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Spadaccini M, Giacchetto CM, Fiacca M, Colombo M, Andreozzi M, Carrara S, Maselli R, Saccà F, De Marco A, Franchellucci G, Khalaf K, Koleth G, Hassan C, Anderloni A, Repici A, Fugazza A. Endoscopic Biliary Drainage in Surgically Altered Anatomy. Diagnostics (Basel) 2023; 13:3623. [PMID: 38132207 PMCID: PMC10742737 DOI: 10.3390/diagnostics13243623] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Revised: 12/04/2023] [Accepted: 12/06/2023] [Indexed: 12/23/2023] Open
Abstract
Endoscopic retrograde cholangiopancreatography (ERCP) is considered the preferred method for managing biliary obstructions. However, the prevalence of surgically modified anatomies often poses challenges, making the standard side-viewing duodenoscope unable to reach the papilla in most cases. The increasing instances of surgically altered anatomies (SAAs) result from higher rates of bariatric procedures and surgical interventions for pancreatic malignancies. Conventional ERCP with a side-viewing endoscope remains effective when there is continuity between the stomach and duodenum. Nonetheless, percutaneous transhepatic biliary drainage (PTBD) or surgery has historically been used as an alternative for biliary drainage in malignant or benign conditions. The evolving landscape has seen various endoscopic approaches tailored to anatomical variations. Innovative methodologies such as cap-assisted forward-viewing endoscopy and enteroscopy have enabled the performance of ERCP. Despite their utilization, procedural complexities, prolonged durations, and accessibility challenges have emerged. As a result, there is a growing interest in novel enteroscopy and endoscopic ultrasound (EUS) techniques to ensure the overall success of endoscopic biliary drainage. Notably, EUS has revolutionized this domain, particularly through several techniques detailed in the review. The rendezvous approach has been pivotal in this field. The antegrade approach, involving biliary tree puncturing, allows for the validation and treatment of strictures in an antegrade fashion. The EUS-transmural approach involves connecting a tract of the biliary system with the GI tract lumen. Moreover, the EUS-directed transgastric ERCP (EDGE) procedure, combining EUS and ERCP, presents a promising solution after gastric bypass. These advancements hold promise for expanding the horizons of comprehensive and successful biliary drainage interventions, laying the groundwork for further advancements in endoscopic procedures.
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Affiliation(s)
- Marco Spadaccini
- Division of Gastroenterology and Digestive Endoscopy, Humanitas Research Hospital-IRCCS, Via Manzoni 56, Rozzano, 20089 Milan, Italy; (M.S.); (C.M.G.); (M.F.); (M.C.); (M.A.); (S.C.); (R.M.); (F.S.); (A.D.M.); (G.F.); (C.H.)
- Department of Biomedical Sciences, Humanitas University, Via Rita Levi Montalcini 4, Pieve Emanuele, 20090 Milan, Italy
| | - Carmelo Marco Giacchetto
- Division of Gastroenterology and Digestive Endoscopy, Humanitas Research Hospital-IRCCS, Via Manzoni 56, Rozzano, 20089 Milan, Italy; (M.S.); (C.M.G.); (M.F.); (M.C.); (M.A.); (S.C.); (R.M.); (F.S.); (A.D.M.); (G.F.); (C.H.)
| | - Matteo Fiacca
- Division of Gastroenterology and Digestive Endoscopy, Humanitas Research Hospital-IRCCS, Via Manzoni 56, Rozzano, 20089 Milan, Italy; (M.S.); (C.M.G.); (M.F.); (M.C.); (M.A.); (S.C.); (R.M.); (F.S.); (A.D.M.); (G.F.); (C.H.)
| | - Matteo Colombo
- Division of Gastroenterology and Digestive Endoscopy, Humanitas Research Hospital-IRCCS, Via Manzoni 56, Rozzano, 20089 Milan, Italy; (M.S.); (C.M.G.); (M.F.); (M.C.); (M.A.); (S.C.); (R.M.); (F.S.); (A.D.M.); (G.F.); (C.H.)
| | - Marta Andreozzi
- Division of Gastroenterology and Digestive Endoscopy, Humanitas Research Hospital-IRCCS, Via Manzoni 56, Rozzano, 20089 Milan, Italy; (M.S.); (C.M.G.); (M.F.); (M.C.); (M.A.); (S.C.); (R.M.); (F.S.); (A.D.M.); (G.F.); (C.H.)
| | - Silvia Carrara
- Division of Gastroenterology and Digestive Endoscopy, Humanitas Research Hospital-IRCCS, Via Manzoni 56, Rozzano, 20089 Milan, Italy; (M.S.); (C.M.G.); (M.F.); (M.C.); (M.A.); (S.C.); (R.M.); (F.S.); (A.D.M.); (G.F.); (C.H.)
| | - Roberta Maselli
- Division of Gastroenterology and Digestive Endoscopy, Humanitas Research Hospital-IRCCS, Via Manzoni 56, Rozzano, 20089 Milan, Italy; (M.S.); (C.M.G.); (M.F.); (M.C.); (M.A.); (S.C.); (R.M.); (F.S.); (A.D.M.); (G.F.); (C.H.)
- Department of Biomedical Sciences, Humanitas University, Via Rita Levi Montalcini 4, Pieve Emanuele, 20090 Milan, Italy
| | - Fabio Saccà
- Division of Gastroenterology and Digestive Endoscopy, Humanitas Research Hospital-IRCCS, Via Manzoni 56, Rozzano, 20089 Milan, Italy; (M.S.); (C.M.G.); (M.F.); (M.C.); (M.A.); (S.C.); (R.M.); (F.S.); (A.D.M.); (G.F.); (C.H.)
| | - Alessandro De Marco
- Division of Gastroenterology and Digestive Endoscopy, Humanitas Research Hospital-IRCCS, Via Manzoni 56, Rozzano, 20089 Milan, Italy; (M.S.); (C.M.G.); (M.F.); (M.C.); (M.A.); (S.C.); (R.M.); (F.S.); (A.D.M.); (G.F.); (C.H.)
