Machine learning for hospital readmission prediction in pediatric population.

BACKGROUND AND OBJECTIVE: Pediatric readmissions are a burden on patients, families, and the healthcare system. In order to identify patients at higher readmission risk, more accurate techniques, as machine learning (ML), could be a good strategy to expand the knowledge in this area. The aim of this study was to develop predictive models capable of identifying children and adolescents at high risk of potentially avoidable 30-day readmission using ML. METHODS: Retrospective cohort study was carried out with 9,080 patients under 18 years old admitted to a tertiary university hospital. Demographic, clinical, and biochemical data were collected from electronic databases. We randomly divided the dataset into training (75 %) and testing (25 %), applied downsampling, repeated cross-validation with five folds and ten repetitions, and the hyperparameter was optimized of each technique using a grid search via racing with ANOVA models. We applied six ML classification algorithms to build the predictive models, including classification and regression tree (CART), random forest (RF), gradient boosting machine (GBM), extreme gradient boosting (XGBoost), decision tree and logistic regression (LR). The area under the receiver operating curve (AUC), sensitivity, specificity, Youden's J-index and accuracy were used to evaluate the performance of each model. RESULTS: The avoidable 30-day hospital readmissions rate was 9.5 %. Some algorithms presented similar AUC, both in the dataset training and in the dataset testing, such as XGBoost, RF, GBM and CART. Considering the Youden's J-index, the algorithm that presented the best index was XGBoost with bagging imputation, with AUC of 0.814 (J-index of 0.484). Cancer diagnosis, age, red blood cells, leukocytes, red cell distribution width and sodium levels, elective admission, and multimorbidity were the most important characteristics to classify between readmission and non-readmission groups. CONCLUSION: Machine learning approaches, especially XGBoost, can predict potentially avoidable 30-day pediatric hospital readmission into tertiary assistance. If implemented in the computer hospital system, our model can help in the early and more accurate identification of patients at readmission risk, targeting health strategic interventions.

Association between health risk behaviors and food consumption in adolescents.

The study aims to evaluate the association between substance use and social isolation with food consumption in adolescents. A cross-sectional study was conducted with 2,040 adolescents from a medium-sized city in Brazil. The exposures assessed were the use of alcohol, tobacco, and other substances, and social isolation. The outcomes were the regular consumption (≥5 times/week) of beans, fruit/fruit salad, candies, and soft drinks, and an unhealthy eating score. The association between health risk behaviors and food consumption was assessed through logistic and linear regressions. Regular users of alcohol were more likely to have regular consumption of candies and soft drinks, and those who used tobacco regularly were less likely to have regular bean consumption and more likely to have regular candies consumption. The use of at least one substance was negatively associated with regular bean consumption and positively associated with regular consumption of sweets and soft drinks. Socially isolated adolescents were less likely to have regular bean consumption. Substance use was positively associated with the unhealthy eating score. In conclusion, substance use and social isolation were associated with less regular consumption of healthy food markers and greater regular consumption of unhealthy food markers.

Prevalence and associated factors on overweight/obesity in pregnant women assisted by the Family Health Strategy / Prevalência e fatores associados ao sobrepeso/ obesidade em gestantes assistidas na Estratégia Saúde da Família

Abstract Objectives: to estimate the prevalence of overweight/obesity and analyze the associated factors in pregnant women assisted by family health teams. Methods: epidemiological observational study of populational, cross-sectional, and analytical base carried out with pregnant women at the Estratégia de Saúde da Família (Family Health Strategy) in the city of Montes Claros, Minas Gerais State, Brazil, between October 2018 and November 2019. Socioeconomic and demographic, obstetric characteristics, social and family support, emotional aspects and comorbidities. The presence of overweight/obesity was estimated by the initial Body Mass Index (up to the 13th gestational week) acquired from the pregnant woman's health booklet. Hierarchized Poisson regression with robust variance was carried out. Results: a total of 1,279 pregnant women participated in this study. The prevalence of overweight/ obesity was 45.3% and was associated with the following factors: having a partner (PR=1.52; CI95% =1.24-1.86), higher family income (PR=1.23; CI95% =1.04-1.46), presence of previous pregnancies (PR=1.65; CI95% =1.39-1.95%), higher age group (PR=2.26; CI95% =1.70-3.01), gestational diabetes mellitus (PR=1.43; CI95% =1.21-1.69) and systemic arterial hypertension (PR=1.29; CI95% =1.04-1.61). Conclusion: there was a high prevalence of overweight/obesity in the evaluated pregnant women and its association with sociodemographic and obstetric factors and chronic comorbidities. There is a necessity for monitoring and carrying out nutritional education in prenatal care provided by family health teams, with emphasis on strengthening multidisciplinary care.

