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Colt SF, Choi RJ, Wexler A. To Counsel or Not to Counsel: Physician Attitudes and Experiences with Do-It-Yourself (DIY) Fecal Microbiota Transplant (FMT). AJOB Empir Bioeth 2024:1-12. [PMID: 38935586 DOI: 10.1080/23294515.2024.2370776] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/29/2024]
Abstract
BACKGROUND In the early 2010s, a phenomenon known as do-it-yourself (DIY) fecal microbiota transplant (FMT) emerged as lay individuals began self-administering FMTs at home. Although prior research indicates that many individuals who perform DIY FMT have sought advice from healthcare providers, to date there has been no investigation of physicians' experiences with DIY FMT. The objective of this qualitative study was to examine the attitudes of physicians who offer FMT regarding the practice of DIY FMT and to assess how they navigated the ethical challenges of patient requests for DIY FMT. METHODS We recruited physicians listed on two patient-created online databases of FMT providers. All physicians who indicated having been approached for advice about DIY FMT were included in the study. Semi-structured interviews with physicians explored their attitudes toward and experiences with DIY FMT. RESULTS Of 18 physicians interviewed, one reported having provided counsel in response to an initial patient inquiry about DIY FMT, 2 indicated they explicitly advised against DIY FMT and refused to provide advice, and 15 fell in a middle category of discouraging DIY FMT and discussing reasons why. Among the physicians in this third category, four reported that they had changed their approach to providing counsel in response to a patient telling them they were going to perform DIY FMT anyway. CONCLUSIONS Physicians in our study employed a wide range of strategies for promoting safety in the DIY FMT context, from explicitly advising against the procedure to the provision of guidance aimed at mitigating potential harms. While there has been increasing attention to the practices of DIY medicine, this study underscores the need for greater attention to the ethically complex situations that physicians face when patients request guidance for unapproved at-home treatments.
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Affiliation(s)
- Susannah F Colt
- Department of Medical Ethics and Health Policy, University of Pennsylvania, Philadelphia, PA, USA
| | - Rebekah J Choi
- Department of Medical Ethics and Health Policy, University of Pennsylvania, Philadelphia, PA, USA
| | - Anna Wexler
- Department of Medical Ethics and Health Policy, University of Pennsylvania, Philadelphia, PA, USA
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Raimond LH, O'Donnell S, Bøggild-Damkvist T, Filges T, Lomborg K. Open-source automated insulin delivery systems and formal healthcare: A qualitative study of challenges in the interaction between service-users with type 1 diabetes and healthcare professionals. Chronic Illn 2023; 19:836-847. [PMID: 36437583 DOI: 10.1177/17423953221142341] [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] [Indexed: 11/29/2022]
Abstract
OBJECTIVES To explore the challenges that open-source automated insulin delivery systems pose to the encounter between service-users and healthcare professionals and how these challenges might be addressed in the future. METHODS Five adult service-users and six healthcare professionals participated in semi-structured interviews. A six-step thematic analysis was conducted, the focus being on challenges and needs for improvement of the interactions. RESULTS The analysis revealed three overarching challenges and wishes: (1) Lack of exchange of experiences. Service-users are reticent about disclosing their use of the systems to healthcare professionals. (2) Unclear ethical responsibility. Service-users are aware of their responsibility and guidelines can help to alleviate healthcare professional's legal responsibility; however, ambiguities around ethical responsibility for healthcare professionals remain an impediment to meaningful clinical interactions. (3) Unresolved individual and mutual expectations. Service-users expect better access to technology and focus on psychosocial aspects. In contrast, healthcare professionals fear the burden associated with the rising technical expectations. CONCLUSION Transparency and openness towards open-source systems need to be part of service-user and healthcare professionals interaction. Requirements for future care include improved knowledge about the systems, an openminded approach towards user-driven initiatives among healthcare professionals, and a focus on psychosocial aspects in the interaction.
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Affiliation(s)
- Linda H Raimond
- Steno Diabetes Center Copenhagen, Herlev, Denmark
- Type1 - Diabetes Think Tank, Copenhagen, Denmark
| | | | | | - Tine Filges
- Type1 - Diabetes Think Tank, Copenhagen, Denmark
| | - Kirsten Lomborg
- Steno Diabetes Center Copenhagen, Herlev, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
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Künzler J, Züger T, Stettler C, Laimer MW, Melmer A. Comparing the technical reliability and insulin dosing of a "do-it-yourself artificial pancreas" with a commercial hybrid closed-loop system in a "shadow-mode" scenario: An exploratory study. Diabetes Obes Metab 2023. [PMID: 37311723 DOI: 10.1111/dom.15161] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Revised: 05/17/2023] [Accepted: 05/21/2023] [Indexed: 06/15/2023]
Affiliation(s)
- Juri Künzler
- Department of Diabetes, Endocrinology, Nutritional Medicine and Metabolism UDEM, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Thomas Züger
- Department of Endocrinology and Metabolic Diseases, Kantonsspital Olten, Olten, Switzerland
| | - Christoph Stettler
- Department of Diabetes, Endocrinology, Nutritional Medicine and Metabolism UDEM, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Markus Wolfgang Laimer
- Department of Diabetes, Endocrinology, Nutritional Medicine and Metabolism UDEM, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Andreas Melmer
- Department of Diabetes, Endocrinology, Nutritional Medicine and Metabolism UDEM, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
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Dahlberg M, Lek M, Malmqvist Castillo M, Bylund A, Hasson H, Riggare S, Reinius M, Wannheden C. Objectives and outcomes of patient-driven innovations published in peer-reviewed journals: a qualitative analysis of publications included in a scoping review. BMJ Open 2023; 13:e071363. [PMID: 37263703 PMCID: PMC10255190 DOI: 10.1136/bmjopen-2022-071363] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/30/2022] [Accepted: 05/20/2023] [Indexed: 06/03/2023] Open
Abstract
OBJECTIVES The aim of this study was to gain a deeper understanding of the objectives and outcomes of patient-driven innovations that have been published in the scientific literature, focusing on (A) the unmet needs that patient-driven innovations address and (B) the outcomes for patients and healthcare that have been reported. METHODS We performed an inductive qualitative content analysis of scientific publications that were included in a scoping review of patient-driven innovations, previously published by our research group. The review was limited to English language publications in peer-reviewed journals, published in the years 2008-2020. RESULTS In total, 83 publications covering 21 patient-driven innovations were included in the analysis. Most of the innovations were developed for use on an individual or community level without healthcare involvement. We created three categories of unmet needs that were addressed by these innovations: access to self-care support tools, open sharing of information and knowledge, and patient agency in self-care and healthcare decisions. Eighteen (22%) publications reported outcomes of patient-driven innovations. We created two categories of outcomes: impact on self-care, and impact on peer interaction and healthcare collaboration. CONCLUSIONS The patient-driven innovations illustrated a diversity of innovative approaches to facilitate patients' and informal caregivers' daily lives, interactions with peers and collaborations with healthcare. As our findings indicate, patients and informal caregivers are central stakeholders in driving healthcare development and research forward to meet the needs that matter to patients and informal caregivers. However, only few studies reported on outcomes of patient-driven innovations. To support wider implementation, more evaluation studies are needed, as well as research into regulatory approval processes, dissemination and governance of patient-driven innovations.
