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Waldheim E, Welin E, Bergman S, Pettersson S. The experience and implications of pain in systemic lupus erythematosus: A qualitative interview study focusing on the patient's perspective. Lupus 2024; 33:1435-1445. [PMID: 39288202 DOI: 10.1177/09612033241284093] [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] [Indexed: 09/19/2024]
Abstract
BACKGROUND Pain is one of the most frequently reported symptoms and often one of the first subjective symptoms in patients with systemic lupus erythematosus (SLE). A previous study indicated that most patients with SLE reported low levels of SLE-related pain. However, a subgroup of patients reported high levels of pain ≥40 mm (0-100 mm) and had a substantial symptom burden in terms of fatigue, anxiety, depression, and reduced health-related quality of life. Thus, there is a need to elucidate the implications of high levels of pain in everyday life. AIM This study explored the patient's experiences and implications of SLE-related pain in daily life and the support requested from healthcare providers. METHOD A total of 20 patients, previously reported high levels of SLE-related pain intensity measuring ≥40 mm (0-100 mm) in a research context at one or two occasions participated in individual semi-structured interviews, which were transcribed and analysed with content analysis. RESULTS The interviews revealed four main categories and 13 generic categories. SLE-associated pain was described by its multifaceted nature, exhibiting longstanding, unpredictable, migrating, and various physical sensations. The pain entailed multidimensional consequences, restricting everyday life by interfering with roles and relationships and causing various emotions, including existential thoughts. The informants used comprehensive strategies to deal with the pain, including their inner resources, support from family and significant others, and pharmaceuticals and relieving treatments. They expressed the need for security and acknowledgement, which involved individualized support and accessibility of healthcare. CONCLUSION This study provides comprehensive insights into the nature and multifaceted impact of SLE-related pain in different dimensions of the informants' daily lives. Except for medications the informants used several strategies, including their inner resources and support from family and others, to manage the pain. Support requested from healthcare providers by the informants included understanding, compassion, individualized care and accessibility.
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Affiliation(s)
- Eva Waldheim
- Center for Rheumatology, Academic Specialist Center, Stockholm, Sweden
| | - Elisabet Welin
- School of Health Sciences, Örebro University, Örebro, Sweden
| | - Stefan Bergman
- Department of Public Health and Community Medicine, Primary Health Care Unit, Institute of Medicine, The Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
- Department of Clinical Sciences, Rheumatology, Lund University, Lund, Sweden
| | - Susanne Pettersson
- Department of Rheumatology, Medical unit Gastroenterology, Dermatology and Rheumatology, Karolinska University Hospital, Stockholm, Sweden
- Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
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2
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Koehn S, Jones CA, Barber C, Jasper L, Pham A, Lindeman C, Drummond N. Candidacy 2.0 (CC) - an enhanced theory of access to healthcare for chronic conditions: lessons from a critical interpretive synthesis on access to rheumatoid arthritis care. BMC Health Serv Res 2024; 24:986. [PMID: 39187885 PMCID: PMC11348652 DOI: 10.1186/s12913-024-11438-6] [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: 12/01/2023] [Accepted: 08/14/2024] [Indexed: 08/28/2024] Open
Abstract
BACKGROUND The Dixon-Woods et al. Candidacy Framework, a valuable tool since its 2006 introduction, has been widely utilized to analyze access to various services in diverse contexts, including healthcare. This social constructionist approach examines micro, meso, and macro influences on access, offering concrete explanations for access challenges rooted in socially patterned influences. This study employed the Candidacy Framework to explore the experiences of individuals living with rheumatoid arthritis (RA) and their formal care providers. The investigation extended to assessing supports and innovations in RA diagnosis and management, particularly in primary care. METHODS This systematic review is a Critical Interpretive Synthesis (CIS) of qualitative and mixed methods literature. The CIS aimed to generate theory from identified constructs across the reviewed literature. The study found alignment between the seven dimensions of the Candidacy Framework and key themes emerging from the data. Notably absent from the framework was an eighth dimension, identified as the "embodied relational self." This dimension, central to the model, prompted the proposal of a revised framework specific to healthcare for chronic conditions. RESULTS The CIS revealed that the eight dimensions, including the embodied relational self, provided a comprehensive understanding of the experiences and perspectives of individuals with RA and their care providers. The proposed Candidacy 2.0 (Chronic Condition (CC)) model demonstrated how integrating approaches like Intersectionality, concordance, and recursivity enhanced the framework when the embodied self was central. CONCLUSIONS The study concludes that while the original Candidacy Framework serves as a robust foundation, a revised version, Candidacy 2.0 (CC), is warranted for chronic conditions. The addition of the embodied relational self dimension enriches the model, accommodating the complexities of accessing healthcare for chronic conditions. TRIAL REGISTRATION This study did not involve a health care intervention on human participants, and as such, trial registration is not applicable. However, our review is registered with the Open Science Framework at https://doi.org/10.17605/OSF.IO/ASX5C .
