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2.
Rev Gastroenterol Peru ; 44(1): 8-13, 2024.
Artículo en Español | MEDLINE | ID: mdl-38734906

RESUMEN

OBJECTIVE: Determine the sensitivity and specificity of the ESBP for diagnosis in patients with intermediate risk of choledocholithiasis, referred to the specialized surgical Gastroenterology center of Unión de Cirujanos SAS - Oncologists of the West Zentria group - Manizales - Colombia between March 01, 2020 to January 31, 2022. MATERIALS AND METHODS: Retrospective cross-sectional study in patients with intermediate risk for choledocholithiasis. The diagnostic performance of ESBP was calculated and confirmed with ERCP. Negative ESBPs were followed up by telephone. RESULTS: 752 cases with ESBP were analyzed, of which 43.2% (n=325) were positive and 56.8% (n=427) were negative. ERCP was performed in positive cases who accepted the procedure (n=317); 73.5% (n:233) were positive for choledocholithiasis, 25.8% (n=82) tumors and 0.6% (n=2) biliary roundworms. Patients with positive ESBP underwent ERCP. S= 98.3% (95% CI: 95.7-99.5) was obtained; E= 88.1% (95% CI: 79.2-94.1); PPV = 95.8% (95% CI: 92.4-98.0); NPV = 94.9% (95% CI: 87.4-98.7). The AUC of ESBP was 0.9319 (95% CI 0.8961-0.967). CONCLUSION: In patients with intermediate risk for choledocholithiasis, ESBP is a useful diagnostic option in the study of pancreatic pathologies, extrahepatic biliary tree, and the identification of biliary microlithiasis; Therefore, it also allows us to complement it with a therapeutic intervention such as ERCP in a single time.


Asunto(s)
Colangiopancreatografia Retrógrada Endoscópica , Coledocolitiasis , Endosonografía , Sensibilidad y Especificidad , Humanos , Coledocolitiasis/diagnóstico por imagen , Coledocolitiasis/diagnóstico , Estudios Transversales , Estudios Retrospectivos , Masculino , Femenino , Persona de Mediana Edad , Anciano , Endosonografía/métodos , Adulto , Anciano de 80 o más Años
6.
Cancer Med ; 13(9): e7189, 2024 May.
Artículo en Inglés | MEDLINE | ID: mdl-38706442

RESUMEN

OBJECTIVES: Endoscopic ultrasound-guided tissue acquisition (EUS-TA) is used for pathological diagnosis and obtaining samples for molecular testing, facilitating the initiation of targeted therapies in patients with pancreatic cancer. However, samples obtained via EUS-TA are often insufficient, requiring more efforts to improve sampling adequacy for molecular testing. Therefore, this study investigated the use of oil blotting paper for formalin fixation of samples obtained via EUS-TA. METHODS: This prospective study enrolled 42 patients who underwent EUS-TA for pancreatic cancer between September 2020 and February 2022 at the Osaka International Cancer Institute. After a portion of each sample obtained via EUS-TA was separated for routine histological evaluation, the residual samples were divided into filter paper and oil blotting paper groups for analysis. Accordingly, filter paper and oil blotting paper were used for the formalin fixation process. The total tissue, nuclear, and cytoplasm areas of each sample were quantitatively evaluated using virtual slides, and the specimen volume and histological diagnosis of each sample were evaluated by an expert pathologist. RESULTS: All cases were cytologically diagnosed as adenocarcinoma. The area ratios of the total tissue, nuclear, and cytoplasmic portions were significantly larger in the oil blotting paper group than in the filter paper group. The frequency of cases with large amount of tumor cells was significantly higher in the oil blotting paper group (33.3%) than in the filter paper group (11.9%) (p = 0.035). CONCLUSIONS: Oil blotting paper can increase the sample volume obtained via EUS-TA on glass slides and improve sampling adequacy for molecular testing.


