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Rebafka A, Bennett C, Dunn C, Roche D, Hawker C, Edwards D. Lung transplant recipients' experiences of and attitudes towards self-management: a qualitative systematic review. JBI Evid Synth 2024; 22:1656-1714. [PMID: 38757171 DOI: 10.11124/jbies-23-00070] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/18/2024]
Abstract
OBJECTIVE The objective of this review was to identify lung transplant recipients' experiences of and attitudes towards self-management. INTRODUCTION Lung transplantation is an established treatment to improve the survival of patients with end-stage lung diseases and has been performed on more than 40,000 patients worldwide. The current focus of care for lung transplant recipients is long-term management. Patients need to adapt and adhere to complex self-management tasks to prevent complications and to enable them to keep the transplanted graft as long as possible. However, to date, there are no qualitative systematic reviews that identify lung transplant recipients' experiences of and attitudes towards self-management. INCLUSION CRITERIA This review included studies of adults over 18 years of age who had received a lung transplant and were able to perform their self-management tasks independently. All studies that investigated lung transplant recipients' experiences of and attitudes towards self-management in any setting were eligible for inclusion. All types of studies that focused on qualitative data, including, but not limited to, phenomenology, grounded theory, ethnography, action research, and feminist research, were considered for inclusion. Mixed methods studies were included only when qualitative data could be extracted separately, and if they reported results relating to the phenomenon of interest. Studies published in English or German were considered for inclusion in this review. METHODS The search strategy aimed to find published studies using the databases Web of Science Core Collection, PsycINFO (Ovid), MEDLINE (Ovid), Embase (Ovid), Emcare (Ovid), and CINAHL (EBSCOhost). The search for unpublished studies included ProQuest Dissertations and Theses Database, EThOS, and OpenGrey. Databases were searched from inception to March 2022. Methodological quality of studies was independently assessed by 2 independent reviewers using the JBI checklist for qualitative research. A standardized data extraction tool from JBI was used by 2 reviewers for data collection. Meta-aggregation was undertaken to synthesize the data, and the final synthesis of the findings was reached through discussion. Results were graded according to ConQual. RESULTS Ten studies with a sample size from 8 to 73 participants from North America and Central/Northern Europe were included in the review. The critical appraisal scores of the included studies ranged from 3 to 9 out of 10. A total of 137 findings were extracted and aggregated to form 19 categories and the following 4 aggregated syntheses: i) Changes in routines, beliefs, and sense of responsibility are essential for better adaptation and self-management after lung transplantation; ii) Life after transplantation is characterized by both positive and negative feelings and experiences; iii) Better adjustment and self-management after a lung transplant require dealing with one's own feelings and beliefs; iv) After transplantation, engaging with relatives, friends, medical team, and donors is essential to improve experiences and adapt to being a transplant recipient. Based on the ConQual scores, 2 synthesized findings were graded as moderate and 2 were graded as low. CONCLUSIONS Nuanced emotional, social, relational, and psychological adjustment is required of lung transplant recipients to be able to successfully self-manage. Loved ones and health professionals contribute significantly to this process, but psychosocial or peer support may further facilitate this transition. SUPPLEMENTAL DIGITAL CONTENT A German-language version of the abstract of this review is available as Supplemental Digital Content [ http://links.lww.com/SRX/A46 ].