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Affiliation(s)
- Sharon Koehn
- Faculty of Rehabilitation Medicine, University of Alberta, 8205 114 Street, 2-50 Corbett Hall, Edmonton, AB, T6G 2G4, Canada
| | - C Allyson Jones
- Department of Physical Therapy, Faculty of Rehabilitation Medicine, University of Alberta, 8205 114 Street, 2-50 Corbett Hall, Edmonton, AB, T6G 2G4, Canada
| | - Claire Barber
- Division of Rheumatology, Cumming School of Medicine, Health Sciences Center, University of Calgary, Room #B130Z 3300, Hospital Drive NW, Calgary, AB, T2N 4N1, Canada
| | - Lisa Jasper
- Department of Physical Therapy, Faculty of Rehabilitation Medicine, University of Alberta, 8205 114 Street, 2-50 Corbett Hall, Edmonton, AB, T6G 2G4, Canada.
| | - Anh Pham
- Faculty of Rehabilitation Medicine, University of Alberta, 8205 114 Street, 2-50 Corbett Hall, Edmonton, AB, T6G 2G4, Canada
| | - Cliff Lindeman
- Prescribing, Analytics & Tracked Prescription Program Alberta, College of Physicians & Surgeons, 2700 - 10020 100 Street NW, Edmonton, AB, T5J 0N3, Canada
| | - Neil Drummond
- Faculty of Medicine and Dentistry - Family Medicine Department, University of Alberta, 6- 10L4 University Terrace, 8303 - 112 Street NW, Edmonton, AB, T6G 2T4, Canada
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Bergström M, Larsson Ranada Å, Sverker A, Thyberg I, Björk M. A dyadic exploration of support in everyday life of persons with RA and their significant others. Scand J Occup Ther 2023; 30:616-627. [PMID: 34846249 DOI: 10.1080/11038128.2021.2007997] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2021] [Revised: 10/22/2021] [Accepted: 11/13/2021] [Indexed: 10/19/2022]
Abstract
BACKGROUND Support from significant others is important for participation in everyday life for persons with rheumatoid arthritis (RA). Meanwhile, significant others also experience limitations. AIMS To explore how support is expressed by persons with RA and significant others, and how support relates to participation in everyday life of persons with RA. MATERIAL AND METHODS Sixteen persons with RA and their significant others participated in individual semi-structured interviews. The material was analyzed using dyadic analysis. RESULTS Persons with RA and significant others reported that RA and support had become natural parts of everyday life, especially emotional support. The reciprocal dynamics of support were also expressed as imperative. Also, support from people outside of the dyads and well-functioning communication facilitated everyday life. CONCLUSIONS Significant others and the support they give are prominent factors and facilitators in everyday life of persons with RA. Concurrently, the support persons with RA provide is important, along with support from outside of the dyads. SIGNIFICANCE The results indicate that the interaction between persons with RA and the social environment is central to gain insight into how support should be provided for optimal participation in everyday life. Significant others can preferably be more involved in the rehabilitation process.
