RESUMO
This study aims to use advanced machine learning techniques supported by Principal Component Analysis (PCA) to estimate body weight (BW) in buffalos raised in southeastern Mexico and compare their performance. The first stage of the current study consists of body measurements and the process of determining the most informative variables using PCA, a dimension reduction method. This process reduces the data size by eliminating the complex structure of the model and provides a faster and more effective learning process. As a second stage, two separate prediction models were developed with Gradient Boosting and Random Forest algorithms, using the principal components obtained from the data set reduced by PCA. The performances of both models were compared using R2, RMSE and MAE metrics, and showed that the Gradient Boosting model achieved a better prediction performance with a higher R2 value and lower error rates than the Random Forest model. In conclusion, PCA-supported modeling applications can provide more reliable results, and the Gradient Boosting algorithm is superior to Random Forest in this context. The current study demonstrates the potential use of machine learning approaches in estimating body weight in water buffalos, and will support sustainable animal husbandry by contributing to decision making processes in the field of animal science.
RESUMO
Abstract Introduction Otosclerosis is an idiopathic disease characterized by new bone formation in foci of the human otic capsule. It is more common in Caucasian populations; affecting females twice as often as males. Its etiopathogenesis has not yet been fully elucidated. Objective The aim of this study was to investigate the relationship between otosclerosis and white blood cell and thrombocyte counts, mean platelet volume, neutrophil lymphocyte ratio, and the platelet lymphocyte ratio. Methods This retrospective case-control study was conducted in the outpatient clinic Mustafa Kemal University, in the department of otolaryngology, between 2015 and 2018. A total of 30 patients with an established diagnosis of otosclerosis were compared to a control group of 30 healthy subjects, matched for age, gender and body mass index. The white blood cell, thrombocyte, mean platelet volume, neutrophil lymphocyte ratio and platelet lymphocyte ratio values were calculated for all participants. Results There was no statistically significant difference between the groups with respect to age, gender, or body mass index, or for the mean neutrophil lymphocyte ratio, platelet lymphocyte ratio, white blood cell, or thrombocyte values (p > 0.05). A statistically significant difference was determined between the groups for the mean platelet volume values. The mean platelet volume values were lower in the otosclerotic patients (p = 0.047). Conclusion These results show that neutrophil lymphocyte ratio, platelet lymphocyte ratio, white blood cell and thrombocytes should not be used to predict otosclerosis, but suggest that mean platelet volume may be a negative predictive marker.
Resumo Introdução A otosclerose é uma doença idiopática caracterizada por neoformação óssea em focos da cápsula ótica humana. É mais comum em populações caucasianas, afeta o sexo feminino numa taxa 2 vezes maior do que o masculino. A etiopatogenia ainda não foi totalmente elucidada. Objetivo Investigar a relação entre otosclerose e taxa de glóbulos brancos, plaquetas, volume plaquetário médio, relação neutrófilos-linfócitos e relação plaquetas-linfócitos. Método Estudo retrospectivo de caso-controle feito no ambulatório da Mustafa Kemal University, Departamento de Otorrinolaringologia, entre 2015 e 2018. Foram comparados 30 pacientes com diagnóstico estabelecido de otosclerose com um grupo controle de 30 indivíduos saudáveis, pareados por idade, sexo e índice de massa corpórea. Os valores de glóbulos brancos, plaquetas, volume plaquetário médio, relação neutrófilos-linfócitos e relação plaquetas/linfócitos foram calculados para todos os participantes. Resultados Não houve diferença estatisticamente significante entre os grupos em relação a idade, sexo ou índice de massa corpórea, ou em relação aos valores médios de relação neutrófilos-linfócitos, relação plaquetas/linfócitos, valores de glóbulos brancos e plaquetas (p > 0,05). Uma diferença estatisticamente significante foi observada entre os grupos em termos de valores médios de volume plaquetário médio. Os valores de volume plaquetário médio foram menores nos pacientes com otosclerose (p = 0,047). Conclusão A relação plaquetas/linfócitos, a relação plaquetas/linfócitos, os valores de glóbulos brancos e plaquetas não podem ser usados para predizer a otosclerose, mas sugerem que o volume plaquetário médio possa ser um marcador preditivo negativo.