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Affiliation(s)
- Marie Dahlberg
- Department of Learning, Informatics, Management and Ethics, Karolinska Institute, Stockholm, Sweden
| | - Madelen Lek
- Department of Learning, Informatics, Management and Ethics, Karolinska Institute, Stockholm, Sweden
| | - Moa Malmqvist Castillo
- Department of Learning, Informatics, Management and Ethics, Karolinska Institute, Stockholm, Sweden
| | - Ami Bylund
- Department of Learning, Informatics, Management and Ethics, Karolinska Institute, Stockholm, Sweden
| | - Henna Hasson
- Department of Learning, Informatics, Management and Ethics, Karolinska Institute, Stockholm, Sweden
- Unit for Implementation and Evaluation, Center for Epidemiology and Community Medicine, Region Stockholm, Stockholms Lans Landsting, Stockholm, Sweden
| | - Sara Riggare
- Participatory eHealth and Health Data, Department of Women's and Children's Health, Uppsala Universitet, Uppsala, Sweden
| | - Maria Reinius
- Department of Learning, Informatics, Management and Ethics, Karolinska Institute, Stockholm, Sweden
| | - Carolina Wannheden
- Department of Learning, Informatics, Management and Ethics, Karolinska Institute, Stockholm, Sweden
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O'Donnell S, Cooper D, Chen Y, Ballhausen H, Lewis DM, Froment T, Anna Gajewska K, Tappe A, Skinner T, Cleal B, Braune K. Barriers to uptake of Open-Source automated insulin delivery Systems: Analysis of socioeconomic factors and perceived challenges of adults with type 1 diabetes from the OPEN survey. Diabetes Res Clin Pract 2023; 197:110235. [PMID: 36581143 DOI: 10.1016/j.diabres.2022.110235] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/09/2022] [Revised: 12/13/2022] [Accepted: 12/21/2022] [Indexed: 12/27/2022]
Abstract
AIMS Social and technical trends are empowering people with diabetes to co-create or self-develop medical devices and treatments to address their unmet healthcare needs, for example, open-source automated insulin delivery (AID) systems. This study aims to investigate the perceived barriers towards adoption and maintaining of open-source AID systems. METHODS This is a multinational study based on a cross-sectional, retrospective web-based survey of non-users of open-source AID. Participants (n = 129) with type 1 diabetes from 31 countries were recruited online to elicit their perceived barriers towards building and maintaining of an open-source AID system. RESULTS Sourcing the necessary components, lack of confidence in one's own technology knowledge and skills, perceived time and energy required to build a system, and fear of losing healthcare provider support appear to be major barriers towards the uptake of open-source AID. CONCLUSIONS This study identified a range of structural and individual-level barriers to uptake of open-source AID. Some of these individual-level barriers may be overcome over time through the peer support of the DIY online community as well as greater acceptance of open-source innovation among healthcare professionals. The findings have important implications for understanding the possible wider diffusion of open-source diabetes technology solutions in the future.
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Affiliation(s)
- Shane O'Donnell
- University College Dublin, School of Sociology, Belfield, Ireland; University of Copenhagen, Department of Psychology, Copenhagen, Denmark.
| | - Drew Cooper
- Charité - Universitätsmedizin Berlin, Institute of Medical Informatics, Berlin, Germany; Charité - Universitätsmedizin Berlin, Department of Paediatric Endocrinology and Diabetes, Berlin, Germany; Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Berlin, Germany.
| | - Yanbing Chen
- University College Dublin, Michael Smurfit Graduate Business School, Dublin, Ireland.
| | - Hanne Ballhausen
- Charité - Universitätsmedizin Berlin, Department of Paediatric Endocrinology and Diabetes, Berlin, Germany; Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Berlin, Germany; #dedoc° Diabetes Online Community, Dedoc Labs GmbH, Berlin, Germany.
| | | | - Timothée Froment
- University College Dublin, School of Sociology, Belfield, Ireland.
| | | | | | - Timothy Skinner
- Australian Centre for Behavioural Research in Diabetes, Melbourne, Australia; Department of Psychology, University of Copenhagen, Copenhagen Denmark; La Trobe University, Bendigo, Australia.
| | - Bryan Cleal
- Steno Diabetes Center Copenhagen, Herlev, Denmark.
| | - Katarina Braune
- Charité - Universitätsmedizin Berlin, Institute of Medical Informatics, Berlin, Germany; Charité - Universitätsmedizin Berlin, Department of Paediatric Endocrinology and Diabetes, Berlin, Germany; Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Berlin, Germany.