Resumo Objetivos: estimar a prevalência de sobrepeso/obesidade e analisar os fatores associados em gestantes assistidas por equipes de saúde da família. Métodos: estudo epidemiológico observacional de base populacional, transversal e analítico, realizado com gestantes da Estratégia de Saúde da Família em Montes Claros, MG, Brasil, entre outubro de 2018 a novembro de 2019. Avaliaram-se características socioeconômicas e demográficas, obstétricas, apoio social e familiar, aspectos emocionais e comorbidades. A presença de sobrepeso/ obesidade foi estimada pelo Índice de Massa Corporal inicial (até 13ª semana gestacional) adquirido da caderneta da gestante. Foi realizada regressão de Poisson hierarquizada com variância robusta. Resultados: participaram deste estudo 1.279 gestantes. A prevalência do sobrepeso/obesidade foi de 45,3% e esteve associada aos fatores: ter companheiro(a) (RP=1,52; IC95%=1,24-1,86), maior renda familiar (RP=1,23; IC95%=1,04-1,46), presença de gestações anteriores (RP=1,65; IC95%=1,39-1,95%), maior faixa etária (RP=2,26; IC 95%=1,70-3,01), diabetes mellitus gestacional (RP=1,43; IC95%=1,21-1,69) e hipertensão arterial sistêmica (RP=1,29; IC95%=1,04-1,61). Conclusão: verificou-se alta prevalência de sobrepeso/obesidade nas gestantes avaliadas e sua associação com fatores sociodemográficos, obstétricos e comorbidades crônicas. Há necessidade de monitoramento e de realização da educação nutricional no cuidado pré-natal prestado pelas equipes de saúde da família, com ênfase no fortalecimento do cuidado multiprofissional.

Nutritional risk, not obesity, is associated with mortality in critically ill COVID-19 patients.

BACKGROUND: Despite the identification of obesity as a risk factor for higher rates of hospital and Intensive Care Unit (ICU) admissions and complications due to COVID-19, the association between obesity and mortality in critically ill COVID-19 patients remains controversial, and the nutritional risk is little considered. Hence, our study sought to evaluate the association between obesity, nutritional risk, and mortality in critically ill patients diagnosed with COVID-19. METHODS: Retrospective study were condutcted including adult critically ill COVID-19 patients admitted to an ICU between April 2020 and March 2021. Clinical and laboratory data were collected from electronic medical records. Obesity was classified by body mass index ≥ 30 kg/m2. A mNUTRIC score of ≥ 5 indicated high nutritional risk. Multiple Cox Regression was used to estimate the association between mNUTRIC, obesity, and mortality. RESULTS: From 71 patients aged 59 (± 15) years, 71.8 % were male. The frequencies of obesity (58.7 %) and death (49.3 %) were high, but obesity was not associated with mortality. Based on mNUTRIC, 85.9 % of patients were at high nutritional risk, presenting a higher frequency of mortality than patients at low nutritional risk (50.8 % vs 40.0 %; p = 0.014). Multiple Cox Regression showed that for each unit increase in mNUTRIC score the probability of death almost doubled, regardless of the presence of obesity (HR = 1.74; p < 0.001). CONCLUSIONS: A higher nutritional risk was positively associated with mortality in critically ill COVID-19 patients, regardless of obesity, showing the importance of early identification of nutritional risk for appropriate nutritional interventions in this population.

Working conditions, lifestyle and mental health of Brazilian public-school teachers during the COVID-19 pandemic.

This study aimed to describe the working conditions, lifestyle and mental health of Brazilian public-school teachers during the COVID-19 pandemic. This is an epidemiological websurvey, carried out from August to September 2020. Teachers from public schools in rural and urban areas in the state of Minas Gerais, Brazil, participated in the study. A digital questionnaire was used and the study addressed variables related to four major thematic topics: sociodemographic and economic profile, working conditions, lifestyle and health conditions, and mental health problems during the pandemic. The sample consisted of 15,641 teachers, of which 13.3% worked in rural areas, 81.9% were women, 56.2% were aged 41-60 years, 66.8% were married, 99.2% were working remotely and 79.8% adhered to social distancing. During the pandemic, 40.6% showed a decrease in family income, 33.7% were dissatisfied with their work, 58% reported increased body weight, 47.9% did not exercise, 35.8% were part of at least one risk group for COVID-19, 40.5% had some flu-like symptoms during the pandemic and 1.2% tested positive for COVID-19. Regarding mental health problems, 25.9% of teachers self-reported formal diagnosis of anxiety and/or depression during the pandemic. In addition, 7.1% of teachers were drinking more alcohol than usual, 33.4% started having sleep problems, 30.4% were using relax/sleep/anxiety/depression medications, 67.1% reported that their quality of life worsened and 43.7% reported having severe fear of COVID-19. It was also found that 82.3% of teachers had at least one mental health problem during the pandemic, such as increased alcohol consumption, sleep problems, use of psychotropic medication, decreased quality of life, and fear of COVID-19. The results of this study reveal the numerous challenges and the extent of the impact of the pandemic on working conditions, lifestyle, and especially on the mental health of teachers.

Nutritional Status and Growth Deficit in Children and Adolescents with Cancer at Different Moments of Treatment.

BACKGROUND: Nutrition deficits are common in children and adolescents undergoing cancer treatment and can contribute to a worse prognosis. There are scarce studies regarding this context considering different moments of treatment. The aim of this study was to evaluate the association between moment of treatment and nutritional status in children and adolescents with cancer. METHODS: A retrospective study was performed from January 2013 to December 2015, including data from all clinical records of patients under 18 years old with cancer. Clinical, nutritional support and anthropometric data were collected at four moments of treatment from cancer diagnosis: diagnosis (t0), 3 mo, (t1), 6 mo, (t2) and 1 year (t3). In addition, nutritional indicators were evaluated. Generalized Estimating Equation models were performed to analyze changes on anthropometric indices throughout four moments of treatment. RESULTS: The sample comprised 73 patients and frequency of nutritional deficits ranged from 13.0% to 18.6%. All nutritional indicators decreased at t1, showed a modest recovery at t2 and a stronger recovery at t3 (p < 0.001). Growth was also impacted during treatment, mainly on patients under 2 years in the first three months of treatment. CONCLUSIONS: Moment of treatment was associated with growth deficit and decreased percentiles in development indicators.

