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Chu Y, Huang F, Gao M, Zou DW, Zhong J, Wu W, Wang Q, Shen XN, Gong TT, Li YY, Wang LF. Convolutional neural network-based segmentation network applied to image recognition of angiodysplasias lesion under capsule endoscopy. World J Gastroenterol 2023; 29:879-889. [PMID: 36816625 PMCID: PMC9932427 DOI: 10.3748/wjg.v29.i5.879] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/25/2022] [Revised: 11/26/2022] [Accepted: 01/12/2023] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Small intestinal vascular malformations (angiodysplasias) are common causes of small intestinal bleeding. While capsule endoscopy has become the primary diagnostic method for angiodysplasia, manual reading of the entire gastrointestinal tract is time-consuming and requires a heavy workload, which affects the accuracy of diagnosis.
AIM To evaluate whether artificial intelligence can assist the diagnosis and increase the detection rate of angiodysplasias in the small intestine, achieve automatic disease detection, and shorten the capsule endoscopy (CE) reading time.
METHODS A convolutional neural network semantic segmentation model with a feature fusion method, which automatically recognizes the category of vascular dysplasia under CE and draws the lesion contour, thus improving the efficiency and accuracy of identifying small intestinal vascular malformation lesions, was proposed. Resnet-50 was used as the skeleton network to design the fusion mechanism, fuse the shallow and depth features, and classify the images at the pixel level to achieve the segmentation and recognition of vascular dysplasia. The training set and test set were constructed and compared with PSPNet, Deeplab3+, and UperNet.
RESULTS The test set constructed in the study achieved satisfactory results, where pixel accuracy was 99%, mean intersection over union was 0.69, negative predictive value was 98.74%, and positive predictive value was 94.27%. The model parameter was 46.38 M, the float calculation was 467.2 G, and the time length to segment and recognize a picture was 0.6 s.
CONCLUSION Constructing a segmentation network based on deep learning to segment and recognize angiodysplasias lesions is an effective and feasible method for diagnosing angiodysplasias lesions.
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Affiliation(s)
- Ye Chu
- Department of Gastroenterology, Shanghai Jiao Tong University School of Medicine, Ruijin Hospital, Shanghai 200025, China
| | - Fang Huang
- Technology Platform Department, Jinshan Science & Technology (Group) Co., Ltd., Chongqing 401120, China
| | - Min Gao
- Technology Platform Department, Jinshan Science & Technology (Group) Co., Ltd., Chongqing 401120, China
| | - Duo-Wu Zou
- Department of Gastroenterology, Shanghai Jiao Tong University School of Medicine, Ruijin Hospital, Shanghai 200025, China
| | - Jie Zhong
- Department of Gastroenterology, Shanghai Jiao Tong University School of Medicine, Ruijin Hospital, Shanghai 200025, China
| | - Wei Wu
- Department of Gastroenterology, Shanghai Jiao Tong University School of Medicine, Ruijin Hospital, Shanghai 200025, China
| | - Qi Wang
- Department of Gastroenterology, Shanghai Jiao Tong University School of Medicine, Ruijin Hospital, Shanghai 200025, China
| | - Xiao-Nan Shen
- Department of Gastroenterology, Shanghai Jiao Tong University School of Medicine, Ruijin Hospital, Shanghai 200025, China
| | - Ting-Ting Gong
- Department of Gastroenterology, Shanghai Jiao Tong University School of Medicine, Ruijin Hospital, Shanghai 200025, China
| | - Yuan-Yi Li
- Technology Platform Department, Jinshan Science & Technology (Group) Co., Ltd., Chongqing 401120, China
| | - Li-Fu Wang
- Department of Gastroenterology, Shanghai Jiao Tong University School of Medicine, Ruijin Hospital, Shanghai 200025, China
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Small intestinal arteriovenous malformation treated by laparoscopic surgery using intravenous injection of ICG: Case report with literature review. Int J Surg Case Rep 2020; 74:201-204. [PMID: 32890897 PMCID: PMC7481494 DOI: 10.1016/j.ijscr.2020.08.038] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2020] [Revised: 08/21/2020] [Accepted: 08/25/2020] [Indexed: 02/07/2023] Open
Abstract