- Department of Biomedical Sciences, Humanitas University, Via Rita Levi Montalcini 4, Pieve Emanuele, 20090 Milan, Italy
| | - Gianluca Franchellucci
- Division of Gastroenterology and Digestive Endoscopy, Humanitas Research Hospital-IRCCS, Via Manzoni 56, Rozzano, 20089 Milan, Italy; (M.S.); (C.M.G.); (M.F.); (M.C.); (M.A.); (S.C.); (R.M.); (F.S.); (A.D.M.); (G.F.); (C.H.)
- Department of Biomedical Sciences, Humanitas University, Via Rita Levi Montalcini 4, Pieve Emanuele, 20090 Milan, Italy
| | - Kareem Khalaf
- Department of Gastroenterology, Saint Michael’s Hospital, University of Toronto, Toronto, ON M5B 1W8, Canada;
| | - Glenn Koleth
- Hospital Sultan Ismail, Malaysian Ministry of Health, Johor Bahru 81100, Malaysia;
| | - Cesare Hassan
- Division of Gastroenterology and Digestive Endoscopy, Humanitas Research Hospital-IRCCS, Via Manzoni 56, Rozzano, 20089 Milan, Italy; (M.S.); (C.M.G.); (M.F.); (M.C.); (M.A.); (S.C.); (R.M.); (F.S.); (A.D.M.); (G.F.); (C.H.)
- Department of Biomedical Sciences, Humanitas University, Via Rita Levi Montalcini 4, Pieve Emanuele, 20090 Milan, Italy
| | - Andrea Anderloni
- Gastroenterology and Digestive Endoscopy Unit, Fondazione IRCCS Policlinico San Matteo, 27100 Pavia, Italy;
| | - Alessandro Repici
- Division of Gastroenterology and Digestive Endoscopy, Humanitas Research Hospital-IRCCS, Via Manzoni 56, Rozzano, 20089 Milan, Italy; (M.S.); (C.M.G.); (M.F.); (M.C.); (M.A.); (S.C.); (R.M.); (F.S.); (A.D.M.); (G.F.); (C.H.)
- Department of Biomedical Sciences, Humanitas University, Via Rita Levi Montalcini 4, Pieve Emanuele, 20090 Milan, Italy
| | - Alessandro Fugazza
- Division of Gastroenterology and Digestive Endoscopy, Humanitas Research Hospital-IRCCS, Via Manzoni 56, Rozzano, 20089 Milan, Italy; (M.S.); (C.M.G.); (M.F.); (M.C.); (M.A.); (S.C.); (R.M.); (F.S.); (A.D.M.); (G.F.); (C.H.)
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Carrara S, Fantin A, Khalaf K, Rizkala T, Koleth G, Andreozzi M, Spadaccini M, Colombo M, Gruppo M, Bonifacio C, Gavazzi F, Capretti GL, Ridolfi C, Nappo G, Spaggiari P, Tommaso LD, Sollai M, Zerbi A, Maselli R, Fugazza A, Hassan C, Facciorusso A, Repici A. Exploring a novel composite method using non-contrast EUS enhanced microvascular imaging and cyst fluid analysis to differentiate pancreatic cystic lesions. Dig Liver Dis 2023; 55:1548-1553. [PMID: 37612214 DOI: 10.1016/j.dld.2023.08.038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/26/2023] [Revised: 07/07/2023] [Accepted: 08/03/2023] [Indexed: 08/25/2023]
Abstract
BACKGROUND AND AIMS Differentiating pancreatic cystic lesions (PCLs) remains a diagnostic challenge. The use of high-definition imaging modalities which detect tumor microvasculature have been described in solid lesions. We aim to evaluate the usefulness of cystic microvasculature when used in combination with cyst fluid biochemistry to differentiate PCLs. METHODS We retrospectively analyzed 110 consecutive patients with PCLs from 2 Italian Hospitals who underwent EUS with H-Flow and EUS fine needle aspiration to obtain cystic fluid. The accuracy of fluid biomarkers was evaluated against morphological features on radiology and EUS. Gold standard for diagnosis was surgical resection. A clinical and radiological follow up was applied in those patients who were not resected because not surgical indication and no signs of malignancy were shown. RESULTS Of 110 patients, 65 were diagnosed with a mucinous cyst, 41 with a non-mucinous cyst, and 4 with an undetermined cyst. Fluid analysis alone yielded 76.7% sensitivity, 56.7% specificity, 77.8 positive predictive value (PPV), 55.3 negative predictive value (NPV) and 56% accuracy in diagnosing pancreatic cysts alone. Our composite method yielded 97.3% sensitivity, 77.1% specificity, 90.1% PPV, 93.1% NPV, 73.2% accuracy. CONCLUSIONS This new composite could be applied to the holistic approach of combining cyst morphology, vascularity, and fluid analysis alongside endoscopist expertise.
