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OBJECTIVES: To perform a meta-analysis of the diagnostic performance of learning (ML) algorithms (conventional and deep learning algorithms) for the classification of malignant versus benign focal liver lesions (FLLs) on US and CEUS. METHODS: Available databases were searched for relevant published studies through September 2022. Studies met eligibility criteria if they evaluate the diagnostic performance of ML for the classification of malignant and benign focal liver lesions on US and CEUS. The pooled per-lesion sensitivities and specificities for each modality with 95% confidence intervals were calculated. RESULTS: A total of 8 studies on US, 11 on CEUS, and 1 study evaluating both methods met the inclusion criteria with a total of 34,245 FLLs evaluated. The pooled sensitivity and specificity of ML for the malignancy classification of FLLs were 81.7% (95% CI, 77.2-85.4%) and 84.8% (95% CI, 76.0-90.8%) for US, compared to 87.1% (95% CI, 81.8-91.0%) and 87.0% (95% CI, 83.1-90.1%) for CEUS. In the subgroup analysis of studies that evaluated deep learning algorithms, the sensitivity and specificity of CEUS (n = 4) increased to 92.4% (95% CI, 88.5-95.0%) and 88.2% (95% CI, 81.1-92.9%). CONCLUSIONS: The diagnostic performance of ML algorithms for the malignant classification of FLLs was high for both US and CEUS with overall similar sensitivity and specificity. The similar performance of US may be related to the higher prevalence of DL models in that group.
Assuntos
Neoplasias Hepáticas , Humanos , Neoplasias Hepáticas/patologia , Meios de Contraste , Ultrassonografia/métodos , Tomografia Computadorizada por Raios X , Sensibilidade e Especificidade , Aprendizado de Máquina , Fígado/diagnóstico por imagemRESUMO
OBJECTIVE: To assess trends and predictors of the glomerular filtration rate (GFR) after renal mass cryoablation in patients with and without history of renal impairment. MATERIALS AND METHODS: This was a retrospective study of 39 patients who underwent computed tomography-guided percutaneous cryoablation of a renal mass, divided into two groups: those with prior renal impairment (PRI+); and those without prior renal impairment (PRI-). The GFR trend and the chronic kidney disease stage were evaluated at baseline, as well as at 1, 6, and 12 months after cryoablation. Predictors of GFR at 1 and 6 months were modeled with linear regression. RESULTS: In both groups, the mean GFR at 1 month and 6 months was significantly lower than at baseline (p < 0.001 and p = 0.01, respectively). Although the GFR was lower across all time points in the PRI+ group (-26.1; p < 0.001), the overall trend was not statistically different from that observed in the PRI- group (p = 0.89). Univariate analysis showed that the decline in GFR at 1 and 6 months correlated with the baseline GFR (0.77 and 0.63; p < 0.001 and p = 0.03, respectively) and with the size of the ablation zone (-7.6 and -12.84, respectively; p = 0.03 for both). However, in the multivariate model, baseline GFR was predictive only of GFR at 1 month (p < 0.001). CONCLUSION: The trend in GFR decline after cryoablation is similar for patients with and without a history of renal impairment. Baseline GFR predicts the mean GFR in the early post-cryoablation period.
OBJETIVO: Medir as tendências iniciais da função renal pela taxa de filtração glomerular (TFG) em pacientes com e sem comprometimento renal prévio após crioablação renal. MATERIAIS E MÉTODOS: Este é um estudo retrospectivo de 39 pacientes submetidos a crioablação percutânea guiada por tomografia computadorizada de massa renal. Os pacientes foram divididos em dois grupos: com comprometimento renal prévio (CRP+) e sem comprometimento renal prévio (CRP-). As tendências da TFG foram avaliadas nos tempos 0, 1, 6 e 12 meses com o estadiamento de doença renal crônica. Preditores da TFG em 1 e 6 meses foram modelados usando regressão linear. RESULTADOS: Em ambos os grupos houve declínio da TFG média após 1 e 6 meses (p < 0,001 e p = 0,01, respectivamente). Apesar de o grupo CRP+ demonstrar média menor da TFG em cada um dos tempos (−26,1; p < 0,001), a tendência de forma geral não foi estatisticamente diferente do grupo CRP- (p = 0,89). Análise univariada mostrou correlação da TFG no tempo 0 (0,77 e 0,63; p < 0,001 e p = 0,03, respectivamente) e tamanho da ablação (−7,6 e −12,84; p = 0,03), com declínio em 1 e 6 meses. Porém, no modelo multivariado, apenas a TFG no tempo 0 foi preditiva da TFG em 1 mês (p < 0,001). CONCLUSÃO: A curva de tendência de declínio da TFG após crioablação foi similar entre os pacientes dos grupos CRP+ e CRP-, sem mudanças no estadiamento de função renal. A TFG no tempo 0 foi preditiva da TFG média no período de crioablação inicial.