Assuntos
Humanos , Masculino , Feminino , Otosclerose , Volume Plaquetário Médio , Linfócitos , Estudos de Casos e Controles , Estudos Retrospectivos , Contagem de Linfócitos , NeutrófilosRESUMO
INTRODUCTION: Otosclerosis is an idiopathic disease characterized by new bone formation in foci of the human otic capsule. It is more common in Caucasian populations; affecting females twice as often as males. Its etiopathogenesis has not yet been fully elucidated. OBJECTIVE: The aim of this study was to investigate the relationship between otosclerosis and white blood cell and thrombocyte counts, mean platelet volume, neutrophil lymphocyte ratio, and the platelet lymphocyte ratio. METHODS: This retrospective case-control study was conducted in the outpatient clinic Mustafa Kemal University, in the department of otolaryngology, between 2015 and 2018. A total of 30 patients with an established diagnosis of otosclerosis were compared to a control group of 30 healthy subjects, matched for age, gender and body mass index. The white blood cell, thrombocyte, mean platelet volume, neutrophil lymphocyte ratio and platelet lymphocyte ratio values were calculated for all participants. RESULTS: There was no statistically significant difference between the groups with respect to age, gender, or body mass index, or for the mean neutrophil lymphocyte ratio, platelet lymphocyte ratio, white blood cell, or thrombocyte values (p>0.05). A statistically significant difference was determined between the groups for the mean platelet volume values. The mean platelet volume values were lower in the otosclerotic patients (p=0.047). CONCLUSION: These results show that neutrophil lymphocyte ratio, platelet lymphocyte ratio, white blood cell and thrombocytes should not be used to predict otosclerosis, but suggest that mean platelet volume may be a negative predictive marker.
Assuntos
Volume Plaquetário Médio , Otosclerose , Estudos de Casos e Controles , Feminino , Humanos , Contagem de Linfócitos , Linfócitos , Masculino , Neutrófilos , Estudos RetrospectivosRESUMO
Cardiac contusion is a potentially fatal complication of blunt chest trauma. The effects of a combination of quercetin and methylprednisolone against trauma-induced cardiac contusion were studied. Thirty-five female Sprague-Dawley rats were divided into five groups (n=7) as follows: sham, cardiac contusion with no therapy, treated with methylprednisolone (30 mg/kg on the first day, and 3 mg/kg on the following days), treated with quercetin (50 mg·kg−1·day−1), and treated with a combination of methylprednisolone and quercetin. Serum troponin I (Tn-I) and tumor necrosis factor-alpha (TNF-α) levels and cardiac histopathological findings were evaluated. Tn-I and TNF-α levels were elevated after contusion (P=0.001 and P=0.001). Seven days later, Tn-I and TNF-α levels decreased in the rats treated with methylprednisolone, quercetin, and the combination of methylprednisolone and quercetin compared to the rats without therapy, but a statistical significance was found only with the combination therapy (P=0.001 and P=0.011, respectively). Histopathological degeneration and necrosis scores were statistically lower in the methylprednisolone and quercetin combination group compared to the group treated only with methylprednisolone (P=0.017 and P=0.007, respectively). However, only degeneration scores were lower in the combination therapy group compared to the group treated only with quercetin (P=0.017). Inducible nitric oxide synthase positivity scores were decreased in all treatment groups compared to the untreated groups (P=0.097, P=0.026, and P=0.004, respectively). We conclude that a combination of quercetin and methylprednisolone can be used for the specific treatment of cardiac contusion.
Assuntos
Animais , Feminino , Contusões/tratamento farmacológico , Traumatismos Cardíacos/tratamento farmacológico , Metilprednisolona/uso terapêutico , Miocárdio/patologia , Quercetina/uso terapêutico , Ferimentos não Penetrantes/complicações , Anti-Inflamatórios/uso terapêutico , Antioxidantes/uso terapêutico , Contusões/etiologia , Quimioterapia Combinada , Traumatismos Cardíacos/etiologia , Imuno-Histoquímica , Necrose , Óxido Nítrico Sintase Tipo II/isolamento & purificação , Ratos Sprague-Dawley , Traumatismos Torácicos/complicações , Troponina I/sangue , Fator de Necrose Tumoral alfa/sangueRESUMO
Cardiac contusion is a potentially fatal complication of blunt chest trauma. The effects of a combination of quercetin and methylprednisolone against trauma-induced cardiac contusion were studied. Thirty-five female Sprague-Dawley rats were divided into five groups (n=7) as follows: sham, cardiac contusion with no therapy, treated with methylprednisolone (30 mg/kg on the first day, and 3 mg/kg on the following days), treated with quercetin (50 mg·kg(-1)·day(-1)), and treated with a combination of methylprednisolone and quercetin. Serum troponin I (Tn-I) and tumor necrosis factor-alpha (TNF-α) levels and cardiac histopathological findings were evaluated. Tn-I and TNF-α levels were elevated after contusion (P=0.001 and P=0.001). Seven days later, Tn-I and TNF-α levels decreased in the rats treated with methylprednisolone, quercetin, and the combination of methylprednisolone and quercetin compared to the rats without therapy, but a statistical significance was found only with the combination therapy (P=0.001 and P=0.011, respectively). Histopathological degeneration and necrosis scores were statistically lower in the methylprednisolone and quercetin combination group compared to the group treated only with methylprednisolone (P=0.017 and P=0.007, respectively). However, only degeneration scores were lower in the combination therapy group compared to the group treated only with quercetin (P=0.017). Inducible nitric oxide synthase positivity scores were decreased in all treatment groups compared to the untreated groups (P=0.097, P=0.026, and P=0.004, respectively). We conclude that a combination of quercetin and methylprednisolone can be used for the specific treatment of cardiac contusion.