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Search Results (744)

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16 pages, 358 KB  
Article
Multimodal Evaluation of Body Composition and Muscle Strength in Women Before and After Bariatric Surgery: A Clinical Observational Study
by Paulo Cesar Grippa, Karina Quesada, Gabriella de Oliveira Barboza, Maria Eduarda Garcia Marvulle, Daniele Candido, Nathália Mendes Machado, Lucas Fornari Laurindo, Adriano Cressoni Araújo, Enzo Pereira de Lima, Elen Landgraf Guiguer, Marcelo Dib Bechara, Cláudia Rucco Penteado Detregiachi, Eduardo Federighi Baisi Chagas and Sandra Maria Barbalho
Medicina 2026, 62(1), 182; https://doi.org/10.3390/medicina62010182 - 16 Jan 2026
Viewed by 186
Abstract
Background and Objectives: Obesity has been increasing sharply worldwide and is related to diabetes, cardiovascular diseases, liver disease, and cancer. Sleeve gastrectomy is the most used surgical approach to reduce body weight and treat metabolic implications observed in patients with moderate-to-severe obesity. [...] Read more.
Background and Objectives: Obesity has been increasing sharply worldwide and is related to diabetes, cardiovascular diseases, liver disease, and cancer. Sleeve gastrectomy is the most used surgical approach to reduce body weight and treat metabolic implications observed in patients with moderate-to-severe obesity. On the other hand, this procedure affects the musculoskeletal system, and investigating skeletal muscle is not routinely recommended for bariatric surgery. This study aimed to evaluate the psoas muscle in patients in the preoperative period of sleeve gastrectomy and six months after the procedure using abdominal computed tomography scans. Materials and Methods: This clinical, exploratory, and observational study, with a prospective longitudinal observational study design, was conducted at a single center with 31 women who underwent sleeve gastrectomy. The evaluations were performed before and after six months of the procedures. Results: Anthropometric, muscle strength, hepatic ultrasound, and psoas computerized tomography evaluations were performed. A significant reduction in body weight, body mass index, waist, neck, and calf circumference was observed. There was also a substantial reduction in right-hand strength and the area and index of the psoas muscle (but with an increase in density). Most presented a routine abdominal ultrasound. Conclusions: Our results suggest that muscle evaluation provides valuable information for clinical monitoring before and after bariatric surgery, helping to identify potential risks and guide multidisciplinary follow-up. Psoas muscle area and psoas muscle index decreased, but psoas muscle density increased, all significantly. These results indicate that conducting a muscle evaluation is helpful for patients undergoing bariatric surgery, supporting the use of the clinical approach before and after the procedure, predicting possible complications, and providing more accurate prognoses. Full article
14 pages, 906 KB  
Article
Clinical Validation of a Deep Learning-Based 2D Ultrasound Steatosis Algorithm: Cutoff Transferability, Scanner Generalizability, and Comparison with FibroScan
by Jennifer Tai, Tse-Hwa Hsu, Cheng-Jen Chen, Ming-Ling Chang, Chihung Lin, Shiu-Feng Huang, Le Lu, Adam P. Harrison and Dar-In Tai
Diagnostics 2026, 16(2), 267; https://doi.org/10.3390/diagnostics16020267 - 14 Jan 2026
Viewed by 180
Abstract
Background: Liver steatosis assessment by 2D ultrasound is widely used but remains subjective. We previously developed a deep learning (DL) algorithm for objective steatosis quantification. This study aimed to (1) establish histology-based cutoffs, (2) evaluate their transferability across different imaging views, and (3) [...] Read more.