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Morrison AE, Senior PA, Bubela T, Farnsworth K, Witteman HO, Lam A. Do-It-Yourself and Commercial Automated Insulin Delivery Systems in Type 1 Diabetes: An Uncertain Area for Canadian Health-care Providers. Can J Diabetes 2022; 46:863-870. [PMID: 35945126 DOI: 10.1016/j.jcjd.2022.06.003] [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: 01/28/2022] [Revised: 05/27/2022] [Accepted: 06/13/2022] [Indexed: 01/15/2023]
Abstract
In the past century, since the discovery of insulin, methods of insulin delivery and glucose monitoring have advanced technologically. In particular, the introduction of insulin pumps, providing continuous subcutaneous insulin infusion (CSII), and continuous glucose monitors (CGMs) have been revolutionary for people living with type 1 diabetes. In this review, we have focussed on automated insulin delivery (AID) systems and discuss the implications of both approved and off-label options for the user and health-care providers. By pairing insulin pumps with CGM, AID systems facilitate automated adjustment in insulin delivery based on CGM readings. A subset of these have been developed commercially and were granted regulatory approval. In contrast, unregulated do-it-yourself AID systems, designed and set up by people living with type 1 diabetes and their families, have advanced rapidly and are gaining popularity worldwide. These patient-driven technologies have demonstrated impressive user self-reported improvements in glycemic control and quality of life, but have not been evaluated in any formal randomized controlled trials or by regulators. This presents challenging uncertainty for health-care providers, in addition to ethical and legal implications in supporting people with diabetes who wish to use these technologies. The current knowledge, opinions and practices relating to the use of AID systems across Canada are unknown. Gathering this information will highlight current practice and areas of knowledge gaps and concern and will assist in focussed education. This understanding is crucial to ensure people with type 1 diabetes using these systems have access to optimal, consistent and safe patient-centred care.
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Affiliation(s)
- Amy E Morrison
- Division of Endocrinology and Metabolism, Department of Medicine, Walter C. MacKenzie Health Sciences Centre, University of Alberta, Edmonton, Alberta, Canada.
| | - Peter A Senior
- Division of Endocrinology and Metabolism, Department of Medicine, Walter C. MacKenzie Health Sciences Centre, University of Alberta, Edmonton, Alberta, Canada; Diabetes Action Canada, Toronto, Ontario, Canada
| | - Tania Bubela
- Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | | | - Holly O Witteman
- Department of Family and Emergency Medicine and Office of Education and Professional Development, Université Laval, Québec City, Québec, Canada
| | - Anna Lam
- Division of Endocrinology and Metabolism, Department of Medicine, Walter C. MacKenzie Health Sciences Centre, University of Alberta, Edmonton, Alberta, Canada
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Morrison AE, Chong K, Senior PA, Lam A. A scoping review of Do-It-Yourself Automated Insulin Delivery system (DIY AID) use in people with type 1 diabetes. PLoS One 2022; 17:e0271096. [PMID: 35951597 PMCID: PMC9371307 DOI: 10.1371/journal.pone.0271096] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2022] [Accepted: 06/23/2022] [Indexed: 11/18/2022] Open
Abstract
INTRODUCTION User designed Automated Insulin Delivery systems (AID), termed Do-It-Yourself (DIY) AID include; AndroidAPS, OpenAPS and Loop. These unregulated systems provide challenges for healthcare providers worldwide, with potential legal and ethical barriers to supporting their use. We performed a scoping review of the currently available literature surrounding DIY AID systems, specifically to highlight the evidence available to facilitate healthcare providers to support persons with diabetes who may benefit from DIY AID. METHODS Studies relating to DIY AID systems were searched in Embase, Medline, Web of Science, Scopus, Proquest and Cochrane library until 31st December 2021. Publications were screened through title and abstract to identify study type and AID system type described. A thematic synthesis methodology was used for analysis of studies of DIY AID use due to the heterogeneity in study designs (case reports, qualitative, cross-sectional and cohort studies), with similarity in outcome themes. RESULTS Following implementation of the search strategy, 38 relevant full texts were identified; comprising 12 case reports, 9 qualitative studies and 17 cohort studies, and data was also available from 24 relevant conference abstracts. No randomized studies were identified. Common themes were identified in the outcomes across the studies; glycemic variability, safety, quality of life, healthcare provider attitudes and social media. CONCLUSION There is extensive real-world data, but a lack of randomized control trial evidence supporting DIY AID system use, due to the user-driven, unregulated nature of these systems. Healthcare providers report a lack of understanding surrounding, and confidence in supporting, DIY AID despite impressive observational and user self-reported improvements in glycemic variability, without any reported safety compromises.