Serum Albumin is Independent Predictor of Hospital Mortality in Patients with Cancer / A Albumina Sérica é Preditor Independente de Mortalidade Hospitalar em Pacientes com Câncer / La Albúmina Sérica es un Predictor Independiente de Mortalidad Hospitalaria en Pacientes con Cáncer

Introduction: Cancer is one of the leading causes of morbidity and mortality worldwide. There are few studies showing adjusted models with other predictors of mortality by a conceptual model perspective. Objective: The objective of this study was to verify the prediction of albumin and Prognostic Nutritional Index (PNI) with in-hospital mortality in cancer patients. Method: Retrospective study was performed from 2014 to 2016 with 262 cancer patients (gastrointestinal tract, male genital organs, breast, metastasis, urinary tract, head and neck and others). Demographic data, blood counts, C-reactive protein, albumin, and haematological indexes (Prognosis nutritional index - PNI, Neutrophils to lymphocytes ratio - NLR, Monocytes lymphocytes ratio - MLR, Platelets to lymphocytes ratio - PLR and Platelets to albumin ratio - PAR), nutritional diagnoses and hospital outcomes (discharge or death) were collected. The cumulative probability of death was calculated by Kaplan-Meier curves, and survival analyses were performed using the Cox proportional hazards model. Results: The frequency of death among the study patients was 10.7% (28). Among the patients who died, 99.2% (26) presented some degree of malnutrition (p=0.004). In the multivariate analysis, serum albumin (<3 g/dL) was independently associated with in-hospital mortality (HR=3.43, 95% CI 1.11-10.63). On the other hand, the PNI was not associated with in-hospital mortality. Conclusion: Serum albumin levels during hospitalization were predictors of in-hospital mortality in the population evaluated. These results suggest that the serum levels of this protein can be used in clinical practice, adding prognostic information in patients with cancer

Introducción: El cáncer es una de las principales causas de morbilidad y mortalidad en todo el mundo. Hay pocos estudios que muestren modelos ajustados con otros predictores de mortalidad desde una perspectiva de modelo conceptual. Objetivo: El objetivo de este estudio fue verificar la predicción de la albúmina y el Índice Nutricional Pronóstico (IPN) con la mortalidad hospitalaria en pacientes con cáncer (tracto gastrointestinal, órganos genitales masculinos, mama, metástasis, tracto urinario, cabeza y cuello y otros). Método: Se realizó un estudio retrospectivo de 2014 a 2016 con 262 pacientes con cáncer. Se recogieron datos demográficos, hemogramas, proteína C reactiva, albúmina y índices hematológicos (Índice de Pronóstico Nutricional - IPN, proporción neutrófilos/linfocitos - NLR, proporción monocitos/linfocitos - MLR, proporción plaquetas/linfocitos - PLR y proporción plaquetas/albúmina - PAR), diagnósticos nutricionales y resultados hospitalarios (alta o muerte). La probabilidad acumulada de muerte se calculó mediante curvas de Kaplan-Meier y se realizaron análisis supervivencia utilizando el modelo de riesgos proporcionales de Cox. Resultados: La frecuencia de muerte entre los pacientes del estudio fue del 10,7% (28). Entre los pacientes fallecidos, el 99,2% (26) presentaba algún grado de desnutrición (p=0,004). En el análisis multivariado, la albúmina sérica (<3 g/dL) se asoció de forma independiente con la mortalidad hospitalaria (HR=3,43, IC 95% 1,11-10,63). Por otro lado, el IPN no se asoció con mortalidad intrahospitalaria. Conclusión: Los niveles de albúmina sérica durante la hospitalización fueron predictores de mortalidad intrahospitalaria en la población evaluada. Nuestros resultados sugieren que los niveles séricos de esta proteína se pueden utilizar en la práctica clínica, agregando información de pronóstico en pacientes con cáncer.

Introdução: O câncer é uma das principais causas de morbidade e mortalidade em todo o mundo. Existem poucos estudos mostrando modelos ajustados com outros preditores de mortalidade por uma perspectiva de modelo conceitual. Objetivo: Verificar a predição de albumina e do Índice Nutricional Prognóstico (IPN) com mortalidade intra-hospitalar em pacientes com câncer. Método: Estudo retrospectivo realizado de 2014 a 2016 com 262 pacientes com câncer (trato gastrointestinal, órgãos genitais masculinos, mama, metástases, trato urinário, cabeça e pescoço e outros). Foram coletados dados demográficos, hemograma, proteína C reativa, albumina e índices hematológicos (índice de prognóstico nutricional - IPN; relação neutrófilo por linfócitos - RNL; relação monócitos por linfócitos - RML; relação plaquetas por linfócitos - RPL; e relação plaquetas por albumina ­ RPA), diagnósticos nutricionais e desfechos hospitalares (alta ou óbito). A probabilidade cumulativa de morte foi calculada pelas curvas de Kaplan-Meier e as análises de sobrevivência realizadas usando o modelo de risco proporcional de Cox. Resultados: A frequência de óbito entre os pacientes do estudo foi de 10,7% (28). Entre os pacientes que morreram, 99,2% (26) apresentavam algum grau de desnutrição (p=0,004). Na análise multivariada, a albumina sérica (<3 g/dL) associou-se de forma independente à mortalidade hospitalar (HR=3,43, IC95% 1,11-10,63). Por outro lado, o IPN não foi associado com mortalidade intra-hospitalar. Conclusão: Os níveis de albumina sérica durante a internação foram preditores de mortalidade intra-hospitalar na população avaliada. Esses resultados sugerem que os níveis séricos dessa proteína podem ser utilizados na prática clínica, agregando informações prognósticas em pacientes com câncer

Time after ostomy surgery and type of treatment are associated with quality of life changes in colorectal cancer patients with colostomy.

