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1.
J Clin Ultrasound ; 52(4): 377-384, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38334168

RESUMO

PURPOSE: The objective of our study was to study and compare the sonographic findings of hepatocellular carcinoma (HCC) and benign liver lesions, and apply these to an HCC surveillance program in patient with chronic hepatitis B virus (HBV). METHODS: Sonographic findings of HCC and benign liver lesions were retrospectively reviewed following diagnosis based on either computer tomography or magnetic resonance imaging from July 2010 to December 2020. Multiple sonographic features were analyzed, including internal echogenicity, rim characteristics, and posterior acoustic enhancement. Associations between sonographic characteristics and HCC were assessed using uni- and multi-variate logistic regression analyses. RESULTS: Of the focal liver lesions in 337 chronic HBV patients, there were 25 HCC and 410 benign lesions, with median sizes of 1.6 and 1.0 cm, respectively. Three ultrasound patterns, homogeneous hypoechogenicity, heterogeneous echogenicity, and hypoechoic rims were more frequently found in HCC than in benign lesions. Moreover, the hypoechoic rim feature was the only sonographic pattern independently associated with HCC (Odds ratio, 68.05; 95% confidence interval, 7.37-628.10; p-values < 0.001). In a subgroup analysis of the lesions sized 2 cm or smaller, no sonographic findings were associated with HCC. CONCLUSION: A hypoechoic rim was a sonographic feature independently associated with HCC. These findings may aid in improving HCC detection and guiding management during HCC screening and surveillance with ultrasound.


Assuntos
Carcinoma Hepatocelular , Hepatite B Crônica , Neoplasias Hepáticas , Ultrassonografia , Humanos , Carcinoma Hepatocelular/diagnóstico por imagem , Neoplasias Hepáticas/diagnóstico por imagem , Masculino , Feminino , Hepatite B Crônica/complicações , Hepatite B Crônica/diagnóstico por imagem , Pessoa de Meia-Idade , Estudos Retrospectivos , Ultrassonografia/métodos , Adulto , Tailândia , Fígado/diagnóstico por imagem , Idoso
2.
J Appl Clin Med Phys ; 25(1): e14210, 2024 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-37991141

RESUMO

OBJECTIVE: This study aims to develop a ResNet50-based deep learning model for focal liver lesion (FLL) classification in ultrasound images, comparing its performance with other models and prior research. METHODOLOGY: We retrospectively collected 581 ultrasound images from the Chulabhorn Hospital's HCC surveillance and screening project (2010-2018). The dataset comprised five classes: non-FLL, hepatic cyst (Cyst), hemangioma (HMG), focal fatty sparing (FFS), and hepatocellular carcinoma (HCC). We conducted 5-fold cross-validation after random dataset partitioning, enhancing training data with data augmentation. Our models used modified pre-trained ResNet50, GGN, ResNet18, and VGG16 architectures. Model performance, assessed via confusion matrices for sensitivity, specificity, and accuracy, was compared across models and with prior studies. RESULTS: ResNet50 outperformed other models, achieving a 5-fold cross-validation accuracy of 87 ± 2.2%. While VGG16 showed similar performance, it exhibited higher uncertainty. In the testing phase, the pretrained ResNet50 excelled in classifying non-FLL, cysts, and FFS. To compare with other research, ResNet50 surpassed the prior methods like two-layered feed-forward neural networks (FFNN) and CNN+ReLU in FLL diagnosis. CONCLUSION: ResNet50 exhibited good performance in FLL diagnosis, especially for HCC classification, suggesting its potential for developing computer-aided FLL diagnosis. However, further refinement is required for HCC and HMG classification in future studies.


Assuntos
Carcinoma Hepatocelular , Cistos , Neoplasias Hepáticas , Humanos , Carcinoma Hepatocelular/diagnóstico por imagem , Neoplasias Hepáticas/diagnóstico por imagem , Estudos Retrospectivos , Redes Neurais de Computação
3.
Asian Pac J Cancer Prev ; 24(12): 4117-4125, 2023 Dec 01.
Artigo em Inglês | MEDLINE | ID: mdl-38156846

RESUMO

OBJECTIVE: This research aimed to analyze the cost-effectiveness of ultrasound surveillance for Cholangiocarcinoma (CCA) in a high-risk population residing in the northern region of Thailand and compare these results with the non-surveillance patients who presented with CCA. METHODS: This was a retrospective descriptive study of two groups monitored and treated for CCA in the same institute, but differing as to whether ultrasound was included in the surveillance. The ultrasound surveillance group comprised those who participated in the cohort study of CCA at Chulabhorn Hospital from 2011 to 2017. Whereas, the non-ultrasound surveillance group consisted of patients treated for CCA at Chulabhorn Hospital from 2009 to 2015 (and not part of the first group). Historical data and societal perspectives were analyzed and interpreted using a decision tree model. The results of one-way sensitivity analyses of probability and cost parameters affecting the change in incremental cost-effectiveness ratio (ICER) were analyzed and presented using tornado diagrams. RESULT: The ultrasound surveillance group had the quality-adjusted life years gained (QALY gained) of 0.117 years, resulting in the incremental cost-effectiveness ratio (ICER) of 152,985 Thai Baht (THB) or equal to 4,222.6 US-dollars (USD) /QALY gained which is about when compared to the non-ultrasound surveillance group. Moreover, the ICER value was within the willingness to pay (WTP) calculated for Thailand of 4,416.2 USD (160,000 THB) /QALY gained.  The probability of non-diagnostic CCA in non-ultrasound surveillance group and the cost of abdominal ultrasound were found to be major factors affecting the ICER. CONCLUSION: Ultrasound surveillance of CCA was cost-effective in Thailand. This information can be helpful for national policy planning in regard to Thai populations at high risk of CCA. Further study is recommended to assess cost-effectiveness in other areas with lower incidences of CCA.


