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Lee YJ, Kwak SG, Kim ES, Kim SK, Lee HS, Chung YJ, Jang BI, Kim KO, Kim J, Jo HH, Kim EY. Mobile monitoring system detects the disease activity pattern and shows the association with clinical outcomes in patients with newly diagnosed Crohn's disease. Sci Rep 2024; 14:9405. [PMID: 38658648 PMCID: PMC11043071 DOI: 10.1038/s41598-024-59914-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2023] [Accepted: 04/16/2024] [Indexed: 04/26/2024] Open
Abstract
We aimed to determine whether Crohn's disease (CD) activity patterns assessed via a web-based symptom diary can help predict clinical outcomes in patients with newly diagnosed CD. Patients diagnosed with CD within the preceding 3 months were prospectively enrolled at four tertiary centers. All patients recorded their symptoms on a website using a smartphone at least once a week. The index outcomes were disease-related admission and surgery during follow-up. The disease activity from enrollment to outcome or last follow-up was reviewed for pattern analysis. Cox regression analysis was used to identify the predictors of disease outcomes. A total of 102 patients were enrolled. During a median follow-up period of 42 months, 25 (24.5%) and 6 (5.9%) patients required admission and surgery, respectively. Poor activity pattern was an independent predictor of disease-related hospitalization (adjusted hazard ratio [aHR], 3.96; 95% confidence interval [CI] 1.5-10.45; p = 0.005). A poor activity pattern (aHR, 19.48; 95% CI 1.86-203.95; p = 0.013) and female sex (aHR, 11.28; 95% CI 1.49-85.01; p = 0.018) were found to be independent predictors of bowel resection. CD disease activity patterns monitored through the mobile monitoring system may help predict clinical outcomes, such as disease-related hospitalization and surgery, in patients with newly diagnosed CD.
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Affiliation(s)
- Yoo Jin Lee
- Department of Internal Medicine, Keimyung University School of Medicine, Daegu, South Korea
| | - Sang Gyu Kwak
- Department of Medical Statistics, Catholic University of Daegu School of Medicine, Daegu, South Korea
| | - Eun Soo Kim
- Department of Internal Medicine, School of Medicine, Kyungpook National University, 130 Dongdeuk-ro, Jung-gu, Daegu, South Korea.
| | - Sung Kook Kim
- Department of Internal Medicine, School of Medicine, Kyungpook National University, 130 Dongdeuk-ro, Jung-gu, Daegu, South Korea
| | - Hyun Seok Lee
- Department of Internal Medicine, School of Medicine, Kyungpook National University, 130 Dongdeuk-ro, Jung-gu, Daegu, South Korea
| | - Yun Jin Chung
- Department of Internal Medicine, School of Medicine, Kyungpook National University, 130 Dongdeuk-ro, Jung-gu, Daegu, South Korea
| | - Byung Ik Jang
- Department of Internal Medicine, Yeungnam University College of Medicine, 317‑1 Daemyung 5 Dong, Daegu, 705-703, South Korea.
| | - Kyeong Ok Kim
- Department of Internal Medicine, Yeungnam University College of Medicine, 317‑1 Daemyung 5 Dong, Daegu, 705-703, South Korea
| | - Jeongseok Kim
- Department of Internal Medicine, Keimyung University School of Medicine, Daegu, South Korea
| | - Hyeong Ho Jo
- Department of Internal Medicine, Catholic University of Daegu School of Medicine, Daegu, South Korea
| | - Eun Young Kim
- Department of Internal Medicine, Catholic University of Daegu School of Medicine, Daegu, South Korea
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Majidova K, Handfield J, Kafi K, Martin RD, Kubinski R. Role of Digital Health and Artificial Intelligence in Inflammatory Bowel Disease: A Scoping Review. Genes (Basel) 2021; 12:1465. [PMID: 34680860 PMCID: PMC8535572 DOI: 10.3390/genes12101465] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2021] [Accepted: 09/14/2021] [Indexed: 12/12/2022] Open
Abstract
Inflammatory bowel diseases (IBD), subdivided into Crohn's disease (CD) and ulcerative colitis (UC), are chronic diseases that are characterized by relapsing and remitting periods of inflammation in the gastrointestinal tract. In recent years, the amount of research surrounding digital health (DH) and artificial intelligence (AI) has increased. The purpose of this scoping review is to explore this growing field of research to summarize the role of DH and AI in the diagnosis, treatment, monitoring and prognosis of IBD. A review of 21 articles revealed the impact of both AI algorithms and DH technologies; AI algorithms can improve diagnostic accuracy, assess disease activity, and predict treatment response based on data modalities such as endoscopic imaging and genetic data. In terms of DH, patients utilizing DH platforms experienced improvements in quality of life, disease literacy, treatment adherence, and medication management. In addition, DH methods can reduce the need for in-person appointments, decreasing the use of healthcare resources without compromising the standard of care. These articles demonstrate preliminary evidence of the potential of DH and AI for improving the management of IBD. However, the majority of these studies were performed in a regulated clinical environment. Therefore, further validation of these results in a real-world environment is required to assess the efficacy of these methods in the general IBD population.
