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Ben-Horin S, Salomon N, Karampekos G, Viazis N, Lahat A, Ungar B, Eliakim R, Kuperstein R, Kriger-Sharabi O, Reiss-Mintz H, Yanai H, Dotan I, Zittan E, Maharshak N, Hirsch A, Weitman M, Mantzaris GJ, Kopylov U. Curcumin-QingDai Combination for Patients With Active Ulcerative Colitis: A Randomized, Double-Blinded, Placebo-Controlled Trial. Clin Gastroenterol Hepatol 2024; 22:347-356.e6. [PMID: 37302449 DOI: 10.1016/j.cgh.2023.05.023] [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: 01/25/2023] [Revised: 05/22/2023] [Accepted: 05/23/2023] [Indexed: 06/13/2023]
Abstract
BACKGROUND & AIMS We evaluated the efficacy of herbal combination of curcumin-QingDai (CurQD) in active ulcerative colitis (UC). METHODS Part I was an open-label trial of CurQD in patients with active UC, defined by a Simple Clinical Colitis Activity Index score of 5 or higher and a Mayo endoscopic subscore of 2 or higher. Part II was a placebo-controlled trial conducted in Israel and Greece, randomizing active UC patients at a 2:1 ratio to enteric-coated CurQD 3 g/d or placebo for 8 weeks. The co-primary outcome was clinical response (reduction in the Simple Clinical Colitis Activity Index of ≥3 points) and an objective response (Mayo endoscopic subscore improvement of ≥1 or a 50% fecal calprotectin reduction). Responding patients continued either maintenance curcumin or placebo alone for an additional 8 weeks. Aryl-hydrocarbon receptor activation was assessed by cytochrome P450 1A1 (CYP1A1) mucosal expression. RESULTS In part I, 7 of 10 patients responded and 3 of 10 achieved clinical remission. Of 42 patients in part II, the week 8 co-primary outcome was achieved in 43% and 8% of CurQD and placebo patients, respectively (P = .033). Clinical response was observed in 85.7% vs 30.7% (P < .001), clinical remission in 14 of 28 (50%) vs 1 of 13 (8%; P = .01), a 50% calprotectin reduction in 46.4% vs 15.4% (P = .08), and endoscopic improvement in 75% vs 20% (P = .036) in the CurQD and placebo groups, respectively. Adverse events were comparable between groups. By week 16, curcumin-maintained clinical response, clinical remission, and clinical biomarker response rates were 93%, 80%, and 40%, respectively. CurQD uniquely up-regulated mucosal CYP1A1 expression, which was not observed among patients receiving placebo, mesalamine, or biologics. CONCLUSIONS In this placebo-controlled trial, CurQD was effective for inducing response and remission in active UC patients. The aryl-hydrocarbon receptor pathway may merit further study as a potential UC treatment target. CLINICALTRIALS gov ID: NCT03720002.
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Affiliation(s)
- Shomron Ben-Horin
- Department of Gastroenterology, Sheba Medical Center, Ramat-Gan, Israel; School of Medicine, Tel-Aviv University, Tel-Aviv, Israel.
| | - Nir Salomon
- Department of Gastroenterology, Sheba Medical Center, Ramat-Gan, Israel.