PURPOSE: Quality of life in colorectal cancer patients may be affected by colostomy and treatment, but relevant studies are still scarce and contradictory. The present study aimed to evaluate the association between colostomy time and treatment type with quality of life in colorectal cancer patients. METHODS: A prospective observational study of 41 patients with colorectal cancer was conducted on three occasions T0, T1 and T2 (0-2; 3-5 and 6-8 months after ostomy surgery, respectively). The treatments prescribed were: surgery alone, chemotherapy or radiotherapy, or chemoradiotherapy. European Organization for Research and Treatment of Cancer questionnaires were used to evaluate quality of life. Worsening clinical changes were evaluated considering difference in scores between times of surgery ≥±9 points. RESULTS: Regarding ostomy surgery, scores in physical function improved between T0 and T1 and these better scores were maintained at T1 to T2. The same was observed for urinary frequency, appetite loss and dry mouth. Chemoradiotherapy was associated with worse scores for global health status, nausea and vomiting, bloating and dry mouth. Although significant differences were not observed in some domains in the Generalized Estimating Equations analysis, patients showed noticeable changes for the worse in the pain, anxiety, weight concern, flatulence and embarrassment domains during these periods. CONCLUSIONS: Colostomy improved quality of life at 3-5 months in most domains of quality of life and remained better at 6-8 months after surgery. Chemoradiotherapy had a late negative influence on quality of life. Health teams could use these results to reassure patients that this procedure will improve their quality of life in many functional and symptomatic aspects.

Ostomy time and nutrition status were associated on quality of life in patients with colorectal cancer / Tempo de estomia e estado nutricional são associados com a qualidade de vida em pacientes com câncer colorretal

ABSTRACT Introduction: Colorectal cancer frequency increases each year and consequently the number of ostomies, a procedure that helps in the treatment of colorectal cancer but has an impact on quality of life. Studies evaluating the impact of ostomy time and nutritional status on the quality of life of colostomized patients with colorectal cancer are scarce in the literature. So, the aim of this study was to evaluate the association ostomy time and nutritional status on quality of life in colostomized colorectal cancer patients. Methods: A cross-sectional study was conducted with 97 colostomized patients due to colorectal cancer from a reference service. Socioeconomic, demographic, clinical data were obtained. European Organisation for Research and Treatment of Cancer questionnaires EORTC-QLQ30 and EORTC-QLQ-CR29 were used to analyse the quality of life. Statistical significance analysis was performed using the Wilcoxon's non-parametric or Chi-Square test. Results: Of the 97 individuals, 50.5% were female, 64.9% were over 60 years old, 67.4% have ostomy for less than 1 year. Half of the patients had some nutritional status inadequacy: 24.2% were malnourished, 17.9% overweight and 8.4% obese. Shorter ostomy time was associated with role function, blood or mucus in stools, stoma care problems and men's sexual interest, while malnutrition was associated with concern about weight. Conclusions: Ostomy time and nutrition status were associated with quality of life in some domains, such as role function, insomnia, appetite loss, abdominal pain, buttock pain, bloating, hair loss, taste loss have an impact together with the nutritional status on the quality of life in patients colostomized colorectal cancer.

RESUMO Introdução: A frequência do câncer colorretal aumenta a cada ano e, consequentemente, aumenta o número de estomias, procedimento que auxilia no tratamento do câncer colorretal, porém impacta na qualidade de vida. Estudos que avaliam o impacto do tempo de estomia e do estado nutricional na qualidade de vida de pacientes colostomizados com câncer colorretal são escassos na literatura. Assim, o objetivo deste estudo foi avaliar a associação entre tempo de estomia e estado nutricional e qualidade de vida em pacientes colostomizados por câncer colorretal. Métodos: Participaram deste estudo transversal 97 pacientes colostomizados por câncer colorretal de um serviço de referência. Dados socioeconômicos, demográficos e clínicos foram obtidos. Os questionários da Organização Europeia para Pesquisa e Tratamento do Câncer EORTC-QLQ30 e EORTC-QLQ-CR29 foram utilizados para analisar a qualidade de vida. A análise de significância estatística foi realizada usando o teste não paramétrico Wilcoxon ou teste Qui-Quadrado. Resultados: Dos 97 indivíduos, 50.,5% eram do sexo feminino, 64.,9% tinham mais de 60 anos, 67.,4% com estomia há menos de 1 ano. Metade dos pacientes apresentava inadequação do estado nutricional: 24.,2% estavam desnutridos, 17.,9% sobrepeso e 8,4% obesos. O menor tempo de estomia foi associado ao desempenho funcional, sangue ou muco nas fezes, problemas em cuidar da estomia e interesse sexual dos homens, enquanto a desnutrição foi associada à preocupação com o peso. Conclusão: A cirurgia de estomia esteve associada à qualidade de vida em alguns domínios, como desempenho funcional, insônia, perda de apetite, dor abdominal, dor nas nádegas, perda de cabelo, perda do paladar, e tem um impacto junto ao estado nutricional da qualidade de vida em pacientes colostomizados por câncer colorretal.