We report a rare case of small intestinal AVM. Distinguishing small intestinal AVM is difficult. Intravenous injection of ICG made the location and boundary more clear. Introduction Approximately 5 % of gastrointestinal bleeding is due to small intestinal bleeding. Bleeding from small intestinal arteriovenous malformation (AVM) is rare, with few reported cases. Finding the precise location and boundary is difficult during surgery, so we tried using intravenous injection of indocyanine green (ICG). Use of ICG in a case of intestinal AVM is reported here for the first time, with a review of the literature. Presentation of case A 48-YEAR-old male had anemia and low hemoglobin level (Hb) 4.0 g/dL. After several examinations including small intestinal endoscopy, capsule endoscopy and angiography, AVM was identified. Preoperative diagnosis was AVM caused by branching of the ileocolic artery (ICA). Meanwhile, macroscopy showed engorgement of the vein in the ileum wall and mesentery, the boundary of which was unclear. We performed intra-operative monitoring with ICG. After intravenous injection of ICG, the boundary and location became clear. The abnormal ileum was 30 cm in length and located 130 cm from the Treitz ligament, which was different from angiographic findings. Pathology showed dilated vascular hyperplasia of the submucosa, tunica and chorionic membrane. Final diagnosis was ileum AVM. The postoperative course was uneventful and gastrointestinal bleeding stopped. Conclusions ICG monitoring aided diagnosis and treatment of Ileum AVM, which was treated by laparoscopic surgery.
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Liu Y, Jiang W, Chen G, Li Y. Diagnostic Value and Safety of Emergency Single-Balloon Enteroscopy for Obscure Gastrointestinal Bleeding. Gastroenterol Res Pract 2019; 2019:9026278. [PMID: 31534450 PMCID: PMC6732587 DOI: 10.1155/2019/9026278] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/03/2019] [Revised: 07/16/2019] [Accepted: 08/01/2019] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND This study assesses the diagnostic performance of emergency single-balloon enteroscopy (SBE) for obscure gastrointestinal bleeding (OGIB) under general anesthesia versus conscious sedation. STUDY The data of 102 OGIB in-patients from June 2015 to June 2018 were retrospectively analyzed. The diagnosis and detection rates and adverse events were calculated overall and in relation to age, gender, type of operation and anesthesia, bleeding type, different times of examination, and SBE route. All statistical analyses were performed using SPSS 24.0, and the diagnosis and detection rates were compared using the Chi-square test. RESULTS Among the 102 patients, 66 patients had positive findings, while 11 patients had suspected positive findings, and the diagnosis and detection rates were 64.7% and 75.5%, respectively. Ulcers (19.6%) and tumors (16.7%) were the most common causes of OGIB. There were no statistical differences in diagnosis and detection rates between the ages of ≥60 and <60 and between different genders. Patients with emergency SBE had higher diagnosis and detection rates (68.6% vs. 35.3%, P = 0.023; 80.0% vs. 47.1%, P = 0.016, respectively), when compared with nonemergency SBE patients. The diagnosis rate at 24 hours was higher than that at 2-7 days and one week (88.0% vs. 61.5%, P = 0.030; 88.0% vs. 53.8%, P = 0.007). For overt bleeding, the difference in diagnosis rates at 24 hours, 2-7 days, and one week was statistically significant (100.0% vs. 57.1%, P = 0.006; 100.0% vs. 57.1%, P = 0.006). For occult bleeding, the pairwise comparison revealed no statistical difference. Patients with general anesthesia had a higher detection rate, when compared to patients with conscious sedation (87.9% vs. 63.9%, P = 0.004). In addition, adverse events under general anesthesia were lower, when compared to adverse events under conscious sedation (28.8% vs. 69.4%, P = 0.020). There was no significant difference in adverse events at the different time points (P > 0.05). CONCLUSION Emergency SBE under general anesthesia achieves higher diagnosis and detection rates, and fewer adverse events under conscious sedation, when compared to nonemergency SBE, regardless of the route. For patients with overt bleeding, it is easier to find lesions by emergency SBE within 24 hours.
