %-fat) or HFD (maternal obesity (MO)-25 %-fat) from weaning until the end of lactation. Male offspring were weaned on either control (C/C and MO/C, maternal diet/offspring diet) or HFD (C/HF and MO/HF) diet. At 110 postnatal days, offspring were killed. Fat depots were excised to estimate adiposity index (AI). Serum glucose, triglyceride, leptin, insulin, insulin resistance index (HOMA-IR), corticosterone and dehydroepiandrosterone (DHEA) were determined. Adipocyte size distribution was evaluated in retroperitoneal fat. Body weight was similar in C/C and MO/C but higher in C/HF and MO/HF. AI, leptin, insulin and HOMA-IR were higher in MO/C and C/HF v. C/C but lower than MO/HF. Glucose increased in MO/HF v. MO/C. C/HF and MO/C had higher triglyceride and corticosterone than C/C, but lower corticosterone than MO/HF. DHEA and the DHEA/corticosterone ratio were lower in C/HF and MO/C v. C/C, but higher than MO/HF. Small adipocyte proportion decreased while large adipocyte proportions increased in MO/C and C/HF v. C/C and exacerbated in MO/HF v. C/HF. Postnatal consumption of a HFD by the offspring of obese mothers exacerbates body fat accumulation as well as the decrease of small and the increase of large adipocytes, which leads to larger metabolic abnormalities.


Assuntos
Leptina , Efeitos Tardios da Exposição Pré-Natal , Humanos , Ratos , Feminino , Animais , Masculino , Gravidez , Dieta Hiperlipídica/efeitos adversos , Mães , Corticosterona/metabolismo , Ratos Wistar , Fenômenos Fisiológicos da Nutrição Materna , Obesidade/etiologia , Obesidade/metabolismo , Tecido Adiposo/metabolismo , Peso Corporal , Glucose/metabolismo , Triglicerídeos/metabolismo , Hipertrofia/metabolismo , Insulina/metabolismo , Desidroepiandrosterona/metabolismo
11.
J Phys Chem A ; 127(51): 10828-10837, 2023 Dec 28.
Artigo em Inglês | MEDLINE | ID: mdl-38100036

RESUMO

The comparison between electrical transport in CnH2n+2S2 alkane and CnHn+2S2 alkene (n = 4, 6, 8, 10) is studied by using a generalized Breit-Wigner approach and considering coherent transport mechanisms and eventual changes in the state of charge (i.e., cotunneling processes) for both molecules. In general, the conductance of alkanes tends to be smaller than that of similar-sized alkenes. However, cotunneling processes have an important participation in the overall transport in the case of alkanes but not for the alkene family. The progressive changes in both the eigenenergies of the relevant frontier molecular orbitals of the charged species and their spatial localization play decisive roles in the observed differences. While the molecular orbitals of the charged species of the conjugated molecules are hardly affected by the applied voltage, their saturated counterparts are quite sensitive to the external field. With this, successive avoided-crossing events between the molecular orbitals of the single-charged alkane molecules can lead to the appearance of nonballistic conduction channels that make no negligible contributions to the molecular transport.

12.
BMC Nephrol ; 24(1): 292, 2023 10 04.
Artigo em Inglês | MEDLINE | ID: mdl-37794354

RESUMO

BACKGROUND: Acute kidney injury has been described as a common complication in patients hospitalized with COVID-19, which may lead to the need for kidney replacement therapy (KRT) in its most severe forms. Our group developed and validated the MMCD score in Brazilian COVID-19 patients to predict KRT, which showed excellent performance using data from 2020. This study aimed to validate the MMCD score in a large cohort of patients hospitalized with COVID-19 in a different pandemic phase and assess its performance to predict in-hospital mortality. METHODS: This study is part of the "Brazilian COVID-19 Registry", a retrospective observational cohort of consecutive patients hospitalized for laboratory-confirmed COVID-19 in 25 Brazilian hospitals between March 2021 and August 2022. The primary outcome was KRT during hospitalization and the secondary was in-hospital mortality. We also searched literature for other prediction models for KRT, to assess the results in our database. Performance was assessed using area under the receiving operator characteristic curve (AUROC) and the Brier score. RESULTS: A total of 9422 patients were included, 53.8% were men, with a median age of 59 (IQR 48-70) years old. The incidence of KRT was 8.8% and in-hospital mortality was 18.1%. The MMCD score had excellent discrimination and overall performance to predict KRT (AUROC: 0.916 [95% CI 0.909-0.924]; Brier score = 0.057). Despite the excellent discrimination and overall performance (AUROC: 0.922 [95% CI 0.914-0.929]; Brier score = 0.100), the calibration was not satisfactory concerning in-hospital mortality. A random forest model was applied in the database, with inferior performance to predict KRT requirement (AUROC: 0.71 [95% CI 0.69-0.73]). CONCLUSION: The MMCD score is not appropriate for in-hospital mortality but demonstrates an excellent predictive ability to predict KRT in COVID-19 patients. The instrument is low cost, objective, fast and accurate, and can contribute to supporting clinical decisions in the efficient allocation of assistance resources in patients with COVID-19.