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Affiliation(s)
- Silvia Carrara
- Humanitas Research Hospital -IRCCS-, Endoscopy Unit, Rozzano, Italy.
| | - Alberto Fantin
- Unit of Surgical Oncology of Digestive Tract, Veneto Institute of Oncology IOV-IRCCS, 35128 Padua, Italy
| | - Kareem Khalaf
- Division of Gastroenterology, St. Michael's Hospital, University of Toronto, Toronto, Canada
| | - Tommy Rizkala
- Humanitas University, Department of Biomedical Sciences, Pieve Emanuele, Italy
| | - Glenn Koleth
- Humanitas Research Hospital -IRCCS-, Endoscopy Unit, Rozzano, Italy
| | - Marta Andreozzi
- Humanitas Research Hospital -IRCCS-, Endoscopy Unit, Rozzano, Italy
| | - Marco Spadaccini
- Humanitas Research Hospital -IRCCS-, Endoscopy Unit, Rozzano, Italy
| | - Matteo Colombo
- Humanitas Research Hospital -IRCCS-, Endoscopy Unit, Rozzano, Italy
| | - Mario Gruppo
- Unit of Surgical Oncology of Digestive Tract, Veneto Institute of Oncology IOV-IRCCS, 35128 Padua, Italy
| | | | - Francesca Gavazzi
- Humanitas Research Hospital -IRCCS, Pancreatic Surgery Unit, Rozzano, Italy
| | | | - Cristina Ridolfi
- Humanitas Research Hospital -IRCCS, Pancreatic Surgery Unit, Rozzano, Italy
| | - Gennaro Nappo
- Humanitas Research Hospital -IRCCS, Pancreatic Surgery Unit, Rozzano, Italy
| | - Paola Spaggiari
- Humanitas Research Hospital -IRCCS-, Endoscopy Unit, Rozzano, Italy
| | - Luca Di Tommaso
- Humanitas Research Hospital -IRCCS, Pathology Unit, Rozzano, Italy
| | - Mauro Sollai
- Humanitas Research Hospital -IRCCS, Pathology Unit, Rozzano, Italy
| | - Alessandro Zerbi
- Humanitas University, Department of Biomedical Sciences, Pieve Emanuele, Italy; Humanitas Research Hospital -IRCCS, Pancreatic Surgery Unit, Rozzano, Italy
| | - Roberta Maselli
- Humanitas Research Hospital -IRCCS-, Endoscopy Unit, Rozzano, Italy; Humanitas University, Department of Biomedical Sciences, Pieve Emanuele, Italy
| | | | - Cesare Hassan
- Humanitas Research Hospital -IRCCS-, Endoscopy Unit, Rozzano, Italy; Humanitas University, Department of Biomedical Sciences, Pieve Emanuele, Italy
| | - Antonio Facciorusso
- Section of Gastroenterology, Department of Medical and Surgical Sciences, University of Foggia, Foggia, Italy
| | - Alessandro Repici
- Humanitas Research Hospital -IRCCS-, Endoscopy Unit, Rozzano, Italy; Humanitas University, Department of Biomedical Sciences, Pieve Emanuele, Italy
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3
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Carrara S, Rahal D, Khalaf K, Rizkala T, Koleth G, Bonifacio C, Andreozzi M, Mangiavillano B, Auriemma F, Bossi P, Balzarotti M, Facciorusso A, Staiano T, Maldi E, Spadaccini M, Colombo M, Fugazza A, Maselli R, Hassan C, Repici A. Diagnostic accuracy and safety of EUS-guided end-cutting fine-needle biopsy needles for tissue sampling of abdominal and mediastinal lymphadenopathies: a prospective multicenter series. Gastrointest Endosc 2023; 98:191-198. [PMID: 36990125 DOI: 10.1016/j.gie.2023.03.018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/21/2022] [Revised: 03/11/2023] [Accepted: 03/21/2023] [Indexed: 03/31/2023]
Abstract
BACKGROUND AND AIMS The role of the newer EUS fine-needle biopsy needles in lymphadenopathies (LAs) is still under evaluation. We aimed to evaluate the diagnostic accuracy and adverse event rate of EUS-guided fine-needle biopsy sampling (EUS-FNB) in diagnosing LAs. METHODS From June 2015 to June 2022, all patients referred to 4 institutions for EUS-FNB of mediastinal and abdominal LAs were enrolled. Twenty-two-gauge Franseen tip or 25-gauge fork-tip needles were used. The criterion standard for positive results was surgery or imaging and clinical evolution over a follow-up of at least 1 year. RESULTS One hundred consecutive patients were enrolled, consisting of those with a new diagnosis of LA (40%), presence of LA with a previous history of neoplasia (51%), or suspected lymphoproliferative disease (9%). EUS-FNB was technically feasible in all LA patients with 2 to 3 passes (mean, 2.62 ± .93). The overall sensitivity, positive predictive value, specificity, negative predictive value, and accuracy for EUS-FNB were 96.20%, 100%, 100%, 87.50%, and 97.00%, respectively. Histologic analysis was feasible in 89% of cases. Cytologic evaluation was performed in 67% of specimens. A statistical difference between the accuracy of the 22-gauge or 25-gauge needle (P = .63) was not found. A subanalysis on lymphoproliferative disease revealed a sensitivity and accuracy of 89.29% and 90.0%, respectively. No adverse events were recorded. CONCLUSIONS EUS-FNB with new end-cutting needles is a valuable and safe method to diagnose LAs. The high quality of histologic cores and the good amount of tissue allowed a complete immunohistochemical analysis of metastatic LAs and precise subtyping of the lymphomas. (Clinical trial registration number: NCT02855151.).