Background: Liver steatosis assessment by 2D ultrasound is widely used but remains subjective. We previously developed a deep learning (DL) algorithm for objective steatosis quantification. This study aimed to (1) establish histology-based cutoffs, (2) evaluate their transferability across different imaging views, and (3) validate performance on a new scanner not included in training. Methods: We retrospectively analyzed 588 ultrasound studies from 457 histology-proven cases and prospectively collected paired scans using a new scanner (Philips Affiniti 70). Images from right intercostal, left hepatic lobe, and subcostal views were processed with the DL algorithm, and mean values from 3–5 images per view were correlated with histology. Results: Across three views, the DL algorithm achieved AUROCs of 0.891–0.936 across steatosis grades, consistently outperforming FibroScan’s controlled attenuation parameter (0.840–0.905), especially in moderate-to-severe steatosis (p < 0.001). Cutoffs established from right intercostal images (N = 565) were applied to images from left hepatic lobe (N = 464) and subcostal views (N = 341), yielding accuracies of 0.792–0.850. On Affiniti 70 images, AUROCs remained high (0.838–0.896), supporting scanner generalizability. Conclusions: The DL algorithm provides accurate, view-independent steatosis grading across different ultrasound scanners and outperforms CAP, supporting its real-world use for objective, reproducible quantification. Full article
(This article belongs to the Section Machine Learning and Artificial Intelligence in Diagnostics)
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12 pages, 1495 KB  
Case Report
A Case of Misdiagnosed Hepatic Sarcoidosis: Evaluating Ultrasound Resolution Microscopy for Differentiating Hepatic Sarcoidosis from Hepatocellular Carcinoma
by Jie Zhang, Kazushi Numata, Jintian Zhang, Wenbin Zhang and Feiqian Wang
Diagnostics 2026, 16(2), 238; https://doi.org/10.3390/diagnostics16020238 - 12 Jan 2026
Viewed by 156
Abstract
Background and Clinical Significance: Hepatic sarcoidosis is a benign lesion of unknown etiology. The gold standard for diagnosing hepatic sarcoidosis is histopathological examination. The symptoms and imaging findings of patients with hepatic sarcoidosis are often atypical, leading to misdiagnosis as hepatocellular carcinoma (HCC). [...] Read more.
Background and Clinical Significance: Hepatic sarcoidosis is a benign lesion of unknown etiology. The gold standard for diagnosing hepatic sarcoidosis is histopathological examination. The symptoms and imaging findings of patients with hepatic sarcoidosis are often atypical, leading to misdiagnosis as hepatocellular carcinoma (HCC). Ultrasound resolution microscopy (URM) can overcome the diffraction limit, enabling fine visualization and quantitative analysis of the microvascular networks. This study aimed to provide new evidence for the differential diagnosis of these two diseases by comparing the URM parameters of hepatic sarcoidosis initially misdiagnosed as HCC with those of HCC. Case Presentation: A 67-year-old woman was admitted to the hospital due to upper abdominal pain for two weeks. Ultrasonography revealed a liver mass. The lesion was located in segment IV of the left hepatic lobe, was approximately 18 × 10 mm in size, and appeared hypoechoic. Contrast-enhanced ultrasound and enhanced magnetic resonance imaging both showed a “fast-in, fast-out” pattern, strongly suggesting HCC. The tumor markers were within the normal range. The patient underwent a laparoscopic left hepatic lobectomy. The histopathological diagnosis of the resected specimen was “hepatic sarcoidosis”. URM examination was performed during the preoperative diagnostic process. Subsequently, the URM parameters of the patient’s lesion were analyzed and compared with those of HCC. The results showed differences in multiple URM parameters, including microvascular flow velocity, diameter, microvascular density ratio, and vascular distribution, between this case of hepatic sarcoidosis and HCC. Conclusions: URM can quantitatively and multidimensionally evaluate the microvasculature of liver lesions, providing new reference data for the diagnosis and differential diagnosis of hepatic sarcoidosis. Full article
(This article belongs to the Section Pathology and Molecular Diagnostics)
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13 pages, 416 KB  
Article
Capillary Leakage on Ultrasound in Children with Dengue
by María Teresa Gutiérrez-Arcos, Carlos Alberto Velasco-Benítez and Daniela Alejandra Velasco-Suárez
Children 2026, 13(1), 89; https://doi.org/10.3390/children13010089 - 7 Jan 2026
Viewed by 146
Abstract
Background/Objectives: Dengue is one of the leading causes of morbidity in children in endemic regions. Capillary leakage is the pathophysiological hallmark of severe dengue, and ultrasound has established as a sensitive tool for its early detection. However, evidence in the pediatric population [...] Read more.