Assuntos
COVID-19 , Masculino , Humanos , Pessoa de Meia-Idade , Idoso , Feminino , Mortalidade Hospitalar , Estudos Retrospectivos , Terapia de Substituição Renal
13.
Lett Appl Microbiol ; 76(1)2023 Jan 23.
Artigo em Inglês | MEDLINE | ID: mdl-36688782

RESUMO

The aims of this study were to evaluate the relationship between attached microbial markers and degradability of forage samples incubated in vitro and to compare these microbial markers. In Trial 1, the content of 15N, purines, and phosphorus (P) as well as xylanase activity in residue of different forage species were measured after 24 h of incubation in a conventional in vitro system at pH 6.8. Trial 2 used the same procedures as those of Trial 1 except that forage samples were incubated in media with different initial pH (5.5, 6.0, 6.5, or 7.0). There was no correlation (P > 0.10) between forage degradability and either microbial marker in Trial 1. Degradability of both, bermuda and ryegrass, and the content of all markers in the incubation residues was positively affected by increased pH (P < 0.05). The content of 15N in residues was linearly related to xylanase activity (P < 0.05) but not with P or purines content. In conclusion, the nutritional potential of different forage species may not to be compared, based on the content of microbial markers in the incubation residues. In other way, within a forage species, the in vitro degradation was directly associated to either marker. However, P presents analytical advantage over other markers.


Assuntos
Ração Animal , Rúmen , Animais , Ração Animal/análise , Isótopos de Nitrogênio/metabolismo , Digestão
14.
Sensors (Basel) ; 23(3)2023 Jan 25.
Artigo em Inglês | MEDLINE | ID: mdl-36772378

RESUMO

Cyanobacteria produce a wealth of secondary metabolites. Since these organisms attach fatty acids into molecules in unprecedented ways, cyanobacteria can serve as a novel source for bioactive compounds acting as ligands for Peroxisome Proliferator-Activated Receptors (PPAR). PPARs (PPARα, PPARß/δ and PPARγ) are ligand-activated nuclear receptors, involved in the regulation of various metabolic and cellular processes, thus serving as potential drug targets for a variety of pathologies. Yet, given that PPARs' agonists can have pan-, dual- or isoform-specific action, some controversy has been raised over currently approved drugs and their side effects, highlighting the need for novel molecules. Here, we expand and validate a cell-based PPAR transactivation activity biosensor, and test it in a screening campaign to guide drug discovery. Biosensor upgrades included the use of different reporter genes to increase signal intensity and stability, a different promoter to modulate reporter gene expression, and multiplexing to improve efficiency. Sensor's limit of detection (LOD) ranged from 0.36-0.89 nM in uniplex and 0.89-1.35 nM in multiplex mode. In triplex mode, the sensor's feature screening, a total of 848 fractions of 96 cyanobacteria extracts were screened. Hits were confirmed in multiplex mode and in uniplex mode, yielding one strain detected to have action on PPARα and three strains to have dual action on PPARα and -ß.


Assuntos
PPAR alfa , PPAR gama , PPAR alfa/metabolismo , Ligantes , Genes Reporter , Descoberta de Drogas
15.
Biom J ; 65(8): e2100302, 2023 12.
Artigo em Inglês | MEDLINE | ID: mdl-37853834

RESUMO

Human immunodeficiency virus (HIV) dynamics have been the focus of epidemiological and biostatistical research during the past decades to understand the progression of acquired immunodeficiency syndrome (AIDS) in the population. Although there are several approaches for modeling HIV dynamics, one of the most popular is based on Gaussian mixed-effects models because of its simplicity from the implementation and interpretation viewpoints. However, in some situations, Gaussian mixed-effects models cannot (a) capture serial correlation existing in longitudinal data, (b) deal with missing observations properly, and (c) accommodate skewness and heavy tails frequently presented in patients' profiles. For those cases, mixed-effects state-space models (MESSM) become a powerful tool for modeling correlated observations, including HIV dynamics, because of their flexibility in modeling the unobserved states and the observations in a simple way. Consequently, our proposal considers an MESSM where the observations' error distribution is a skew-t. This new approach is more flexible and can accommodate data sets exhibiting skewness and heavy tails. Under the Bayesian paradigm, an efficient Markov chain Monte Carlo algorithm is implemented. To evaluate the properties of the proposed models, we carried out some exciting simulation studies, including missing data in the generated data sets. Finally, we illustrate our approach with an application in the AIDS Clinical Trial Group Study 315 (ACTG-315) clinical trial data set.