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Affiliation(s)
- Amy E. Morrison
- Division of Endocrinology and Metabolism, Department of Medicine, University of Alberta, Edmonton, AB, Canada
| | - Kimberley Chong
- Division of Endocrinology and Metabolism, Department of Medicine, University of Alberta, Edmonton, AB, Canada
| | - Peter A. Senior
- Division of Endocrinology and Metabolism, Department of Medicine, University of Alberta, Edmonton, AB, Canada
- Alberta Diabetes Institute, University of Alberta, Edmonton, AB, Canada
| | - Anna Lam
- Division of Endocrinology and Metabolism, Department of Medicine, University of Alberta, Edmonton, AB, Canada
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Huhndt A, Chen Y, O’Donnell S, Cooper D, Ballhausen H, Gajewska KA, Froment T, Wäldchen M, Lewis DM, Raile K, Skinner TC, Braune K. Barriers to Uptake of Open-Source Automated Insulin Delivery Systems: Analysis of Socioeconomic Factors and Perceived Challenges of Caregivers of Children and Adolescents With Type 1 Diabetes From the OPEN Survey. FRONTIERS IN CLINICAL DIABETES AND HEALTHCARE 2022; 3:876511. [PMID: 36992765 PMCID: PMC10012142 DOI: 10.3389/fcdhc.2022.876511] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Accepted: 05/04/2022] [Indexed: 01/15/2023]
Abstract
BackgroundAs a treatment option for people living with diabetes, automated insulin delivery (AID) systems are becoming increasingly popular. The #WeAreNotWaiting community plays a crucial role in the provision and distribution of open-source AID technology. However, while a large percentage of children were early adopters of open-source AID, there are regional differences in adoption, which has prompted an investigation into the barriers perceived by caregivers of children with diabetes to creating open-source systems.MethodsThis is a retrospective, cross-sectional and multinational study conducted with caregivers of children and adolescents with diabetes, distributed across the online #WeAreNotWaiting online peer-support groups. Participants—specifically caregivers of children not using AID—responded to a web-based questionnaire concerning their perceived barriers to building and maintaining an open-source AID system.Results56 caregivers of children with diabetes, who were not using open-source AID at the time of data collection responded to the questionnaire. Respondents indicated that their major perceived barriers to building an open-source AID system were their limited technical skills (50%), a lack of support by medical professionals (39%), and therefore the concern with not being able to maintain an AID system (43%). However, barriers relating to confidence in open-source technologies/unapproved products and fear of digital technology taking control of diabetes were not perceived as significant enough to prevent non-users from initiating the use of an open-source AID system.ConclusionsThe results of this study elucidate some of the perceived barriers to uptake of open-source AID experienced by caregivers of children with diabetes. Reducing these barriers may improve the uptake of open-source AID technology for children and adolescents with diabetes. With the continuous development and wider dissemination of educational resources and guidance—for both aspiring users and their healthcare professionals—the adoption of open-source AID systems could be improved.
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Affiliation(s)
- Antonia Huhndt
- Department of Paediatric Endocrinology and Diabetes, Charité—Universitätsmedizin Berlin, Berlin, Germany
| | - Yanbing Chen
- School of Public Health, Physiotherapy & Sports Science, University College Dublin, Belfield, Ireland
| | - Shane O’Donnell
- School of Sociology, University College Dublin, Belfield, Ireland
| | - Drew Cooper
- Department of Paediatric Endocrinology and Diabetes, Charité—Universitätsmedizin Berlin, Berlin, Germany
| | - Hanne Ballhausen
- Department of Paediatric Endocrinology and Diabetes, Charité—Universitätsmedizin Berlin, Berlin, Germany
- Berlin Institute of Health (BIH), Berlin, Germany
- #dedoc° Diabetes Online Community, Dedoc Labs GmbH, Berlin, Germany
| | - Katarzyna A. Gajewska
- #dedoc° Diabetes Online Community, Dedoc Labs GmbH, Berlin, Germany
- Population Health Sciences, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Timothée Froment
- #dedoc° Diabetes Online Community, Dedoc Labs GmbH, Berlin, Germany
| | - Mandy Wäldchen
- School of Sociology, University College Dublin, Belfield, Ireland
| | | | - Klemens Raile
- Department of Paediatric Endocrinology and Diabetes, Charité—Universitätsmedizin Berlin, Berlin, Germany
| | - Timothy C. Skinner
- Department of Psychology, University of Copenhagen, Copenhagen, Denmark
- Australian Centre for Behavioural Research in Diabetes, Melbourne, Australia
- La Trobe University, Bendigo, Australia
| | - Katarina Braune
- Department of Paediatric Endocrinology and Diabetes, Charité—Universitätsmedizin Berlin, Berlin, Germany
- Berlin Institute of Health (BIH), Berlin, Germany
- Institute of Medical Informatics, Charité—Universitätsmedizin Berlin, Berlin, Germany
- *Correspondence: Katarina Braune,
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Patel R, Crabtree TSJ, Taylor N, Langeland L, Gazis AT, Mendis B, Wilmot EG, Idris I. Safety and effectiveness of do-it-yourself artificial pancreas system compared with continuous subcutaneous insulin infusions in combination with free style libre in people with type 1 diabetes. Diabet Med 2022; 39:e14793. [PMID: 35034388 DOI: 10.1111/dme.14793] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/16/2021] [Accepted: 01/12/2022] [Indexed: 11/29/2022]
Abstract
AIMS The use of do-it-yourself artificial pancreas systems (DIYAPS) among people with type 1 diabetes is increasing. At present, it is unclear how DIYAPS compares with other technologies such as FreeStyle Libre (FSL) and continuous subcutaneous insulin infusion (CSII). The aim of this analysis is to compare safety, effectiveness and quality-of-life outcomes of DIYAPS use with the addition of FSL to CSII. METHOD Data from two large UK hospitals were extracted from the Association of British Clinical Diabetologists (ABCD) DIYAPS and FSL audits. Outcomes included HbA1c , glucose TBR (time-below-range), TIR (time-in-range), Diabetes Distress Score (DDS), and Gold hypoglycaemia score. Any adverse events were noted. Changes at follow-up were assessed using paired t-tests and ANOVA in Stata; TIR/TBR at follow-up assessed using unpaired t-tests; chi-square tests assessed the change in frequency of health utilisation (e.g. hospital admissions). RESULTS DIYAPS (n = 35) and FSL+CSII (n = 149) users, with median follow-up duration of 1.4 (IQR 0.8-2.1) and 1.3 (IQR 0.7-1.8) years, respectively, were included. HbA1c with DIYAPS use changed by -10 mmol/mol [0.9%] (p < 0.001, 95% CI 5, 14 [0.5, 1.3%]) significantly lower (p < 0.001) than in the FSL+CSII group -3 mmol/mol [0.25%] (p < 0.001, 95% CI 1, 4 [0.1, 0.4%]). TIR was higher and TBR was lower in the DIYAPS group. Adverse events were rare in both groups and no significant differences were observed in the frequency of healthcare utilisation. CONCLUSION DIYAPS use was associated with a lower HbA1c levels, higher TIR and lower TBR compared with FSL+CSII. There was no significant increase in adverse events, although this should be interpreted cautiously given the low numbers of users. Full results from the ABCD DIYAPS audit are awaited.
