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Park K, Lim J, Shin SH, Ryu M, Shin H, Lee M, Hong SW, Hwang SW, Park SH, Yang DH, Ye BD, Myung SJ, Yang SK, Kim N, Byeon JS. Artificial intelligence-aided colonoscopic differential diagnosis between Crohn's disease and gastrointestinal tuberculosis. J Gastroenterol Hepatol 2024. [PMID: 39496468 DOI: 10.1111/jgh.16788] [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: 06/04/2024] [Revised: 08/26/2024] [Accepted: 10/10/2024] [Indexed: 11/06/2024]
Abstract
BACKGROUND AND AIM Differentiating between Crohn's disease (CD) and gastrointestinal tuberculosis (GITB) is challenging. We aimed to evaluate the clinical applicability of an artificial intelligence (AI) model for this purpose. METHODS The AI model was developed and assessed using an internal dataset comprising 1,132 colonoscopy images of CD and 1,045 colonoscopy images of GITB at a tertiary referral center. Its stand-alone performance was further evaluated in an external dataset comprising 67 colonoscopy images of 17 CD patients and 63 colonoscopy images of 14 GITB patients from other institutions. Additionally, a crossover trial involving three expert endoscopists and three trainee endoscopists compared AI-assisted and unassisted human interpretations. RESULTS In the internal dataset, the sensitivity, specificity, and accuracy of the AI model in distinguishing between CD and GITB were 95.3%, 100.0%, and 97.7%, respectively, with an area under the ROC curve of 0.997. In the external dataset, the AI model exhibited a sensitivity, specificity, and accuracy of 77.8%, 85.1%, and 81.5%, respectively, with an area under the ROC curve of 0.877. In the human endoscopist trial, AI assistance increased the pooled accuracy of the six endoscopists from 86.2% to 88.8% (P = 0.010). While AI did not significantly enhance diagnostic accuracy for the experts (96.7% with AI vs 95.6% without, P = 0.360), it significantly improved accuracy for the trainees (81.0% vs 76.7%, P = 0.002). CONCLUSIONS This AI model shows potential in aiding the accurate differential diagnosis between CD and GITB, particularly benefiting less experienced endoscopists.
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Affiliation(s)
- Kwangbeom Park
- Department of Internal Medicine, Nowon Eulji Medical Center, Eulji University, Seoul, South Korea
| | - Jisup Lim
- Department of Convergence Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Seung Hwan Shin
- Department of Gastroenterology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Minkyeong Ryu
- Department of Internal Medicine, Nowon Eulji Medical Center, Eulji University, Seoul, South Korea
| | - Hyungeun Shin
- Department of Internal Medicine, Nowon Eulji Medical Center, Eulji University, Seoul, South Korea
| | - Minyoung Lee
- Department of Internal Medicine, Nowon Eulji Medical Center, Eulji University, Seoul, South Korea
| | - Seung Wook Hong
- Department of Gastroenterology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Sung Wook Hwang
- Department of Gastroenterology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Sang Hyoung Park
- Department of Gastroenterology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Dong-Hoon Yang
- Department of Gastroenterology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Byong Duk Ye
- Department of Gastroenterology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Seung-Jae Myung
- Department of Gastroenterology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Suk-Kyun Yang
- Department of Gastroenterology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Namkug Kim
- Department of Convergence Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Jeong-Sik Byeon
- Department of Gastroenterology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
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Fernandes DA, Teixeira CEG, Rodrigues LS, Luz FM, Resende MR, Ataíde ECD, Boin IDFFS, Reis F. Hepatosplenic involvement of tuberculosis: an uncommon presentation that demands attention in specific scenarios. REVISTA ESPANOLA DE ENFERMEDADES DIGESTIVAS 2024. [PMID: 38967282 DOI: 10.17235/reed.2024.10581/2024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/06/2024]
Abstract
Abdominal tuberculosis (TB), a potential differential diagnosis for acute and chronic abdomen, should be considered in specific situations, such as immunosuppressant or biological drug use, HIV, or in patients residing in endemic areas. Although the presence of thoracic tuberculosis may indicate abdominal TB, only 15% of patients with abdominal TB have evidence of pulmonary disease. Involvement of the liver and spleen is a common autopsy finding in patients with disseminated TB. However, the most common pattern is of fine miliary lesions. Hepatic involvement with a macronodular pattern, a rare occurrence, is linked to dissemination through the portal vein. The splenic macronodular form, an extremely rare presentation, can manifest as solitary or multiple nodules, oval or round, with a variable appearance reflecting different stages of the disease, adding to the uniqueness of this case.