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Affiliation(s)
- Yipin Liu
- Department of Gastroenterology, Qilu Hospital, Shandong University, Jinan, Shandong Province 250012, China
- Department of Gastroenterology, Yantai Affiliated Hospital of Binzhou Medical University, Yantai, Shandong Province 264000, China
| | - Weiwei Jiang
- Department of Gastroenterology, Yantai Affiliated Hospital of Binzhou Medical University, Yantai, Shandong Province 264000, China
| | - Guoxun Chen
- Department of Nutrition, University of Tennessee, Knoxville, Tennessee 37909, USA
| | - Yanqing Li
- Department of Gastroenterology, Qilu Hospital, Shandong University, Jinan, Shandong Province 250012, China
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Sakai E, Ohata K, Nakajima A, Matsuhashi N. Diagnosis and therapeutic strategies for small bowel vascular lesions. World J Gastroenterol 2019; 25:2720-2733. [PMID: 31235995 PMCID: PMC6580356 DOI: 10.3748/wjg.v25.i22.2720] [Citation(s) in RCA: 50] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/11/2019] [Revised: 04/21/2019] [Accepted: 05/03/2019] [Indexed: 02/06/2023] Open
Abstract
Small bowel vascular lesions, including angioectasia (AE), Dieulafoy’s lesion (DL) and arteriovenous malformation (AVM), are the most common causes of obscure gastrointestinal bleeding. Since AE are considered to be venous lesions, they usually manifest as a chronic, well-compensated condition. Subsequent to video capsule endoscopy, deep enteroscopy can be applied to control active bleeding or to improve anemia necessitating blood transfusion. Despite the initial treatment efficacy of argon plasma coagulation (APC), many patients experience re-bleeding, probably because of recurrent or missed AEs. Pharmacological treatments can be considered for patients who have not responded well to other types of treatment or in whom endoscopy is contraindicated. Meanwhile, a conservative approach with iron supplementation remains an option for patients with mild anemia. DL and AVM are considered to be arterial lesions; therefore, these lesions frequently cause acute life-threatening hemorrhage. Mechanical hemostasis using endoclips is recommended to treat DLs, considering the high re-bleeding rate after primary APC cauterization. Meanwhile, most small bowel AVMs are large and susceptible to re-bleeding therefore, they usually require surgical resection. To achieve optimal diagnostic and therapeutic approaches for each type of small bowel lesion, the differences in their epidemiology, pathology and clinical presentation must be understood.
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Affiliation(s)
- Eiji Sakai
- Department of Gastroenterology, NTT Medical Center Tokyo, Tokyo 141-8625, Japan
- Division of Gastroenterology and Hepatology, Yokohama City University School of Medicine, Yokohama 236-0004, Japan
| | - Ken Ohata
- Department of Gastroenterology, NTT Medical Center Tokyo, Tokyo 141-8625, Japan
| | - Atsushi Nakajima
- Division of Gastroenterology and Hepatology, Yokohama City University School of Medicine, Yokohama 236-0004, Japan
| | - Nobuyuki Matsuhashi
- Department of Gastroenterology, NTT Medical Center Tokyo, Tokyo 141-8625, Japan
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Laproscopic treatment for small bowel bleeding after detection by double-balloon endoscopy: A case report. Int J Surg Case Rep 2019; 59:63-65. [PMID: 31108451 PMCID: PMC6526289 DOI: 10.1016/j.ijscr.2019.05.003] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2019] [Accepted: 05/02/2019] [Indexed: 01/14/2023] Open
Abstract
The frequency of small bowel bleeding due to an arteriovenous malformation is rare. Localization of the bleeding location is required prior to laparoscopic resection. Double-balloon endoscopy enabled direct observation and preoperative tattooing. Endoscopic marking followed by laparoscopic resection might be optimal option. Introduction The frequency of small bowel bleeding is relatively low and the process for the diagnosis and treaVtment remains difficult. Here, we report a case of massive small bowel bleeding due to arteriovenous malformation (AVM), treated by a combination of double-balloon endoscopy and laparoscopic resection. Presentation of Case A 59-year-old man was admitted to our hospital due to a hemorrhagic stool. The patient presented transient hemorrhagic shock and contrast-enhanced CT revealed a hyper-vascularized tumor in the small bowel. India ink tattooing for the responsible lesion with double-balloon endoscopy was performed. The tattooed lesion was easily confirmed during the subsequent laparoscopic observation and segmental resection was done. Pathological examination showed arteriovenous malformation of the small bowel. Discussion Prior to laparoscopic resection, the localization of the responsible area might be a significant consideration when the lesion is invisible. Endoscopic marking with DBE enables intraluminal detection and laparoscopic observation from the serosal side. Conclusion Preoperative marking with the use of double-balloon endoscopy followed by laparoscopic resection might be an optimal option for the treatment of massive small intestinal bleeding.