| | - Georgios Karampekos
- Department of Gastroenterology, Evangelismos-Polykliniki General Hospital of Athens, Athens, Greece
| | - Nikos Viazis
- Department of Gastroenterology, Evangelismos-Polykliniki General Hospital of Athens, Athens, Greece
| | - Adi Lahat
- Department of Gastroenterology, Sheba Medical Center, Ramat-Gan, Israel; School of Medicine, Tel-Aviv University, Tel-Aviv, Israel
| | - Bella Ungar
- Department of Gastroenterology, Sheba Medical Center, Ramat-Gan, Israel; School of Medicine, Tel-Aviv University, Tel-Aviv, Israel
| | - Rami Eliakim
- Department of Gastroenterology, Sheba Medical Center, Ramat-Gan, Israel; School of Medicine, Tel-Aviv University, Tel-Aviv, Israel
| | - Rafael Kuperstein
- School of Medicine, Tel-Aviv University, Tel-Aviv, Israel; Leviev Heart Center, Sheba Medical Center, Ramat-Gan, Israel
| | | | - Hilla Reiss-Mintz
- Gastroenterology Department, Mayanei HaYeshua Medical Center, Bnei Brak, Israel
| | - Henit Yanai
- School of Medicine, Tel-Aviv University, Tel-Aviv, Israel; Division of Gastroenterology, Rabin Medical Center, Petah Tikva, Israel
| | - Iris Dotan
- School of Medicine, Tel-Aviv University, Tel-Aviv, Israel; Division of Gastroenterology, Rabin Medical Center, Petah Tikva, Israel
| | - Eran Zittan
- Department of Gastroenterology and Liver Diseases, Emek Medical Center, Afula, Israel; The Rappaport Faculty of Medicine Technion, Israel Institute of Technology, Haifa, Israel
| | - Nitsan Maharshak
- School of Medicine, Tel-Aviv University, Tel-Aviv, Israel; Department of Gastroenterology, Tel Aviv Medical Center, Tel-Aviv, Israel
| | - Ayal Hirsch
- School of Medicine, Tel-Aviv University, Tel-Aviv, Israel; Department of Gastroenterology, Tel Aviv Medical Center, Tel-Aviv, Israel
| | - Michal Weitman
- MS Unit, Chemistry Department, Bar llan University, Ramat-Gan, Israel
| | - Gerassimos J Mantzaris
- Department of Gastroenterology, Evangelismos-Polykliniki General Hospital of Athens, Athens, Greece
| | - Uri Kopylov
- Department of Gastroenterology, Sheba Medical Center, Ramat-Gan, Israel; School of Medicine, Tel-Aviv University, Tel-Aviv, Israel
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Ni Z, Zhu L, Li S, Zhang Y, Zhao R. Characteristics and associated factors of health information-seeking behaviour among patients with inflammatory bowel disease in the digital era: a scoping review. BMC Public Health 2024; 24:307. [PMID: 38279086 PMCID: PMC10821566 DOI: 10.1186/s12889-024-17758-w] [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] [Subscribe] [Scholar Register] [Received: 07/07/2023] [Accepted: 01/12/2024] [Indexed: 01/28/2024] Open
Abstract
BACKGROUND Health Information-Seeking Behaviour (HISB) is necessary for self-management and medical decision-making among patients with inflammatory bowel disease (IBD). With the advancement of information technology, health information needs and seeking are reshaped among patients with IBD. This scoping review aims to gain a comprehensive understanding of HISB of people with IBD in the digital age. METHODS This scoping review adhered to Arksey and O'Malley's framework and Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews frameworks (PRISMA-ScR). A comprehensive literature search was conducted in PubMed, Embase, Web of Science, PsycINFO, CINAHL, and three Chinese databases from January 1, 2010 to April 10, 2023. Employing both deductive and inductive content analysis, we scrutinized studies using Wilson's model. RESULTS In total, 56 articles were selected. Within the information dimension of HISB among patients with IBD, treatment-related information, particularly medication-related information, was identified as the most critical information need. Other information requirements included basic IBD-related information, daily life and self-management, sexual and reproductive health, and other needs. In the sources dimension, of the eight common sources of information, the internet was the most frequently mentioned source of information, while face-to-face communication with healthcare professionals was the preferred source. Associated factors were categorized into six categories: demographic characteristics, psychological aspects, role-related or interpersonal traits, environmental aspects, source-related characteristics, and disease-related factors. Moreover, the results showed five types of HISB among people with IBD, including active searching, ongoing searching, passive attention, passive searching, and avoid seeking. Notably, active searching, especially social information seeking, appeared to be the predominant common type of HISB among people with IBD in the digital era. CONCLUSION Information needs and sources for patients with IBD exhibit variability, and their health information-seeking behaviour is influenced by a combination of diverse factors, including resource-related and individual factors. Future research should focus on the longitudinal changes in HISB among patients with IBD. Moreover, efforts should be made to develop information resources that are both convenient and provide credible information services, although the development of such resources requires further investigation and evaluation.