High frequency of non-compliance with quality indicators during oral nutrition support in hospitalized patients.

BACKGROUND & AIMS: Quality indicators are important tools in clinical practice for assessing and monitoring the quality of care in nutritional therapy. Application of these indicators can improve care and may help to decrease the high frequency of malnutrition and associated hospital costs. Therefore, the purpose of the present study was to estimate the frequency of oral nutritional supplements (ONS) use and to evaluate compliance with the four available quality indicators in oral nutritional therapy (QIONT) in a university hospital. METHODS: A prospective study was conducted from November 2017 to May 2018, using data from all patients with an ONS prescription aged 18 years or older admitted to the medical clinical or surgical clinical wards. Four indicators were investigated, as recommended by the International Life Science Institute. RESULTS: Of the 727 hospitalized patients in the included wards, 214 were on ONS. The frequency of ONS prescription was 29.4%. Of the 4 QIONT evaluated, none achieved the goals: frequency of subjective global assessment and reassessment nutritional (48.1% and 5.6%, respectively); frequency of non-compliance for the indication of ONS (73.36%); and fasting over 24 h during ONS (50%). CONCLUSION: A high frequency of non-compliance (100% of QIONT) was observed in hospitalized patients on ONS in medical clinical and surgical clinical wards. These results will enable health professionals in the evaluated service to elaborate protocols to improve the evaluation and recording of the nutritional follow-up of hospitalized patients on ONS. This will help to improve the quality of nutritional care.

Influência do nível socioeconômico, idade, gordura corporal e sintomas depressivos na frequência de atividade física em adultos: uma análise de caminhos / Influence of socioeconomic status, age, body fat, and depressive symptoms on evel of physical activity in adults: a path analysis

Resumo A atividade física é um comportamento complexo e influenciado por variáveis sociodemográficas e clínicas. A melhor compreensão desses fatores possibilita considerar a associação deles com a atividade física. O objetivo deste estudo foi estimar os efeitos do nível socioeconômico, idade, gordura corporal e sintomas depressivos na frequência de atividade física entre adultos. Trata-se de um estudo transversal de base populacional conduzido com 808 indivíduos. Foram avaliadas as inter-relações entre as variáveis nível socioeconômico, idade, gordura corporal e sintomas depressivos no nível de atividade física total, por meio da técnica "path analysis". Observou-se efeito direto negativo e significativo da idade (β = -0,113; p < 0,004) nos níveis de atividade física. A idade (β = 0,376; p < 0,001) influenciou a gordura corporal, com efeito positivo e significativo. Os sintomas de depressão foram influenciados negativamente pelo nível socioeconômico (β = -0,126; p < 0,001) e positivamente pela idade (β = 0,244; p < 0,001) e gordura corporal (β = 0,169; p < 0,004). O nível socioeconômico, a gordura corporal e os sintomas depressivos não influenciaram diretamente os níveis de atividade física. Concluindo, os resultados mostraram que o avançar da idade contribui para a redução da prática de atividade física.

Abstract Physical activity is a complex behavior influenced by sociodemographic and clinical factors. A better understanding of the relationships between these factors is essential to better understanding their influence on physical activity. The objective of this study was to examine the association between socioeconomic status, age, body fat, and depressive symptoms and level of physical activity among adults. We conducted a cross-sectional population-based study with 808 individuals to examine the interrelations between the above factors and their influence on level of physical activity using path analysis. Age had a significant direct negative effect on level of physical activity (β = -0.113, p < 0.004) and a significant positive effect on body fat (β = 0.376, p < 0.001). Depressive symptoms were negatively influenced by socioeconomic status (β = -0.126, p < 0.001) and positively influenced by age (β = 0.244, p < 0.001) and body fat (β = 0.169; p < 0.004). Socioeconomic status, body fat and depressive symptoms did not directly influence level of physical activity. This study concludes that level of physical activity declines with advancing age.

Influence of socioeconomic status, age, body fat, and depressive symptoms on evel of physical activity in adults: a path analysis. / Influência do nível socioeconômico, idade, gordura corporal e sintomas depressivos na frequência de atividade física em adultos: uma análise de caminhos.

Physical activity is a complex behavior influenced by sociodemographic and clinical factors. A better understanding of the relationships between these factors is essential to better understanding their influence on physical activity. The objective of this study was to examine the association between socioeconomic status, age, body fat, and depressive symptoms and level of physical activity among adults. We conducted a cross-sectional population-based study with 808 individuals to examine the interrelations between the above factors and their influence on level of physical activity using path analysis. Age had a significant direct negative effect on level of physical activity (ß = -0.113, p < 0.004) and a significant positive effect on body fat (ß = 0.376, p < 0.001). Depressive symptoms were negatively influenced by socioeconomic status (ß = -0.126, p < 0.001) and positively influenced by age (ß = 0.244, p < 0.001) and body fat (ß = 0.169; p < 0.004). Socioeconomic status, body fat and depressive symptoms did not directly influence level of physical activity. This study concludes that level of physical activity declines with advancing age.