Assuntos
Colangiocarcinoma , Análise de Custo-Efetividade , Humanos , Tailândia/epidemiologia , Estudos de Coortes , Estudos Retrospectivos , Análise Custo-Benefício , Fatores de Risco , Colangiocarcinoma/diagnóstico por imagem , Colangiocarcinoma/epidemiologia , Anos de Vida Ajustados por Qualidade de Vida
4.
Obstet Gynecol Int ; 2022: 2625242, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-36339017

RESUMO

Objectives: To evaluate the competency of medical sonographer students who have completed training to estimate the gestational age (GA) and perform fetal biometric measurements compared to obstetricians. Methods: We conducted a cross-sectional observational study at the end of the medical sonographer students' practice sessions. In total, 80 midtrimester (18-28 weeks) pregnant women were recruited, and an ultrasound was performed according to the International Society of Sonography in Obstetrics and Gynecology (ISUOG) guideline. Estimated GA calculated from fetal biometric measurements was compared between medical sonographer students and qualified obstetricians. Subsequently, images were randomly evaluated by maternal-fetal medicine specialists to assess the measurement performance. Results: There was no significant difference in the estimated GA between the medical sonographer students and obstetricians (mean difference, 0.01 ± 2.92 day, p = 0.89). However, there was a significant difference in the measurement of the head circumference (HC) and abdominal circumference (AC) (p < 0.001). The overall image quality of the fetal head, abdomen, and femur was considered a good to excellent score (77.5%-80%). There was a perfect and nearly perfect agreement regarding the presence of the placenta previa, adequacy of amniotic fluid, and position of the placenta (k = 0.9-1.0). Conclusions: The medical sonographer students demonstrated competency in GA estimation by fetal biometry measurement similar to obstetricians. However, the quality of the acquired images, according to the ISUOG recommendation, needs improvement, and this should be emphasized in the sonography course curriculum. The results suggest that medical sonographers can relieve obstetricians' workload for ultrasound screening in midtrimester pregnancies.

5.
PLoS One ; 17(6): e0269641, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35696400

RESUMO

Significant liver fibrosis regression occurs after hepatitis C virus (HCV) therapy. However, the impact of direct-acting antivirals (DAAs) on steatosis is less clear. This study was aimed at evaluating serial fibrosis and steatosis alterations in patients with HCV genotype 1, who achieved sustained virological response (SVR). We enrolled 55 HCV mono-infected and 28 HCV/HIV co-infected patients receiving elbasvir/grazoprevir from a clinical trial. Fibrosis and steatosis were assessed at baseline, follow-up week-24 (FUw24) and week-72 (FUw72) by magnetic resonance elastography (MRE) and proton density fat fraction (PDFF), respectively. Patatin-like phospholipase domain-containing protein 3 (PNPLA3) rs738409, transmembrane six superfamily member 2 (TM6SF2) rs58542926 and membrane bound O-acyltransferase domain-containing 7 (MBOAT7) rs641738 polymorphisms were determined by allelic discrimination. Overall, mean MRE decreased significantly from baseline to FUw24 and FUw72. At FUw72, patients with baseline F2-F4 had higher rate of ≥30% MRE decline compared with individuals with baseline F0-F1 (30.2%vs.3.3%, P = 0.004). In multivariate analysis, significant fibrosis was associated with MRE reduction. The prevalence of steatosis (PDFF≥5.2%) at baseline was 21.7%. Compared to baseline, there were 17 (20.5%) patients with decreased PDFF values at FUw72 (<30%), while 23 (27.7%) patients had increased PDFF values (≥30%). Regarding the overall cohort, mean PDFF significantly increased from baseline to FUw72, and displayed positive correlation with body mass index (BMI) alteration. In multivariate analysis, the presence of diabetes, PNPLA3 CG+GG genotypes and increased BMI at FUw72 were significantly associated with progressive steatosis after SVR. Other genetic variants were not related to fibrosis and steatosis alteration. This study concluded that HCV eradication was associated with fibrosis improvement. However, progressive steatosis was observed in a proportion of patients, particularly among individuals with metabolic derangement and PNPLA3 variants. The combined clinical parameters and host genetic factors might allow a better individualized strategy in this sub-group of patients to alleviate progressive steatosis after HCV cure.


Assuntos
Fígado Gorduroso , Hepatite C Crônica , Hepatite C , Antivirais/uso terapêutico , Fígado Gorduroso/diagnóstico por imagem , Fígado Gorduroso/tratamento farmacológico , Fígado Gorduroso/genética , Fibrose , Genótipo , Hepacivirus/genética , Hepatite C/tratamento farmacológico , Hepatite C Crônica/complicações , Hepatite C Crônica/tratamento farmacológico , Hepatite C Crônica/genética , Humanos , Lipase/genética , Lipase/uso terapêutico , Cirrose Hepática/complicações , Cirrose Hepática/diagnóstico por imagem , Cirrose Hepática/genética , Proteínas de Membrana/genética , Polimorfismo de Nucleotídeo Único
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