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Affiliation(s)
- Anne Rebafka
- The Wales Centre for Evidence Based Care: A JBI Centre of Excellence, Cardiff University, Cardiff, UK
- Center for Medicine, Medical Center, University Freiburg, Freiburg, Germany
- Institute of Nursing Science, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Clare Bennett
- The Wales Centre for Evidence Based Care: A JBI Centre of Excellence, Cardiff University, Cardiff, UK
| | - Catherine Dunn
- The Wales Centre for Evidence Based Care: A JBI Centre of Excellence, Cardiff University, Cardiff, UK
| | - Dominic Roche
- The Wales Centre for Evidence Based Care: A JBI Centre of Excellence, Cardiff University, Cardiff, UK
| | - Clare Hawker
- The Wales Centre for Evidence Based Care: A JBI Centre of Excellence, Cardiff University, Cardiff, UK
| | - Deborah Edwards
- The Wales Centre for Evidence Based Care: A JBI Centre of Excellence, Cardiff University, Cardiff, UK
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Jenkins R, Rimmer B, Marson L, Fisher AJ, Sharp L, Exley C. Measuring patient-reported experience of solid organ transplantation healthcare: A scoping review of condition- and transplant-specific measures. Transplant Rev (Orlando) 2024; 38:100872. [PMID: 39029393 DOI: 10.1016/j.trre.2024.100872] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2024] [Revised: 07/09/2024] [Accepted: 07/09/2024] [Indexed: 07/21/2024]
Abstract
BACKGROUND Measures of patient experience are increasingly valued as key to healthcare quality assessment. We aimed to identify and describe publicly available measures assessing patient-reported experience of solid organ transplantation healthcare, and identify patient groups, healthcare settings, or aspects of patient experience underserved by existing measures. METHODS We systematically searched MEDLINE, Embase, CINAHL, PsycINFO, Cochrane CENTRAL, Scopus and Web of Science from inception to 6th July 2023; supplemented with grey literature searches. Two reviewers independently screened search hits; outputs reporting patient-reported measures of multiple aspects of established solid organ transplantation healthcare were eligible. We abstracted measure context, characteristics, content (i.e., attributes of patient experience assessed), and development and validation processes. RESULTS We identified nine outputs reporting eight measures of patient experience; these related only to kidney (n = 5) or liver (n = 3) transplantation, with no available measures relating to heart, lung, pancreas or intestinal transplantation. Of the identified measures, four were specific to solid organ transplant recipients. Measures sought to assess "patient satisfaction" (n = 4) and "patient experience" (n = 4) of healthcare. Measures mapped to between five and 16 of 20 attributes of patient experience, most often Information and education, Communication, and Access to care (all n = 7). Six measures reported a development process, only three reported a validation process. CONCLUSIONS Publicly available patient-reported measures of organ transplantation healthcare experiences are limited to kidney and liver transplantation. There is heterogeneity in measure context, characteristics, and content, and insufficient clarity concerning how well measures capture the specific experiences of transplant recipients. Formalised measures of patient experience, specific to solid organ transplantation, with transparent reporting of development and validity are needed.
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Affiliation(s)
- Rebeka Jenkins
- Statistics and Clinical Studies, NHS Blood and Transplant, Bristol, United Kingdom; Population Health Sciences Institute, Newcastle University, Newcastle upon Tyne, United Kingdom.
| | - Ben Rimmer
- Population Health Sciences Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Lorna Marson
- Centre for Inflammation Research, The University of Edinburgh, Edinburgh, United Kingdom
| | - Andrew J Fisher
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Linda Sharp
- Population Health Sciences Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Catherine Exley
- Population Health Sciences Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
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Rimmer B, Jenkins R, Russell S, Craig D, Sharp L, Exley C. Assessing quality of life in solid organ transplant recipients: A systematic review of the development, content, and quality of available condition- and transplant-specific patient-reported outcome measures. Transplant Rev (Orlando) 2024; 38:100836. [PMID: 38359538 DOI: 10.1016/j.trre.2024.100836] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Revised: 02/08/2024] [Accepted: 02/11/2024] [Indexed: 02/17/2024]
Abstract
PURPOSE We aimed to identify the condition- and transplant-specific patient-reported outcome measures (PROMs) available to measure quality of life (QoL) in solid organ transplant (SOT) recipients, examine their development and content, and critically appraise the quality of their measurement properties, to inform recommendations for clinical and research use. METHODS We systematically searched MEDLINE, Embase, CINAHL, PsycINFO, Cochrane CENTRAL, and Scopus from inception to 27th January 2023. Search hits were screened for eligibility by two independent reviewers; papers reporting the development and/or validation of condition- and transplant-specific PROMs measuring QoL in adult SOT recipients were considered eligible. We abstracted and synthesised data on PROM characteristics, development (item generation and/or reduction), and content (QoL dimensions). Quality appraisal and synthesis were informed by the Consensus-based Standards for the Selection of Health Measurement Instruments (COSMIN) guidelines, and included methodological and quality assessment of measurement properties, GRADE levels of evidence, feasibility and interpretability. RESULTS We identified 33 papers reporting 26 QoL PROMs validated in SOT recipients (kidney n = 10 PROMs; liver n = 6; lung n = 3; heart n = 2; pancreas n = 1; multiple organs n = 4). Patient discussions (n = 17 PROMs) and factor analysis (n = 11) were the most common item generation and reduction techniques used, respectively. All PROMs measured ≥3 of nine QoL dimensions (all measured emotional functioning); KDQoL-SF and NIDDK-QA measured all nine. Methodological quality was variable; no PROM had low evidence or better for all measurement properties. All PROMs were COSMIN recommendation category 'B', primarily because none had sufficient content validity. CONCLUSIONS There are many condition- and transplant-specific QoL PROMs validated in SOT recipients, particularly kidney. These findings can help inform PROM selection for clinicians and researchers. However, caution is required when adopting measures, due to the substantial heterogeneity in development, content, and quality. Each PROM has potential but requires further research to be recommendable. Greater consideration of patient and professional involvement in PROM development in this setting is needed to ensure sufficient content validity.