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Affiliation(s)
- Zijun Ni
- Nursing Department, The Second Affiliated Hospital of Zhejiang University School of Medicine, No.88 Jiefang Road, Hangzhou, 310009, China
- Department of Nursing, School of Medicine, Zhejiang University, Hangzhou, China
| | - Lingli Zhu
- Nursing Department, The Second Affiliated Hospital of Zhejiang University School of Medicine, No.88 Jiefang Road, Hangzhou, 310009, China
- Department of Nursing, School of Medicine, Zhejiang University, Hangzhou, China
| | - Shuyan Li
- Nursing Department, The Second Affiliated Hospital of Zhejiang University School of Medicine, No.88 Jiefang Road, Hangzhou, 310009, China
| | - Yuping Zhang
- Nursing Department, The Second Affiliated Hospital of Zhejiang University School of Medicine, No.88 Jiefang Road, Hangzhou, 310009, China
| | - Ruiyi Zhao
- Nursing Department, The Second Affiliated Hospital of Zhejiang University School of Medicine, No.88 Jiefang Road, Hangzhou, 310009, China.
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Rubin DT, Torres J, Dotan I, Xu LT, Modesto I, Woolcott JC, Gardiner S, Sands BE. An Insight into Patients' Perspectives of Ulcerative Colitis Flares via Analysis of Online Public Forum Posts. Inflamm Bowel Dis 2023:izad247. [PMID: 37934789 DOI: 10.1093/ibd/izad247] [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] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Indexed: 11/09/2023]
Abstract
BACKGROUND The knowledge of patients' perceptions of factors contributing to ulcerative colitis (UC) flares is limited; however, online patient communications could offer insight. This analysis aimed to identify the most frequent patient-reported triggers and symptoms of UC flares, which could highlight potential interventions for outcome improvement. METHODS Online posts written pre- and postflare by patients with UC on 8 public forums in 6 countries between January 1, 2019, and February 14, 2021, were identified using flare-related keywords. Flare-related posts were captured and Netbase Quid™ artificial intelligence text analytics and natural language processing software were used to semantically map and identify commonly discussed themes and topics (subsets of themes). RESULTS Of >27 000 patient posts, 12 900 were identified as flare related. The most frequent themes were treatment experiences and side effects (28.5% of posts), followed by flare symptoms (22.9% of posts). The most frequent topic was emotional/peer support (9.4% of posts), followed by experiences with mesalamine (and other oral/rectal formulations; 8.0% of posts), and dietary recommendations (6.0% of posts). Stress and anxiety were the most frequently reported flare triggers (37.9% of posts), followed by diet (28.4% of posts). Stress and anxiety were frequently identified as both triggers for, and general symptoms of, flare. Blood in the stool was the most discussed flare indicator (57.8% of posts). CONCLUSIONS Frequently discussed patient-perceived triggers of UC flares included diet, stress, and anxiety. These results suggest that physicians could incorporate a broader and more holistic approach to UC monitoring and management than is currently practiced.
