Reasons for under-reporting of paraquat poisoning in India

Factors associated with refusing hemoperfusion in patients with acute paraquat poisoning

Background

Paraquat poisoning remains a critical public health issue with no established effective treatment. Hemoperfusion (HP) has been recognized for its potential to remove toxins and is widely employed in several developing countries for managing acute paraquat poisoning cases. However, the reluctance of some patients to undergo this recommended treatment has been observed but not thoroughly investigated. This study aimed to explore the factors associated with the refusal of HP in patients suffering from paraquat intoxication.

Materials and Methods

In this retrospective study, data of 358 patients with acute paraquat poisoning were analyzed in Xi'an, China. The outcome of our study was mortality, and the influential factors were age, gender, marital status, educational level, symptoms at presentation, and laboratory findings. A logistic regression model was utilized to explore the independent risk factors.

Results

In a total of 358 paraquat-poisoned patients, the significant differences were found between patients who underwent HP and those who did not, particularly regarding mean age (48.02 years vs. 42.32 years; P = 0.01), mental disorders (15.6% vs. 6.1%; P = 0.01), poisoning severity score (2.36 vs. 2.57; P = 0.03), organ failure (10.9% vs. 23.5%; P = 0.02), and mechanical ventilation (18.8% vs. 33.3%; P = 0.02). Patients who refused HP exhibited a higher mortality (20.3% vs. 10.9%; P = 0.03) compared to those who received HP. Age (odds ratio (OR), 1.76; 95% confidence interval (CI): 1.01-3.82; P = 0.01) and history of mental disorders (OR, 2.81; 95% CI: 1.19-6.61; P = 0.02) were identified as significant independent predictors for the refusal of HP.

Conclusion

The results of this study showed that elderly individuals and those with a history of mental disorders were independently associated with refusing HP in patients with acute paraquat poisoning.

Construction of prognosis prediction model and visualization system of acute paraquat poisoning based on improved machine learning model

Objective

This study aims to develop a prognosis prediction model and visualization system for acute paraquat poisoning based on an improved machine learning model.

Methods

101 patients with acute paraquat poisoning admitted to 6 hospitals from March 2020 to March 2022 were selected for this study. After expiry of the treatment period (one year of follow-up for survivors and up to the time of death for deceased patients) and they were categorized into the survival group (n = 37) and death group (n = 64). The biochemical indexes of the patients were analyzed, and a prognosis prediction model was constructed using HHO-XGBoost, an improved machine-learning algorithm. Multivariate logistic analysis was used to verify the value of the self-screening features in the model.

Results

Seven features were selected in the HHO-XGBoost model, including oral dose, serum creatinine, alanine aminotransferase (ALT), white blood cell (WBC) count, neutrophil count, urea nitrogen level, and thrombin time. Univariate analysis showed statistically significant differences between these features' survival and death groups (P < 0.05). Multivariate logistic analysis identified four features significantly associated with prognosis- serum creatinine level, oral dose, ALT level, and WBC count - indicating their critical significance in predicting outcomes.

Conclusion

The HHO-XGBoost model based on machine learning is precious in constructing a prognosis prediction model and visualization system for acute paraquat poisoning, which can help clinical prognosis prediction of patients with paraquat poisoning.

Características sociodemográficas y clínicas relacionadas con la condición final de pacientes intoxicados por paraquat en un hospital del suroccidente de Colombia

Introducción.

El herbicida paraquat constituye la primera causa de decesos por intoxicaciones en distintos países.

Objetivo.

Relacionar las características sociodemográficas y clínicas con la condición final de pacientes intoxicados por paraquat atendidos en un hospital del suroccidente de Colombia.

Materiales y métodos.

En este estudio observacional, descriptivo, analítico, transversal y retrospectivo, se revisaron las historias clínicas de pacientes atendidos por intoxicación con paraquat en una institución de tercer nivel de complejidad en Pasto (Colombia) entre el 2013 y el 2018. Se recolectó la información sobre la condición final (vivo o fallecido) de cada paciente, así como los datos sociodemográficos, clínicos y de los exámenes paraclínicos. Se establecieron comparaciones por grupos y se diseñó un modelo de regresión logística binaria.

Resultados.

Se filtró la información de 299 registros y se analizaron finalmente 160 casos. Las características relacionadas con la condición final de los pacientes fueron el tiempo de estancia (OR=0,124; IC_95% 0,03-0,6; p=0,009), la frecuencia cardiaca (OR=35,65; IC_95% 1,44-884,78; p=0,029) y la creatinina inicial (OR=1,73; IC_95% 1,23-2,44; p=0,002).

Conclusiones.

La proporción de la letalidad fue mayor entre los pacientes con estancia hospitalaria corta, taquicardia y elevación de la concentración sérica de creatinina al ingreso. Este reporte puede ser útil como fundamento de una escala de gravedad para detectar a los pacientes con resultados adversos en la fase temprana para que puedan recibir una intervención oportuna.