A atividade física é um comportamento complexo e influenciado por variáveis sociodemográficas e clínicas. A melhor compreensão desses fatores possibilita considerar a associação deles com a atividade física. O objetivo deste estudo foi estimar os efeitos do nível socioeconômico, idade, gordura corporal e sintomas depressivos na frequência de atividade física entre adultos. Trata-se de um estudo transversal de base populacional conduzido com 808 indivíduos. Foram avaliadas as inter-relações entre as variáveis nível socioeconômico, idade, gordura corporal e sintomas depressivos no nível de atividade física total, por meio da técnica "path analysis". Observou-se efeito direto negativo e significativo da idade (ß = -0,113; p < 0,004) nos níveis de atividade física. A idade (ß = 0,376; p < 0,001) influenciou a gordura corporal, com efeito positivo e significativo. Os sintomas de depressão foram influenciados negativamente pelo nível socioeconômico (ß = -0,126; p < 0,001) e positivamente pela idade (ß = 0,244; p < 0,001) e gordura corporal (ß = 0,169; p < 0,004). O nível socioeconômico, a gordura corporal e os sintomas depressivos não influenciaram diretamente os níveis de atividade física. Concluindo, os resultados mostraram que o avançar da idade contribui para a redução da prática de atividade física.

High red blood cell distribution width is associated with a risk of short-term mortality in hospitalized surgical, but not clinical patients.

BACKGROUND & AIMS: The distribution width of red blood cells (RDW) is a known factor risk for mortality. However, the association between high RDW and short-term mortality in surgical patients is poorly understood. The aim of this study was to evaluate the association of high RDW with all-cause in-hospital mortality, in surgical and non-surgical patients. METHODS: A retrospective study was performed with patients aged 18 years or older, hospitalized in Clinical Medical and Surgery wards, using adjustments based on a conceptual model. Cox regression was used to determine the independent predictors of in-hospital mortality. The RDW cutoff value was 13.6%. RESULTS: Of the 2923 patients, 46.1% were over 60 years old, 58.7% were male and 4.7% died. The area under the ROC curve was 0.677 (CI 95%: 0.619-0.712). RDW was associated with an adjusted risk for all-cause in-hospital mortality in surgical (HR 1.17 - CI 95%: 1.03-1.32), but not in clinical patients. For every 1% increase in RDW, the risk of all-cause hospital death in surgical patients increased by 17%. RDW ≥13.6% was associated with an adjusted risk of all cause in-hospital mortality in surgical (HR 2.65 - 95%CI: 1.22-5.73), but not in clinical patients. CONCLUSIONS: High RDW was associated with a risk of in-hospital mortality independent of age, sex, hemoglobin level, multimorbidity, nutritional status and immunological condition. We therefore recommend the use of RDW as a possible marker of mortality risk in clinical practice in surgical patients.

Oral Nutritional Supplementation Affects the Dietary Intake and Body Weight of Head and Neck Cancer Patients during (Chemo) Radiotherapy.

Considering the symptoms of (chemo) radiotherapy and the reduction in food intake in head and neck cancer (HNC) patients, this study aimed to investigate the association between treatment time points and oral nutritional supplementation (ONS) on dietary intake to estimate the frequency of energy and nutrient inadequacy, and also to evaluate body weight changes (BWC). Dietary intake data of 65 patients were obtained from 24-h dietary recalls and prevalence of inadequacy was calculated before or at the beginning (T0), in the middle (T1), and at the end of treatment (T2). BWC were calculated as the weight difference considering the previous weight reported and/or measured. Energy and macronutrient intake decreased in T1 and then improved in T2 (p < 0.001 for both). Micronutrient intake increased during treatment due to ONS use, but still presented a high probability of inadequate intake. In particular, calcium, magnesium, and vitamin B6 showed almost 100% of probability of inadequacy for those who did not use ONS. Finally, overweight patients suffered a higher weight accumulated deficit with a delta of -15 kg compared to other BMI (body mass index) categories. Therefore, we strongly recommend initiating nutritional counseling in conjunction with prophylactic ONS prescription from diagnosis to adjust nutrient intake and minimize weight loss.

Failure to achieve proteic goals in non-critical patients increases risk for death: Old discussion, ongoing problem.

OBJECTIVES: Providing adequate nutritional support for hospitalized patients continues to be a challenge. The aim of this study was to evaluate the association of energy and protein provision with in-hospital mortality in non-critically ill patients. METHODS: A retrospective study (2014-2016) was performed with all patients >18 y of age who were admitted to medical and surgical clinic wards and given exclusive enteral therapy. The mean of energy and protein was estimated per day and per kilogram of body mass from the enteral prescription data, over the entire period of hospitalization. A prescription mean was considered hypocaloric or hypoproteic at <20 kcal · kg · d-1 or <0.8 g · kg · d-1, respectively. RESULTS: Of the 240 patients, 58.3% were >60 y of age and 60% were men. The frequencies of in-hospital mortality (19.2%) and malnutrition (78.8%) were high. The means of protein (0.75 g· kg· d-1) and energy (17.60 kcal · kg · d-1) were below the general recommendations and 37.8% did not reach a mean of 20 kcal · kg · d-1 during the entire hospitalization period. Hypocaloric (hazard ratio [HR], 5.78; 95% confidence interval [CI], 1.59-21.04) and hypoproteic nutrition (HR, 3.69; 95% CI, 1.25-10.93) were predictors of all-cause in-hospital mortality in adjusted multivariate models. However, when we adjusted the hypoprotein nutrition by energy (non-protein calories to nitrogen ratio), hypoprotein nutrition seems to maintain the increased risk for death (HR, 3.15; 95% CI, 1.04-9.53). CONCLUSIONS: Hypoproteic nutrition appears to be more significant than hypocaloric nutrition in predicting all-cause in-hospital mortality. Protocols should be implemented to ensure that target caloric and protein levels are reached as quickly as possible to optimize patient survival.