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Affiliation(s)
| | - Daoud Rahal
- Department of Pathology, Humanitas Research Center- IRCCS, Milan, Italy
| | - Kareem Khalaf
- Division of Gastroenterology and Digestive Endoscopy; Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy
| | - Tommy Rizkala
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy
| | - Glenn Koleth
- Division of Gastroenterology and Digestive Endoscopy
| | | | | | - Benedetto Mangiavillano
- Gastrointestinal Endoscopy Unit, Humanitas Mater Domini, Castellanza, Italy Humanitas University, Pieve Emanuele, Italy
| | - Francesco Auriemma
- Gastrointestinal Endoscopy Unit, Humanitas Mater Domini, Castellanza, Italy Humanitas University, Pieve Emanuele, Italy
| | - Paola Bossi
- Department of Pathology, Humanitas Research Center- IRCCS, Milan, Italy
| | - Monica Balzarotti
- Department of Medical Oncology and Hematology, Humanitas Research Hospital-IRCCS, Milan, Italy
| | - Antonio Facciorusso
- Section of Gastroenterology, Department of Medical and Surgical Sciences, University of Foggia, Foggia, Italy
| | - Teresa Staiano
- Digestive Endoscopy Unit, Candiolo Cancer Institute-IRCCS, Turin, Italy
| | - Elena Maldi
- Pathology Unit, Candiolo Cancer Institute, FPO-IRCCS, Turin, Italy
| | - Marco Spadaccini
- Division of Gastroenterology and Digestive Endoscopy; Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy
| | | | | | - Roberta Maselli
- Division of Gastroenterology and Digestive Endoscopy; Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy
| | - Cesare Hassan
- Division of Gastroenterology and Digestive Endoscopy; Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy
| | - Alessandro Repici
- Division of Gastroenterology and Digestive Endoscopy; Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy
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Spinelli A, Carrano FM, Laino ME, Andreozzi M, Koleth G, Hassan C, Repici A, Chand M, Savevski V, Pellino G. Artificial intelligence in colorectal surgery: an AI-powered systematic review. Tech Coloproctol 2023; 27:615-629. [PMID: 36805890 DOI: 10.1007/s10151-023-02772-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Accepted: 02/07/2023] [Indexed: 02/23/2023]
Abstract
Artificial intelligence (AI) has the potential to revolutionize surgery in the coming years. Still, it is essential to clarify what the meaningful current applications are and what can be reasonably expected. This AI-powered review assessed the role of AI in colorectal surgery. A Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA)-compliant systematic search of PubMed, Embase, Scopus, Cochrane Library databases, and gray literature was conducted on all available articles on AI in colorectal surgery (from January 1 1997 to March 1 2021), aiming to define the perioperative applications of AI. Potentially eligible studies were identified using novel software powered by natural language processing (NLP) and machine learning (ML) technologies dedicated to systematic reviews. Out of 1238 articles identified, 115 were included in the final analysis. Available articles addressed the role of AI in several areas of interest. In the preoperative phase, AI can be used to define tailored treatment algorithms, support clinical decision-making, assess the risk of complications, and predict surgical outcomes and survival. Intraoperatively, AI-enhanced surgery and integration of AI in robotic platforms have been suggested. After surgery, AI can be implemented in the Enhanced Recovery after Surgery (ERAS) pathway. Additional areas of applications included the assessment of patient-reported outcomes, automated pathology assessment, and research. Available data on these aspects are limited, and AI in colorectal surgery is still in its infancy. However, the rapid evolution of technologies makes it likely that it will increasingly be incorporated into everyday practice.
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Affiliation(s)
- A Spinelli
- IRCCS Humanitas Research Hospital, via Manzoni 56, 20089, Rozzano, MI, Italy.
- Department of Biomedical Sciences, Humanitas University, Via Rita Levi Montalcini 4, 20090, Pieve Emanuele, MI, Italy.
| | - F M Carrano
- IRCCS Humanitas Research Hospital, via Manzoni 56, 20089, Rozzano, MI, Italy
| | - M E Laino
- Artificial Intelligence Center, Humanitas Clinical and Research Center-IRCCS, Via A. Manzoni 56, 20089, Rozzano, MI, Italy
| | - M Andreozzi
- Department of Clinical Medicine and Surgery, University "Federico II" of Naples, Naples, Italy
| | - G Koleth
- Department of Gastroenterology and Hepatology, Hospital Selayang, Selangor, Malaysia
| | - C Hassan
- IRCCS Humanitas Research Hospital, via Manzoni 56, 20089, Rozzano, MI, Italy
| | - A Repici
- IRCCS Humanitas Research Hospital, via Manzoni 56, 20089, Rozzano, MI, Italy
| | - M Chand
- Wellcome EPSRC Centre for Interventional and Surgical Sciences (WEISS), University College London, London, UK
| | - V Savevski
- Artificial Intelligence Center, Humanitas Clinical and Research Center-IRCCS, Via A. Manzoni 56, 20089, Rozzano, MI, Italy
| | - G Pellino
- Department of Advanced Medical and Surgical Sciences, Università degli Studi della Campania "Luigi Vanvitelli", Naples, Italy
- Colorectal Surgery, Vall d'Hebron University Hospital, Universitat Autonoma de Barcelona UAB, Barcelona, Spain
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Carrara S, Spadaccini M, Maselli R, Fugazza A, Khalaf K, Koleth G, Repici A. EUS-guided esophageal lumen restoration in a young patient with complete luminal obstruction (with video). Endosc Ultrasound 2023; 12:382-383. [PMID: 37795351 PMCID: PMC10547246 DOI: 10.1097/eus.0000000000000002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Accepted: 04/12/2023] [Indexed: 10/06/2023] Open
Affiliation(s)
- Silvia Carrara
- Department of Gastroenterology, IRCCS Humanitas Research Hospital—Endoscopic Unit, Milan, Italy
| | - Marco Spadaccini
- Department of Gastroenterology, IRCCS Humanitas Research Hospital—Endoscopic Unit, Milan, Italy
- Department of Biomedical Sciences, Humanitas University, Milan, Italy
| | - Roberta Maselli
- Department of Gastroenterology, IRCCS Humanitas Research Hospital—Endoscopic Unit, Milan, Italy