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Affiliation(s)
- Maria Bergström
- Department of Health, Medicine and Caring Sciences, Linköping University, Norrköping, Sweden
| | - Åsa Larsson Ranada
- Department of Health, Medicine and Caring Sciences, Linköping University, Norrköping, Sweden
| | - Annette Sverker
- Department of Activity and Health and Department of Health, Medicine and Caring Sciences, Linköping University, Linköping, Sweden
| | - Ingrid Thyberg
- Department of Rheumatology in Östergötland, and Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Mathilda Björk
- Pain and Rehabilitation Centre and Department of Health, Medicine and Caring Sciences, Linköping University, Linköping, Sweden
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4
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Abstract
BACKGROUND Rheumatoid arthritis is often associated with work disability, a term used to describe the inability to be or to remain employed. Work disability is a common implication of rheumatoid arthritis. OBJECTIVE This review aims to identify and analyze the predictive factors of work disability among patients with rheumatoid arthritis, as well as to group these factors into broader categories, based on the most current studies in this field. METHODS An electronic search was conducted using Google Scholar, MEDLINE and PsycINFO databases. Eighty-six international journal articles were finally selected. RESULTS The results suggest that occupational, personal, medical and societal factors are the main predictive categories of work disability for people with rheumatoid arthritis. CONCLUSIONS Medical progress has had a positive effect on the development and the rates of work disability among patients with RA. Work disability is, however, not only defined by medical factors. Occupational, personal and societal factors interact with each other and affect the development of work disability in RA. The results of this review emphasize the need for medical and vocational therapy interventions, social support and state policies that target the work status of patients with RA. Future holistic research approaches to the field are required for a complete picture and concrete solutions with the aim of keeping patients with RA employed.
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Affiliation(s)
- Doxa Papakonstantinou
- Department of Educational and Social Policy, University of Macedonia, 156 Egnatia street, 54636, Thessaloniki, Greece. Tel.: +30 2310 891403; E-mail: ; ORCID: https://orcid.org/0000-0002-3242-7629
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5
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Chan SJ, Stamp LK, Liebergreen N, Ndukwe H, Marra C, Treharne GJ. Tapering Biologic Therapy for Rheumatoid Arthritis: A Qualitative Study of Patient Perspectives. PATIENT-PATIENT CENTERED OUTCOMES RESEARCH 2021; 13:225-234. [PMID: 31802391 DOI: 10.1007/s40271-019-00403-9] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
BACKGROUND AND OBJECTIVE Biologic therapies are cost effective for active rheumatoid arthritis but have adverse effects and are costly. Tapering of biologics is emerging as an important consideration when sustained remission is achieved. Recent trials have highlighted the clinical feasibility of tapering, but there is little evidence on how proposed tapering would be received by patients. The aim of this study was to explore factors influencing hypothetical decisions of patients with rheumatoid arthritis on tapering their biologics and their perspectives on remission and flare when considering the possibility of tapering. METHODS Patients with rheumatoid arthritis with diverse experiences of biologics with different modes of administration were purposively sampled to participate in one of six focus groups (n = 43) or an individual interview (n = 2). Transcripts were analyzed using inductive thematic analysis. RESULTS Five overarching themes on what influences a participant's decision to taper their biologic were identified. First, participants were fearful of uncertain outcomes of tapering, especially flare and joint damage. Second, participants prioritized quality of life from continuing biologics over the risk of adverse effects. Third, tapering biologics was seen as providing relief from the inconvenience of taking biologics regularly. Fourth, participants wanted assurance of prompt access to healthcare if their rheumatoid arthritis were to flare when tapering. Fifth, preferences for involvement in decision making varied, but fulfilling information needs was desired to aid a patient's preferred role in decision making on tapering. CONCLUSIONS This study provides novel insight into the perspectives of patients with rheumatoid arthritis on tapering biologics when sustained remission is achieved at a crucial juncture in global affordability for healthcare systems. These patient perspectives can inform the planning of decision aids and clinical trials of decision-making processes when tapering is proposed.
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Affiliation(s)
- Suz Jack Chan
- School of Pharmacy, University of Otago, Dunedin, New Zealand
| | - Lisa K Stamp
- Department of Medicine, University of Otago, Christchurch, New Zealand
| | - Nicola Liebergreen
- School of Pharmacy, University of Otago, Dunedin, New Zealand.,Faculty of Law, University of Otago, Dunedin, New Zealand
| | - Henry Ndukwe
- School of Pharmacy, University of Otago, Dunedin, New Zealand
| | - Carlo Marra
- School of Pharmacy, University of Otago, Dunedin, New Zealand
| | - Gareth J Treharne
- Department of Psychology, University of Otago, PO Box 56, Dunedin, 9054, New Zealand.