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Affiliation(s)
| | | | | | | | | | - Elaine Cristina de Ataíde
- Surgery, Liver Transplant Unit, School of Medical Sciences. University of Campinas (UNICAMP), Brasil
| | | | - Fabiano Reis
- Radiology, School of Medical Sciences. University of Campinas (UNICAMP), BRAZIL
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Arevalo F, Rayme S, Ramírez R, Rolando R, Fustamante J, Monteghirfo M, Chavez R, Monge E. Immunohistochemistry and real-time Polymerase Chain Reaction: importance in the diagnosis of intestinal tuberculosis in a Peruvian population. BMC Gastroenterol 2024; 24:166. [PMID: 38755577 PMCID: PMC11097500 DOI: 10.1186/s12876-024-03235-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/06/2023] [Accepted: 04/22/2024] [Indexed: 05/18/2024] Open
Abstract
INTRODUCTION The diagnosis of intestinal tuberculosis is challenging even nowadays. This study aims to report the positivity rates of new diagnostic methods such as immunohistochemistry and Real-Time Polymerase Chain Reaction in patients with intestinal tuberculosis, as well as describe the pathological and endoscopic features of intestinal tuberculosis in our population. METHODS This was a retrospective observational study conducted in patients diagnosed with intestinal tuberculosis, between 2010 to 2023 from the Hospital Nacional Daniel Alcides Carrion and a Private Pathology Center, both located in Peru. Clinical data was obtained, histologic features were independently re-evaluated by three pathologists; and immunohistochemistry and real-time Polymerase Chain Reaction evaluation were performed. The 33 patients with intestinal tuberculosis who fulfilled the inclusion criteria were recruited. RESULTS Immunohistochemistry was positive in 90.9% of cases, while real-time Polymerase Chain Reaction was positive in 38.7%. The ileocecal region was the most affected area (33.3%), and the most frequent endoscopic appearance was an ulcer (63.6%). Most of the granulomas were composed solely of epithelioid histiocytes (75.8%). Crypt architectural disarray was the second most frequent histologic finding (78.8%) after granulomas, but most of them were mild. CONCLUSION Since immunohistochemistry does not require an intact cell wall, it demonstrates higher sensitivity compared to Ziehl-Neelsen staining. Therefore, it could be helpful for the diagnosis of paucibacillary tuberculosis.
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Affiliation(s)
- Fernando Arevalo
- Pathology Department, Hospital Nacional Daniel A. Carrión, Callao, Lima, Perú.
- Histodiagnóstico Gastrointestinal Private Pathology Center, Lima, Perú.
- Universidad Nacional Mayor de San Marcos, Lima, Perú.