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Endoscopic Sclerotherapy with a Large Volume of High Concentration of Cyanoacrylate for Jejunal Variceal Bleeding bys Single-Balloon Enteroscopy. ACTA ACUST UNITED AC 2018; 54:medicina54050068. [PMID: 30344299 PMCID: PMC6262278 DOI: 10.3390/medicina54050068] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2018] [Revised: 09/04/2018] [Accepted: 09/06/2018] [Indexed: 12/14/2022]
Abstract
Jejunal varices are a rare manifestation of portal hypertension, and they are associated with a high mortality and poor prognosis when bleeding occurs. A bleeding jejunal varix is much more challenging to diagnose and manage because of its anatomic location. Herein, we describe the case of a 62-year-old man with active jejunal variceal bleeding who presented with massive hematochezia and hypovolemic shock. He was treated successfully with a high volume and concentration of a glue mixture as endoscopic sclerotherapy using single-balloon enteroscopy in the intensive care unit. Enteroscopic sclerotherapy is an effective option for jejunal variceal bleeding.
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So M, Itatani Y, Obama K, Tsunoda S, Hisamori S, Hashimoto K, Sakai Y. Laparoscopic resection of idiopathic jejunal arteriovenous malformation after metallic coil embolization. Surg Case Rep 2018; 4:78. [PMID: 30022275 PMCID: PMC6051949 DOI: 10.1186/s40792-018-0486-4] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2018] [Accepted: 07/11/2018] [Indexed: 12/26/2022] Open
Abstract
Background Arteriovenous malformations (AVM) developed in the small intestine are rare, and it is sometimes difficult to identify and treat bleeding from small intestinal AVMs endoscopically because of their localization. We present a case of a jejunal AVM successfully treated with the combination of metallic coil embolization and laparoscopic surgery. Case presentation A 50-year-old woman with a history of repetitive gastrointestinal bleeding was admitted to the hospital. Selective angiography revealed a jejunal AVM that was treated with metallic coil embolization. However, the lesion rebled 3 months later, and it was embolized again with metallic coils. Considering the risk of rebleeding, we performed laparoscopic resection of the jejunal AVM. Under laparoscopy alone, it was impossible to detect the lesion of the AVM. We used X-ray fluoroscopy intraoperatively to detect the metallic coils at the AVM. Partial resection of the jejunum with the AVM was performed followed by functional end-to-end anastomosis. The patient was discharged from the hospital without any complications after the surgery. Conclusions The combination of metallic coil embolization by angiography and laparoscopic surgery with X-ray fluoroscopy can be effective for patients with repetitive bleeding from jejunal AVM.
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Affiliation(s)
- Makiko So
- Department of Surgery, Graduate School of Medicine, Kyoto University, Kyoto, 606-8507, Japan
| | - Yoshiro Itatani
- Department of Surgery, Graduate School of Medicine, Kyoto University, Kyoto, 606-8507, Japan.
| | - Kazutaka Obama
- Department of Surgery, Graduate School of Medicine, Kyoto University, Kyoto, 606-8507, Japan
| | - Shigeru Tsunoda
- Department of Surgery, Graduate School of Medicine, Kyoto University, Kyoto, 606-8507, Japan
| | - Shigeo Hisamori
- Department of Surgery, Graduate School of Medicine, Kyoto University, Kyoto, 606-8507, Japan
| | - Kyoichi Hashimoto
- Department of Surgery, Graduate School of Medicine, Kyoto University, Kyoto, 606-8507, Japan
| | - Yoshiharu Sakai
- Department of Surgery, Graduate School of Medicine, Kyoto University, Kyoto, 606-8507, Japan
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