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Affiliation(s)
- David T Rubin
- Inflammatory Bowel Disease Center, University of Chicago Medicine, Chicago, IL, USA
| | - Joana Torres
- Gastroenterology Division, Hospital Beatriz Ângelo, Loures, Portugal
- Division of Gastroenterology, Hospital da Luz, Lisbon, Portugal
- Faculty of Medicine, University of Lisbon, Portugal
| | - Iris Dotan
- Division of Gastroenterology, Rabin Medical Center, Petah Tikva, Israel
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | | | | | | | | | - Bruce E Sands
- Dr. Henry D. Janowitz Division of Gastroenterology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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Engel T, Dotan E, Synett Y, Held R, Soffer S, Ben‐Horin S, Kopylov U. Self-reported treatment effectiveness for Crohn's disease using a novel crowdsourcing web-based platform. United European Gastroenterol J 2023; 11:621-632. [PMID: 37370250 PMCID: PMC10493337 DOI: 10.1002/ueg2.12424] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [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: 01/21/2023] [Accepted: 05/17/2023] [Indexed: 06/29/2023] Open
Abstract
BACKGROUND AND AIMS Internet and social media platforms have become an unprecedented source for sharing self-experience, potentially allowing the collection and integration of health data with patient experience. StuffThatWorks (STW) is an online open platform that applies machine learning and the power of crowdsourcing, where patients with chronic medical conditions can self-report and compare their individual outcomes using a structured online questionnaire. We aimed to conduct a cross-sectional, international, crowdsourcing, artificial-intelligence (AI) web-based study of patients with Crohn's disease (CD) self-reporting their outcomes. METHODS A proprietary STW Bayesian inference model was built to measure improvement in CD severity (on scale of 1-5) for each treatment and ranked treatments using effectiveness. The effectiveness of first-line biological treatments was analyzed by multiple comparisons and by calculating odds ratios and 95% confidence intervals for each treatment pair. RESULTS We included 7593 self-reported CD patients for the analysis. Most of the participants were female (75.8%) and from English-speaking countries (95.7%). Overall, anti-TNF drugs were the most reported tried treatment (52.8%). Infliximab (IFX) was ranked as the most effective treatment by the STW effectiveness model followed by bowel surgery (second), adalimumab (ADA, third), ustekinumab (UST, 4rd), and vedolizumab (VDZ, fifth). In paired comparison analyses, IFX was most effective, ADA had similar effectiveness compared to UST and all three were more effective than VDZ. CONCLUSION We present the first online crowdsourcing AI platform-based study of self-reported treatment effectiveness in CD. Net-based crowdsourcing patient-reported outcome platforms can potentially help both clinicians and patients select the best treatment for their condition.
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Affiliation(s)
- Tal Engel
- Department of GastroenterologySheba Medical CenterRamat GanIsrael
- Sackler Faculty of MedicineTel Aviv UniversityTel AvivIsrael
| | - Eran Dotan
- Sackler Faculty of MedicineTel Aviv UniversityTel AvivIsrael
- StuffThatWorks©Tel AvivIsrael
| | | | | | - Shelly Soffer
- Internal Medicine BAssuta Medical CenterAshdodIsrael
- Ben‐Gurion University of the NegevBe'er ShevaIsrael
| | - Shomron Ben‐Horin
- Department of GastroenterologySheba Medical CenterRamat GanIsrael
- Sackler Faculty of MedicineTel Aviv UniversityTel AvivIsrael
| | - Uri Kopylov
- Department of GastroenterologySheba Medical CenterRamat GanIsrael
- Sackler Faculty of MedicineTel Aviv UniversityTel AvivIsrael
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Yanai H, Salomon N, Lahat A, Ungar B, Eliakim R, Kriger-Sharabi O, Reiss-Mintz H, Koslowsky B, Shitrit ABG, Tamir-Degabli N, Dotan I, Zittan E, Maharshak N, Hirsch A, Ben-Horin S, Kopylov U. Real-world experience with Curcumin-QingDai combination for patients with active ulcerative colitis: A retrospective multicentre cohort study. Aliment Pharmacol Ther 2023; 58:175-181. [PMID: 37157131 DOI: 10.1111/apt.17538] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/08/2023] [Revised: 03/06/2023] [Accepted: 04/19/2023] [Indexed: 05/10/2023]