Asunto(s)
Formaldehído , Neoplasias Pancreáticas , Fijación del Tejido , Humanos , Neoplasias Pancreáticas/patología , Neoplasias Pancreáticas/diagnóstico por imagen , Estudios Prospectivos , Masculino , Femenino , Fijación del Tejido/métodos , Anciano , Persona de Mediana Edad , Endosonografía/métodos , Manejo de Especímenes/métodos , Adenocarcinoma/patología , Adenocarcinoma/diagnóstico por imagen , Anciano de 80 o más Años , Papel , Biopsia por Aspiración con Aguja Fina Guiada por Ultrasonido Endoscópico/métodos
7.
Comput Methods Programs Biomed ; 250: 108205, 2024 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-38703435

RESUMEN

The pancreas is a vital organ in digestive system which has significant health implications. It is imperative to evaluate and identify malignant pancreatic lesions promptly in light of the high mortality rate linked to such malignancies. Endoscopic Ultrasound (EUS) is a non-invasive precise technique to detect pancreas disorders, but it is highly operator dependent. Artificial intelligence (AI), including traditional machine learning (ML) and deep learning (DL) techniques can play a pivotal role to enhancing the performance of EUS regardless of operator. AI performs a critical function in the detection, classification, and segmentation of medical images. The utilization of AI-assisted systems has improved the accuracy and productivity of pancreatic analysis, including the detection of diverse pancreatic disorders (e.g., pancreatitis, masses, and cysts) as well as landmarks and parenchyma. This systematic review examines the rapidly developing domain of AI-assisted system in EUS of the pancreas. Its objective is to present a thorough study of the present research status and developments in this area. This paper explores the significant challenges of AI-assisted system in pancreas EUS imaging, highlights the potential of AI techniques in addressing these challenges, and suggests the scope for future research in domain of AI-assisted EUS systems.


Asunto(s)
Inteligencia Artificial , Endosonografía , Páncreas , Humanos , Endosonografía/métodos , Páncreas/diagnóstico por imagen , Aprendizaje Automático , Aprendizaje Profundo , Neoplasias Pancreáticas/diagnóstico por imagen , Enfermedades Pancreáticas/diagnóstico por imagen , Interpretación de Imagen Asistida por Computador/métodos , Procesamiento de Imagen Asistido por Computador/métodos
9.
Gastroenterol. hepatol. (Ed. impr.) ; 47(4): 327-336, Abr. 2024. graf, tab
Artículo en Inglés | IBECS | ID: ibc-231799

RESUMEN

Introduction and aim: Pancreatobiliary tumours are challenging to diagnose exclusively by imaging methods. Although the optimum moment for carrying out the EUS is not well defined, it has been suggested that the presence of biliary stents may interfere with the proper staging of tumours and the acquisition of samples. We performed a meta-analysis to evaluate the impact of biliary stents on EUS-guided tissue acquisition yield. Material and methods: We conducted a systematic review in different databases, such as PubMed, Cochrane, Medline, and OVID Database. A search was made of all studies published up to February 2022. Results: Eight studies were analyzed. A total of 3185 patients were included. The mean age was 66.9±2.7 years; 55.4% were male gender. Overall, 1761 patients (55.3%) underwent EUS guided tissue acquisition (EUS-TA) with stents in situ, whereas 1424 patients (44.7%) underwent EUS-TA without stents. The technical success was similar in both groups (EUS-TA with stents: 88% vs EUS-TA without stents: 88%, OR=0.92 [95% CI 0.55–1.56]). The type of stent, the needle size and the number of the passes were similar in both groups. Conclusions: EUS-TA has similar diagnostic performance and technical success in patients with or without stents. The type of stent (SEMS or plastic) does not seem to influence the diagnostic performance of EUS-TA. Future prospectives and RCT studies are needed to strengthen these conclusions. (AU)