| | - Soledad Rayme
- Pathology Department, Hospital Nacional Daniel A. Carrión, Callao, Lima, Perú
- Histodiagnóstico Gastrointestinal Private Pathology Center, Lima, Perú
| | - Rocío Ramírez
- Pathology Department, Hospital Nacional Daniel A. Carrión, Callao, Lima, Perú
- Histodiagnóstico Gastrointestinal Private Pathology Center, Lima, Perú
| | - Romy Rolando
- Instituto de Medicina Legal y Ciencias Forenses - Perú, Lima, Perú
- Histodiagnóstico Gastrointestinal Private Pathology Center, Lima, Perú
| | - Jaime Fustamante
- Gastroenterology Department, Hospital Nacional Daniel A., Carrión, Lima, Perú
| | - Mario Monteghirfo
- Departamento de Ciencias Dinámicas, Facultad de Medicina, Instituto de Investigacion de Bioquímica y Nutrición Alberto Guzmán Barrón, Universidad Nacional Mayor de San Marcos, Lima, Perú
| | - Rocio Chavez
- Gastroenterology Department, Hospital Nacional Adolfo Guevara Velasco EsSalud, Cuzco, Perú
- Universidad San Antonio Abad, Cuzco, Perú
- Instituto de Gastroenterologia del Sur, Cuzco, Perú
| | - Eduardo Monge
- Gastroenterology Department, Hospital Nacional Daniel A., Carrión, Lima, Perú
- Universidad Nacional Mayor de San Marcos, Lima, Perú
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Li YP, Lu TY, Huang FR, Zhang WM, Chen ZQ, Guang PW, Deng LY, Yang XH. Differential diagnosis of Crohn's disease and intestinal tuberculosis based on ATR-FTIR spectroscopy combined with machine learning. World J Gastroenterol 2024; 30:1377-1392. [PMID: 38596500 PMCID: PMC11000079 DOI: 10.3748/wjg.v30.i10.1377] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Revised: 01/02/2024] [Accepted: 02/06/2024] [Indexed: 03/14/2024] Open
Abstract
BACKGROUND Crohn's disease (CD) is often misdiagnosed as intestinal tuberculosis (ITB). However, the treatment and prognosis of these two diseases are dramatically different. Therefore, it is important to develop a method to identify CD and ITB with high accuracy, specificity, and speed. AIM To develop a method to identify CD and ITB with high accuracy, specificity, and speed. METHODS A total of 72 paraffin wax-embedded tissue sections were pathologically and clinically diagnosed as CD or ITB. Paraffin wax-embedded tissue sections were attached to a metal coating and measured using attenuated total reflectance fourier transform infrared spectroscopy at mid-infrared wavelengths combined with XGBoost for differential diagnosis. RESULTS The results showed that the paraffin wax-embedded specimens of CD and ITB were significantly different in their spectral signals at 1074 cm-1 and 1234 cm-1 bands, and the differential diagnosis model based on spectral characteristics combined with machine learning showed accuracy, specificity, and sensitivity of 91.84%, 92.59%, and 90.90%, respectively, for the differential diagnosis of CD and ITB. CONCLUSION Information on the mid-infrared region can reveal the different histological components of CD and ITB at the molecular level, and spectral analysis combined with machine learning to establish a diagnostic model is expected to become a new method for the differential diagnosis of CD and ITB.
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Affiliation(s)
- Yuan-Peng Li
- College of Physical Science and Technology, Guangxi Normal University, Guilin, Guangxi 541004, China
| | - Tian-Yu Lu
- Department of Gastroenterology, The Affiliated Hospital of South University of Science and Technology, Shenzhen 518000, Guangdong Province, China
| | - Fu-Rong Huang
- Department of Optoelectronic Engineering, Jinan University, Guangzhou 510632, Guangdong Province, China
| | - Wei-Min Zhang
- Department of Gastroenterology, Integrated Hospital of Traditional Chinese Medicine, Southern Medical University, Guangzhou 510632, Guangdong Province, China
| | - Zhen-Qiang Chen
- Department of Optoelectronic Engineering, Jinan University, Guangzhou 510632, Guangdong Province, China
| | - Pei-Wen Guang
- Department of Optoelectronic Engineering, Jinan University, Guangzhou 510632, Guangdong Province, China
| | - Liang-Yu Deng
- Department of Optoelectronic Engineering, Jinan University, Guangzhou 510632, Guangdong Province, China
| | - Xin-Hao Yang
- Department of Optoelectronic Engineering, Jinan University, Guangzhou 510632, Guangdong Province, China
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Sasi A, Ahuja V, Das CJ, Arora U, Garg P, Razik A, Kedia S, Das P, Jadon RS, Soneja M, Wig N. Assessment of CT perfusion indices of the clinicoradiological response to anti-tubercular therapy in patients with intestinal tuberculosis. Clin Radiol 2023; 78:e1081-e1086. [PMID: 37839945 DOI: 10.1016/j.crad.2023.09.007] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Revised: 09/02/2023] [Accepted: 09/05/2023] [Indexed: 10/17/2023]
Abstract
AIM To explore the possibility of using a novel technique, CT perfusion imaging, to monitor the response to anti-tubercular therapy (ATT) in patients with intestinal tuberculosis. MATERIALS AND METHODS A prospective observational study was performed in adults with treatment naive-intestinal tuberculosis. Clinical, endoscopic, and conventional radiological findings of patients were compared at baseline and post-ATT. CT perfusion imaging was performed with recording of six perfusion parameters (blood flow, blood volume, mean transit time, time to peak, maximum peak intensity, and permeability/blood flow extraction). RESULTS Twenty-two patients (13 women, 59%) with a median age of 25 years were recruited. The terminal ileum and ileocaecal junction were the most frequent sites of involvement (59%), with multiple segments of the intestine being involved in 16 patients (73%). Median duration of ATT was 6 months (range 6-10 months). Complete clinical response was observed in 22/22 (100%) patients, endoscopic response in 12/12 (100%) patients, and radiological response in 10/13 (76%) patients. There was a significant decrease in mean blood flow, blood volume, maximum peak intensity, and an increase in mean transit time and time to peak on follow-up CT perfusion imaging performed after 6 months of ATT. CONCLUSION Significant alterations in CT perfusion parameters were demonstrated following treatment, consistent with a decline in inflammation and vascularity. CT perfusion imaging of the bowel is a novel means to assess the radiological response to ATT in intestinal tuberculosis, although at the cost of a higher dose of radiation exposure.
