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Bektaş M, Chia CM, Burchell GL, Daams F, Bonjer HJ, van der Peet DL. Artificial intelligence-aided ultrasound imaging in hepatopancreatobiliary surgery: where are we now? Surg Endosc 2024; 38:4869-4879. [PMID: 39160306 PMCID: PMC11362182 DOI: 10.1007/s00464-024-11130-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2024] [Accepted: 07/28/2024] [Indexed: 08/21/2024]
Abstract
BACKGROUND Artificial intelligence (AI) models have been applied in various medical imaging modalities and surgical disciplines, however the current status and progress of ultrasound-based AI models within hepatopancreatobiliary surgery have not been evaluated in literature. Therefore, this review aimed to provide an overview of ultrasound-based AI models used for hepatopancreatobiliary surgery, evaluating current advancements, validation, and predictive accuracies. METHOD Databases PubMed, EMBASE, Cochrane, and Web of Science were searched for studies using AI models on ultrasound for patients undergoing hepatopancreatobiliary surgery. To be eligible for inclusion, studies needed to apply AI methods on ultrasound imaging for patients undergoing hepatopancreatobiliary surgery. The Probast risk of bias tool was used to evaluate the methodological quality of AI methods. RESULTS AI models have been primarily used within hepatopancreatobiliary surgery, to predict tumor recurrence, differentiate between tumoral tissues, and identify lesions during ultrasound imaging. Most studies have combined radiomics with convolutional neural networks, with AUCs up to 0.98. CONCLUSION Ultrasound-based AI models have demonstrated promising accuracies in predicting early tumoral recurrence and even differentiating between tumoral tissue types during and after hepatopancreatobiliary surgery. However, prospective studies are required to evaluate if these results will remain consistent and externally valid.
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Affiliation(s)
- Mustafa Bektaş
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Surgery, De Boelelaan 1117, Amsterdam, The Netherlands.
| | - Catherine M Chia
- Department of Computer Science, Vrije Universiteit Amsterdam, De Boelelaan 1105, Amsterdam, The Netherlands
| | - George L Burchell
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Medical Library, De Boelelaan 1117, Amsterdam, The Netherlands
| | - Freek Daams
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Surgery, De Boelelaan 1117, Amsterdam, The Netherlands
| | - H Jaap Bonjer
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Surgery, De Boelelaan 1117, Amsterdam, The Netherlands
| | - Donald L van der Peet
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Surgery, De Boelelaan 1117, Amsterdam, The Netherlands
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Scheier E, Nachmany A. POCUS for Infectious Enteritis-A Retrospective Case Series Analysis. Pediatr Emerg Care 2024; 40:607-610. [PMID: 38412524 DOI: 10.1097/pec.0000000000003139] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/29/2024]
Abstract
INTRODUCTION The abdominal pain associated with diarrhea can be difficult to distinguish from appendicitis. We present a case series of all children found on pediatric emergency department point-of-care ultrasound (POCUS) to have right-sided bowel wall edema. METHODS Over the study period June 2020 through September 2023, POCUS images were collected by a pediatric emergency physician with 6 years of experience with POCUS. Children found to have small bowel wall edema on POCUS were identified, and hospital charts were reviewed. RESULTS One hundred thirteen children were found on POCUS to have right-sided small bowel wall edema. Thirty-one (27%) were referred by their pediatrician or urgent care provider to evaluate for appendicitis. Seventy-eight children (69%) provided stool samples. Of those, 58% resulted Campylobacter , 8% Salmonella , and 8% Shigella . Forty (35%) were discharged after POCUS without further evaluation. One child in our case series was subsequently diagnosed with uncomplicated appendicitis. To date, no child in the series has subsequently been diagnosed with inflammatory bowel disease. CONCLUSIONS Enteritis can initially be difficult to distinguish on clinical grounds from acute appendicitis. Bowel wall edema on POCUS in a child without sonographic signs of appendicitis strongly suggests bacterial enteritis. Early POCUS demonstrating enteritis without signs of appendicitis may decrease hospital resource usage.