Assuntos
Síndrome da Imunodeficiência Adquirida , Infecções por HIV , Humanos , Síndrome da Imunodeficiência Adquirida/epidemiologia , Infecções por HIV/epidemiologia , Teorema de Bayes , Modelos Estatísticos , Carga Viral , HIV , Estudos Longitudinais
16.
Dev Neurosci ; 44(6): 603-614, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-36162387

RESUMO

Maternal stress during pregnancy results in increased risk of developing psychiatric disorders in the offspring including anxiety, depression, schizophrenia, and autism. However, the mechanisms underlying this disease susceptibility remain largely to be determined. In this study, the involvement of the serotonin (5-HT) and kynurenine (KYN) pathways of tryptophan metabolism on the behavioral deficits induced by maternal stress during the late phase of gestation in mice was investigated. Adult offspring born to control or restraint-stressed dams were exposed to the elevated plus-maze and tail suspension tests. Metabolites of the KYN and 5-HT pathways were measured in the hippocampus and brainstem by ultra-performance liquid chromatography tandem mass spectrometry. Female, but not male, prenatally stressed (PNS) offspring displayed a depressive-like phenotype, mainly when in proestrus/diestrus, along with reduced hippocampal 5-HT levels and high 5-HT turnover rate in the hippocampus and brainstem. In contrast, male PNS mice showed enhanced anxiety-like behaviors and higher hippocampal and brainstem quinolinic acid levels compared to male offspring born to nonstressed dams. These results indicate that maternal stress affects the behavior and brain metabolism of tryptophan in the offspring in a sex-dependent manner and suggest that alterations in both the 5-HT and KYN pathways may underlie the emotional dysfunctions observed in individuals exposed to stress during in utero development.


Assuntos
Cinurenina , Triptofano , Gravidez , Camundongos , Animais , Feminino , Cinurenina/metabolismo , Triptofano/metabolismo , Serotonina/metabolismo , Ansiedade/metabolismo , Comportamento Animal
17.
BMC Med ; 20(1): 324, 2022 09 02.
Artigo em Inglês | MEDLINE | ID: mdl-36056335

RESUMO

BACKGROUND: Acute kidney injury (AKI) is frequently associated with COVID-19, and the need for kidney replacement therapy (KRT) is considered an indicator of disease severity. This study aimed to develop a prognostic score for predicting the need for KRT in hospitalised COVID-19 patients, and to assess the incidence of AKI and KRT requirement. METHODS: This study is part of a multicentre cohort, the Brazilian COVID-19 Registry. A total of 5212 adult COVID-19 patients were included between March/2020 and September/2020. Variable selection was performed using generalised additive models (GAM), and least absolute shrinkage and selection operator (LASSO) regression was used for score derivation. Accuracy was assessed using the area under the receiver operating characteristic curve (AUC-ROC). RESULTS: The median age of the model-derivation cohort was 59 (IQR 47-70) years, 54.5% were men, 34.3% required ICU admission, 20.9% evolved with AKI, 9.3% required KRT, and 15.1% died during hospitalisation. The temporal validation cohort had similar age, sex, ICU admission, AKI, required KRT distribution and in-hospital mortality. The geographic validation cohort had similar age and sex; however, this cohort had higher rates of ICU admission, AKI, need for KRT and in-hospital mortality. Four predictors of the need for KRT were identified using GAM: need for mechanical ventilation, male sex, higher creatinine at hospital presentation and diabetes. The MMCD score had excellent discrimination in derivation (AUROC 0.929, 95% CI 0.918-0.939) and validation (temporal AUROC 0.927, 95% CI 0.911-0.941; geographic AUROC 0.819, 95% CI 0.792-0.845) cohorts and good overall performance (Brier score: 0.057, 0.056 and 0.122, respectively). The score is implemented in a freely available online risk calculator ( https://www.mmcdscore.com/ ). CONCLUSIONS: The use of the MMCD score to predict the need for KRT may assist healthcare workers in identifying hospitalised COVID-19 patients who may require more intensive monitoring, and can be useful for resource allocation.


Assuntos
Injúria Renal Aguda , COVID-19 , Injúria Renal Aguda/diagnóstico , Injúria Renal Aguda/epidemiologia , Injúria Renal Aguda/terapia , Adulto , Idoso , COVID-19/terapia , Dextranos , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Mitomicina , Curva ROC , Terapia de Substituição Renal/efeitos adversos , Estudos Retrospectivos , Fatores de Risco
18.
Stat Med ; 41(19): 3696-3719, 2022 08 30.
Artigo em Inglês | MEDLINE | ID: mdl-35596519

RESUMO

This article extends the semiparametric mixed model for longitudinal censored data with Gaussian errors by considering the Student's t $$ t $$ -distribution. This model allows us to consider a flexible, functional dependence of an outcome variable over the covariates using nonparametric regression. Moreover, the proposed model takes into account the correlation between observations by using random effects. Penalized likelihood equations are applied to derive the maximum likelihood estimates that appear to be robust against outlying observations with respect to the Mahalanobis distance. We estimate nonparametric functions using smoothing splines under an EM-type algorithm framework. Finally, the proposed approach's performance is evaluated through extensive simulation studies and an application to two datasets from acquired immunodeficiency syndrome clinical trials.