Introducción y objetivo: Los tumores pancreatobiliares son lesiones difíciles de diagnosticar exclusivamente por métodos de imagen. Aunque no está bien definido el momento óptimo para la realización de la ecoendoscopia (EUS), se ha demostrado que la presencia de stents biliares puede interferir en la correcta estadificación de los tumores y la toma de muestras. Realizamos un metanálisis para evaluar el impacto de los stents biliares en el rendimiento de la adquisición de tejido guiada por EUS. Material y métodos: Realizamos una revisión sistemática en diferentes bases de datos, como PubMed, Cochrane, Medline y OVID Database. Se realizó una búsqueda de todos los estudios publicados hasta febrero de 2022. Resultados: Se analizaron 8 estudios. Se incluyeron un total de 3.185 pacientes. La media de edad fue de 66,9±2,7 años; el 55,4% fueron pacientes de sexo masculino. En total, 1.761 pacientes (55,3%) se sometieron a biopsias guiadas por EUS con stents in situ, mientras que 1.424 pacientes (44,7%) se sometieron a dichas biopsias sin stents. El éxito técnico fue similar en ambos grupos (EUS con stents: 88% vs. EUS sin stents: 88%, OR=0,92 [IC 95% 0,55-1,56]). El tipo de stent, el tamaño de la aguja y el número de pases fueron similares en ambos grupos. Conclusiones: La biopsia por EUS tiene un rendimiento diagnóstico y un éxito técnico similares en pacientes con o sin stents. El tipo de stent (SEMS o plástico) no parece influir en el rendimiento diagnóstico de la adquisición de tejido guiada por EUS. Se necesitan futuros estudios prospectivos y estudios aleatorizados controlados para fortalecer estas conclusiones. (AU)


Asunto(s)
Humanos , Stents , Neoplasias Pancreáticas , Endosonografía , Diagnóstico por Imagen , Metástasis de la Neoplasia , Biopsia , Estudios Prospectivos
10.
BMC Gastroenterol ; 24(1): 139, 2024 Apr 22.
Artículo en Inglés | MEDLINE | ID: mdl-38649806

RESUMEN

BACKGROUND: Gastric hamartomatous inverted polyps (GHIPs) are not well characterized and remain diagnostically challenging due to rarity. Therefore, this study aims to investigate the clinicopathologic and endoscopic characteristics of patients with GHIP. METHODS: We retrospectively reviewed clinicopathologic and endoscopic features of ten patients with GHIP who were admitted to Beijing Friendship Hospital from March 2013 to July 2022. All patients were treated successfully by endoscopic resection. RESULTS: GHIPs were usually asymptomatic and found incidentally during gastroscopic examination. They may be sessile or pedunculated, with diffuse or local surface redness or erosion. On endoscopic ultrasonography, the sessile submucosal tumor-type GHIP demonstrated a heterogeneous lesion with cystic areas in the third layer of the gastric wall. Histologically, GHIPs were characterized by a submucosal inverted proliferation of cystically dilated hyperplastic gastric glands accompanied by a branching proliferation of smooth muscle bundles. Inflammatory cells infiltration was observed in the stroma, whereas only one patient was complicated with glandular low-grade dysplasia. Assessment of the surrounding mucosa demonstrated that six patients (60%) had atrophic gastritis or Helicobacter pylori-associated gastritis, and four patients (40%) had non-specific gastritis. Endoscopic resection was safe and effective. CONCLUSIONS: GHIPs often arise from the background of abnormal mucosa, such as atrophic or H.pylori-associated gastritis. We make the hypothesis that acquired inflammation might lead to the development of GHIPs. We recommend to make a full assessment of the background mucosa and H. pylori infection status for evaluation of underlying gastric mucosal abnormalities, which may be the preneoplastic condition of the stomach.