- Department of Biomedical Sciences, Humanitas University, Milan, Italy
| | - Alessandro Fugazza
- Department of Gastroenterology, IRCCS Humanitas Research Hospital—Endoscopic Unit, Milan, Italy
| | - Kareem Khalaf
- Department of Gastroenterology, IRCCS Humanitas Research Hospital—Endoscopic Unit, Milan, Italy
| | - Glenn Koleth
- Department of Gastroenterology, IRCCS Humanitas Research Hospital—Endoscopic Unit, Milan, Italy
| | - Alessandro Repici
- Department of Gastroenterology, IRCCS Humanitas Research Hospital—Endoscopic Unit, Milan, Italy
- Department of Biomedical Sciences, Humanitas University, Milan, Italy
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6
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Koleth G, Emmanue J, Spadaccini M, Mascagni P, Khalaf K, Mori Y, Antonelli G, Maselli R, Carrara S, Galtieri PA, Pellegatta G, Fugazza A, Anderloni A, Selvaggio C, Bretthauer M, Aghemo A, Spinelli A, Savevski V, Sharma P, Hassan C, Repici A, Hassan C, Repici A. Artificial intelligence in gastroenterology: Where are we heading? Endosc Int Open 2022; 10:E1474-E1480. [PMID: 36397868 PMCID: PMC9666060 DOI: 10.1055/a-1907-6569] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Accepted: 07/20/2022] [Indexed: 10/17/2022] Open
Abstract
Background and study aims Artificial intelligence (AI) is set to impact several fields within gastroenterology. In gastrointestinal endoscopy, AI-based tools have translated into clinical practice faster than expected. We aimed to evaluate the status of research for AI in gastroenterology while predicting its future applications. Methods All studies registered on Clinicaltrials.gov up to November 2021 were analyzed. The studies included used AI in gastrointestinal endoscopy, inflammatory bowel disease (IBD), hepatology, and pancreatobiliary diseases. Data regarding the study field, methodology, endpoints, and publication status were retrieved, pooled, and analyzed to observe underlying temporal and geographical trends. Results Of the 103 study entries retrieved according to our inclusion/exclusion criteria, 76 (74 %) were based on AI application to gastrointestinal endoscopy, mainly for detection and characterization of colorectal neoplasia (52/103, 50 %). Image analysis was also more frequently reported than data analysis for pancreaticobiliary (six of 10 [60 %]), liver diseases (eight of nine [89 %]), and IBD (six of eight [75 %]). Overall, 48 of 103 study entries (47 %) were interventional and 55 (53 %) observational. In 2018, one of eight studies (12.5 %) were interventional, while in 2021, 21 of 34 (61.8 %) were interventional, with an inverse ratio between observational and interventional studies during the study period. The majority of the studies were planned as single-center (74 of 103 [72 %]) and more were in Asia (45 of 103 [44 %]) and Europe (44 of 103 [43 %]). Conclusions AI implementation in gastroenterology is dominated by computer-aided detection and characterization of colorectal neoplasia. The timeframe for translational research is characterized by a swift conversion of observational into interventional studies.
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Affiliation(s)
- Glenn Koleth
- Hospital Selayang, Department of Gastroenterology and Hepatology, Selangor, Malaysia
| | - James Emmanue
- Hospital Selayang, Department of Gastroenterology and Hepatology, Selangor, Malaysia,Queen Elizabeth Hospital, Department of Gastroenterology and Hepatology, Sabah, Malaysia
| | - Marco Spadaccini
- Humanitas University, Department of Biomedical Sciences, Pieve Emanuele, Italy,Humanitas Clinical and Research Center – IRCCS, Endoscopy Unit, Rozzano, Italy
| | - Pietro Mascagni
- Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy,Institute of Image-Guided Surgery, IHU-Strasbourg, France
| | - Kareem Khalaf
- Humanitas University, Department of Biomedical Sciences, Pieve Emanuele, Italy,Humanitas Clinical and Research Center – IRCCS, Endoscopy Unit, Rozzano, Italy
| | - Yuichi Mori
- Clinical Effectiveness Research Group, Institute of Health and Society, Faculty of Medicine, University of Oslo, Oslo, Norway,Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan
| | - Giulio Antonelli
- "Sapienza" University of Rome, Department of Anatomical, Histological, Forensic Medicine and Orthopedics Sciences, Rome, Italy,Ospedale dei Castelli Hospital, Gastroenterology and Digestive Endoscopy Unit, Ariccia, Rome, Italy
| | - Roberta Maselli
- Humanitas University, Department of Biomedical Sciences, Pieve Emanuele, Italy,Humanitas Clinical and Research Center – IRCCS, Endoscopy Unit, Rozzano, Italy
| | - Silvia Carrara
- Humanitas Clinical and Research Center – IRCCS, Endoscopy Unit, Rozzano, Italy
| | | | - Gaia Pellegatta
- Humanitas Clinical and Research Center – IRCCS, Endoscopy Unit, Rozzano, Italy
| | - Alessandro Fugazza
- Humanitas Clinical and Research Center – IRCCS, Endoscopy Unit, Rozzano, Italy
| | - Andrea Anderloni
- Humanitas Clinical and Research Center – IRCCS, Endoscopy Unit, Rozzano, Italy
| | - Carmelo Selvaggio
- Humanitas University, Department of Biomedical Sciences, Pieve Emanuele, Italy
| | - Michael Bretthauer
- Clinical Effectiveness Research Group, Institute of Health and Society, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Alessio Aghemo
- Humanitas University, Department of Biomedical Sciences, Pieve Emanuele, Italy,Humanitas Research Hospital – IRCCS, Internal Medicine and Hepatology Unit, Rozzano, Italy
| | - Antonino Spinelli
- Humanitas University, Department of Biomedical Sciences, Pieve Emanuele, Italy,Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy; Division of Colon and Rectal Surgery, Humanitas Clinical and Research Hospital IRCCS, Rozzano, Milan, Italy
| | - Victor Savevski
- Humanitas Clinical and Research Center – IRCCS, Artificial Intelligence Research, Rozzano, Italy
| | - Prateek Sharma
- Kansas City VA Medical Center, Gastroenterology and Hepatology, Kansas City, United States
| | - Cesare Hassan
- Humanitas University, Department of Biomedical Sciences, Pieve Emanuele, Italy,Humanitas Clinical and Research Center – IRCCS, Endoscopy Unit, Rozzano, Italy
| | - Alessandro Repici