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Affiliation(s)
| | | | | | | | - Ryszard Kubinski
- Phyla Technologies Inc., Montréal, QC H3C 4J9, Canada; (K.M.); (J.H.); (K.K.); (R.D.M.)
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Nielsen AS, Kidholm K, Kayser L. Patients' reasons for non-use of digital patient-reported outcome concepts: A scoping review. Health Informatics J 2020; 26:2811-2833. [PMID: 32731773 DOI: 10.1177/1460458220942649] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Data from digitally administered patient reported outcomes (PROs) is used more and more in routine healthcare for long-term conditions as a part of daily clinical practice. This literature study reviews empirical studies of digital PRO to examine patients' reasons for non-use of digitally administered PRO data in routine care. This scoping review searched through PubMed, Embase, Web of Science and PsycINFO databases, reporting on study population, intervention, duration of intervention and motivational factors alongside stated reasons for nonparticipation or dropout for each study. The patients' reasons for not participating, either from study start or by dropout, were analysed through a thematic approach.Fifty-one studies were included, published from 2010 to 2019, mostly from Europe and the Unites States covering different long-term conditions. The reasons for non-use are manifold and cover the themes of ability to use PRO, engagement, emotional distress and technical barriers.Several reasons are given explaining why patients with long-term conditions are not using digitally administered PRO as intended. This should be taken into account in the design phase of digital PRO interventions and considered in conversations with patients during the intervention.
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Affiliation(s)
| | - Kristian Kidholm
- Kristian Kidholm Odense University Hospital, University of Southern Denmark, Denmark
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Abstract
PURPOSE OF REVIEW Telehealth is the delivery of health care using the most recent technological advances. With the growing complexity of inflammatory bowel disease (IBD) care, telehealth allows for delivery of specialty services to an extended population. We reviewed the most recent literature on telehealth modalities, including patient-reported and disease outcomes associated with use of telehealth. RECENT FINDINGS Current methods of telemedicine include telehealth, remote patient monitoring, and the use of mobile applications. Remote patient monitoring via web applications has been studied with improvement in patient-reported quality of life, medication adherence, and decreased heath care costs. Mobile applications can be used for symptom reporting and alert the medical team if a patient is reporting increased symptoms. These web and mobile applications allow for treatment decisions to occur without the delay of an office visit. There remain limitations to telehealth including technological concerns, physician acceptance, and licensing and reimbursement inequities. Telemedicine is a safe, effective, and accepted method of meeting the growing demand for complex IBD care throughout the world. The use of telehealth video conference and remote patient monitoring with web-based applications and text messaging has been shown to ease financial burdens of chronic disease, improve patient quality of life, and lead to improved clinical outcomes.
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Affiliation(s)
- Lauren A George
- University of Maryland School of Medicine, 685 W. Baltimore St., Suite 8-00, Baltimore, MD, 21201, USA
| | - Raymond K Cross
- University of Maryland School of Medicine, 685 W. Baltimore St., Suite 8-00, Baltimore, MD, 21201, USA.
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Ye BD, Travis S. Improving the quality of care for inflammatory bowel disease. Intest Res 2019; 17:45-53. [PMID: 30449081 PMCID: PMC6361018 DOI: 10.5217/ir.2018.00113] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/05/2018] [Revised: 10/05/2018] [Accepted: 10/05/2018] [Indexed: 02/06/2023] Open
Abstract
Great strides have been achieved in the development of quality-of-care measures and standards for inflammatory bowel disease (IBD) over the last decade. The central structural component of care in IBD revolves around the multidisciplinary team, which should be equipped with the necessary resources to operate and implement decisions. Process measures have been defined by interest groups and can be adapted into process tools for the delivery of care for various patient subgroups and clinical scenarios. The emerging treat-to-target approach to IBD management may be used to achieve optimal long-term and holistic patient-centred outcomes, such as survival, control of inflammation and disease progression, symptomatic remission, quality of life and complications. Other important quality-of-care outcome measures for IBD include disutility of care, healthcare utilization and other patient-reported outcomes such as nutritional status and impact of fistulae. The current challenge for healthcare providers and health systems is the integration of quality-of-care structures and processes into clinical practice, and the consistent delivery of updated evidence-based quality IBD care to various patient populations by individual health care providers. Finally, the awareness and appreciation for quality of care in IBD is increasing in Asia, and Asian healthcare institutions should be encouraged to take the lead in improving the quality of care in IBD.
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Affiliation(s)
- Byong Duk Ye
- Department of Gastroenterology and Inflammatory Bowel Disease Center, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - Simon Travis
- Translational Gastroenterology Unit, Oxford University Hospitals, Oxford, UK
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