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6
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Shaw Y, Bradley M, Zhang C, Dominique A, Michaud K, McDonald D, Simon TA. Development of Resilience Among Rheumatoid Arthritis Patients: A Qualitative Study. Arthritis Care Res (Hoboken) 2020; 72:1257-1265. [PMID: 31282121 DOI: 10.1002/acr.24024] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2018] [Accepted: 07/02/2019] [Indexed: 11/10/2022]
Abstract
OBJECTIVE Resilience, the ability to recover from and adapt successfully to stressful situations, is a valuable resource for patients who live with chronic conditions. This qualitative study examines the development of resilience among rheumatoid arthritis (RA) patients. We aimed to describe the resilience development process and to describe strategies used by patients to cultivate resilience. METHODS Our approach combined ethnographic data collection and narrative analysis methods. Semistructured interviews were conducted with adult RA patients in the US. Interviewees were asked to discuss their experiences with diagnosis, living with RA, coping with challenges, treatment, and health care providers. The interviews were audiorecorded, transcribed, and analyzed to describe the stages of resilience development and to identify patients' strategies for building/maintaining resilience. RESULTS Eighteen patients were interviewed, ages 27-80 years and with RA duration of 5-41 years. Patient responses to challenging situations were grouped into 3 stages: 1) lacking capacity to handle the situation, 2) struggling but growing in capacity to handle the situation, and 3) attaining mastery. Patients used 10 strategies to cultivate resilience: perseverance, exchanging social support, pursuing valued activities, flexibility, positive reframing, acceptance, humor, avoiding threatening thoughts, equanimity, and maintaining a sense of control. CONCLUSION RA patients acquire resilience in a dynamic process of learning in response to new challenges. Patients use a combination of behavioral and emotion management strategies to cultivate resilience. Awareness of these strategies may benefit patients, health care providers, and researchers developing behavioral interventions and social support programs in the context of RA and other chronic diseases.
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Affiliation(s)
- Yomei Shaw
- FORWARD, The National Databank for Rheumatic Diseases, Wichita, Kansas, and University Hospitals of Geneva, Geneva, Switzerland
| | | | | | | | - Kaleb Michaud
- FORWARD, The National Databank for Rheumatic Diseases, Wichita, Kansas, and University of Nebraska Medical Center, Omaha
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Reyes-Long S, Cortes-Altamirano JL, Clavijio-Cornejo D, Gutiérrez M, Bertolazzi C, Bandala C, Pineda C, Alfaro-Rodríguez A. Nociceptive related microRNAs and their role in rheumatoid arthritis. Mol Biol Rep 2020; 47:7265-7272. [PMID: 32740794 DOI: 10.1007/s11033-020-05700-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2020] [Accepted: 07/26/2020] [Indexed: 12/20/2022]
Abstract
Rheumatoid Arthritis (RA) is an autoimmune disease with unknown etiology and a global incidence around 1%, a positive family history increases the risk of RA roughly three to five times. Pain is one of the first symptoms to appear in this disease. MicroRNAs (miRNAs) belong to the class of small non-coding RNAs; they regulate multiple cellular processes including embryonic development, cellular proliferation, differentiation and apoptosis among others. A great deal of evidence points to the employment of miRNAs as therapeutic targets and biomarkers for several pathologies. The main objective of this Review is to assess how miRNAs participate in the pathogenesis of RA. Two advanced searches were conducted in databases, one using "micro-RNA" and "rheumatoid arthritis" as key words, and another one with "micro-RNA", "pain" and "nociception". In this Review, we describe how six miRNAs: miR-16-5p, miR-23b-3b, miR-124-3p, miR-146a-5p, miR-155-5p and miR-223-3p, involved in the modulation and transmission of the nociceptive input are unregulated in RA patients. Key molecular pathways involved in nociception, inflammation and autoimmune responses, are regulated by these miRNAs; the NF-κB, TNF-α, interleukins and TLR4. By means of gene repression, the miRNAs here described modulate the nociceptive process as well as the autoimmune response that characterize this disease.