- Humanitas University, Department of Biomedical Sciences, Pieve Emanuele, Italy,Humanitas Clinical and Research Center – IRCCS, Endoscopy Unit, Rozzano, Italy
| | - Cesare Hassan
- Digestive Endoscopy Unit, IRCCS Humanitas Research Hospital, Rozzano, Italy
| | - Alessandro Repici
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy
- Digestive Endoscopy Unit, IRCCS Humanitas Research Hospital, Rozzano, Italy
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Spadaccini M, Koleth G, Emmanuel J, Khalaf K, Facciorusso A, Grizzi F, Hassan C, Colombo M, Mangiavillano B, Fugazza A, Anderloni A, Carrara S, Repici A. Enhanced endoscopic ultrasound imaging for pancreatic lesions: The road to artificial intelligence. World J Gastroenterol 2022; 28:3814-3824. [PMID: 36157539 PMCID: PMC9367228 DOI: 10.3748/wjg.v28.i29.3814] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/09/2022] [Revised: 06/07/2022] [Accepted: 07/06/2022] [Indexed: 02/06/2023] Open
Abstract
Early detection of pancreatic cancer has long eluded clinicians because of its insidious nature and onset. Often metastatic or locally invasive when symptomatic, most patients are deemed inoperable. In those who are symptomatic, multi-modal imaging modalities evaluate and confirm pancreatic ductal adenocarcinoma. In asymptomatic patients, detected pancreatic lesions can be either solid or cystic. The clinical implications of identifying small asymptomatic solid pancreatic lesions (SPLs) of < 2 cm are tantamount to a better outcome. The accurate detection of SPLs undoubtedly promotes higher life expectancy when resected early, driving the development of existing imaging tools while promoting more comprehensive screening programs. An imaging tool that has matured in its reiterations and received many image-enhancing adjuncts is endoscopic ultrasound (EUS). It carries significant importance when risk stratifying cystic lesions and has substantial diagnostic value when combined with fine needle aspiration/biopsy (FNA/FNB). Adjuncts to EUS imaging include contrast-enhanced harmonic EUS and EUS-elastography, both having improved the specificity of FNA and FNB. This review intends to compile all existing enhancement modalities and explore ongoing research around the most promising of all adjuncts in the field of EUS imaging, artificial intelligence.
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Affiliation(s)
- Marco Spadaccini
- Digestive Endoscopy Unit, Division of Gastroenterology, Humanitas Research Hospital and University, Milan 20800, Italy
| | - Glenn Koleth
- Digestive Endoscopy Unit, Division of Gastroenterology, Humanitas Research Hospital and University, Milan 20800, Italy
| | - James Emmanuel
- Department of Gastroenterology and Hepatology, Queen Elizabeth, Kota Kinabalu 88200, Sabah, Malaysia
| | - Kareem Khalaf
- Digestive Endoscopy Unit, Division of Gastroenterology, Humanitas Research Hospital and University, Milan 20800, Italy
| | - Antonio Facciorusso
- Section of Gastroenterology, Department of Medical Sciences, University of Foggia, Foggia 71122, Italy
| | - Fabio Grizzi
- Department of Immunology and Inflammation, Humanitas Clinical and Research Hospital, Rozzano 20089, Italy
| | - Cesare Hassan
- Digestive Endoscopy Unit, Division of Gastroenterology, Humanitas Research Hospital and University, Milan 20800, Italy
| | - Matteo Colombo
- Digestive Endoscopy Unit, Division of Gastroenterology, Humanitas Research Hospital and University, Milan 20800, Italy
| | - Benedetto Mangiavillano
- Digestive Endoscopy Unit, Division of Gasteroenterology, Humanitas Mater Domini, Castellanza 21053, Italy
| | - Alessandro Fugazza
- Digestive Endoscopy Unit, Division of Gastroenterology, Humanitas Research Hospital and University, Milan 20800, Italy
| | - Andrea Anderloni
- Digestive Endoscopy Unit, Division of Gastroenterology, Humanitas Research Hospital and University, Milan 20800, Italy
| | - Silvia Carrara
- Digestive Endoscopy Unit, Division of Gastroenterology, Humanitas Research Hospital and University, Milan 20800, Italy
| | - Alessandro Repici
- Digestive Endoscopy Unit, Division of Gastroenterology, Humanitas Research Hospital and University, Milan 20800, Italy
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8
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Fugazza A, Khalaf K, Colombo M, Carrara S, Spadaccini M, Koleth G, Troncone E, Maselli R, Repici A, Anderloni A. Role of endoscopic ultrasound in vascular interventions: Where are we now? World J Gastrointest Endosc 2022; 14:354-366. [PMID: 35978714 PMCID: PMC9265255 DOI: 10.4253/wjge.v14.i6.354] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/27/2021] [Revised: 03/08/2022] [Accepted: 05/17/2022] [Indexed: 02/06/2023] Open
Abstract
From a mere diagnostic tool to an imperative treatment modality, endoscopic ultrasound (EUS) has evolved and revolutionized safer efficient options for vascular interventions. Currently it is an alternative treatment option in the management of gastrointestinal bleeding, primarily variceal type bleeding. Conventional treatment option prior to EUS incorporation had limited efficiency and high adverse events. The characterization and detail provided by EUS gives a cutting edge towards a holistically successful management choice. Data indicates that EUS-guided combination therapy of coil embolization and glue injection has the higher efficacy for the treatment of varices. Conversely, similar treatment options that exist for esophageal and other ectopic variceal bleeding was also outlined. In conclusion, many studies refer that a combination therapy of coil and glue injection under EUS guidance provides higher technical success with fewer recurrence and adverse events, making its adaptation in the guideline extremely favorable. Endo-hepatology is a novel disciple with a promising future outlook, we reviewed topics regarding portal vein access, pressure gradient measurement, and thrombus biopsy that are crucial interventions as alternative of radiological procedures. The purpose of this review is to provide an update on the latest available evidence in the literature regarding the role of EUS in vascular interventions. We reviewed the role of EUS in variceal bleeding in recent studies, especially gastric varices and novel approaches aimed at the portal vein.