High Frequency of Non-Compliance with Quality Indicators of Enteral and Parenteral Nutritional Therapy in Hospitalized Patients.

Quality indicators in nutritional therapy (QINT) are measures of the effectiveness and quality of nutrition support. The purpose of this study was to evaluate the frequency of the QINT adequacy of Enteral Nutritional Therapy (EN) and/or Parenteral (PN) in hospitalized patients and identify the best indicators according to health professionals. A prospective study was performed, including data from patients aged 18 years or over admitted to clinical or surgical wards. The patients who had received EN and/or PN were followed from the first day of nutritional prescription until discharge. Twelve indicators were calculated, as recommended by the literature. Regarding professional opinion, the QINT adequacy was evaluated by observing its utility, simplicity, objectivity, and cost. Of the 727 hospitalized patients, 101 were on EN and/or PN. Regarding the 12 QINT evaluated, only 25% (3) achieved the goals: involuntary withdrawal of enteral feeding tube (0.01%); feeding tube occlusion or withdrawal per occlusion (0%); the measurement of energy and protein requirements (92%). A high frequency of non-compliance (75% of QINT) was observed in clinical and surgical patients on EN and/or PN. With knowledge of the six best indicators chosen by health professionals in this service, it will be possible to elaborate protocols according to the real-life situation in the institution.

Accuracy of BMI and waist circumference cut-off points to predict obesity in older adults. / Acurácia de pontos de corte de IMC e circunferência da cintura para a predição de obesidade em idosos.

The main objectives were to analyse the validity and accuracy of Body Mass Index (BMI) and Waist Circumference (WC) to evaluate obesity by excess of body fat in older adults and to identify more adequate cut-off points for this age group. The recommended cut-off points for BMI (25, 27 or 30 kg/m2) and WC (≥ 102 cm for men and ≥ 88 cm for women or ≥ 90cm for men and ≥ 80 cm for women) were compared to the total body densitometry. BF was defined by a value higher than the 90th percentile. Out of the 132 participants, 61% were women and aged between 60 and 91 years. The recommended cut-off points of BMI ≥ 25kg/m2 and BMI ≥ 27 kg/m2 showed similar performances. BMI ≥ 30 kg/m2 showed high specificity but low sensitivity to identify BF in men and better performance in women. Conventional WC cut-off points showed low sensitivity and specificity. Based on our analyses, new cut-off points for BMI (25 kg/m2 for men and 26.6 kg/m2 for women) and WC (98.8 cm for men and 77.8cm for women) were proposed. The new cut-off points showed sensitivity and specificity values > 74% and accuracy > 76%. The areas under the curve (ROC) were > 0.86. The new BMI and WC cut-off points proposed in the present study for the diagnosis of obesity in older adults showed the best levels of sensitivity and specificity for this age group.

O objetivo deste estudo foi analisar a validade e a acurácia do Índice de Massa Corporal (IMC) e da Circunferência da Cintura (CC) na avaliação de obesidade avaliada pelo excesso de gordura corporal (GC) e propor pontos de corte mais adequados para idosos. Os pontos propostos da literatura IMC (25,27 ou 30 kg/m2) e CC (≥ 102 cm-homens e ≥ 88 cm-mulheres ou ≥ 90 cm-homens e ≥ 80 cm-mulheres) foram avaliados conforme densitometria corporal total. A elevada GC foi definida por percentil > 90. Dos 132 idosos, 60,6% eram mulheres de 60-91 anos. Os pontos de corte recomendados de IMC ≥ 25 e ≥ 27kg/m2 apresentaram desempenhos similares, sendo que o IMC ≥ 30kg/m2 apresentou alta especificidade e baixa sensibilidade no sexo masculino e melhor desempenho para GC nas mulheres. Os pontos de corte convencionais de CC não apresentaram boa sensibilidade/especificidade. Foram propostos novos pontos de corte para IMC (masculino-25 kg/m2; feminino-26,6 kg/m2) e CC (masculino-98,8 cm; feminino-77,8 cm). Estes valores demonstraram sensibilidade e especificidade > 74% e acurácia > 76%. As áreas sob a curva foram > 0,86. O presente estudo propõe a utilização de pontos de corte mais acurados para diagnóstico de obesidade/GC em idosos, sendo para homens IMC 25kg/m2 e CC de 98,8cm e para mulheres IMC de 26,6kg/m2 e CC de 77,8cm, com melhores níveis de sensibilidade e especificidade.

Acurácia de pontos de corte de IMC e circunferência da cintura para a predição de obesidade em idosos / Accuracy of BMI and waist circumference cut-off points to predict obesity in older adults