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Affiliation(s)
- Ben Rimmer
- Population Health Sciences Institute, Newcastle University, Newcastle upon Tyne, United Kingdom.
| | - Rebeka Jenkins
- Population Health Sciences Institute, Newcastle University, Newcastle upon Tyne, United Kingdom; Statistics and Clinical Studies, NHS Blood and Transplant, Bristol, United Kingdom
| | - Siân Russell
- Population Health Sciences Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Dawn Craig
- Population Health Sciences Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Linda Sharp
- Population Health Sciences Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Catherine Exley
- Population Health Sciences Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
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MacEwan SR, Gaughan AA, Dixon GN, Olvera RG, Tarver WL, Rahurkar S, Rush LJ, Schenk AD, Stevens J, McAlearney AS. Understanding Concerns about COVID-19 and Vaccination: Perspectives from Kidney Transplant Recipients. Vaccines (Basel) 2023; 11:1134. [PMID: 37514950 PMCID: PMC10386736 DOI: 10.3390/vaccines11071134] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Revised: 06/08/2023] [Accepted: 06/16/2023] [Indexed: 07/30/2023] Open
Abstract
The COVID-19 pandemic poses a significant risk for immunosuppressed groups such as transplant patients. The purpose of this study was to improve our understanding of the impact of the COVID-19 pandemic on kidney transplant recipients, including their views on COVID-19 vaccination. Semi-structured interviews were conducted from December 2021 to August 2022 with 38 kidney transplant recipients who had an appointment with their transplant care team within the previous 6 months. We used qualitative thematic analysis to characterize the perspectives of interviewees. Regardless of COVID-19 vaccination status, most interviewees reported utilizing public health measures such as masking, hand washing, and avoiding crowds to protect themselves against COVID-19. Vaccinated interviewees (n = 31) noted that they chose to receive a COVID-19 vaccine because of their increased risk due to their immunocompromised state. For unvaccinated interviewees (n = 7), reasons for not receiving a COVID-19 vaccine included concerns about the safety and efficacy of the vaccine. Both vaccinated and unvaccinated interviewees expressed concerns about the lack of adequate testing of the vaccine in transplant patients and questioned if the vaccine might have unknown side effects for transplant recipients. Regardless of the vaccination status, most interviewees noted having trust in their healthcare team. Interviewees also described interpersonal tensions that arose during the pandemic, many of which surrounded vaccination and other preventive measures that were important to participants to protect their health. Together, these data demonstrate differing concerns and experiences related to the COVID-19 pandemic for vaccinated and unvaccinated transplant recipients. These findings highlight the unique needs of transplant recipients and reveal opportunities to support this vulnerable patient population in efforts to protect their health as the COVID-19 pandemic evolves.
