Artificial intelligence (AI) is a term that covers a multitude of techniques that are used in a manner that tries to reproduce human intelligence. AI is helpful in various medical specialties that use imaging for diagnostic purposes, and gastroenterology is no exception. In this field, AI has several applications, such as detecting and classifying polyps, detecting the malignancy in polyps, diagnosing Helicobacter pylori infection, gastritis, inflammatory bowel disease, gastric cancer, esophageal neoplasia, and pancreatic and hepatic lesions. The aim of this mini-review is to analyze the currently available studies regarding AI in the field of gastroenterology and hepatology and to discuss its main applications as well as its main limitations.

Objectives: Facial fractures and associated traumatic brain injuries represent a worldwide public health concern. Therefore, we aimed to determine the pattern of brain injury accompanying facial fractures by comparing adult patients with and without facial fractures in terms of demographic, clinical, and imaging features. Methods: This single-center, retrospective study included 492 polytrauma patients presenting at our emergency department from January 2019 to July 2023, which were divided in two groups: with facial fractures (FF) and without facial fractures (non-FF). The following data were collected: age, sex, mechanism of trauma (road traffic accident, fall, and other causes), Glasgow Coma Scale (GCS), the evolution of the patient (admitted to a medical ward or intensive care unit, neurosurgery performed, death), and imaging features of the injury. Data were analyzed using descriptive tests, Chi-square tests, and regression analyses. A p-value less than 0.05 was considered statistically significant. Results: In the FF group, there were 79% (n = 102) men and 21% (n = 27) women, with a mean age of 45 ± 17 years, while in the non-FF group, there were 70% (n = 253) men and 30% (n = 110) women, with a mean age 46 ± 17 years. There was a significant association between brain injuries and facial fractures (p < 0.001, AOR 1.7). The most frequent facial fracture affected the zygoma bone in 28.1% (n = 67) cases. The most frequent brain injury associated with FF was subdural hematoma 23.4% (n = 44), and in the non-FF group, the most common head injury was intraparenchymal hematoma 29% (n = 73); Conclusions: Both groups shared similarities regarding gender, age, cause of traumatic event, and outcome but had significant differences in association with brain injuries, ICU admission, and clinical status.

3D rotational angiography is now increasingly used in routine neuroendovascular procedures––in particular, for situations where the analysis of two overlayed sets of volume imaging proves useful for planning the treatment strategy or for confirming the optimal apposition of the intravascular devices used. The aim of this study is to identify and describe the decision algorithm for which the overlay function of 3D rotational angiography volumes, high-resolution contrast-enhanced flat panel detector CT adapted for intravascular devices (VasoCT/DynaCT), non-enhanced flat detector C-arm volume acquisition functionality integrated with the angiography equipment (XperCT/DynaCT), and isovolumetric MRI volumes were all used in treatments performed in a series of 29 patients. Two superposed 3DRA volumes were used in the treatment aneurysms located at the junction of two vascular territories and for arteriovenous malformations with compartments fed from different vascular territories. The superposition function of a preoperatively acquired 3DRA volume and a postoperatively acquired VasoCT volume provides accurate information about the apposition of neuroendovascular endoprostheses used in the treatment of aneurysms. The automatic overlay function generated by the 3D workstation is particularly useful, but in about 50% of cases it requires manual operator-dependent correction, requiring a certain level of experience. In our experience, multimodal imaging brings an important benefit, both in the treatment decision algorithm and in the assessment of neuroendovascular treatment efficacy.

Introduction. Ultrasound-guided (US-guided) percutaneous drainage (PD) of abdominal collections represents the first-choice alternative to surgical intervention. The aim of our study was to assess the efficacy and safety of PD of visceral and non-visceral abdominal collections by reviewing our personal experience over a period of 5 years. Material and methods. The present study included 66 patients who underwent PD under ultrasound guidance. We analyzed clinical variables (collection size, catheter diameter, collection type, microbiological analysis, antibiotic regimens) along with the outcomes of the procedure. Results. Visceral collections were predominant, encompassing 38 hepatic abscesses and 1 splenic hematoma. Microbiological analysis showed that the majority (54%) were monomicrobial. The most encountered pathogens were Klebsiella pneumoniae and Escherichia coli. Technical success was achieved in all cases and clinical success was observed in 84.6% of the cases. No immediate procedural complications were detected. There were 6 patients who needed reinterventions, either by catheter replacement or by surgical treatment. The mortality rate was 4.5%, due to patients’ poor overall status and oncological comorbidities. Conclusions. Percutaneous drainage under ultrasound guidance is a safe and effective procedure in the management of abdominal collections.