Asunto(s)
Pólipos Adenomatosos , Endosonografía , Mucosa Gástrica , Gastroscopía , Hamartoma , Pólipos , Neoplasias Gástricas , Humanos , Masculino , Femenino , Persona de Mediana Edad , Estudios Retrospectivos , Hamartoma/patología , Hamartoma/diagnóstico por imagen , Hamartoma/cirugía , Neoplasias Gástricas/patología , Neoplasias Gástricas/cirugía , Neoplasias Gástricas/diagnóstico por imagen , Mucosa Gástrica/patología , Mucosa Gástrica/diagnóstico por imagen , Mucosa Gástrica/cirugía , Adulto , Anciano , Pólipos/patología , Pólipos/cirugía , Pólipos/diagnóstico por imagen , Gastropatías/patología , Gastropatías/cirugía , Gastropatías/diagnóstico por imagen , Infecciones por Helicobacter/complicaciones , Infecciones por Helicobacter/patología , Helicobacter pylori/aislamiento & purificación , Gastritis/patología , Gastritis/complicaciones , Gastritis/diagnóstico por imagen , Gastritis Atrófica/patología , Gastritis Atrófica/complicaciones , Resección Endoscópica de la Mucosa
11.
Front Endocrinol (Lausanne) ; 15: 1367068, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-38645424

RESUMEN

Background and aims: Most pancreatic insulinomas can be treated by minimally invasive modalities. The aim of this meta-analysis was to assess the clinical outcomes of endoscopic ultrasound (EUS)-guided ablation and minimally invasive surgery (MIS) in the treatment of pancreatic insulinoma. Materials and methods: Online databases were searched for relevant studies. The primary aim was to compare the rates of adverse events (AEs) and the secondary aims were to compare the clinical and technical success rates, length of hospital stays, and symptom recurrence rates between EUS and MIS approaches. Results: Eight studies with 150 patients were identified that reported EUS-guided ablation outcomes, forming the EUS group, and 9 studies with 236 patients reported MIS outcomes, forming the MIS group. The pooled median age of the included patients in the EUS group was greater than that of the MIS group (64.06 vs. 44.98 years old, p < 0.001). Also, the technical success rate was significantly higher in the EUS group (100% vs. 96.6%, p = 0.025), while the clinical success was significantly higher (6%) in the MIS group (94% vs. 98.7%, p = 0.021). The AE rates (18.7% vs. 31.1%, p = 0.012) and severe AE rates (1.3% vs. 7.9%, p = 0.011) were significantly lower in the EUS group. The median length of hospital stay in the EUS group (2.68 days, 95% CI: 1.88-3.48, I2 = 60.3%) was significantly shorter than in the MIS group (7.40 days, 95% CI: 6.22-8.58, I2 = 42.2%, p < 0.001). The recurrence rate was significantly higher in the EUS group (15.3% vs. 1.3%, p < 0.001). Conclusions: EUS-guided ablation is associated with a lower AE rate and a shorter length of hospital stay, but a higher recurrence rate for the treatment of insulinoma compared with MIS. The EUS approach may be an alternative, even first-line, treatment for poor surgery candidates.


Asunto(s)
Endosonografía , Insulinoma , Procedimientos Quirúrgicos Mínimamente Invasivos , Neoplasias Pancreáticas , Humanos , Insulinoma/cirugía , Insulinoma/diagnóstico por imagen , Neoplasias Pancreáticas/cirugía , Procedimientos Quirúrgicos Mínimamente Invasivos/métodos , Endosonografía/métodos , Resultado del Tratamiento , Tiempo de Internación/estadística & datos numéricos
12.
Int J Surg ; 110(4): 2085-2091, 2024 Apr 01.
Artículo en Inglés | MEDLINE | ID: mdl-38668660