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Affiliation(s)
- Sarah R MacEwan
- Division of General Internal Medicine, College of Medicine, The Ohio State University, Columbus, OH 43210, USA
- The Center for the Advancement of Team Science, Analytics, and Systems Thinking (CATALYST), College of Medicine, The Ohio State University, Columbus, OH 43210, USA
| | - Alice A Gaughan
- The Center for the Advancement of Team Science, Analytics, and Systems Thinking (CATALYST), College of Medicine, The Ohio State University, Columbus, OH 43210, USA
| | - Graham N Dixon
- School of Communications, College of Arts and Sciences, The Ohio State University, Columbus, OH 43210, USA
| | - Ramona G Olvera
- The Center for the Advancement of Team Science, Analytics, and Systems Thinking (CATALYST), College of Medicine, The Ohio State University, Columbus, OH 43210, USA
| | - Willi L Tarver
- The Center for the Advancement of Team Science, Analytics, and Systems Thinking (CATALYST), College of Medicine, The Ohio State University, Columbus, OH 43210, USA
- Division of Cancer Prevention and Control, Department of Internal Medicine, The Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, OH 43210, USA
| | - Saurabh Rahurkar
- The Center for the Advancement of Team Science, Analytics, and Systems Thinking (CATALYST), College of Medicine, The Ohio State University, Columbus, OH 43210, USA
- Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, OH 43210, USA
| | - Laura J Rush
- The Center for the Advancement of Team Science, Analytics, and Systems Thinking (CATALYST), College of Medicine, The Ohio State University, Columbus, OH 43210, USA
| | - Austin D Schenk
- Division of Transplantation, Department of Surgery, The Ohio State University, Columbus, OH 43210, USA
| | - Jack Stevens
- Department of Pediatrics, The Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH 43205, USA
| | - Ann Scheck McAlearney
- The Center for the Advancement of Team Science, Analytics, and Systems Thinking (CATALYST), College of Medicine, The Ohio State University, Columbus, OH 43210, USA
- Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, OH 43210, USA
- Department of Family and Community Medicine, College of Medicine, The Ohio State University, Columbus, OH 43210, USA
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Jobst S, Stadelmaier J, Zöller P, Grummich K, Schmucker C, Wünsch A, Kugler C, Rebafka A. Self-management in adults after solid-organ transplantation: a scoping review protocol. BMJ Open 2023; 13:e064347. [PMID: 36693696 PMCID: PMC9884941 DOI: 10.1136/bmjopen-2022-064347] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/26/2023] Open
Abstract
INTRODUCTION After solid-organ transplantation (SOTx), recipients must adhere to a lifelong medical regimen, change their lifestyle and cope with physiological and psychosocial challenges. This requires active participation in their care and self-management abilities. The concept of self-management after SOTx has only been described regarding specific organs and focused on adherence to medical treatment. A comprehensive conceptualisation of self-management entailing all solid organs and beyond medical aspects does not exist. This might lead to unmet self-management support needs of SOTx recipients and hinder a more holistic and integrative approach in self-management support. Therefore, a better understanding of the concept of self-management after SOTx is needed to facilitate a comprehensive evidence base for healthcare providers and researchers. The purpose of this scoping review is to explore existing evidence on self-management in adults after SOTx. METHODS AND ANALYSIS To identify relevant evidence, six electronic databases and three study registers will be searched, supplemented by handsearches, reference checking and expert recommendations. Screening and selection of available evidence will be carried out in a two-step process by two independent reviewers. International evidence published in English or German reporting on adults after heart, lung, liver, pancreas, kidney or small bowel transplantation will be considered. To meet inclusion criteria, articles have to focus on either: self-management, self-management support or recipients' or healthcare providers' perspectives of challenges and needs potentially addressable by self-management. Data extraction will be performed by two reviewers independently using a structured form. Data will be analysed descriptively and using content analysis procedures. Findings will be summarised narratively and presented in tabular format. ETHICS AND DISSEMINATION The consultation and approval of an ethics committee is not required for this scoping review. Findings of the scoping review will be published in a peer-reviewed open-access journal and presented at conferences.