Resumo O objetivo deste estudo foi analisar a validade e a acurácia do Índice de Massa Corporal (IMC) e da Circunferência da Cintura (CC) na avaliação de obesidade avaliada pelo excesso de gordura corporal (GC) e propor pontos de corte mais adequados para idosos. Os pontos propostos da literatura IMC (25,27 ou 30 kg/m2) e CC (≥ 102 cm-homens e ≥ 88 cm-mulheres ou ≥ 90 cm-homens e ≥ 80 cm-mulheres) foram avaliados conforme densitometria corporal total. A elevada GC foi definida por percentil > 90. Dos 132 idosos, 60,6% eram mulheres de 60-91 anos. Os pontos de corte recomendados de IMC ≥ 25 e ≥ 27kg/m2 apresentaram desempenhos similares, sendo que o IMC ≥ 30kg/m2 apresentou alta especificidade e baixa sensibilidade no sexo masculino e melhor desempenho para GC nas mulheres. Os pontos de corte convencionais de CC não apresentaram boa sensibilidade/especificidade. Foram propostos novos pontos de corte para IMC (masculino-25 kg/m2; feminino-26,6 kg/m2) e CC (masculino-98,8 cm; feminino-77,8 cm). Estes valores demonstraram sensibilidade e especificidade > 74% e acurácia > 76%. As áreas sob a curva foram > 0,86. O presente estudo propõe a utilização de pontos de corte mais acurados para diagnóstico de obesidade/GC em idosos, sendo para homens IMC 25kg/m2 e CC de 98,8cm e para mulheres IMC de 26,6kg/m2 e CC de 77,8cm, com melhores níveis de sensibilidade e especificidade.

Abstract The main objectives were to analyse the validity and accuracy of Body Mass Index (BMI) and Waist Circumference (WC) to evaluate obesity by excess of body fat in older adults and to identify more adequate cut-off points for this age group. The recommended cut-off points for BMI (25, 27 or 30 kg/m2) and WC (≥ 102 cm for men and ≥ 88 cm for women or ≥ 90cm for men and ≥ 80 cm for women) were compared to the total body densitometry. BF was defined by a value higher than the 90th percentile. Out of the 132 participants, 61% were women and aged between 60 and 91 years. The recommended cut-off points of BMI ≥ 25kg/m2 and BMI ≥ 27 kg/m2 showed similar performances. BMI ≥ 30 kg/m2 showed high specificity but low sensitivity to identify BF in men and better performance in women. Conventional WC cut-off points showed low sensitivity and specificity. Based on our analyses, new cut-off points for BMI (25 kg/m2 for men and 26.6 kg/m2 for women) and WC (98.8 cm for men and 77.8cm for women) were proposed. The new cut-off points showed sensitivity and specificity values > 74% and accuracy > 76%. The areas under the curve (ROC) were > 0.86. The new BMI and WC cut-off points proposed in the present study for the diagnosis of obesity in older adults showed the best levels of sensitivity and specificity for this age group.

Combination of red blood cell distribution width and body mass index (COR-BMI) predicts in-hospital mortality in patients with different diagnoses?

BACKGROUND: The combination of red blood cell distribution width and body mass index (COR-BMI) is indicated as a new prognostic index of survival in patients with laryngeal cancer. However, the ability of this prediction in other types of cancer or whether its use can be expanded to non-oncological patients is unknown. The aim of this study was to investigate the prediction of prognosis of in-hospital mortality of the COR-BMI in oncological and non-oncological patients. METHODS: A retrospective study was performed with all hospitalized patients between 2014 and 2016, totaling 2930 patients, 262 oncological and 2668 non-oncological. The COR-BMI was divided into three classes: 0, RDW ≤ 13.1% and BMI ≥ 25 kg/m2; 1, RDW ≤ 13.1% and BMI < 18.5 or ≥ 18.5 but < 25 kg/m2 and RDW > 13.1% and BMI ≥ 18.5 but < 25 or BMI ≥ 25 kg/m2; and 2, RDW > 13.1% and BMI < 18.5 kg/m2. In order to analyze the relationship between COR-BMI and in-hospital mortality in the studied population, the Cox Proportional Hazards Model was used in a multivariate analysis based on a conceptual model. RESULTS: The COR-BMI was an independent predictor of in-hospital mortality in non-oncological patients (1 versus 0: HR = 3.34; CI = 1.60-6.96, p = 0.001; 2 versus 0: HR = 3.38; CI = 1.22-9.39, p = 0.019). The survival rate of these patients was lower among those with the highest scores on the COR-BMI. This prediction was not found in oncological patients. CONCLUSION: The present study suggests that the COR-BMI may have its practical use expanded to non-oncological patients as an independent predictor of in-hospital mortality.

Association between exposure to interpersonal violence and social isolation, and the adoption of unhealthy weight control practices.

OBJECTIVE: To assess the relationship between interpersonal violence, social isolation and unhealthy weight control practices. METHODS: Data on a representative sample of 9th grade Brazilian adolescents from public and private schools (n = 102,072), taken from the National School Health Survey (PeNSE, 2015) were used. The exposures were interpersonal violence (family physical violence, body appearance-related bullying and bullying for the other reasons) and social isolation. The outcomes were unhealthy weight control practices: self-induced vomiting/take laxatives and take any diet pills, powders, or liquids to lose or gain weight/muscle mass without a medical advice. Simple and multiple logistic regression models were performed stratified by sex and adjusted for demographic variables. RESULTS: Family physical violence and social isolation were associated with greater adoption of unhealthy weight control practices, for both sexes. Boy victims of family physical violence were almost twice more likely to adopt unhealthy weight control practices than girls who also suffered this type of violence. Girl victims of body appearance-related bullying adopted more self-induced vomiting/take laxatives (OR 2.29 95%CI 1.87-2.81), take any diet pills, powders, or liquids to lose (OR 1.92 95%CI 1.50-2.46) or gain weight/muscle mass (OR 1.51 95%CI 1.17-1.93). These associations were stronger than those involving other types of bullying. CONCLUSION: Interpersonal violence (family physical violence and bullying) and social isolation were associated with a higher occurrence of unhealthy weight control practices.