Background/Objectives: Dengue is one of the leading causes of morbidity in children in endemic regions. Capillary leakage is the pathophysiological hallmark of severe dengue, and ultrasound has established as a sensitive tool for its early detection. However, evidence in the pediatric population remains limited. The aim of this study was to identify the presence of capillary leakage detected by ultrasound and its associations in children with dengue. Methods: Observational/descriptive/cross-sectional/retrospective study conducted in patients between 6 months and 14 years old with confirmed dengue and warning signs or severe dengue, treated at the Hospital Universitario del Valle in Cali, Colombia, between July 2019 and June 2020. Ultrasound examinations were performed and interpreted by radiologists following an institutional standardized protocol. Associations with capillary leakage were evaluated using the chi-square test and their respective OR and 95% CI. Results: A total of 132 children were included. Ultrasound capillary leakage was identified in 95.5%, mainly ascites (83.3%), pleural effusion (46.2%), hepatomegaly (40.9%), and vesicular thickening (39.4%). Associated factors were belonging to school/adolescent group (OR = 13.52; 95% CI = 1.41–646.51; p = 0.0031), elevated alanine aminotransferase (OR = 11.06; 95% CI = 1.32–94.82; p = 0.0007), and aminotransferase levels grades C–D (OR = 6.87; 95% CI = 0.82–54.59; p = 0.0110). Thrombocytopenia and hypoalbuminemia were common. Three deaths (0.9%) occurred in the initially confirmed cohort prior to ultrasound-based inclusion, all of whom presented multiple risk factors for capillary leakage. Conclusions: In this cohort ultrasound showed high sensitivity for detecting capillary leakage in pediatric dengue and was associated with school-age/adolescents and liver involvement. Its systematic use could improve early identification of severe forms and optimize clinical management in resource-limited settings. Full article
(This article belongs to the Special Issue Pediatric Infectious Disease Epidemiology)
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16 pages, 953 KB  
Article
MASLD or MetALD? Unveiling the Role of Alcohol in Liver Disease Progression in Diabetic Patients
by Ermina Stratina, Carol Stanciu, Robert Nastasa, Sebastian Zenovia, Remus Stafie, Adrian Rotaru, Stefan Chiriac, Irina Girleanu, Cristina Muzica, Horia Minea, Laura Huiban and Anca Trifan
Biomedicines 2026, 14(1), 82; https://doi.org/10.3390/biomedicines14010082 - 31 Dec 2025
Viewed by 340
Abstract
Background: The transition from the term non-alcoholic fatty liver disease (NAFLD) to steatotic liver disease (SLD), an umbrella term for several related conditions, offers benefits, particularly in identifying cardiometabolic risk factors more effectively. However, the impact of alcohol consumption on liver disease [...] Read more.
Background: The transition from the term non-alcoholic fatty liver disease (NAFLD) to steatotic liver disease (SLD), an umbrella term for several related conditions, offers benefits, particularly in identifying cardiometabolic risk factors more effectively. However, the impact of alcohol consumption on liver disease progression remains significant, leading to the recognition of a new entity: MetALD (metabolic dysfunction-associated steatotic liver disease with moderate alcohol intake). Aim: This study aimed to compare characteristics associated with liver disease progression in diabetic patients diagnosed with metabolic dysfunction-associated steatotic liver disease (MASLD) versus those with MetALD. Materials and Methods: In this prospective study, 286 diabetic patients were followed for 12 months. All patients underwent transient elastography (TE) and ultrasound to assess hepatic steatosis. Participants were classified into MASLD and MetALD groups. The performance of fibrosis-4 index (FIB-4), and NAFLD fibrosis score (NFS) were also evaluated. Results: MASLD was diagnosed in 58.2% (167 patients), of whom 4.9% (7 patients) had TE values suggestive for liver cirrhosis. Among those with MetALD, 17.6% (21 patients) had TE values compatible with advanced fibrosis. MASLD subjects presented a slight decrease in liver fibrosis values from 6.58 ± 2.27 kPa to 6.03 ± 1.57 kPa in the 12 months. On the contrary, MetALD subjects had an increase of liver stiffness measurements (LSM) values from 11.83 ± 6.27 kPa to 12.24 ± 8.66 kPa. Conclusions: in diabetic patients, the coexistence of moderate alcohol intake and cardiometabolic risk factors (MetALD) is associated with more advanced liver fibrosis and impaired long-term glycemic control, compared to MASLD alone. Full article
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12 pages, 3355 KB  
Article
Fat Content Quantification with US Attenuation Coefficient: Phantom Correlation with MRI Proton Density Fat Fraction
by Rongying Chen, Genglin Zhang, Jie Zeng, Yin Zhang, Haixin Chen, Jie Ren, Xin Chen, Manli Wu, Haoming Lin and Ting Zhang
Diagnostics 2026, 16(1), 80; https://doi.org/10.3390/diagnostics16010080 - 25 Dec 2025
Viewed by 282
Abstract
Objective: The aim of this study was to evaluate the consistency and reproducibility of attenuation coefficient (AC) measurements using different commercial ultrasound (US) across via a phantom experiment to investigate the relationship between the AC and MRI-derived proton density fat fraction (MRI-PDFF) values [...] Read more.