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Affiliation(s)
- Rachel Patel
- School of Medicine, University of Nottingham, Nottingham, UK
| | - Thomas S J Crabtree
- Department of Diabetes & Endocrinology, Royal Derby Hospital, University Hospitals of Derby & Burton NHS Trust, Derby, UK
- Division of Graduate Entry Medicine and Health Sciences, University of Nottingham, Nottingham, UK
| | - Nicola Taylor
- Department of Diabetes & Endocrinology, Royal Derby Hospital, University Hospitals of Derby & Burton NHS Trust, Derby, UK
| | - Linn Langeland
- Department of Diabetes & Endocrinology, Royal Derby Hospital, University Hospitals of Derby & Burton NHS Trust, Derby, UK
| | - Anastasios Tasso Gazis
- Department of Diabetes and Endocrinology, Queens Medical Centre, Nottingham University Hospital, Nottingham, UK
| | - Buddhike Mendis
- Department of Diabetes and Endocrinology, Queens Medical Centre, Nottingham University Hospital, Nottingham, UK
| | - Emma G Wilmot
- Department of Diabetes & Endocrinology, Royal Derby Hospital, University Hospitals of Derby & Burton NHS Trust, Derby, UK
- Division of Graduate Entry Medicine and Health Sciences, University of Nottingham, Nottingham, UK
| | - Iskandar Idris
- Department of Diabetes & Endocrinology, Royal Derby Hospital, University Hospitals of Derby & Burton NHS Trust, Derby, UK
- MRC-Versus Arthritis Centre for Musculoskeletal Ageing Research, University of Nottingham, Nottingham, UK
- NIHR, Nottingham BRC, University of Nottingham, Nottingham, UK
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Dickson R, Bell J, Dar A, Downey L, Moore V, Quigley M. #WeAreNotWaiting DIY artificial pancreas systems and challenges for the law. Diabet Med 2022; 39:e14715. [PMID: 34637553 DOI: 10.1111/dme.14715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Accepted: 10/11/2021] [Indexed: 10/20/2022]
Abstract
Commercial hybrid closed-loop systems are becoming more readily available, yet the number of DIY artificial pancreas system (DIY APS) users continues to rise. These DIY systems have not gone through the usual regulatory approvals processes, and, thus, present a number of legal difficulties for a number of actors, including clinicians, parents who build DIY APS for their children, and users themselves. These issues have so far received insufficient attention. Due to the complex constellation of actors involved in both development of DIY APSs and in its deployment, it is not currently clear who, and to what extent, different parties might (successfully) be held liable if something goes wrong. Despite this uncertainty, unless and until clearer guidance is issued by relevant bodies, or a case appears before the courts which clarifies the situation, existing legal principles apply. In this article, we examine some of these to shed light on how the law would likely be applied if harm were to result from the use of a DIY APS.
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Affiliation(s)
| | | | - Amber Dar
- University of Birmingham Law School, Birmingham, UK
| | - Laura Downey
- University of Birmingham Law School, Birmingham, UK
| | - Victoria Moore
- The University of Manchester School of Social Sciences, Manchester, UK
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11
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Crabtree TSJ, Choudhary P, Lumb A, Hammond P, McLay A, Campbell F, Ng SM, Wilmot EG, Hussain S. Association of British Clinical Diabetologists, Diabetes Technology Network UK and Association of Children's Diabetes Clinicians Survey of UK Healthcare Professional Attitudes Towards Open-Source Automated Insulin Delivery Systems. Diabetes Ther 2022; 13:341-353. [PMID: 35099784 PMCID: PMC8873338 DOI: 10.1007/s13300-022-01203-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Accepted: 01/12/2022] [Indexed: 01/15/2023] Open
Abstract
INTRODUCTION Automated insulin delivery (AID) systems can enable improved glycaemic outcomes with reduced mental burden. Open-source AID (OS-AID) systems overcome some of the developmental and access barriers enabling a wider use of these systems. Limited data are available on healthcare professional (HCP) opinions and current practice regarding these systems. The aim of this survey was to gain insight into HCP perceptions and practices around OS-AID. METHODS This survey was developed collaboratively with OS-AID users and distributed to adult and children's teams, using an online survey tool. Results were received between February and April 2019. Responses were assessed using simple descriptive statistics with analyses stratified by respondent characteristics. RESULTS 317 responses were obtained from a range of HCPs in both adult and paediatric services. Key results include: HCP perception of OS-AID as "risky in the wrong hands" (43%); 91% felt uncomfortable initiating discussions around OS-AID because of lack of regulation (67%) and/or their own lack of knowledge (63%). Half of HCPs (47%) reported that they would choose OS-AID if they themselves had type 1 diabetes. CONCLUSIONS HCPs are generally supportive of OS-AID users but many feel uncomfortable with the technicalities of the systems given the lack of approval. Knowledge around the use of these systems was limited. Re-assessment of HCP perceptions should be performed in the future given the evolving landscape of diabetes technology, recent consensus statements and emerging ethical and legal perspectives.