Abstract
BACKGROUND Curcumin and QingDai (QD, Indigo) have been shown to be effective for treating active ulcerative colitis (UC). AIM To evaluate the real-world experience with the Curcumin-QingDai (CurQD) herbal combination to induce remission in active UC. METHODS A retrospec-tive multicentre adult cohort study from five tertiary academic centres (2018-2022). Active UC was defined as a Simple Clinical Colitis Activity Index (SCCAI) ≥ 3. Patients were induced by CurQD. The primary outcome was clinical remission at weeks 8-12, defined as SCCAI ≤2 and a decrease ≥3 points from baseline. Secondary outcomes were clinical response (SCCAI decrease ≥3 points), corticosteroid-free remission, faecal calprotectin (FC) response (reduction ≥50%), FC normalisation (FC ≤100 μg/g for patients with FC ≥300 μg/g at baseline), and safety. All outcomes were analysed for patients who were maintaining stable treatment. RESULTS Eighty-eight patients were included; 50% were biologics/small molecules experienced, and 36.5% received ≥2 biologics/small molecules. Clinical remission was achieved in 41 (46.5%), and clinical response in 53 (60.2%). Median SCCAI decreased from 7 (IQR:5-9) to 2 (IQR:1-3); p < 0.0001. Of the 26 patients on corticosteroids at baseline, seven achieved corticosteroid-free remission. Among 43 biologics/small molecules experienced patients, clinical remission was achieved in 39.5% and clinical response in 58.1%. FC normalisation and response were achieved in 17/29 and 27/33, respectively. Median FC decreased from 1000 μg/g (IQR:392-2772) at baseline to 75 μg/g (IQR:12-136) at the end of inductions (n = 30 patients with paired samples); p < 0.0001. No overt safety signals emerged. CONCLUSION In this real-world cohort, CurQD effectively induced clinical and biomarker remission in patients with active UC, including patients who were biologics/small molecules experienced.
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Affiliation(s)
- Henit Yanai
- Division of Gastroenterology, Rabin Medical Center, Petah Tikva, Israel
- Sackler School of Medicine, Tel-Aviv University, Tel-Aviv, Israel
| | - Nir Salomon
- Department of Gastroenterology, Sheba Medical Center, Ramat Gan, Israel
| | - Adi Lahat
- Sackler School of Medicine, Tel-Aviv University, Tel-Aviv, Israel
- Department of Gastroenterology, Sheba Medical Center, Ramat Gan, Israel
| | - Bella Ungar
- Sackler School of Medicine, Tel-Aviv University, Tel-Aviv, Israel
- Department of Gastroenterology, Sheba Medical Center, Ramat Gan, Israel
| | - Rami Eliakim
- Sackler School of Medicine, Tel-Aviv University, Tel-Aviv, Israel
- Department of Gastroenterology, Sheba Medical Center, Ramat Gan, Israel
| | | | - Hilla Reiss-Mintz
- Department of Gastroenterology, Mayanei HaYeshua Medical Center, Bnei Brak, Israel
| | - Benjamin Koslowsky
- Digestive Diseases Institute, Shaare Zedek Medical Center, Jerusalem, Israel
- Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel
| | - Ariella Bar-Gil Shitrit
- Digestive Diseases Institute, Shaare Zedek Medical Center, Jerusalem, Israel
- Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel
| | - Natalie Tamir-Degabli
- Sackler School of Medicine, Tel-Aviv University, Tel-Aviv, Israel
- Department of Internal Medicine E, Tel Aviv Sourasky Medical Center, Tel-Aviv, Israel
| | - Iris Dotan
- Division of Gastroenterology, Rabin Medical Center, Petah Tikva, Israel
- Sackler School of Medicine, Tel-Aviv University, Tel-Aviv, Israel
| | - Eran Zittan
- Department of Gastroenterology and Liver Diseases, Emek Medical Center, Afula, Israel
- The Rappaport Faculty of Medicine Technion-Israel Institute of Technology, Haifa, Israel
| | - Nitsan Maharshak
- Sackler School of Medicine, Tel-Aviv University, Tel-Aviv, Israel
- Department of Gastroenterology, Tel Aviv Medical Center, Tel-Aviv, Israel
| | - Ayal Hirsch