RESUMEN

BACKGROUND: The diagnostic ability of endoscopic ultrasound (EUS) for intestinal infiltration by pelvic masses has aroused considerable interest in many oncological settings. This study aimed to evaluate the effectiveness of EUS in predicting colorectal invasion in patients with pelvic masses and compare its accuracy with that of other imaging methods, namely pelvic MRI and abdominal computed tomography (CT), in predicting intestinal involvement in patients with histologically confirmed colorectal invasion. METHODS: A hundred and eighty-four female patients with histologically confirmed benign or malignant pelvic masses were enrolled in a retrospective-prospective study. All patients underwent EUS, pelvic MRI, and one or more of abdominal CT, transvaginal sonography, and colonoscopy examinations before surgery. The surgical and pathological results were used as the gold standard to evaluate the diagnostic accuracy of EUS for colorectal invasion of pelvic masses. RESULTS: This study included 184 patients who underwent surgery, with the time between EUS and surgery ranging from 1 to 309 (mean, 13.2) days. The diagnostic sensitivity, specificity, positive predictive value, and negative predictive value of EUS for benign and malignant pelvic masses infiltrating the intestine were 83.3, 97.8, 99.1, and 66.2%, respectively. The overall diagnostic accuracy was 87.0%. CONCLUSIONS: EUS is a simple, noninvasive, reliable, and accurate technique for the preoperative diagnosis of pelvic masses infiltrating the intestine. The authors recommend the use of this technology by gynecologists, as well as its incorporation into the preoperative diagnostic process to determine the most suitable surgical method. This would help in avoiding unexpected situations and unnecessary resource wastage during surgery.


Asunto(s)
Endosonografía , Humanos , Femenino , Endosonografía/métodos , Persona de Mediana Edad , Adulto , Anciano , Estudios Retrospectivos , Neoplasias Pélvicas/diagnóstico por imagen , Estudios Prospectivos , Anciano de 80 o más Años , Sensibilidad y Especificidad , Adulto Joven , Invasividad Neoplásica/diagnóstico por imagen , Tomografía Computarizada por Rayos X , Imagen por Resonancia Magnética
13.
Korean J Gastroenterol ; 83(4): 157-162, 2024 Apr 25.
Artículo en Inglés | MEDLINE | ID: mdl-38659252

RESUMEN

Mucosa-associated lymphoid tissue (MALT) lymphoma, also known as extranodal marginal zone lymphoma, is a low-grade B-cell lymphoma that can develop in the mucosal layer of various organs, including the gastrointestinal tract, salivary glands, lungs, and skin. The most common site is the gastrointestinal tract, particularly the stomach. On the other hand, primary esophageal lymphomas are extremely rare. MALT lymphomas can undergo histological transformation into more aggressive B-cell lymphomas, such as diffuse large B-cell lymphoma, resulting in a poor prognosis. This paper reports a rare case of primary esophageal MALT lymphoma mimicking a subepithelial tumor located in the lower esophagus that was treated successfully with radiotherapy. MALT lymphoma should be included in a differential diagnosis when subepithelial tumors are found in the esophagus, particularly if endoscopic ultrasonography reveals the tumor to be located in the deep mucosal and submucosal layers. Following the precise diagnosis, accurate staging and appropriate treatment are crucial. Regular follow-up is necessary to assess the possibility of recurrence or transformation to high-grade lymphoma.


Asunto(s)
Endosonografía , Neoplasias Esofágicas , Linfoma de Células B de la Zona Marginal , Tomografía Computarizada por Rayos X , Humanos , Linfoma de Células B de la Zona Marginal/diagnóstico , Linfoma de Células B de la Zona Marginal/patología , Neoplasias Esofágicas/diagnóstico , Neoplasias Esofágicas/patología , Diagnóstico Diferencial , Masculino , Persona de Mediana Edad
14.
BMC Pulm Med ; 24(1): 181, 2024 Apr 16.
Artículo en Inglés | MEDLINE | ID: mdl-38627639