Objective: The aim of this study was to evaluate the consistency and reproducibility of attenuation coefficient (AC) measurements using different commercial ultrasound (US) across via a phantom experiment to investigate the relationship between the AC and MRI-derived proton density fat fraction (MRI-PDFF) values and the conversion equation. Methods: Twelve phantoms containing varying fat proportions (0–100%) were constructed. Phantom ACs were estimated via three US attenuation systems, including attenuation imaging (ATI), ultrasound attenuation analysis (USAT), and the US-guided attenuation parameter (UGAP), along with MRI-PDFF. Agreement among the AC values from the three ultrasonic attenuation systems was evaluated. Linear correlation analysis was used to explore the ACs, fat concentrations of the phantom, and MRI-PDFF measurements, from which a linear conversion formula between the ultrasonic attenuation parameters and the MRI-PDFF was derived. Results: MRI-PDFF and phantom fat concentration measurements appeared with a strong linear correlation (R2 = 0.996, p < 0.001). For the three US attenuation parameters, both inter-operator and intra-operator intraclass correlation coefficients (ICCs) ranged from 0.990 to 0.995 and 0.989 to 0.995, respectively. Bland–Altman analysis revealed no significant differences between the above three (all p > 0.05). Significant linear relationships were demonstrated between ultrasound attenuation parameters and phantom fat concentration (r = 0.938–0.986; all p < 0.001), as well as between ultrasound attenuation parameters and MRI-PDFF values (r = 0.922–0.982; all p < 0.001). A conversion formula (fat proportions ≤ 50%) was derived: US (dB/cm/MHz) = 0.501 + 0.012 MRI-PDFF (%). Conclusions: AC across different commercial ultrasound devices demonstrated significant diagnostic value in fat concentrations that appeared good consistency in measuring phantom fat concentration both between and within groups. The linear relationship between AC and MRI-PDFF enables the application of a conversion formula. Full article
(This article belongs to the Section Medical Imaging and Theranostics)
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9 pages, 1421 KB  
Article
Utility of Dynamic 68Ga-DAZA-PET/CT for Bile Leak Localization After Liver Transplantation: First Clinical Experiences
by Anke Werner, Oliver Rohland, Julia Greiser, Martin Freesmeyer, Utz Settmacher, Robert Drescher and Felix Dondorf
Biomedicines 2026, 14(1), 22; https://doi.org/10.3390/biomedicines14010022 - 22 Dec 2025
Viewed by 330
Abstract
Background/Objectives: Biliary complications are common after liver transplantation (LT), with bile leaks representing a major cause of morbidity. Conventional imaging modalities such as ultrasound, CT, MRCP, and endoscopic techniques may fail to localize peripheral or complex leaks. This study aimed to evaluate [...] Read more.
Background/Objectives: Biliary complications are common after liver transplantation (LT), with bile leaks representing a major cause of morbidity. Conventional imaging modalities such as ultrasound, CT, MRCP, and endoscopic techniques may fail to localize peripheral or complex leaks. This study aimed to evaluate the feasibility of [68Ga]Ga-TEoS-DAZA-PET/CT for non-invasive localization of bile leaks after LT. Methods: Five male patients (mean age 53.2 years) with suspected bile leakage and inconclusive prior imaging underwent [68Ga]Ga-TEoS-DAZA-PET/CT. The tracer was synthesized under GMP conditions and administered at a mean activity of 204 ± 42 MBq. Dynamic PET/CT imaging was performed for 60 min, and findings were classified according to the Nagano classification. Results: Bile leaks were detected and anatomically localized in all five patients. Sites included the liver resection surface, central bile ducts, bilioenteric anastomosis, and biliary drainage exit. PET/CT findings guided revision surgery in one case and endoscopic treatment in three, while one patient improved without intervention. No adverse effects occurred. Conclusions: [68Ga]Ga-TEoS-DAZA-PET/CT is a feasible and safe imaging technique for the anatomical localization of bile leaks following LT. Its antegrade visualization of biliary flow, high spatial and temporal resolution, and lack of contraindications make it a promising complementary modality when conventional imaging is inconclusive or not feasible. Larger studies are warranted to validate its diagnostic value and clinical utility in postoperative and post-traumatic biliary injuries. Full article
(This article belongs to the Special Issue Clinical Advances in Hepatocellular Carcinoma)
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16 pages, 2002 KB  
Article
Deep Learning for Automated Detection of Periportal Fibrosis in Ultrasound Imaging: Improving Diagnostic Accuracy in Schistosoma mansoni Infection
by Alex Mutebe, Bakhtiyar Ahmed, Agnes Natukunda, Emily Webb, Andrew Abaasa, Simon Mpooya, Moses Egesa, Ayoub Kakande, Alison M. Elliott and Samuel O. Danso
Appl. Sci. 2026, 16(1), 87; https://doi.org/10.3390/app16010087 - 21 Dec 2025
Viewed by 335
Abstract
This study investigates advanced deep learning methods to improve the detection of periportal fibrosis (PPF) in medical imaging. Schistosoma mansoni infection affects over 54 million individuals globally, predominantly in sub-Saharan Africa, with around 20 million experiencing chronic complications. PPF, present in up to [...] Read more.