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Affiliation(s)
- Stefan Jobst
- Institute of Nursing Science, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Julia Stadelmaier
- Institute for Evidence in Medicine, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany
| | - Petra Zöller
- Dean's Office, University of Freiburg Faculty of Medicine, Freiburg, Germany
| | - Kathrin Grummich
- Institute for Evidence in Medicine, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany
- Cochrane Germany, Cochrane Germany Foundation, Freiburg, Germany
| | - Christine Schmucker
- Institute for Evidence in Medicine, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany
| | - Alexander Wünsch
- Freiburg university Medical Center, Department of Psychosomatic Medicine and Psychotherapy, Freiburg, Germany
| | - Christiane Kugler
- Institute of Nursing Science, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Anne Rebafka
- Institute of Nursing Science, Faculty of Medicine, University of Freiburg, Freiburg, Germany
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Ozdemir Koken Z, Sezer Ceren RE, Karahan S, Abbasoglu O. Factors Affecting Immunosuppressive Medication Adherence in Liver Transplant Recipients with Poor Adherence: A Qualitative Study. Patient Prefer Adherence 2023; 17:983-993. [PMID: 37056399 PMCID: PMC10088901 DOI: 10.2147/ppa.s398770] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/23/2022] [Accepted: 03/30/2023] [Indexed: 04/15/2023] Open
Abstract
Purpose Preserving graft functions and preventing rejection is closely related to immunosuppressive medication adherence in liver transplant recipients. Therefore, it is essential to determine factors affecting immunosuppressive medication use positively or negatively in liver transplant recipients. This study aimed to explore the use of immunosuppressive medication experience in liver transplant recipients with poor adherence and reveal the factors affecting the medication adherence. Material and Methods The study was conducted as a qualitative study with phenomenological approach. Seven adult liver transplant recipients were included in this study, who had poor adherence to immunosuppressive medication. Data was collected via in-depth personal interviews. Data analysis was conducted through inductive content analysis with three steps of preparation, organization, and reporting phases. Results Content analysis revealed four main categories, nine categories and 31 sub-categories. Four main categories emerged from the interview data: medication adherence perception, types of medication non-adherence, factors affecting medication adherence negatively and factors affecting medication adherence positively. Conclusion This study explored that there are several factors affecting immunosuppressive medication adherence among liver transplant recipients, both positively and negatively. In order to achieve liver transplant recipients' total adherence to immunosuppressive medication, the factors affecting medication adherence positively and negatively should be understood. The study results are expected to contribute developing strategies to improve immunosuppressive medication adherence in liver transplant recipients.
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Affiliation(s)
- Zeliha Ozdemir Koken
- Surgical Nursing Department, Hacettepe University Faculty of Nursing, Ankara, Turkiye
- Correspondence: Zeliha Ozdemir Koken, Surgical Nursing Department, Hacettepe University Faculty of Nursing, Ankara, Turkiye, Email
| | | | - Sabri Karahan
- Surgical Nursing Department, Harran University, Faculty of Health Science, Sanliurfa, Turkiye
| | - Osman Abbasoglu
- General Surgery Department, Hacettepe University Faculty of Medicine, Ankara, Turkiye
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Tang J, Howell M, Lee VW, Guha C, Dominello A, Roger S, Keung K, Teixeira-Pinto A, Tong A, Wong G. Patients’ perspectives, factors and patterns of eHealth use in kidney transplant recipients. Kidney Int Rep 2023; 8:727-736. [PMID: 37069969 PMCID: PMC10105051 DOI: 10.1016/j.ekir.2023.01.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2022] [Revised: 01/02/2023] [Accepted: 01/09/2023] [Indexed: 01/22/2023] Open
Abstract
Introduction eHealth supports the delivery of relevant health information and management of chronic disease. However, little is known about patients' perspectives and the determinants of eHealth use among kidney transplant recipients. Methods Kidney transplant recipients aged 18 years and older from 3 transplant units in Australia and the Better Evidence and Translation in Chronic Kidney Disease consumer network completed a survey with free-text responses relating to eHealth uptake. Multivariable regression modeling was used to determine the factors associated with eHealth use. Free-text responses were thematically analyzed. Results Of the 117 participants who were invited in person and who responded to the email, 91 completed the survey. Sixty-three participants (69%) were current eHealth users (active use of eHealth tools), and 91% had access to eHealth devices, including smartphones (81%) and computers (59%). Most (98%) reported that eHealth improves posttransplant care. Factors associated with increased eHealth use (odds ratio [95% confidence interval]) were higher eHealth literacy scale (eHEALS) score (1.21 [1.06-1.38]) and tertiary education (7.78 [2.19-27.7]). We identified the following 3 themes on eHealth determinants: (i) empowering self-management, (ii) enhancing health services, and (iii) technology burden. Conclusions Transplant recipients believe that eHealth interventions have the potential to improve their posttransplant care. eHealth interventions should meet the needs of all transplant recipients and be accessible to those with lower educational attainment.
