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Tang H, Peng C, Zhao Y, Hu C, Dai Y, Lin C, Cai L, Wang Q, Wang S. An applicability study of rapid artificial intelligence-assisted compressed sensing (ACS) in anal fistula magnetic resonance imaging. Heliyon 2024; 10:e22817. [PMID: 38169794 PMCID: PMC10758725 DOI: 10.1016/j.heliyon.2023.e22817] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Revised: 11/15/2023] [Accepted: 11/20/2023] [Indexed: 01/05/2024] Open
Abstract
Objective To evaluate the applicability of artificial intelligence-assisted compressed sensing (ACS) to anal fistula magnetic resonance imaging (MRI). Methods 51 patients were included in this study and underwent T2-weighted sequence of MRI examinations both with ACS and without ACS technology in a 3.0 T MR scanner. Subjective image quality scores, and objective image quality-related metrics including scanning time, signal-to-noise ratio (SNR), and contrast-to-noise ratio (CNR), were evaluated and statistically compared between the images collected with and without ACS. Results No significant difference in the subjective image quality of lesion conspicuity was observed between the two groups. However, ACS MRI decreased the acquisition time with regard to control group (74.00 s vs. 156.00 s). Besides, SNR of perianal and muscle in the ACS group was significantly higher than that of the control group (164.07 ± 33.35 vs 130.81 ± 29.10, p < 0.001; 109.87 ± 22.01 vs 87.61 ± 17.95, p < 0.001; respectively). The CNR was significantly higher in the ACS group than in the control group (54.02 ± 23.98 vs 43.20 ± 21.00; p < 0.001). Moreover, the accuracy rate of the ACS groups in evaluating the direction and internal opening of the fistula was 88.89 %, exactly the same as that of the control group. Conclusion We demonstrated the applicability of using ACS to accelerate MR of anal fistulas with improved SNR and CNR. Meanwhile, the accuracy rates of the ACS group and the control were equivalent in evaluating the direction and internal opening of the fistula, based on the results of surgical exploration.
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Affiliation(s)
- Hao Tang
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, No. 1095, Jie Fang Road, Han Kou District, Wu Han, 430030, Hu Bei Province, China
| | - Chengdong Peng
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, No. 1095, Jie Fang Road, Han Kou District, Wu Han, 430030, Hu Bei Province, China
| | - Yanjie Zhao
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, No. 1095, Jie Fang Road, Han Kou District, Wu Han, 430030, Hu Bei Province, China
| | - Chenglin Hu
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, No. 1095, Jie Fang Road, Han Kou District, Wu Han, 430030, Hu Bei Province, China
| | - Yongming Dai
- Shanghai United Imaging Healthcare Co., Ltd., Shanghai, 201800, China
| | - Chen Lin
- Shanghai United Imaging Healthcare Co., Ltd., Shanghai, 201800, China
| | - Lingli Cai
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, No. 1095, Jie Fang Road, Han Kou District, Wu Han, 430030, Hu Bei Province, China
| | - Qiuxia Wang
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, No. 1095, Jie Fang Road, Han Kou District, Wu Han, 430030, Hu Bei Province, China
| | - Shaofang Wang
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, No. 1095, Jie Fang Road, Han Kou District, Wu Han, 430030, Hu Bei Province, China
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Ren J, Bai W, Gu L, Li X, Peng X, Li W. Three-dimensional pelvic ultrasound is a practical tool for the assessment of anal fistula. BMC Gastroenterol 2023; 23:134. [PMID: 37098484 PMCID: PMC10127404 DOI: 10.1186/s12876-023-02715-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/25/2022] [Accepted: 03/09/2023] [Indexed: 04/27/2023] Open
Abstract
OBJECTIVE This study aims to investigate the diagnostic value of three-dimensional pelvic ultrasound in the preoperative assessment of anal fistula compared with findings of MRI and surgery. METHODS A total of 67 patients (62 males) with suspected anal fistula were analyzed retrospectively. Preoperative three-dimensional pelvic ultrasound and magnetic resonance imaging were performed in all patients. The number of internal openings and the type of fistula were recorded. The accuracy of three-dimensional pelvic ultrasound was determined by comparing these parameters with surgical outcomes. RESULTS At surgery, 5 (6%) were extrasphincteric, 10 (12%) were suprasphincteric, 11 (14%) were intersphincteric, and 55 (68%) were transsphincteric. There was no significant difference in the accuracy of pelvic 3D US and MRI, based on internal openings (97.92%, 94.79%), anal fistulas (97.01%, 94.03%), and those under Parks classification (97.53%, 93.83%). CONCLUSION Three-dimensional pelvic ultrasound is a reproducible and accurate method for determining the type of fistula and detecting internal openings and anal fistulas.