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Affiliation(s)
- A Sasi
- Department of Medicine, AIIMS, Delhi, India
| | - V Ahuja
- Department of Gastroenterology and Human Nutrition, AIIMS, Delhi, India
| | - C J Das
- Department of Radiodiagnosis, AIIMS, Delhi, India
| | - U Arora
- Department of Medicine, AIIMS, Delhi, India
| | - P Garg
- Department of Medicine, AIIMS, Delhi, India
| | - A Razik
- Department of Radiodiagnosis, AIIMS, Delhi, India
| | - S Kedia
- Department of Gastroenterology and Human Nutrition, AIIMS, Delhi, India
| | - P Das
- Department of Pathology, AIIMS, Delhi, India
| | | | - M Soneja
- Department of Medicine, AIIMS, Delhi, India.
| | - N Wig
- Department of Medicine, AIIMS, Delhi, India
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Hong SM, Baek DH. A Review of Colonoscopy in Intestinal Diseases. Diagnostics (Basel) 2023; 13:diagnostics13071262. [PMID: 37046479 PMCID: PMC10093393 DOI: 10.3390/diagnostics13071262] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Revised: 03/25/2023] [Accepted: 03/26/2023] [Indexed: 03/30/2023] Open
Abstract
Since the development of the fiberoptic colonoscope in the late 1960s, colonoscopy has been a useful tool to diagnose and treat various intestinal diseases. This article reviews the clinical use of colonoscopy for various intestinal diseases based on present and future perspectives. Intestinal diseases include infectious diseases, inflammatory bowel disease (IBD), neoplasms, functional bowel disorders, and others. In cases of infectious diseases, colonoscopy is helpful in making the differential diagnosis, revealing endoscopic gross findings, and obtaining the specimens for pathology. Additionally, colonoscopy provides clues for distinguishing between infectious disease and IBD, and aids in the post-treatment monitoring of IBD. Colonoscopy is essential for the diagnosis of neoplasms that are diagnosed through only pathological confirmation. At present, malignant tumors are commonly being treated using endoscopy because of the advancement of endoscopic resection procedures. Moreover, the characteristics of tumors can be described in more detail by image-enhanced endoscopy and magnifying endoscopy. Colonoscopy can be helpful for the endoscopic decompression of colonic volvulus in large bowel obstruction, balloon dilatation as a treatment for benign stricture, and colon stenting as a treatment for malignant obstruction. In the diagnosis of functional bowel disorder, colonoscopy is used to investigate other organic causes of the symptom.
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Das A, Mead P, Mala HR. Abdominal tuberculosis masquerading as ovarian carcinoma in a Caucasian woman: a diagnostic challenge. BMJ Case Rep 2022; 15:e244015. [PMID: 35217547 PMCID: PMC8883184 DOI: 10.1136/bcr-2021-244015] [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] [Accepted: 01/27/2022] [Indexed: 11/04/2022] Open
Abstract
We present a case of a 37-year-old Caucasian woman with abdominal distension and loss of weight. She was initially presumed to be a case of ovarian malignancy due to an elevated serum cancer antigen 125 (CA 125) level and imaging of abdomen and pelvis that showed ascites and bulky ovaries. However, histological examination of biopsy later revealed it to be a case of abdominal tuberculosis (AbT). Ascitic fluid was also found to be positive for Mycobacterium tuberculosis by whole genome sequencing. The patient was started on antituberculosis treatment following which she showed a significant improvement in her symptoms.