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Affiliation(s)
- S Reyes-Long
- Department of Neurosciences, Instituto Nacional de Rehabilitación "Luis Guillermo Ibarra Ibarra", Calzada México-Xochimilco 289, Col. Arenal de Guadalupe, Del. Tlalpan, 14389, Mexico City, Mexico.,Escuela Superior de Medicina, Instituto Politécnico Nacional, Salvador Díaz Mirón, Col. Casco de Santo Tomas, 11340, Mexico City, Mexico
| | - J L Cortes-Altamirano
- Department of Neurosciences, Instituto Nacional de Rehabilitación "Luis Guillermo Ibarra Ibarra", Calzada México-Xochimilco 289, Col. Arenal de Guadalupe, Del. Tlalpan, 14389, Mexico City, Mexico
| | - D Clavijio-Cornejo
- Department of Musculoskeletal and Rheumatic Diseases, Instituto Nacional de Rehabilitación "Luis Guillermo Ibarra Ibarra", Mexico City, Mexico
| | - M Gutiérrez
- Department of Musculoskeletal and Rheumatic Diseases, Instituto Nacional de Rehabilitación "Luis Guillermo Ibarra Ibarra", Mexico City, Mexico
| | - C Bertolazzi
- Department of Musculoskeletal and Rheumatic Diseases, Instituto Nacional de Rehabilitación "Luis Guillermo Ibarra Ibarra", Mexico City, Mexico
| | - C Bandala
- Department of Neurosciences, Instituto Nacional de Rehabilitación "Luis Guillermo Ibarra Ibarra", Calzada México-Xochimilco 289, Col. Arenal de Guadalupe, Del. Tlalpan, 14389, Mexico City, Mexico.,Escuela Superior de Medicina, Instituto Politécnico Nacional, Salvador Díaz Mirón, Col. Casco de Santo Tomas, 11340, Mexico City, Mexico
| | - C Pineda
- Department of Musculoskeletal and Rheumatic Diseases, Instituto Nacional de Rehabilitación "Luis Guillermo Ibarra Ibarra", Mexico City, Mexico
| | - A Alfaro-Rodríguez
- Department of Neurosciences, Instituto Nacional de Rehabilitación "Luis Guillermo Ibarra Ibarra", Calzada México-Xochimilco 289, Col. Arenal de Guadalupe, Del. Tlalpan, 14389, Mexico City, Mexico.
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Benkel I, Ljungqvist E, Arnby M, Molander U. "Not Thinking that This Means the End When You Are Seriously Ill but Doing Something Positive about It"-A Qualitative Study of Living with a Life-Changing Disease. Diseases 2019; 7:diseases7030053. [PMID: 31514413 PMCID: PMC6787749 DOI: 10.3390/diseases7030053] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2019] [Revised: 09/06/2019] [Accepted: 09/09/2019] [Indexed: 12/28/2022] Open
Abstract
Background: Chronic diseases have an impact on and can change the lives of the persons affected by them. This study examines how a disease can influence patients’ daily lives, the strategies they adopt to cope, and their experiences of support. The study focuses on four chronic diseases: asthma-allergy, cancer, diabetes mellitus, and inflammatory rheumatic arthritis. Methods: The study has a qualitative design and includes 41 transcribed in-depth interviews and a content analysis. Results: The participants’ new life situation was changed for a very long time or forever, and this was not a voluntary choice. The new life situation comprised the following themes: life-changing—the disease could be a turning point in a negative or positive way, strategies—designed to create ways of coping with daily tasks to find a good quality of life, and support—that could be obtained from the participants’ private network or the healthcare professionals. Conclusions: The patients had to make changes in their daily life, and these could bring about different feelings and restrict activity. Healthcare professionals need more knowledge of the process of coping with such life-changing matters and what could strengthen patients and give a sense of empowerment in their lives.
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Affiliation(s)
- Inger Benkel
- Sahlgrenska Academy, Institute of Medicine, Geriatric Medicine and Clinical Osteoporosis Research School, University of Gothenburg, Gothenburg 4405 30, Sweden.
- Sahlgrenska University Hospital Palliative Care Unit, Gothenburg 400 43, Sweden.
| | - Elin Ljungqvist
- Regional Cancer Centre West, Sahlgrenska University Hospital, Gothenburg 413 45, Sweden.
| | - Maria Arnby
- Sahlgrenska University Hospital Palliative Care Unit, Gothenburg 400 43, Sweden.
| | - Ulla Molander
- Sahlgrenska Academy, Institute of Medicine, Geriatric Medicine and Clinical Osteoporosis Research School, University of Gothenburg, Gothenburg 4405 30, Sweden.