Background and Objectives: Traumatic intracranial vascular lesions are rare but severe complications of traumatic brain injury (TBI) and include arterial and venous injuries such as arterial dissections, pseudoaneurysms, arterial occlusions, venous sinus thrombosis, arteriovenous fistulas, and carotid–cavernous fistulas. Despite their clinical significance, the available literature remains limited and heterogeneous. This systematic review and meta-analysis aimed to evaluate the diagnostic yield of vascular imaging, spectrum, and imaging modalities of traumatic intracranial vascular lesions in adults with TBI. Materials and Methods: A systematic literature search was conducted from database inception to 31 August 2026 in PubMed, Web of Science Core Collection, Scopus, and the Cochrane Library (CENTRAL) according to the PRISMA 2020 guidelines. Cohorts of patients who underwent vascular imaging after TBI were eligible. When the full text was available, the denominator was the number of patients imaged with a modality able to detect the lesion in question and the numerator was reported at patient level for intracranial lesions. The primary analyses were restricted to cohorts with an explicit adult age criterion or a separately reported adult subgroup; cohorts with a pediatric fraction that could not be separated entered a sensitivity analysis only. Data extraction and quality assessment using the Newcastle–Ottawa Scale and the Joanna Briggs Institute checklist for prevalence studies were performed independently by two reviewers. Proportions were pooled with a logit-transformed random-effects model with restricted maximum-likelihood estimation and prediction intervals, with Freeman–Tukey and generalized linear mixed models as sensitivity analyses. Results: Nineteen studies with 3542 imaged patients were included, eight of them adult cohorts with 2021 patients. In adult cohorts, the pooled diagnostic yield was 11.0% (95% CI, 2.3–39.8%; four cohorts) for dural venous sinus thrombosis, 4.8% (95% CI, 1.1–18.4%; three cohorts) for pseudoaneurysm, 1.1% (95% CI, 0.0–20.8%; two cohorts) for arteriovenous fistula, and 0.7% (95% CI, 0.2–3.1%; three cohorts) for carotid–cavernous fistula, with I² between 74.7% and 96.2% and prediction intervals spanning most of the possible range; arterial dissection (7.0%) and arterial occlusion (5.8%) were reported by a single adult cohort and were not pooled. The proportion of patients with any lesion was not pooled, because the seven cohorts that imaged every patient differed in whether and how the venous compartment was assessed; it ranged from 1.5% to 56.9% by cohort. Adding the eleven adult-dominant cohorts gave 17.5% for sinus thrombosis and 4.5% for pseudoaneurysm. In exploratory univariable meta-regressions for sinus thrombosis, trauma mechanism, imaging modality, and study design were each associated with part of the heterogeneity and were confounded with one another in these cohorts. Conclusions: Every estimate describes the yield of vascular imaging in adults selected for it, rests on two-to-four small cohorts, and carries very low certainty; the prediction intervals show that a new cohort may fall far from the pooled value, and none of the estimates can be read as the frequency of these lesions in TBI in general.

Background/Objectives: Pancreatic metastases are uncommon and may resemble primary pancreatic neoplasms on imaging, making tissue confirmation essential. This study aimed to characterize pancreatic metastases diagnosed by endoscopic ultrasound-guided fine-needle biopsy (EUS-FNB) and to describe tissue adequacy within the confirmed cohort and procedure-related adverse events. Methods: This retrospective, single-center study included 21 patients with histologically confirmed pancreatic metastases diagnosed by EUS-FNB between January 2021 and November 2025. Clinical data, EUS features, procedural parameters, histopathological findings, management, and outcomes were reviewed. Results: The mean age was 60.9 ± 12.9 years, and 57.1% of patients were male. Lung carcinoma was the most frequent primary tumor (33.3%), followed by renal cell carcinoma (19.0%). Most lesions were solitary (66.7%) and hypoechoic (85.7%). All 21 patients included in the final cohort had histologically adequate EUS-FNB specimens; this finding reflects the selected cohort of confirmed metastatic cases and should not be interpreted as an overall adequacy rate or measure of diagnostic performance. The mean number of needle passes was 1.14 ± 0.36. One small, asymptomatic intrapancreatic hematoma occurred and resolved conservatively. Three selected patients underwent surgical resection and were alive without evidence of disease at last follow-up; however, no inference regarding a survival benefit from surgery can be made from this small, selected subgroup. Conclusions: In this cohort of histologically confirmed pancreatic metastases, EUS-FNB provided tissue suitable for pathological characterization, with immunohistochemical analysis performed when required to determine tumor origin. The present study was not designed to estimate overall diagnostic accuracy or adequacy. Surgical resection may be considered in carefully selected patients with isolated disease, as supported by the published literature; however, the present cohort does not permit assessment of a survival benefit associated with surgery.