This study investigates advanced deep learning methods to improve the detection of periportal fibrosis (PPF) in medical imaging. Schistosoma mansoni infection affects over 54 million individuals globally, predominantly in sub-Saharan Africa, with around 20 million experiencing chronic complications. PPF, present in up to 42% of these cases, is a leading outcome of chronic liver disease, significantly contributing to morbidity and mortality. Early and accurate detection is critical for timely intervention, yet conventional ultrasound diagnosis remains highly operator-dependent. We adapted and trained a convolutional neural network (CNN) using ultrasound images to automatically identify and classify PPF severity. The proposed approach achieved a diagnostic accuracy of 80%. Sensitivity and specificity reached 84% and 76%, respectively, demonstrating robust generalisability across varying image qualities and acquisition settings. These findings highlight the potential of deep learning to reduce diagnostic subjectivity and support scalable screening programmes. Future work will focus on validation with larger datasets and multi-class fibrosis grading to enhance clinical utility. Full article
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18 pages, 5297 KB  
Review
HCC in the Era of Emerging MASH: The Role of Ultrasound in Surveillance and New Sonographic Features in Diagnosis
by Antonio Giorgio, Massimo De Luca, Anna Lombardi, Emanuela Ciracì, Valeria Cosima Rollo, Antonella Di Sarno, Luca Montesarchio, Giuseppe Stella and Valentina Giorgio
Cancers 2025, 17(24), 4037; https://doi.org/10.3390/cancers17244037 - 18 Dec 2025
Viewed by 524
Abstract
Conventional ultrasound (US) has long been central to hepatocellular carcinoma (HCC) surveillance in cirrhotic patients, due to its low cost, wide availability, non-invasiveness, and adequate sensitivity for detecting small nodules. However, its specificity in distinguishing HCC from other lesions is limited. Contrast-enhanced ultrasound [...] Read more.
Conventional ultrasound (US) has long been central to hepatocellular carcinoma (HCC) surveillance in cirrhotic patients, due to its low cost, wide availability, non-invasiveness, and adequate sensitivity for detecting small nodules. However, its specificity in distinguishing HCC from other lesions is limited. Contrast-enhanced ultrasound (CEUS) has significantly improved the characterization of nodules first identified on conventional US. Yet, when CEUS is performed using sulfur hexafluoride (SonoVue)—the only contrast agent available in Western countries—assessment remains restricted to a single nodule per examination, and enhanced CT or MRI is still required for full characterization and staging. In clinical settings, such as hepatology, internal medicine, infectious diseases, and surgery, CEUS offers the advantage of immediate availability, enabling rapid characterization of suspicious nodules in cirrhotic livers and facilitating timely therapeutic decisions. Although the introduction of direct-acting antivirals (DAAs) has substantially reduced HCV-related HCC, HCC incidence is increasingly driven by metabolic dysfunction-associated steatohepatitis (MASH). Evidence on surveillance strategies for MASH patients remains limited, and current EASL guidelines recommend monitoring only patients with >F2 fibrosis. Additionally, the effectiveness of US in obese or diabetic/obese populations is under ongoing investigation; abbreviated non-contrast MRI has been proposed as an alternative surveillance tool, but its adoption would entail significant economic implications for healthcare systems. HCC arising from MASH—sometimes even without cirrhosis—exhibits different sonographic and pathological features. Instead of small, hypoechoic nodules, typically seen in HCV-related cirrhosis, clinicians increasingly encounter larger or multiple lesions, often accompanied by macrovascular invasion, limiting access to curative treatments. Furthermore, typical CEUS LI-RADS patterns are less frequently observed. This review summarizes the evolving US findings in the era of MASH-related HCC and underscores the continued importance of US as the primary imaging tool in routine clinical practice. Full article
(This article belongs to the Section Cancer Causes, Screening and Diagnosis)
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17 pages, 290 KB  
Article
Transcriptomic, Redox Status and Adipocytokine Profiles in Metabolic Dysfunction-Associated Steatotic Liver Disease: Impact of Coexisting Type 2 Diabetes
by Sanja Erceg, Ana Ninić, Jelena Kotur-Stevuljević, Omar Ben Mariem, Miloš Mitrović, Jelena Munjas, Miron Sopić, Boško Misita, Milica Mamić, Aleksandra Klisic and Ratko Tomašević
Med. Sci. 2025, 13(4), 326; https://doi.org/10.3390/medsci13040326 - 18 Dec 2025
Viewed by 451
Abstract
Background: Metabolic dysfunction-associated steatotic liver disease (MASLD) commonly coexists with type 2 diabetes (T2D), but their independent contributions to redox imbalance, inflammation and immune signaling remain uncertain. Objectives: This study aimed to evaluate whether the presence of MASLD alone, and the presence of [...] Read more.