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Affiliation(s)
- Thomas S J Crabtree
- Division of Graduate Entry Medicine & Health Sciences, University of Nottingham, Nottingham, UK
| | - Pratik Choudhary
- Diabetes Research Centre, University of Leicester, Leicester, UK
| | - Alistair Lumb
- Oxford Centre for Diabetes, Endocrinology and Metabolism, Churchill Hospital, Oxford, UK
- NIHR Oxford Biomedical Research Centre, Oxford, UK
| | - Peter Hammond
- Department of Diabetes, Harrogate and District NHS Foundation Trust, Harrogate, UK
| | - A McLay
- DIY APS Community, Derby, UK
| | - Fiona Campbell
- Paediatric Diabetes Department, Leeds Teaching Hospitals NHS Trust, Leeds, UK
| | - Sze M Ng
- Paediatric Department, Southport and Ormskirk NHS Trust, Ormskirk, UK
- Department of Women's and Children's Health, University of Liverpool, Liverpool, UK
| | - Emma G Wilmot
- Department of Diabetes & Endocrinology, University Hospitals of Derby & Burton NHS Trust, Derby, UK.
- Division of Graduate Entry Medicine & Health Sciences, University of Nottingham, Nottingham, UK.
| | - Sufyan Hussain
- Department of Diabetes, School of Life Course Sciences, King's College London, London, UK.
- Department of Diabetes and Endocrinology, Guy's and St Thomas' Hospital NHS Trust, London, UK.
- Institute of Diabetes, Endocrinology and Obesity, King's Health Partners, London, UK.
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12
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Reinius M, Mazzocato P, Riggare S, Bylund A, Jansson H, Øvretveit J, Savage C, Wannheden C, Hasson H. Patient-driven innovations reported in peer-reviewed journals: a scoping review. BMJ Open 2022; 12:e053735. [PMID: 35074818 PMCID: PMC8788234 DOI: 10.1136/bmjopen-2021-053735] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/24/2021] [Accepted: 12/03/2021] [Indexed: 12/25/2022] Open
Abstract
BACKGROUND Awareness of patients' innovative capabilities is increasing, but there is limited knowledge regarding the extent and nature of patient-driven innovations in the peer-reviewed literature. OBJECTIVES The objective of the review was to answer the question: what is the nature and extent of patient-driven innovations published in peer-reviewed scientific journals? ELIGIBILITY CRITERIA We used a broad definition of innovation to allow for a comprehensive review of different types of innovations and a narrow definition of 'patient driven' to focus on the role of patients and/or family caregivers. The search was limited to years 2008-2020. SOURCES OF EVIDENCE Four electronic databases (Medline (Ovid), Web of Science Core Collection, PsycINFO (Ovid) and Cinahl (Ebsco)) were searched in December 2020 for publications describing patient-driven innovations and complemented with snowball strategies. CHARTING METHODS Data from the included articles were extracted and categorised inductively. RESULTS A total of 96 articles on 20 patient-driven innovations were included. The number of publications increased over time, with 69% of the articles published between 2016 and 2020. Author affiliations were exclusively in high income countries with 56% of first authors in North America and 36% in European countries. Among the 20 innovations reported, 'Do-It-Yourself Artificial Pancreas System' and the online health network 'PatientsLikeMe', were the subject of half of the articles. CONCLUSIONS Peer-reviewed publications on patient-driven innovations are increasing and we see an important opportunity for researchers and clinicians to support patient innovators' research while being mindful of taking over the work of the innovators themselves.
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Affiliation(s)
- Maria Reinius
- Department of Learning, Informatics, Management and Ethics, Medical Management Centre, Karolinska Institutet, Stockholm, Sweden
| | - Pamela Mazzocato
- Department of Learning, Informatics, Management and Ethics, Medical Management Centre, Karolinska Institutet, Stockholm, Sweden
| | - Sara Riggare
- Department of Women's and Children's Health, Healthcare Sciences and E-Health, Uppsala University, Uppsala, Sweden
| | - Ami Bylund
- Department of Learning, Informatics, Management and Ethics, Medical Management Centre, Karolinska Institutet, Stockholm, Sweden
| | - Hanna Jansson
- Department of Learning, Informatics, Management and Ethics, Medical Management Centre, Karolinska Institutet, Stockholm, Sweden
| | - John Øvretveit
- Department of Learning, Informatics, Management and Ethics, Medical Management Centre, Karolinska Institutet, Stockholm, Sweden
- Department of Research Development and Education, Region Stockholm, Stockholm, Sweden
| | - Carl Savage
- Department of Learning, Informatics, Management and Ethics, Medical Management Centre, Karolinska Institutet, Stockholm, Sweden
| | - Carolina Wannheden
- Department of Learning, Informatics, Management and Ethics, Medical Management Centre, Karolinska Institutet, Stockholm, Sweden
| | - Henna Hasson
- Department of Learning, Informatics, Management and Ethics, Medical Management Centre, Karolinska Institutet, Stockholm, Sweden
- Unit for Implementation and Evaluation, Center for Epidemiology and Community Medicine, Region Stockholm, Stockholm, Sweden
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13
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Schmitzer J, Strobel C, Blechschmidt R, Tappe A, Peuscher H. Efficient Closed Loop Simulation of Do-It-Yourself Artificial Pancreas Systems. J Diabetes Sci Technol 2022; 16:61-69. [PMID: 34328030 PMCID: PMC8721541 DOI: 10.1177/19322968211032249] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/04/2022]
Abstract
BACKGROUND Numerical simulations, also referred to as in silico trials, are nowadays the first step toward approval of new artificial pancreas (AP) systems. One suitable tool to run such simulations is the UVA/Padova Type 1 Diabetes Metabolic Simulator (T1DMS). It was used by Toffanin et al. to provide data about safety and efficacy of AndroidAPS, one of the most wide-spread do-it-yourself AP systems. However, the setup suffered from slow simulation speed. The objective of this work is to speed up simulation by implementing the algorithm directly in MATLAB®/Simulink®. METHOD Firstly, AndroidAPS is re-implemented in MATLAB® and verified. Then, the function is incorporated into T1DMS. To evaluate the new setup, a scenario covering 2 days in real time is run for 30 virtual patients. The results are compared to those presented in the literature. RESULTS Unit tests and integration tests proved the equivalence of the new implementation and the original AndroidAPS code. Simulation of the scenario required approximately 15 minutes, corresponding to a speed-up factor of roughly 1000 with respect to real time. The results closely resemble those presented by Toffanin et al. Discrepancies were to be expected because a different virtual population was considered. Also, some parameters could not be extracted from and harmonized with the original setup. CONCLUSIONS The new implementation facilitates extensive in silico trials of AndroidAPS due to the significant reduction of runtime. This provides a cheap and fast means to test new versions of the algorithm before they are shared with the community.