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Affiliation(s)
- Alessandro Fugazza
- Division of Gastroenterology and Digestive Endoscopy, Department of Gastroenterology, Humanitas Research Hospital, Rozzano 20089, Italy
| | - Kareem Khalaf
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele 20090, Italy
| | - Matteo Colombo
- Division of Gastroenterology and Digestive Endoscopy, Department of Gastroenterology, Humanitas Research Hospital, Rozzano 20089, Italy
| | - Silvia Carrara
- Division of Gastroenterology and Digestive Endoscopy, Department of Gastroenterology, Humanitas Research Hospital, Rozzano 20089, Italy
| | - Marco Spadaccini
- Division of Gastroenterology and Digestive Endoscopy, Department of Gastroenterology, Humanitas Research Hospital, Rozzano 20089, Italy
| | - Glenn Koleth
- Division of Gastroenterology and Digestive Endoscopy, Department of Gastroenterology, Humanitas Research Hospital, Rozzano 20089, Italy
| | - Edoardo Troncone
- Department of Systems Medicine, University of Rome "Tor Vergata", Roma 00133, Italy
| | - Roberta Maselli
- Division of Gastroenterology and Digestive Endoscopy, Department of Gastroenterology, Humanitas Research Hospital, Rozzano 20089, Italy
| | - Alessandro Repici
- Division of Gastroenterology and Digestive Endoscopy, Department of Gastroenterology, Humanitas Research Hospital, Rozzano 20089, Italy
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele 20090, Italy
| | - Andrea Anderloni
- Division of Gastroenterology and Digestive Endoscopy, Department of Gastroenterology, Humanitas Research Hospital, Rozzano 20089, Italy
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9
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Spadaccini M, Hassan C, Alfarone L, Da Rio L, Maselli R, Carrara S, Galtieri PA, Pellegatta G, Fugazza A, Koleth G, Emmanuel J, Anderloni A, Mori Y, Wallace MB, Sharma P, Repici A. Comparing the number and relevance of false activations between 2 artificial intelligence computer-aided detection systems: the NOISE study. Gastrointest Endosc 2022; 95:975-981.e1. [PMID: 34995639 DOI: 10.1016/j.gie.2021.12.031] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2021] [Accepted: 12/25/2021] [Indexed: 12/11/2022]
Abstract
BACKGROUND AND AIMS Artificial intelligence has been shown to be effective in polyp detection, and multiple computer-aided detection (CADe) systems have been developed. False-positive (FP) activation emerged as a possible way to benchmark CADe performance in clinical practice. The aim of this study was to validate a previously developed classification of FPs comparing the performances of different brands of approved CADe systems. METHODS We compared 2 different consecutive video libraries (40 video per arm) collected at Humanitas Research Hospital with 2 different CADe system brands (CADe A and CADe B). For each video, the number of CADe false activations, cause, and time spent by the endoscopist to examine the area erroneously highlighted were reported. The FP activations were classified according to the previously developed classification of FPs (the NOISE classification) according to their cause and relevance. RESULTS In CADe A 1021 FP activations were registered across the 40 videos (25.5 ± 12.2 FPs per colonoscopy), whereas in CADe B 1028 were identified (25.7 ± 13.2 FPs per colonoscopy; P = .53). Among them, 22.9 ± 9.9 (89.8% in CADe A) and 22.1 ± 10.0 (86.0% in CADe B) were because of artifacts from the bowel wall. Conversely, 2.6 ± 1.9 (10.2% in CADe A) and 3.5 ± 2.1 (14% in CADe B) were caused by bowel content (P = .45). Within CADe A each false activation required .2 ± .9 seconds, with 1.6 ± 1.0 FPs (6.3%) requiring additional time for endoscopic assessment. Comparable results were reported within CADe B with .2 ± .8 seconds spent per false activation and 1.8 ± 1.2 FPs per colonoscopy requiring additional inspection. CONCLUSIONS The use of a standardized nomenclature provided comparable results with either of the 2 recently approved CADe systems. (Clinical trial registration number: NCT04399590.).