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Babington EA, Hynes C, Lawal O. Factors influencing sonographer-led bowel ultrasound services in the UK. Radiography (Lond) 2023; 29:385-390. [PMID: 36773466 DOI: 10.1016/j.radi.2023.01.020] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2022] [Revised: 01/18/2023] [Accepted: 01/25/2023] [Indexed: 02/11/2023]
Abstract
INTRODUCTION There is a growing understanding of the potency of bowel ultrasound leading to an increasing application of ultrasound in examining different bowel conditions. However, sonographers' involvement in bowel ultrasound is under-researched. This study investigated the factors influencing sonographers' experience in adult bowel ultrasound. METHODS A convenience sampling method was used to promote the study in April 2021. A mixed methods online questionnaire was utilised to explore the participants' views. Quantitative data were analysed using descriptive analysis on Excel, while qualitative data were analysed using inductive thematic analysis. RESULTS Almost half of the participants (53%; n = 16) indicated low confidence in using ultrasound to examine the bowel for abnormalities. While 63% of the participants reported having high confidence in examining the bowel for suspected appendicitis, 70% (n = 21) reported low confidence in carrying out ultrasound in examining Inflammatory bowel disease. Furthermore, 23 participants (77%) indicated a high interest in bowel ultrasound training. Qualitative findings revealed mixed opinions on bowel ultrasound practice. Factors influencing sonographers' experience are the need for more training opportunities, preference for other imaging modalities, management challenges, radiologists' influence, sonographers' perspectives, and positive perspectives. CONCLUSION Several factors influence sonographers' confidence in using ultrasound for bowel abnormalities. However, the findings emphasise the need for more research into the future design and implementation of sonographers' bowel ultrasound training. IMPLICATION FOR PRACTICE This study brings new insight to an under-researched area on the scope of sonography practice, highlighting some sonographers' experience, opinions, and involvement in bowel ultrasound. It further strengthens the argument for more training to be made available to sonographers on bowel ultrasound.
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Affiliation(s)
- E A Babington
- Department of Ultrasound, University Hospitals of Leicester NHS Trust.
| | - C Hynes
- Department of Allied Health Professions, Sheffield Hallam University.
| | - O Lawal
- Department of Allied Health Professions, Midwifery and Social Work, School of Health and Social Work, University of Hertfordshire.
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Boccatonda A, D’Ardes D, Tallarico V, Vicari S, Bartoli E, Vidili G, Guagnano MT, Cocco G, Cipollone F, Schiavone C, Accogli E. Gastrointestinal Ultrasound in Emergency Setting. J Clin Med 2023; 12:jcm12030799. [PMID: 36769448 PMCID: PMC9917741 DOI: 10.3390/jcm12030799] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2022] [Revised: 01/11/2023] [Accepted: 01/17/2023] [Indexed: 01/20/2023] Open
Abstract
Acute bowel diseases are responsible for more than one third of subjects who were referred to the emergency department for acute abdominal pain and gastrointestinal evaluation. Gastrointestinal ultrasound (GIUS) is often employed as the first imaging method, with a good diagnostic accuracy in the setting of acute abdomen, and it can be an optimal diagnostic strategy in young females due to the radiation exposure related to X-ray and computed tomography methods. The physician can examine the gastrointestinal system in the area with the greatest tenderness by ultrasound, thus obtaining more information and data on the pathology than the standard physical examination. In this comprehensive review, we have reported the most relevant indications and advantages to using ultrasound in the investigation of abdominal acute pain.