- Sackler School of Medicine, Tel-Aviv University, Tel-Aviv, Israel
- Department of Gastroenterology, Tel Aviv Medical Center, Tel-Aviv, Israel
| | - Shomron Ben-Horin
- Sackler School of Medicine, Tel-Aviv University, Tel-Aviv, Israel
- Department of Gastroenterology, Sheba Medical Center, Ramat Gan, Israel
| | - Uri Kopylov
- Sackler School of Medicine, Tel-Aviv University, Tel-Aviv, Israel
- Department of Gastroenterology, Sheba Medical Center, Ramat Gan, Israel
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Norouzkhani N, Faramarzi M, Ghodousi Moghadam S, Karimi MA, Shokri Shirvani J, Bahari A, ShojaeiBaghini M, Eslami S, Tabesh H. Identification of the informational and supportive needs of patients diagnosed with inflammatory bowel disease: a scoping review. Front Psychol 2023; 14:1055449. [PMID: 37251032 PMCID: PMC10211349 DOI: 10.3389/fpsyg.2023.1055449] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Accepted: 04/11/2023] [Indexed: 05/31/2023] Open
Abstract
Background Inflammatory Bowel Disease (IBD) affects the quality of life. Patient education and support needs are crucial components of comprehensive chronic illness care. The main purposes of this review were to (i) explore the informational and supportive needs of these patients to improve the quality of life in the existing literature and (ii) identify the gaps related to the needs of the patients in articles. Methods The scoping review is based on the Daudt methodological framework, a modified version of Arksey and O'Malley. Electronic databases were extensively searched from January 01, 2000 to April 30, 2022. Four electronic databases (PubMed/Medline, CINAHL, APA PsycInfo, Psychology and Behavioral Sciences Collection, APA PsycArticles, and ProQuest) were searched using controlled vocabulary, and specific keywords. The searched terms were matched to each database. We manually searched two key journals, namely the Journal of Inflammatory Bowel Disease and the Journal of Crohn's and Colitis. Results In the review, 75 studies on the assessment of the information and support needs of patients with IBD were reviewed. In this regard, 62 and 53 studies were regarding information needs and support needs, respectively. Most of the information needs of patients with IBD reported in the studies were related to diet needs, and educational needs were the most essential support needs. Conclusions Health policymakers and managers can develop care and educational programs related to this disease in health centers according to the needs of the patients. Health professionals, especially gastroenterologists, are the primary referral sources for information on patients. Therefore, gastroenterologists can take the lead in planning and educating the patients and sharing their decisions. Systematic review registration OSF, https://doi.org/10.17605/OSF.IO/3MWGJ.
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Affiliation(s)
- Narges Norouzkhani
- Department of Medical Informatics, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Mahbobeh Faramarzi
- Fatemeh Zahra Infertility and Reproductive Health Research Center, Babol University of Medical Sciences, Babol, Iran
| | - Sara Ghodousi Moghadam
- Department of Medical Informatics, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
- Technology, Neyshabur University of Medical Sciences, Neyshabur, Iran
| | - Mohammad Amin Karimi
- School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | | | - Ali Bahari
- Department of Internal Medicine, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Mahdie ShojaeiBaghini
- Medical Informatics Research Center, Institute for Futures Studies in Health, Kerman University of Medical Sciences, Kerman, Iran
| | - Saeid Eslami
- Department of Medical Informatics, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
- Pharmaceutical Research Center, Mashhad University of Medical Sciences, Mashhad, Iran
- Department of Medical Informatics, Amsterdam UMC, University of Amsterdam, Amsterdam, Netherlands
| | - Hamed Tabesh
- Department of Medical Informatics, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
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