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Affiliation(s)
- Marco Spadaccini
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Italy; Endoscopy Unit, Humanitas Clinical and Research Center-IRCCS, Rozzano, Italy
| | - Cesare Hassan
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Italy; Endoscopy Unit, Humanitas Clinical and Research Center-IRCCS, Rozzano, Italy
| | - Ludovico Alfarone
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Italy; Endoscopy Unit, Humanitas Clinical and Research Center-IRCCS, Rozzano, Italy
| | - Leonardo Da Rio
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Italy; Endoscopy Unit, Humanitas Clinical and Research Center-IRCCS, Rozzano, Italy
| | - Roberta Maselli
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Italy; Endoscopy Unit, Humanitas Clinical and Research Center-IRCCS, Rozzano, Italy
| | - Silvia Carrara
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Italy
| | | | - Gaia Pellegatta
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Italy
| | - Alessandro Fugazza
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Italy
| | - Glenn Koleth
- Department of Gastroenterology and Hepatology, Hospital Selayang, Selangor, Malaysia
| | - James Emmanuel
- Department of Gastroenterology and Hepatology, Queen Elizabeth Hospital, Sabah, Malaysia
| | - Andrea Anderloni
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Italy
| | - Yuichi Mori
- Clinical Effectiveness Research Group, Institute of Health and Society, Faculty of Medicine, University of Oslo, Oslo, Norway; Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan
| | - Michael B Wallace
- Endoscopy Unit, Sheikh Shakhbout Medical City, Abu Dhabi, United Arab Emirates
| | - Prateek Sharma
- Department of Gastroenterology and Hepatology, Kansas City VA Medical Center, Kansas City, USA
| | - Alessandro Repici
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Italy; Endoscopy Unit, Humanitas Clinical and Research Center-IRCCS, Rozzano, Italy
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Cooper DJ, Grigg MJ, Plewes K, Rajahram GS, Piera KA, William T, Menon J, Koleth G, Edstein MD, Birrell GW, Wattanakul T, Tarning J, Patel A, Yeo TW, Dondorp AM, Anstey NM, Barber BE. The effect of regularly dosed acetaminophen versus no acetaminophen on renal function in Plasmodium knowlesi malaria (PACKNOW): a randomised controlled trial. Clin Infect Dis 2022; 75:1379-1388. [PMID: 35180298 PMCID: PMC9555834 DOI: 10.1093/cid/ciac152] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Indexed: 12/22/2022] Open
Abstract
Background Acetaminophen inhibits cell-free hemoglobin-induced lipid peroxidation and improves renal function in severe falciparum malaria but has not been evaluated in other infections with prominent hemolysis, including Plasmodium knowlesi malaria. Methods PACKNOW was an open-label, randomized, controlled trial of acetaminophen (500 mg or 1000 mg every 6 hours for 72 hours) vs no acetaminophen in Malaysian patients aged ≥5 years with knowlesi malaria of any severity. The primary end point was change in creatinine at 72 hours. Secondary end points included longitudinal changes in creatinine in patients with severe malaria or acute kidney injury (AKI), stratified by hemolysis. Results During 2016–2018, 396 patients (aged 12–96 years) were randomized to acetaminophen (n = 199) or no acetaminophen (n = 197). Overall, creatinine fell by a mean (standard deviation) 14.9% (18.1) in the acetaminophen arm vs 14.6% (16.0) in the control arm (P = .81). In severe disease, creatinine fell by 31.0% (26.5) in the acetaminophen arm vs 20.4% (21.5) in the control arm (P = .12), and in those with hemolysis by 35.8% (26.7) and 19% (16.6), respectively (P = .07). No difference was seen overall in patients with AKI; however, in those with AKI and hemolysis, creatinine fell by 34.5% (20.7) in the acetaminophen arm vs 25.9% (15.8) in the control arm (P = .041). Mixed-effects modeling demonstrated a benefit of acetaminophen at 72 hours (P = .041) and 1 week (P = .002) in patients with severe malaria and with AKI and hemolysis (P = .027 and P = .002, respectively). Conclusions Acetaminophen did not improve creatinine among the entire cohort but may improve renal function in patients with severe knowlesi malaria and in those with AKI and hemolysis. Clinical Trials Registration NCT03056391.
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Affiliation(s)
- Daniel J Cooper
- Menzies School of Health Research and Charles Darwin University, Darwin, Northern Territory, Australia.,Infectious Diseases Society Sabah-Menzies School of Health Research Clinical Research Unit, Kota Kinabalu, Sabah, Malaysia.,Department of Medicine, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - Matthew J Grigg
- Menzies School of Health Research and Charles Darwin University, Darwin, Northern Territory, Australia.,Infectious Diseases Society Sabah-Menzies School of Health Research Clinical Research Unit, Kota Kinabalu, Sabah, Malaysia
| | - Katherine Plewes
- Mahidol Oxford Tropical Medicine Research Unit, Bangkok, Thailand.,Centre for Tropical Medicine and Global Health, University of Oxford, Oxford, UK.,University of British Columbia, Vancouver, Canada
| | - Giri S Rajahram
- Infectious Diseases Society Sabah-Menzies School of Health Research Clinical Research Unit, Kota Kinabalu, Sabah, Malaysia.,Infectious Diseases Unit, Queen Elizabeth Hospital, Kota Kinabalu, Malaysia
| | - Kim A Piera
- Menzies School of Health Research and Charles Darwin University, Darwin, Northern Territory, Australia
| | | | | | | | - Michael D Edstein
- Department of Drug Evaluation, Australian Defence Force Malaria and Infectious Disease Institute (ADFMIDI), Brisbane, Queensland, Australia
| | - Geoffrey W Birrell
- Department of Drug Evaluation, Australian Defence Force Malaria and Infectious Disease Institute (ADFMIDI), Brisbane, Queensland, Australia
| | - Thanaporn Wattanakul
- Mahidol Oxford Tropical Medicine Research Unit, Bangkok, Thailand.,Centre for Tropical Medicine and Global Health, University of Oxford, Oxford, UK
| | - Joel Tarning
- Mahidol Oxford Tropical Medicine Research Unit, Bangkok, Thailand.,Centre for Tropical Medicine and Global Health, University of Oxford, Oxford, UK
| | - Aatish Patel
- Infectious Diseases Society Sabah-Menzies School of Health Research Clinical Research Unit, Kota Kinabalu, Sabah, Malaysia
| | | | - Arjen M Dondorp
- Mahidol Oxford Tropical Medicine Research Unit, Bangkok, Thailand.,Centre for Tropical Medicine and Global Health, University of Oxford, Oxford, UK
| | - Nicholas M Anstey
- Menzies School of Health Research and Charles Darwin University, Darwin, Northern Territory, Australia.,Infectious Diseases Society Sabah-Menzies School of Health Research Clinical Research Unit, Kota Kinabalu, Sabah, Malaysia
| | - Bridget E Barber
- Menzies School of Health Research and Charles Darwin University, Darwin, Northern Territory, Australia.,Infectious Diseases Society Sabah-Menzies School of Health Research Clinical Research Unit, Kota Kinabalu, Sabah, Malaysia.,QIMR Berghofer Medical Research Institute, Brisbane, Australia
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