RESUMEN

BACKGROUND: Endobronchial ultrasound-guided transbronchial cryobiopsy (EBUS-cryobiopsy) is advantageous for collecting larger specimens with minimal crushing; however, it has not been widely used for mediastinal tumors. CASE PRESENTATION: A 73-year-old woman with a history of left breast cancer underwent surgery followed by radiotherapy. Computed tomography showed a mass in the anterior mediastinum that was in extensive contact with the sternum on the ventral side and partly with the trachea on the dorsal side. Two computed tomography-guided needle biopsies (CTNBs) were performed on the mass; however, a definitive diagnosis was not made because of severe crush artifacts. Subsequently, we performed EBUS-cryobiopsy and safely obtained sufficient specimen volume with minimal crushing. The histopathological diagnosis was adenocarcinoma, with immunobiological features distinct from those of previous breast cancers. Her overall diagnosis was a rare tumor originating in the anterior mediastinum. CONCLUSIONS: EBUS-cryobiopsy can be safely performed in narrow areas surrounded by major blood vessels, and the obtained specimens may be superior to CTNBs for histopathological diagnosis.


Asunto(s)
Adenocarcinoma , Neoplasias Pulmonares , Humanos , Femenino , Anciano , Mediastino/patología , Neoplasias Pulmonares/patología , Biopsia por Aspiración con Aguja Fina Guiada por Ultrasonido Endoscópico/métodos , Adenocarcinoma/diagnóstico por imagen , Adenocarcinoma/patología , Endosonografía , Broncoscopía/métodos , Ganglios Linfáticos/patología
16.
Ugeskr Laeger ; 186(14)2024 Apr 01.
Artículo en Danés | MEDLINE | ID: mdl-38606703

RESUMEN

Bronchoscopy has a low risk of complications when diagnosing peripheral lung lesions suspected of malignancy, however the procedures do not always determine a diagnosis. Several modalities have been invented to improve the diagnostic yield, including radial endobronchial ultrasound and electromagnetic navigation, which are currently used by several departments in Denmark. Augmented fluoroscopy, CT-guided bronchoscopy and robotic bronchoscopy are not yet available in Denmark, but may improve the diagnostic work-up, as argued in this review.


Asunto(s)
Neoplasias Pulmonares , Humanos , Neoplasias Pulmonares/diagnóstico , Broncoscopía/métodos , Fluoroscopía/métodos , Endosonografía/métodos , Pulmón/patología
17.
J Med Case Rep ; 18(1): 139, 2024 Apr 02.
Artículo en Inglés | MEDLINE | ID: mdl-38561839

RESUMEN

INTRODUCTION: Although esophageal bronchogenic cysts are benign diseases, they may be accompanied by serious complications and have the possibility of recurrence. Therefore, once confirmed, it is necessary to treat the esophagobronchial cyst when the contraindication is excluded. Endoscopic treatment is usually used for lesions with small diameter and shallow origin, and has the advantages of small surgical trauma and risk, which can reduce the psychological burden of patients to a certain extent, help them to recover quickly, and lower hospital costs. CASE PRESENTATION: Case 1 is a 54-year-old Han Chinese man admitted to our hospital who complained of difficulty swallowing in the past 6 months. Case 2 is a 41-year-old Han Chinese man who was hospitalized in the past 3 months due to chest discomfort. Endoscopic ultrasound revealed a hypoechoic cystic lesion arising from the muscularis propria. Submucosal tunneling endoscopic resection was performed using a dual knife, and a cystic mass was observed between the mucosa and the muscular layers of the esophagus. On locating the cyst, an incision was made on the oral side of the lesion for evacuation. The cyst wall was excised using endoscopic argon plasma coagulation. We successfully removed the esophageal bronchogenic cyst lesion in the intrinsic muscle layer using submucosal tunneling endoscopic resection. CONCLUSION: Esophageal bronchogenic cysts are rare in clinical practice and lack specificity in clinical manifestations. Multiple methods can be used to determine the location and nature of the lesion and ultimately determine the treatment plan. Surgical resection and endoscopic treatment are two different treatment methods, and appropriate treatment plans need to be selected on the basis of the origin layer, size, and relationship with the esophagus of the lesion to reduce complications and improve prognosis.