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Affiliation(s)
- Andrea Boccatonda
- Internal Medicine, Bentivoglio Hospital, AUSL Bologna, Bentivoglio (BO), 40010 Bologna, Italy
- Correspondence: ; Tel.: +39-051-664-4111
| | - Damiano D’Ardes
- Department of Medicine and Aging Science, Institute of “Clinica Medica”, “G. d’Annunzio” University, 66100 Chieti, Italy
| | - Viola Tallarico
- Department of Internal Medicine, Bologna University, 40138 Bologna, Italy
| | - Susanna Vicari
- Internal Medicine, Bentivoglio Hospital, AUSL Bologna, Bentivoglio (BO), 40010 Bologna, Italy
| | - Elena Bartoli
- Internal Medicine, Bentivoglio Hospital, AUSL Bologna, Bentivoglio (BO), 40010 Bologna, Italy
| | - Gianpaolo Vidili
- Department of Medical, Surgical and Experimental Sciences, University of Sassari, 07100 Sassari, Italy
| | - Maria Teresa Guagnano
- Department of Medicine and Aging Science, Institute of “Clinica Medica”, “G. d’Annunzio” University, 66100 Chieti, Italy
| | - Giulio Cocco
- Internistic Ultrasound Unit, SS Annunziata Hospital, “G. d’Annunzio” University, 66100 Chieti, Italy
| | - Francesco Cipollone
- Department of Medicine and Aging Science, Institute of “Clinica Medica”, “G. d’Annunzio” University, 66100 Chieti, Italy
| | - Cosima Schiavone
- Internistic Ultrasound Unit, SS Annunziata Hospital, “G. d’Annunzio” University, 66100 Chieti, Italy
| | - Esterita Accogli
- Internal Medicine, Centre of Research and Learning in Ultrasound, Maggiore Hospital, 40133 Bologna, Italy
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Chronische Diarrhoe. COLOPROCTOLOGY 2022. [DOI: 10.1007/s00053-022-00654-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Elsherif SB, Agely A, Gopireddy DR, Ganeshan D, Hew KE, Sharma S, Lall C. Mimics and Pitfalls of Primary Ovarian Malignancy Imaging. Tomography 2022; 8:100-119. [PMID: 35076619 PMCID: PMC8788482 DOI: 10.3390/tomography8010009] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Revised: 12/18/2021] [Accepted: 12/21/2021] [Indexed: 11/17/2022] Open
Abstract
The complex anatomy and similarity of imaging features of various pathologies in the pelvis can make accurate radiology interpretation difficult. While prompt recognition of ovarian cancer remains essential, awareness of processes that mimic ovarian tumors can avoid potential misdiagnosis and unnecessary surgery. This article details the female pelvic anatomy and highlights relevant imaging features that mimic extra-ovarian tumors, to help the radiologists accurately build a differential diagnosis of a lesion occupying the adnexa.
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Affiliation(s)
- Sherif B. Elsherif
- Department of Radiology, University of Florida College of Medicine—Jacksonville, Jacksonville, FL 32209, USA; (D.R.G.); (S.S.); (C.L.)
| | - Ali Agely
- Department of Radiology, Mayo Clinic Florida, Jacksonville, FL 32224, USA;
| | - Dheeraj R. Gopireddy
- Department of Radiology, University of Florida College of Medicine—Jacksonville, Jacksonville, FL 32209, USA; (D.R.G.); (S.S.); (C.L.)
| | | | - Karina E. Hew
- Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, University of Florida College of Medicine—Jacksonville, Jacksonville, FL 32209, USA;
| | - Smita Sharma
- Department of Radiology, University of Florida College of Medicine—Jacksonville, Jacksonville, FL 32209, USA; (D.R.G.); (S.S.); (C.L.)
| | - Chandana Lall
- Department of Radiology, University of Florida College of Medicine—Jacksonville, Jacksonville, FL 32209, USA; (D.R.G.); (S.S.); (C.L.)
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Contrast-Enhanced Ultrasound (CEUS) in Non-Traumatic Abdominal Emergencies. Ultrasound Int Open 2021; 6:E76-E86. [PMID: 33728394 PMCID: PMC7954641 DOI: 10.1055/a-1347-5875] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2020] [Accepted: 05/01/2021] [Indexed: 02/08/2023] Open
Abstract
Conventional ultrasound imaging (US) is the first-line investigation in acute
non-traumatic abdominal emergencies, but sometimes it needs further
examinations, such as computed tomography (CT), to reach a certain
diagnosis. Contrast-enhanced ultrasound (CEUS), through injection of
contrast medium, may provide the radiologist with additional information
that could not be investigated with baseline US. It could help reach a
diagnosis and rapidly determine the proper therapy in an emergency setting.
The purpose of this review is to explain and illustrate the various
possibilities and limitations of CEUS in acute non-traumatic abdominal
diseases, in particular acute inflammation, parenchymal infarcts, and
hemorrhages.
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Abstract
Acute abdominal pain is a common complaint in pediatrics. Although age and location of pain can help focus differential diagnosis, imaging plays an essential role in clinical evaluation. In this review, we discuss the optimal imaging approach to pediatric patients with acute abdominal pain and important imaging findings in the most common causes of abdominal pain in the pediatric population. [Pediatr Ann. 2020;49(9):e380-e388.].