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Affiliation(s)
- Jana Schmitzer
- Institute for Medical Engineering and Mechatronics, Ulm University of Applied Sciences, Ulm, Germany
| | - Carolin Strobel
- Institute for Medical Engineering and Mechatronics, Ulm University of Applied Sciences, Ulm, Germany
| | - Ronald Blechschmidt
- Institute for Medical Engineering and Mechatronics, Ulm University of Applied Sciences, Ulm, Germany
| | - Adrian Tappe
- AndroidAPS.org, Software Development, Linz, Austria
| | - Heiko Peuscher
- Institute for Medical Engineering and Mechatronics, Ulm University of Applied Sciences, Ulm, Germany
- Heiko Peuscher, Dr.-Ing., Institute for Medical Engineering and Mechatronics, Ulm University of Applied Sciences, Albert-Einstein-Allee 55, Ulm, 89081, Germany.
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14
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Braune K, Lal RA, Petruželková L, Scheiner G, Winterdijk P, Schmidt S, Raimond L, Hood KK, Riddell MC, Skinner TC, Raile K, Hussain S. Open-source automated insulin delivery: international consensus statement and practical guidance for health-care professionals. Lancet Diabetes Endocrinol 2022; 10:58-74. [PMID: 34785000 PMCID: PMC8720075 DOI: 10.1016/s2213-8587(21)00267-9] [Citation(s) in RCA: 51] [Impact Index Per Article: 25.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/01/2021] [Revised: 09/14/2021] [Accepted: 09/15/2021] [Indexed: 01/15/2023]
Abstract
Open-source automated insulin delivery systems, commonly referred to as do-it-yourself automated insulin delivery systems, are examples of user-driven innovations that were co-created and supported by an online community who were directly affected by diabetes. Their uptake continues to increase globally, with current estimates suggesting several thousand active users worldwide. Real-world user-driven evidence is growing and provides insights into safety and effectiveness of these systems. The aim of this consensus statement is two-fold. Firstly, it provides a review of the current evidence, description of the technologies, and discusses the ethics and legal considerations for these systems from an international perspective. Secondly, it provides a much-needed international health-care consensus supporting the implementation of open-source systems in clinical settings, with detailed clinical guidance. This consensus also provides important recommendations for key stakeholders that are involved in diabetes technologies, including developers, regulators, and industry, and provides medico-legal and ethical support for patient-driven, open-source innovations.
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Affiliation(s)
- Katarina Braune
- Department of Paediatric Endocrinology and Diabetes, Charité-Universitätsmedizin Berlin, Berlin, Germany; Institute of Medical Informatics, Charité-Universitätsmedizin Berlin, Berlin, Germany; Berlin Institute of Health, Berlin, Germany
| | - Rayhan A Lal
- Stanford Diabetes Research Center, Stanford University School of Medicine, Stanford University, Stanford, CA, USA.
| | - Lenka Petruželková
- Department of Pediatrics, University Hospital Motol, Prague, Czech Republic
| | | | - Per Winterdijk
- Diabeter, Center for Pediatric and Adult Diabetes Care and Research, Rotterdam, Netherlands
| | | | | | - Korey K Hood
- Stanford Diabetes Research Center, Stanford University School of Medicine, Stanford University, Stanford, CA, USA
| | | | - Timothy C Skinner
- Department of Psychology, University of Copenhagen, Copenhagen, Denmark; La Trobe Rural Health School, La Trobe University, Bendigo, VIC, Australia
| | - Klemens Raile
- Department of Paediatric Endocrinology and Diabetes, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Sufyan Hussain
- Department of Diabetes and Endocrinology, Guy's and St Thomas' Hospital NHS Trust, London, UK; Department of Diabetes, King's College London, London, UK; Institute of Diabetes, Endocrinology and Obesity, King's Health Partners, London, UK.