Asunto(s)
Quiste Broncogénico , Resección Endoscópica de la Mucosa , Neoplasias Esofágicas , Masculino , Humanos , Persona de Mediana Edad , Adulto , Resección Endoscópica de la Mucosa/métodos , Quiste Broncogénico/diagnóstico por imagen , Quiste Broncogénico/cirugía , Neoplasias Esofágicas/cirugía , Endosonografía
18.
Medicina (Kaunas) ; 60(4)2024 Apr 14.
Artículo en Inglés | MEDLINE | ID: mdl-38674279

RESUMEN

In recent years, therapeutic endoscopy has become a fundamental tool in the management of gallbladder diseases in light of its minimal invasiveness, high clinical efficacy, and good safety profile. Both endoscopic transpapillary gallbladder drainage (TGBD) and endoscopic ultrasound (EUS)-guided gallbladder drainage (EUS-GBD) provide effective internal drainage in patients with acute cholecystitis unfit for cholecystectomy, avoiding the drawbacks of external percutaneous gallbladder drainage (PGBD). The availability of dedicated lumen-apposing metal stents (LAMS) for EUS-guided transluminal interventions contributed to the expansion of endoscopic therapies for acute cholecystitis, making endoscopic gallbladder drainage easier, faster, and hence more widely available. Moreover, EUS-GBD with LAMS opened the possibility of several cholecystoscopy-guided interventions, such as gallstone lithotripsy and clearance. Finally, EUS-GBD has also been proposed as a rescue drainage modality in malignant biliary obstruction after failure of standard techniques, with encouraging results. In this review, we will describe the TBGD and EUS-GBD techniques, and we will discuss the available data on clinical efficacy in different settings in comparison with PGBD. Finally, we will comment on the future perspectives of EUS-GBD, discussing the areas of uncertainty in which new data are more strongly awaited.


Asunto(s)
Drenaje , Endosonografía , Humanos , Drenaje/métodos , Endosonografía/métodos , Colecistitis Aguda/cirugía , Vesícula Biliar/cirugía , Vesícula Biliar/diagnóstico por imagen , Stents , Endoscopía/métodos , Enfermedades de la Vesícula Biliar/cirugía
19.
Tech Coloproctol ; 28(1): 44, 2024 Apr 01.
Artículo en Inglés | MEDLINE | ID: mdl-38561492

RESUMEN

BACKGROUND: Imaging is vital for assessing rectal cancer, with endoanal ultrasound (EAUS) being highly accurate in large tertiary medical centers. However, EAUS accuracy drops outside such settings, possibly due to varied examiner experience and fewer examinations. This underscores the need for an AI-based system to enhance accuracy in non-specialized centers. This study aimed to develop and validate deep learning (DL) models to differentiate rectal cancer in standard EAUS images. METHODS: A transfer learning approach with fine-tuned DL architectures was employed, utilizing a dataset of 294 images. The performance of DL models was assessed through a tenfold cross-validation. RESULTS: The DL diagnostics model exhibited a sensitivity and accuracy of 0.78 each. In the identification phase, the automatic diagnostic platform achieved an area under the curve performance of 0.85 for diagnosing rectal cancer. CONCLUSIONS: This research demonstrates the potential of DL models in enhancing rectal cancer detection during EAUS, especially in settings with lower examiner experience. The achieved sensitivity and accuracy suggest the viability of incorporating AI support for improved diagnostic outcomes in non-specialized medical centers.


Asunto(s)
Aprendizaje Profundo , Neoplasias del Recto , Humanos , Endosonografía/métodos , Ultrasonografía/métodos , Redes Neurales de la Computación , Neoplasias del Recto/diagnóstico por imagen
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