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Perspectives of Kidney Transplant Recipients on eHealth: Semistructured Interviews. Transplant Direct 2022; 8:e1404. [PMID: 36382131 PMCID: PMC9649275 DOI: 10.1097/txd.0000000000001404] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2022] [Revised: 09/17/2022] [Accepted: 09/20/2022] [Indexed: 01/25/2023] Open
Abstract
UNLABELLED The acceptability and impact of eHealth on patient outcomes may be limited if their concerns and priorities are not addressed. This study aimed to describe the perspectives and experiences of eHealth among kidney transplant recipients. METHODS Face-to-face semistructured interviews were conducted with 30 adult kidney transplant recipients from New South Wales, Australia (urban and regional), in ambulatory clinics. We used purposive sampling to obtain a wide range of demographic and clinical characteristics. Transcripts were analyzed thematically. Ethics was approved by the Western Sydney Local Health District (6054-2019/ETH08718). FINDINGS Six themes were identified: seeking access to quality care (prioritizing and trusting clinician advice, better safety and timeliness, enabled by user-friendly content); supporting self-management (responsive to individualized informational need, empowerment through practical knowledge, encouraging connectedness); assessing reliability and trustworthiness (discerning information integrity, applying to own context, apprehensive about privacy and confidentiality); enhancing health system capabilities (synergy with routine consultations, essential to coordination, achieving goals by real-time monitoring); technology burden and limitation (uncertainty with navigation and comprehension, challenged by technical difficulties, requiring additional preparation, confrontation and distress); and lacking applicable value (diminished assurance of medical services, existing practice and procedures, hampered by low expectations and disinterest). CONCLUSION Recipients felt eHealth could support healthcare delivery and self-management activities. However, they encountered challenges in navigating technology and were concerned about privacy, confidentiality, and misinformation. eHealth that is accessible, individualized, and secure may improve patient satisfaction and outcomes.
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Zhu X, Peng B, Yi Q, Liu J, Yan J. Prediction Model of Immunosuppressive Medication Non-adherence for Renal Transplant Patients Based on Machine Learning Technology. Front Med (Lausanne) 2022; 9:796424. [PMID: 35252242 PMCID: PMC8895304 DOI: 10.3389/fmed.2022.796424] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2021] [Accepted: 01/27/2022] [Indexed: 11/25/2022] Open
Abstract
Objectives Predicting adherence to immunosuppressive medication (IM) is important to improve and design future prospective, personalized interventions in Chinese renal transplant patients (RTPs). Methods A retrospective, multicenter, cross-sectional study was performed in 1,191 RTPs from October 2020 to February 2021 in China. The BAASIS was used as the standard to determine the adherence of the patients. Variables of the combined theory, including the general data, the HBM, the TPB, the BMQ, the PSSS and the GSES, were used to build the models. The machine learning (ML) models included LR, RF, MLP, SVM, and XG Boost. The SHAP method was used to evaluate the contribution of predictors to predicting the risk of IM non-adherence in RTPs. Results The IM non-adherence rate in the derivation cohort was 38.5%. Ten predictors were screened to build the model based on the database. The SVM model performed better among the five models, with sensitivity of 0.59, specificity of 0.73, and average AUC of 0.75. The SHAP analysis showed that age, marital status, HBM-perceived barriers, use pill box after transplantation, and PSSS-family support were the most important predictors in the prediction model. All of the models had good performance validated by external data. Conclusions The IM non-adherence rate of RTPs was high, and it is important to improve IM adherence. The model developed by ML technology could identify high-risk patients and provide a basis for the development of relevant improvement measures.
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Affiliation(s)
- Xiao Zhu
- Nursing Department of Third Xiangya Hospital of Central South University, Changsha, China
- Research Center of Chinese Health Ministry on Transplantation Medicine Engineering and Technology, The Third Xiangya Hospital, Central South University, Changsha, China
| | - Bo Peng
- Research Center of Chinese Health Ministry on Transplantation Medicine Engineering and Technology, The Third Xiangya Hospital, Central South University, Changsha, China
| | - QiFeng Yi
- Nursing School of Central South University, Changsha, China
- Nursing Department of Third Xiangya Hospital of Central South University, Changsha, China
- *Correspondence: QiFeng Yi
| | - Jia Liu
- Nursing School of Central South University, Changsha, China
- Nursing Department of Third Xiangya Hospital of Central South University, Changsha, China
- Research Center of Chinese Health Ministry on Transplantation Medicine Engineering and Technology, The Third Xiangya Hospital, Central South University, Changsha, China
- Jia Liu
| | - Jin Yan
- Nursing School of Central South University, Changsha, China
- Nursing Department of Third Xiangya Hospital of Central South University, Changsha, China
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