RESUMO
Abstract Objective: To assess trends and predictors of the glomerular filtration rate (GFR) after renal mass cryoablation in patients with and without history of renal impairment. Materials and Methods: This was a retrospective study of 39 patients who underwent computed tomography-guided percutaneous cryoablation of a renal mass, divided into two groups: those with prior renal impairment (PRI+); and those without prior renal impairment (PRI−). The GFR trend and the chronic kidney disease stage were evaluated at baseline, as well as at 1, 6, and 12 months after cryoablation. Predictors of GFR at 1 and 6 months were modeled with linear regression. Results: In both groups, the mean GFR at 1 month and 6 months was significantly lower than at baseline (p < 0.001 and p = 0.01, respectively). Although the GFR was lower across all time points in the PRI+ group (−26.1; p < 0.001), the overall trend was not statistically different from that observed in the PRI− group (p = 0.89). Univariate analysis showed that the decline in GFR at 1 and 6 months correlated with the baseline GFR (0.77 and 0.63; p < 0.001 and p = 0.03, respectively) and with the size of the ablation zone (−7.6 and −12.84, respectively; p = 0.03 for both). However, in the multivariate model, baseline GFR was predictive only of GFR at 1 month (p < 0.001). Conclusion: The trend in GFR decline after cryoablation is similar for patients with and without a history of renal impairment. Baseline GFR predicts the mean GFR in the early post-cryoablation period.
Resumo Objetivo: Medir as tendências iniciais da função renal pela taxa de filtração glomerular (TFG) em pacientes com e sem comprometimento renal prévio após crioablação renal. Materiais e Métodos: Este é um estudo retrospectivo de 39 pacientes submetidos a crioablação percutânea guiada por tomografia computadorizada de massa renal. Os pacientes foram divididos em dois grupos: com comprometimento renal prévio (CRP+) e sem comprometimento renal prévio (CRP-). As tendências da TFG foram avaliadas nos tempos 0, 1, 6 e 12 meses com o estadiamento de doença renal crônica. Preditores da TFG em 1 e 6 meses foram modelados usando regressão linear. Resultados: Em ambos os grupos houve declínio da TFG média após 1 e 6 meses (p < 0,001 e p = 0,01, respectivamente). Apesar de o grupo CRP+ demonstrar média menor da TFG em cada um dos tempos (−26,1; p < 0,001), a tendência de forma geral não foi estatisticamente diferente do grupo CRP- (p = 0,89). Análise univariada mostrou correlação da TFG no tempo 0 (0,77 e 0,63; p < 0,001 e p = 0,03, respectivamente) e tamanho da ablação (−7,6 e −12,84; p = 0,03), com declínio em 1 e 6 meses. Porém, no modelo multivariado, apenas a TFG no tempo 0 foi preditiva da TFG em 1 mês (p < 0,001). Conclusão: A curva de tendência de declínio da TFG após crioablação foi similar entre os pacientes dos grupos CRP+ e CRP-, sem mudanças no estadiamento de função renal. A TFG no tempo 0 foi preditiva da TFG média no período de crioablação inicial.
RESUMO
Hepatic encephalopathy (HE) is a severe neuropsychiatric complication of liver failure, in which there is injury to brain cells, particularly neurons and glia. Brain cells and their function are greatly influenced by omega-3 polyunsaturated fatty acids, essential components of cell membrane phospholipids in the brain that are crucial to normal function. This study assessed the effect of chronic fish oil (FO) supplementation (rich in omega-3 polyunsaturated fatty acids) on behavior and oxidative stress of Wistar rats subjected to HE due to a liver failure caused by thioacetamide (TAA) intoxication. The FO supplementation started in an early phase of brain development, that is, at the 21st day of life, and extended to the 122th day of life. The results indicated that cognitive function, specifically spatial memory, was markedly affected in the group that received TAA. Most notably, the ill effects caused by TAA administration were counteracted by FO supplementation. In addition to behavioral improvements, FO also promoted reduction in levels of thiobarbituric acid-reactive substances and superoxide dismutase activity in hippocampus and cerebral cortex. In summary, FO protected against spatial memory deficits and oxidative stress caused by HE in rats subjected to liver lesion due to TAA intoxication. Further studies are necessary to understand the mechanism underlying FO behaviors in rats subjected to encephalopathy.