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Affiliation(s)
- Junyi Ren
- Department of Ultrasound in Medicine, Shanghai Jiao Tong University Affiliated 6Th People's Hospital, Shanghai Institute of Ultrasound in Medicine, Shanghai, China
| | - Wenkun Bai
- Department of Ultrasound in Medicine, Shanghai Jiao Tong University Affiliated 6Th People's Hospital, Shanghai Institute of Ultrasound in Medicine, Shanghai, China
- Department of Ultrasound in Medicine, Shanghai Jiao Tong University Affiliated 6Th People's Hospital, Shanghai, China
| | - Liangrui Gu
- Department of Radiology in Medicine, Shanghai Jiao Tong University Affiliated 6Th People's Hospital, Shanghai, China
| | - Xiao Li
- Department of Ultrasound in Medicine, Shanghai Jiao Tong University Affiliated 6Th People's Hospital, Shanghai Institute of Ultrasound in Medicine, Shanghai, China
| | - Xue Peng
- Department of Breast Surgery, Shanghai Jiao Tong University Affiliated 6Th People's Hospital, Shanghai, China
| | - WeiMei Li
- Department of Ultrasound in Medicine, Shanghai Jiao Tong University Affiliated 6Th People's Hospital, Shanghai, China.
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Xiong Z, Zhou Z, Hao L, Li Y, Hu X, Hu D, Luo Y, Wang Y, Shen Y, Li Z. The relationship between perianal fistula activity and abdominal adipose tissue in Crohn’s disease: an observational study. Insights Imaging 2022; 13:156. [PMID: 36153465 PMCID: PMC9509502 DOI: 10.1186/s13244-022-01293-6] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2022] [Accepted: 09/04/2022] [Indexed: 11/10/2022] Open
Abstract
Abstract
Objective
The aim of this study was to analyze the relationship between abdominal adipose tissue and perianal fistula activity in patients with Crohn's disease (CD) using cross-sectional imaging.
Methods
Patients with perianal fistulizing CD who underwent pelvic magnetic resonance imaging (MRI) and abdominal computed tomography (CT) were retrospectively enrolled. We scored the fistulas in each patient's MRI images based on Van Assche's classification. The area and density of subcutaneous adipose tissue (SAT) and visceral adipose tissue (VAT) (at the third, fourth, and fifth lumbar (L3, L4, and L5) levels were measured by averaging five slices of measurements at each vertebral level in CT images, and areas were further standardized by the lumbar height2 (heightL1-5). The VAT/SAT ratio (VSR) and VAT/Total adipose tissue (VA/TA) index were calculated. Based on MRI scores, patients were divided into two groups with low and high activity, and their clinical, MRI features, and CT parameters were compared. We evaluated patients with follow-up MRI and compared the differences in clinical and radiological indicators among patients with different outcomes.
Results
Overall, 136 patients were included, 77 in the low-activity group and 59 in the high-activity group. Patients in the high activity group had lower subcutaneous adipose index (all levels, p < 0.05) and visceral adipose index (L3 level, p < 0.01), but higher SAT and VAT density (all levels, p < 0.01), VSR (L5 level, p = 0.07) and VA/TA index (L5 level, p < 0.05).
Conclusion
There were differences in adipose tissue composition among CD patients with different active perianal fistulas.
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Garg P, Kaur B, Yagnik VD, Dawka S, Menon GR. Guidelines on postoperative magnetic resonance imaging in patients operated for cryptoglandular anal fistula: Experience from 2404 scans. World J Gastroenterol 2021; 27:5460-5473. [PMID: 34588745 PMCID: PMC8433608 DOI: 10.3748/wjg.v27.i33.5460] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/08/2021] [Revised: 06/12/2021] [Accepted: 08/05/2021] [Indexed: 02/06/2023] Open
Abstract
Magnetic resonance imaging (MRI) is considered the gold standard for the evaluation of anal fistulas. There is sufficient literature available outlining the interpretation of fistula MRI before performing surgery. However, the interpretation of MRI becomes quite challenging in the postoperative period after the surgery of fistula has been undertaken. Incidentally, there are scarce data and no set guidelines regarding analysis of fistula MRI in the postoperative period. In this article, we discuss the challenges faced while interpreting the postoperative MRI, the timing of the postoperative MRI, the utility of MRI in the postoperative period for the management of anal fistulas, the importance of the active involvement and experience of the treating clinician in interpreting MRI scans, and the latest advancements in the field.
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Affiliation(s)
- Pankaj Garg
- Department of Colorectal Surgery, Garg Fistula Research Institute, Panchkula 134113, Haryana, India
- Department of Colorectal Surgery, Indus International Hospital, Mohali 140201, Punjab, India
| | - Baljit Kaur
- Department of Radiology, SSRD Magnetic Resonance Imaging Institute, Chandigarh 160011, Chandigarh, India
| | - Vipul D Yagnik
- Department of Surgical Gastroenterology, Nishtha Surgical Hospital and Research Center, Patan 384265, Gujarat, India
| | - Sushil Dawka
- Department of Surgery, SSR Medical College, Belle Rive, Mauritius
| | - Geetha R Menon
- Department of Statistics, Indian Council of Medical Research, New Delhi 110029, New Delhi, India
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