Assuntos
Síndrome da Imunodeficiência Adquirida , Síndrome da Imunodeficiência Adquirida/terapia , Simulação por Computador , Humanos , Funções Verossimilhança , Modelos Estatísticos , Distribuição Normal , Estudantes
19.
Br J Nutr ; 128(5): 964-974, 2022 09 14.
Artigo em Inglês | MEDLINE | ID: mdl-34605386

RESUMO

Obesity is a major public health problem that predisposes to several diseases and higher mortality in patients with COVID-19. Obesity also generates neuroinflammation, which predisposes to the development of neuropsychiatric diseases. Since there is a lack of effective treatments for obesity, the search for new strategies to reverse its consequences is urgent. In this perspective, the anti-inflammatory properties of omega-3 polyunsaturated fatty acids such as DHA/EPA might reduce the harmful effects of obesity. Here, we used the cafeteria diet (CAF) model to induce obesity in Wistar rats. Animals received ultra-processed food for 20 weeks, and DHA/EPA supplementation (500 mg/kg per d) was performed between the 16th and the 20th week. At the end of the experiment, it was evaluated: body weight, visceral fat deposition, plasma glucose, insulin and triglycerides, and it was also measured the levels of inflammatory cytokines TNF-α and IL-6 in plasma and liver, and TNF-α in the prefrontal cortex. The elevated plus maze test was performed to analyse anxiety-like behaviour. Our results demonstrated that DHA/EPA could not reverse weight and fat gain and did not modify plasma dosages. However, there was a decrease in IL-6 in the liver (DHA/EPA effect: P = 0.023) and TNF-α in the brain (CAF compared with CAF + DHA/EPA, P < 0.05). Also, there was a decrease in the anxiety index in CAF + DHA/EPA compared with the CAF group (P < 0.01). Thus, DHA/EPA supplementation is helpful to reverse the consequences of obesity in the brain.


Assuntos
COVID-19 , Ácidos Graxos Ômega-3 , Ratos , Masculino , Animais , Ácido Eicosapentaenoico , Fator de Necrose Tumoral alfa/metabolismo , Interleucina-6/metabolismo , Ácidos Docosa-Hexaenoicos , Ratos Wistar , Obesidade/metabolismo , Ácidos Graxos Ômega-3/farmacologia , Suplementos Nutricionais , Metaboloma , Ansiedade
20.
Nutr Neurosci ; 25(10): 2011-2022, 2022 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-33926365

RESUMO

AIM: Individuals undernourished in utero or during early life are at high risk of developing obesity and metabolic disorders and show an increased preference for consuming sugary and fatty food. This study aimed at determining whether impaired taste detection and signalling in the lingual epithelium and the brain might contribute to this altered pattern of food intake. METHODS: The preference for feeding fat and sweet food and the expression in circumvallate papillae and hypothalamus of genes coding for sweet and fat receptors and transducing pathways were evaluated in adult rats born to control or calorie-restricted dams. Expression in the hypothalamus and the brain's reward system of genes involved in the homeostatic and hedonic control of food intake was also determined. RESULTS: Male and female undernourished animals exhibited increased expression in taste papillae and hypothalamus of T1R1, T1R2, CD36, gustducin, TRMP5 and PLC-ß2 genes, all of which modulate sweet and fat detection and intracellular signalling. However, the severity of the effect was greater in females than in males. Moreover, male, but not female, undernourished rats consumed more standard and sweetened food than their control counterparts and presented increased hypothalamic AgRP and NPY mRNAs levels together with enhanced dopamine transporter and dopamine receptor D2 expression in the ventral tegmental area. CONCLUSIONS: Maternal undernutrition induces sex-specific changes in food preferences and gene expression in taste papillae, hypothalamus and brain reward regions. The gene expression alterations in the male offspring are in line with their preference for consuming sugary and fatty food.


Assuntos
Desnutrição , Paladar , Proteína Relacionada com Agouti/metabolismo , Animais , Antígenos CD36/genética , Proteínas da Membrana Plasmática de Transporte de Dopamina/genética , Proteínas da Membrana Plasmática de Transporte de Dopamina/metabolismo , Feminino , Hipotálamo/metabolismo , Masculino , Desnutrição/metabolismo , Ratos , Receptores Dopaminérgicos/metabolismo
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