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15
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Wilmot EG. Living with type 1 diabetes: what really matters? PRACTICAL DIABETES 2021. [DOI: 10.1002/pdi.2352] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Emma G Wilmot
- Diabetes Department, Royal Derby Hospital; Honorary (Clinical) Associate Professor University of Nottingham UK
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16
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Eckstein ML, Weilguni B, Tauschmann M, Zimmer RT, Aziz F, Sourij H, Moser O. Time in Range for Closed-Loop Systems versus Standard of Care during Physical Exercise in People with Type 1 Diabetes: A Systematic Review and Meta-Analysis. J Clin Med 2021; 10:jcm10112445. [PMID: 34072900 PMCID: PMC8198013 DOI: 10.3390/jcm10112445] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2021] [Revised: 05/26/2021] [Accepted: 05/27/2021] [Indexed: 11/16/2022] Open
Abstract
The aim of this systematic review and meta-analysis was to compare time in range (TIR) (70–180 mg/dL (3.9–10.0 mmol/L)) between fully closed-loop systems (CLS) and standard of care (including hybrid systems) during physical exercise in people with type 1 diabetes (T1D). A systematic literature search was conducted in EMBASE, PubMed, Cochrane Central Register of Controlled Trials, and ISI Web of Science from January 1950 until January 2020. Randomized controlled trials including studies with different CLS were compared against standard of care in people with T1D. The meta-analysis was performed using the random effects model and restricted maximum likelihood estimation method. Six randomized controlled trials involving 153 participants with T1D of all age groups were included. Due to crossover test designs, studies were included repeatedly (a–d) if CLS or physical exercise interventions were different. Applying this methodology increased the comparisons to a total number of 266 participants. TIR was higher with an absolute mean difference (AMD) of 6.18%, 95% CI: 1.99 to 10.38% in favor of CLS. In a subgroup analysis, the AMD was 9.46%, 95% CI: 2.48% to 16.45% in children and adolescents while the AMD for adults was 1.07% 95% CI: −0.81% to 2.96% in favor of CLS. In this systematic review and meta-analysis CLS moderately improved TIR in comparison to standard of care during physical exercise in people with T1D. This effect was particularly pronounced for children and adolescents showing that the use of CLS improved TIR significantly compared to standard of care.
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Affiliation(s)
- Max L. Eckstein
- Division of Exercise Physiology and Metabolism, Department of Sport Science, University of Bayreuth, 95440 Bayreuth, Germany; (M.L.E.); (R.T.Z.)
| | - Benjamin Weilguni
- Interdisciplinary Metabolic Medicine, Division of Endocrinology and Diabetology, Department of Internal Medicine, Medical University of Graz, 8036 Graz, Austria; (B.W.); (F.A.); (H.S.)
| | - Martin Tauschmann
- Department of Pediatrics and Adolescent Medicine, Medical University of Vienna, 1090 Vienna, Austria;
| | - Rebecca T. Zimmer
- Division of Exercise Physiology and Metabolism, Department of Sport Science, University of Bayreuth, 95440 Bayreuth, Germany; (M.L.E.); (R.T.Z.)
| | - Faisal Aziz
- Interdisciplinary Metabolic Medicine, Division of Endocrinology and Diabetology, Department of Internal Medicine, Medical University of Graz, 8036 Graz, Austria; (B.W.); (F.A.); (H.S.)
| | - Harald Sourij
- Interdisciplinary Metabolic Medicine, Division of Endocrinology and Diabetology, Department of Internal Medicine, Medical University of Graz, 8036 Graz, Austria; (B.W.); (F.A.); (H.S.)
| | - Othmar Moser
- Division of Exercise Physiology and Metabolism, Department of Sport Science, University of Bayreuth, 95440 Bayreuth, Germany; (M.L.E.); (R.T.Z.)
- Interdisciplinary Metabolic Medicine, Division of Endocrinology and Diabetology, Department of Internal Medicine, Medical University of Graz, 8036 Graz, Austria; (B.W.); (F.A.); (H.S.)
- Correspondence: ; Tel.: +49-(0)921-55-3465
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Asarani NAM, Reynolds AN, Elbalshy M, Burnside M, de Bock M, Lewis DM, Wheeler BJ. Efficacy, safety, and user experience of DIY or open-source artificial pancreas systems: a systematic review. Acta Diabetol 2021; 58:539-547. [PMID: 33128136 DOI: 10.1007/s00592-020-01623-4] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/26/2020] [Accepted: 10/14/2020] [Indexed: 02/07/2023]
Abstract
The do-it-yourself artificial pancreas system (DIYAPS) is a patient-driven initiative with the potential to revolutionise diabetes management, automating insulin delivery with existing pumps and CGM combined with open-source algorithms. Given the considerable interest in this topic within the diabetes community, we have conducted a systematic review of DIYAPS efficacy, safety, and user experience. Following recognised procedures and reporting standards, we identified 10 eligible publications of 730 participants within the peer-reviewed literature. Overall, studies reported improvements in time in range, HbA1c (glycated haemoglobin), reduced hypoglycaemia, and improved quality of life with DIYAPS use. While results were positive, the identified studies were small, and the majority were observational and at high risk of bias. Further research including well-designed randomised trials comparing DIYAPS with appropriate comparators is recommended.
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Affiliation(s)
- N A M Asarani
- Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago, PO Box 56, Dunedin, 9054, New Zealand
| | - A N Reynolds
- Department of Medicine, Dunedin School of Medicine, University of Otago, PO Box 56, Dunedin, 9054, New Zealand
| | - M Elbalshy
- Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago, PO Box 56, Dunedin, 9054, New Zealand
| | - M Burnside
- Department of Paediatrics, University of Otago, Christchurch, New Zealand
| | - M de Bock
- Department of Paediatrics, University of Otago, Christchurch, New Zealand
| | | | - B J Wheeler
- Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago, PO Box 56, Dunedin, 9054, New Zealand.
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19
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Kapil S, Saini R, Wangnoo S, Dhir S. Artificial Pancreas System for Type 1 Diabetes—Challenges and Advancements. EXPLORATORY RESEARCH AND HYPOTHESIS IN MEDICINE 2020; 000:1-11. [DOI: 10.14218/erhm.2020.00028] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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