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Affiliation(s)
- Ananya Das
- Medicine, West Cumberland Hospital, Whitehaven, Cumbria, UK
| | - Paul Mead
- Nephrology, West Cumberland Hospital, Whitehaven, Cumbria, UK
| | - Hilal Razvi Mala
- General Medicine, West Cumberland Hospital, Whitehaven, Cumbria, UK
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Mor P, Dahiya B, Parshad S, Gulati P, Mehta PK. Recent updates in diagnosis of abdominal tuberculosis with emphasis on nucleic acid amplification tests. Expert Rev Gastroenterol Hepatol 2022; 16:33-49. [PMID: 34923892 DOI: 10.1080/17474124.2022.2021068] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
INTRODUCTION Abdominal tuberculosis (TB) is a common epitome of extrapulmonary TB (EPTB), wherein peritoneal and intestinal TB are the most prevalent forms. Diagnosis of abdominal TB is a daunting challenge owing to variable anatomical locations, paucibacillary nature of specimens and atypical clinical presentations that mimic other abdominal diseases, such as Crohn's disease and malignancies. In this review, we made a comprehensive study on the diagnosis of abdominal TB. AREA COVERED Various modalities employed for abdominal TB diagnosis include clinical features, imaging, bacteriological tests (smear/culture), histopathological/cytological observations, interferon-gamma release assays and nucleic acid amplification tests (NAATs). Among NAATs, loop-mediated isothermal amplification assay, PCR, multiplex-PCR, nested PCR, real-time PCR and GeneXpert® MTB/RIF were discussed. Identification of circulating Mycobacterium tuberculosis cell-free DNA by real-time PCR within ascitic fluids is another useful approach. EXPERT OPINION Several novel molecular/immunological methods, such as GeneXpert Ultra, aptamer-linked immobilized sorbent assay, immuno-PCR (I-PCR) and nanoparticle-based I-PCR have recently been developed for detecting pulmonary TB and several EPTB types, which may also be explored for abdominal TB diagnosis. Precise and prompt diagnosis of abdominal TB may initiate an early therapy so as to reduce the complications, i.e. abdominal pain, ascites, abdominal distension, intestinal obstruction/perforation, etc., and avoid surgical involvement.Plain Language SummaryAbdominal tuberculosis (TB) is a manifestation of extrapulmonary TB (EPTB), where peritoneal and intestinal TB are two major forms. Diagnosis of abdominal TB is difficult owing to low bacterial load present in clinical samples and non-specific clinical presentations as it mimics other diseases such as inflammatory bowel diseases, abdominal malignancies, etc. Bacteriological tests (smear/culture) almost fail owing to poor sensitivities and it is not always possible to get representative tissue samples for histopathological and cytological observations. In recent years, molecular tests i.e. nucleic acid amplification tests (NAATs), such as PCR/multiplex-PCR (M-PCR), nested PCR and GeneXpert are widely employed. Markedly, PCR/M-PCR and nested PCR exhibited reasonable good sensitivities/specificities, while GeneXpert revealed low sensitivity in most of the studies but high specificity, thus it could assist in differential diagnosis of intestinal TB and Crohn's disease. Further, novel molecular/immunological tests employed for pulmonary TB and other EPTB types were described and those tests can also be utilized to diagnose abdominal TB. Reliable and rapid diagnosis of abdominal TB would initiate an early start of anti-tubercular therapy and reduce the severe complications.
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Affiliation(s)
- Preeti Mor
- Centre for Biotechnology, Maharshi Dayanand University, Rohtak, India
| | - Bhawna Dahiya
- Centre for Biotechnology, Maharshi Dayanand University, Rohtak, India
| | - Sanjeev Parshad
- Department of General Surgery, Pt. B.D. Sharma University of Health Sciences, Rohtak, India
| | - Pooja Gulati
- Department of Microbiology, Maharshi Dayanand University, Rohtak, India
| | - Promod K Mehta
- Centre for Biotechnology, Maharshi Dayanand University, Rohtak, India
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