Background: Metabolic dysfunction-associated steatotic liver disease (MASLD) commonly coexists with type 2 diabetes (T2D), but their independent contributions to redox imbalance, inflammation and immune signaling remain uncertain. Objectives: This study aimed to evaluate whether the presence of MASLD alone, and the presence of T2D within MASLD, are independently associated with high-risk profiles of oxidative/antioxidant markers, peripheral blood mononuclear cell (PBMC) gene expression and adipocytokines. Methods: A total of 190 participants were categorized via abdominal ultrasound as controls (n = 46), MASLD (n = 83) or MASLD with T2D (n = 61). Measurements included advanced oxidation protein products (AOPP) and paraoxonase-1 (PON1) activity in serum; messenger ribonucleic acids expression of cluster of differentiation 36 (CD36), Toll-like receptor 9 (TLR9), and glutathione peroxidase-1 in PBMC; and adiponectin, leptin, and resistin in plasma. Biomarker values were adjusted and statistical comparisons among groups were performed using the Quade test. Subsequently, biomarkers were stratified into tertiles to examine associations between high-risk biomarker levels and the presence of MASLD or T2D in patients with MASLD using multivariate binary logistic regression. Results: Multivariate analysis showed that MASLD presence was independently associated with both increased AOPP and decreased resistin levels in the circulation. Furthermore, T2D presence in patients with MASLD was independently associated with increased CD36 and decreased TLR9 gene expression in PBMCs, as well as elevated circulating leptin levels. Conclusions: Collectively, these findings underscore the complex interplay between oxidative stress, insulin resistance, inflammation, and immune signaling in the pathogenesis of MASLD, which are fundamental factors contributing to this condition. Full article
(This article belongs to the Section Hepatic and Gastroenterology Diseases)
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13 pages, 457 KB  
Article
LivSCP: Improving Liver Fibrosis Classification Through Supervised Contrastive Pretraining
by Yogita Dubey, Aditya Bhongade and Punit Fulzele
Diagnostics 2025, 15(24), 3226; https://doi.org/10.3390/diagnostics15243226 - 17 Dec 2025
Viewed by 484
Abstract
Background: Deep learning models have been used in the past for non-invasive liver fibrosis classification based on liver ultrasound scans. After numerous improvements in the network architectures, optimizers, and development of hybrid methods, the performance of these models has barely improved. This [...] Read more.
Background: Deep learning models have been used in the past for non-invasive liver fibrosis classification based on liver ultrasound scans. After numerous improvements in the network architectures, optimizers, and development of hybrid methods, the performance of these models has barely improved. This creates a need for a sophisticated method that helps improve this slow-improving performance. Methods: We propose LivSCP, a method to train liver fibrosis classification models for better accuracy than the traditional supervised learning (SL). Our method needs no changes in the network architecture, optimizer, etc. Results: The proposed method achieves state-of-the-art performance, with an accuracy, precision, recall, and F1-score of 98.10% each, and an AUROC of 0.9972. A major advantage of LivSCP is that it does not require any modification to the network architecture. Our method is particularly well-suited for scenarios with limited labeled data and computational resources. Conclusions: In this work, we successfully propose a training method for liver fibrosis classification models in low-data and computation settings. By comparing the proposed method with our baseline (Vision Transformer with SL) and multiple models, we demonstrate the state-of-the-art performance of our method. Full article
(This article belongs to the Special Issue 3rd Edition: AI/ML-Based Medical Image Processing and Analysis)
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11 pages, 2469 KB  
Article
Sonochemical Modification of ZrO2 Nanoparticles with Thiamine Hydrochloride for the Development of Films with PLA for the Adsorption of Hexavalent Chromium
by Carlos Rodrigo Muñiz-Valdez, Nelly Abigaíl Rodríguez-Rosales, Juan Carlos Ortiz-Cuellar, Jesús Fernando Martínez-Villafañe, Josué Gómez-Casas, Gregorio Cadenas-Pliego, Christian Javier Cabello-Alvarado, Marlene Andrade-Guel and Jesús Salvador Galindo-Valdés
Coatings 2025, 15(12), 1484; https://doi.org/10.3390/coatings15121484 - 16 Dec 2025
Viewed by 379
Abstract
Industrial wastewater can be reused in other everyday processes to help combat water scarcity worldwide. One contaminant in industrial wastewater is hexavalent chromium, which is highly toxic and can cause kidney, liver, and respiratory problems, making its removal vital. In this study, PLA-based [...] Read more.