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Inoue A, Furukawa A, Nitta N, Takaki K, Ota S, Zen Y, Kojima M, Akabori H, Ohta H, Mekata E, Saotome T, Murata K. Accuracy, criteria, and clinical significance of visual assessment on diffusion-weighted imaging and apparent diffusion coefficient quantification for diagnosing acute appendicitis. Abdom Radiol (NY) 2019; 44:3235-3245. [PMID: 31420704 DOI: 10.1007/s00261-019-02180-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
PURPOSE To assess the accuracy, criteria, and clinical significance of diffusion-weighted imaging (DWI) signal intensity and apparent diffusion coefficient (ADC) quantification for diagnosing acute appendicitis. METHODS Fifty-one patients with right lower abdominal pain [uncomplicated appendicitis (n = 25), complicated appendicitis (n = 10), and non-appendicitis (n = 16)] who underwent MR examination were enrolled in this retrospective study. Two radiologists independently measured appendiceal diameter and wall thickness. They assessed whether a wall defect, an abscess, extraluminal air, or an appendicolith was present on axial T2WI; evaluated intensity on DWI using a 5-point scale; and determined the ADC values of the appendix and peri-appendiceal tissue. Statistical analysis was performed to assess imaging findings for the diagnosis of appendicitis and complicated appendicitis. Cut-off values were determined using receiver operating characteristic analysis. RESULTS For diagnosing acute appendicitis, the accuracy improved from 78.4% using only T2WI to 86.3% using combined T2WI and DWI for reader 1 and from 82.4 to 86.3% for reader 2. For the appendix, the cut-off ADC values that diagnosed appendicitis were 1.41 × 10-3 and 1.26 × 10-3 mm2/s with accuracies of 78.4% and 76.5%, respectively. For the peri-appendiceal tissue, these values of 1.03 × 10-3 and 0.91 × 10-3 mm2/s differentiated between uncomplicated and complicated appendicitis with an accuracy of 97.1%. CONCLUSIONS Combined DWI and T2WI provided high accuracy for diagnosing appendicitis. The inflamed appendix had lower ADC value than the normal appendix. The peri-appendiceal tissue presenting low ADC value was a notable finding of complicated appendicitis.
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Affiliation(s)
- Akitoshi Inoue
- Department of Radiology, National Hospital Organization, Higashi-Ohmi General Medical Center, 255 Gochi-cho, Higashiomi, Shiga, 527-0044, Japan.
- Department of Radiology, Shiga University of Medical Science, Seta, Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan.
| | - Akira Furukawa
- Department of Radiological Science, Tokyo Metropolitan University, Higashi-Oku, Arakawa-ku, Tokyo, 116-0012, Japan
| | - Norihisa Nitta
- Department of Radiology, Shiga University of Medical Science, Seta, Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan
| | - Kai Takaki
- Department of Radiology, Shiga University of Medical Science, Seta, Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan
| | - Shinichi Ota
- Department of Radiology, Shiga University of Medical Science, Seta, Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan
| | - Yumi Zen
- Department of Surgery, National Hospital Organization, Higashi-Ohmi General Medical Center, 255 Gochi-cho, Higashiomi, Shiga, 527-0044, Japan
| | - Masatsugu Kojima
- Department of Surgery, National Hospital Organization, Higashi-Ohmi General Medical Center, 255 Gochi-cho, Higashiomi, Shiga, 527-0044, Japan
| | - Hiroya Akabori
- Department of Surgery, National Hospital Organization, Higashi-Ohmi General Medical Center, 255 Gochi-cho, Higashiomi, Shiga, 527-0044, Japan
| | - Hiroyuki Ohta
- Department of Surgery, National Hospital Organization, Higashi-Ohmi General Medical Center, 255 Gochi-cho, Higashiomi, Shiga, 527-0044, Japan
| | - Eiji Mekata
- Department of Surgery, National Hospital Organization, Higashi-Ohmi General Medical Center, 255 Gochi-cho, Higashiomi, Shiga, 527-0044, Japan
| | - Takao Saotome
- Department of Emergency, National Hospital Organization, Higashi-Ohmi General Medical Center, 255 Gochi-cho, Higashiomi, Shiga, 527-0044, Japan
| | - Kiyoshi Murata
- Department of Radiology, Shiga University of Medical Science, Seta, Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan
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