Industrial wastewater can be reused in other everyday processes to help combat water scarcity worldwide. One contaminant in industrial wastewater is hexavalent chromium, which is highly toxic and can cause kidney, liver, and respiratory problems, making its removal vital. In this study, PLA-based films containing modified zirconia nanoparticles were developed via a solution-mixing process for hexavalent chromium adsorption. Obtaining the films involved two stages: the first was the chemical modification of ZrO2 nanoparticles with thiamine hydrochloride (vitamin B1) using fixed-frequency ultrasound at an output of 750 W and 50% amplitude for 60 min. The second stage involved preparing the films by mixing them in the solution using an ultrasonic bath. The nanoparticle concentrations were 0.25, 0.5, and 1 wt%. The results obtained from characterization using Fourier-transform infrared spectroscopy (FT-IR) revealed the characteristic bands of PLA and the characteristic peak of the Zr-O bond corresponding to the ZrO2 nanoparticles. Thermogravimetric analysis (TGA) showed that the ZrO2 nanoparticles provided thermal stability to the PLA polymer. X-ray diffraction (XRD) showed a broad peak of amorphous PLA at 16.8° and signals corresponding to the crystalline phase of ZrO2. The morphology of a cross-section of the films was observed using scanning electron microscopy (SEM), revealing a rough surface with pores. Finally, hexavalent chromium adsorption tests were carried out, measuring the adsorption efficiency under the parameters of pH, concentration, and contact time. The PLAZrO2 sample achieved an adsorption efficiency of 83% at pH 2. Full article
(This article belongs to the Special Issue New Trends in Films and Surfaces for Wastewater Treatment)
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15 pages, 411 KB  
Article
Serum Liposoluble Vitamins (A, D, E) in Dogs with Chronic Biliary Tract Diseases Versus Healthy Dogs
by Verena Habermaass, Francesco Bartoli, Eleonora Gori, Aurora Cogozzo, Alessio Pierini, Paola Anna Erba, Chiara Mariti, Simonetta Citi, Caterina Puccinelli and Veronica Marchetti
Vet. Sci. 2025, 12(12), 1195; https://doi.org/10.3390/vetsci12121195 - 12 Dec 2025
Viewed by 393
Abstract
Humans with chronic biliary tract disease (CBTD) have low serum liposoluble vitamins (A, D, E). Few studies have been performed in veterinary medicine to evaluate whether vitamins vary in canine CBTD. This study aimed to compare liposoluble vitamin between CBTD and healthy dogs. [...] Read more.
Humans with chronic biliary tract disease (CBTD) have low serum liposoluble vitamins (A, D, E). Few studies have been performed in veterinary medicine to evaluate whether vitamins vary in canine CBTD. This study aimed to compare liposoluble vitamin between CBTD and healthy dogs. A total of 84 client-owned dogs with CBTD and 50 healthy dogs were included. CBTD diagnosis was based on clinical, blood biochemistry and abdominal ultrasound. Dogs with CBTD were divided into subgroups according to their cholestasis ultrasound severity. To measure vitamin concentrations, leftover serum samples were used. The 25-hydroxyvitamin D, α-tocopherol, and retinol, respectively, vitamin D, E, and A metabolites, were measured with HPLC. Both, 25-hydroxyvitamin D and α-tocopherol were significatively lower in CBTD than in healthy dogs. In contrast, retinol was higher in CBTD dogs. In CBTD dogs, no significant differences in vitamin concentrations considering ultrasound severity were found. Presence of biliary disease in dogs results in lower blood vitamins D and E, and higher vitamin A concentration. Lower vitamins D and E concentration could reflect a possible lipid malabsorption. The higher concentration of vitamin A could be in line with recent human studies, where retinol increases as an expression of dysregulated homeostasis during chronic liver disease. Full article
(This article belongs to the Section Veterinary Internal Medicine)
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33 pages, 5043 KB  
Review
Ultrasound Evaluation of Fontan-Associated Liver Disease: A State-of-the-Art Review
by Federica Di Natale, Andrea Boccatonda, Marco Musmeci, Alice Brighenti, Luciano Potena, Christoph Frank Dietrich and Carla Serra
Diagnostics 2025, 15(24), 3171; https://doi.org/10.3390/diagnostics15243171 - 12 Dec 2025
Viewed by 1128
Abstract
Background: Fontan-associated liver disease (FALD) is a progressive condition resulting from chronic hepatic venous congestion following the Fontan procedure for univentricular heart defects. As survival improves in these patients, recognition and management of FALD have become increasingly important. Objective: To describe [...] Read more.
Background: Fontan-associated liver disease (FALD) is a progressive condition resulting from chronic hepatic venous congestion following the Fontan procedure for univentricular heart defects. As survival improves in these patients, recognition and management of FALD have become increasingly important. Objective: To describe the pathophysiological mechanisms, imaging findings, and diagnostic approach to FALD, with a focus on the role of ultrasonography, including contrast-enhanced ultrasound (CEUS). Methods: This narrative review explores the evolution of FALD through a multidisciplinary lens, integrating cardiovascular and hepatic imaging data. Particular attention is paid to Doppler ultrasound and CEUS, both in early parenchymal changes and in the differential diagnosis of potential complications such as hepatic nodules. Results: FALD is characterized by progressive fibrosis due to long-standing passive congestion, resulting in a wide spectrum of imaging findings. B-mode ultrasound reveals hepatomegaly, heterogeneous parenchyma, and gallbladder wall thickening. Doppler studies show altered hepatic venous flow patterns, while CEUS provides dynamic vascular evaluation, highlighting areas of altered perfusion. In advanced stages, hypo-vascular areas in the late phase may simulate malignant lesions, emphasizing the need for careful interpretation. The role of liver biopsy, though limited by invasiveness, remains crucial in selected cases. Surveillance strategies are not standardized but require close multidisciplinary follow-up. Conclusions: FALD presents complex diagnostic challenges requiring integrated imaging and clinical assessment. CEUS emerges as a valuable, non-invasive tool in characterizing hepatic congestion and guiding management. Increased awareness and standardized protocols are essential for early detection and tailored care in this growing patient population. Full article
(This article belongs to the Special Issue Recent Progress in Abdominal Ultrasound)
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Review
Role of Endoscopic Ultrasound in the Diagnosis and Management of Liver Diseases
by Mohamed Elnagar, Ira Upadhye, Madhur Varadpande, Martin W. James and Manu Nayar
J. Clin. Med. 2025, 14(24), 8700; https://doi.org/10.3390/jcm14248700 - 9 Dec 2025
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Abstract
This review explores the evolving role of endoscopic ultrasound (EUS) in the diagnosis and management of liver diseases, with a particular focus on chronic liver disease, focal hepatic lesions, portal hypertension, and post-transplant anatomy. A comprehensive literature review of PubMed, MEDLINE, and Embase [...] Read more.
This review explores the evolving role of endoscopic ultrasound (EUS) in the diagnosis and management of liver diseases, with a particular focus on chronic liver disease, focal hepatic lesions, portal hypertension, and post-transplant anatomy. A comprehensive literature review of PubMed, MEDLINE, and Embase studies up to August 2025 was conducted to identify the latest evidence on EUS-guided procedures, comparing them with traditional techniques. In diagnostics, EUS-guided liver biopsy provides real-time visualisation and precise tissue sampling, achieving longer specimen lengths and better patient outcomes compared to traditional percutaneous and transjugular approaches. For portal hypertension assessment, EUS-guided portal pressure gradient measurement is a promising alternative to conventional methods, with validation studies demonstrating strong correlation with hepatic venous pressure gradient measurements. In therapeutic applications, EUS facilitates precise interventions including gastric variceal treatment through combined coil and glue injection, management of visceral arterial pseudoaneurysms, selective portal vein embolisation, and targeted tumour ablation. While some applications remain in developmental stages, studies support the safety and efficacy of EUS in improving diagnostic accuracy and expanding therapeutic options for liver diseases. Ongoing technological advances in needle design, imaging capabilities, and artificial intelligence integration are expected to further enhance the utility of EUS in hepatology. Full article
(This article belongs to the Special Issue Clinical Applications of Endoscopic Technology in Gastroenterology)
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