- Sahlgrenska University Hospital Palliative Care Unit, Gothenburg 400 43, Sweden.
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Bennett SE, Walsh N, Moss T, Palmer S. The lived experience of Joint Hypermobility and Ehlers-Danlos Syndromes: a systematic review and thematic synthesis. PHYSICAL THERAPY REVIEWS 2019. [DOI: 10.1080/10833196.2019.1590674] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Affiliation(s)
- Sarah E. Bennett
- Faculty of Health and Applied Sciences, University of the West of England, Bristol, UK
| | - Nicola Walsh
- Faculty of Health and Applied Sciences, University of the West of England, Bristol, UK
| | - Tim Moss
- Faculty of Health and Applied Sciences, University of the West of England, Bristol, UK
| | - Shea Palmer
- Faculty of Health and Applied Sciences, University of the West of England, Bristol, UK
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10
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Bergström M, Sverker A, Larsson Ranada Å, Valtersson E, Thyberg I, Östlund G, Björk M. Significant others' influence on participation in everyday life - the perspectives of persons with early diagnosed rheumatoid arthritis. Disabil Rehabil 2019; 42:385-393. [PMID: 30634863 DOI: 10.1080/09638288.2018.1499825] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Purpose: To describe the meaning of significant others in relation to participation in everyday life of persons with early diagnosed rheumatoid arthritis (RA).Materials and methods: Fifty-nine persons participated in this interview study. Inclusion criteria were three years' experience of diagnosis and being of working age. Semi-structured interviews were conducted using critical incident technique (CIT), and the material was analysed using content analysis.Results: Four categories were revealed: (1) My early RA causes activity adaptations for us all, referring to the person and significant others modifying activities. (2) Making the significant others balance between shortfalls and participation, where the participants distinguished between needing help and feeling involved in activities. (3) Physical interactions with significant others, referring to both the problematic and manageable impact RA could have on body contact. (4) Emotions in relation to activities with others, where participants described feelings of failing others, and anxiety about future activities.Conclusions: For persons with early diagnosed RA, significant others can be both hindering and facilitating for participation in everyday life. As a clinical implication, it is valuable to identify how significant others can be involved in the rehabilitation process, to enhance participation in everyday life early in the disease process.Implications for rehabilitationSignificant others of persons with rheumatoid arthritis can facilitate as well as hinder participation in everyday life, even early in the disease process.It is important to include the significant others in the rehabilitation process of persons with early diagnosed rheumatoid arthritis.It is of great importance to identify when and how significant others can be facilitators of participation in everyday life for persons with early rheumatoid arthritis.To make it easier for significant others to facilitate participation, there is a need for the healthcare system to explore ways to support significant others with easily accessible information about early rheumatoid arthritis.
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Affiliation(s)
- Maria Bergström
- Division of Occupational Therapy, Department of Social and Welfare Studies, Linköping University, Norrköping, Sweden
| | - Annette Sverker
- Department of Activity and Health, Department of Rehabilitation Medicine and Department of Medical and Health Sciences, Linköping University, Linköping, Sweden
| | - Åsa Larsson Ranada
- Division of Occupational Therapy, Department of Social and Welfare Studies, Linköping University, Norrköping, Sweden
| | - Eva Valtersson
- Department of Activity and Health, Department of Rehabilitation Medicine and Department of Medical and Health Sciences, Linköping University, Linköping, Sweden
| | - Ingrid Thyberg
- Department of Clinical and Experimental Medicine, Linköping University, Department of Rheumatology, Heart and Medicine Center, Region Östergötland, Linköping, Sweden
| | - Gunnel Östlund
- School of Health Care and Social Welfare, Mälardalen University, Eskilstuna, Sweden
| | - Mathilda Björk
- Division of Occupational Therapy, Department of Social and Welfare Studies, Faculty of Health Sciences, Linköping University, Department of Rheumatology, Heart and Medicine Center, Region Östergötland, Linköping, Sweden
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11
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Chin CY, Hsieh SY, Tseng VS. eDRAM: Effective early disease risk assessment with matrix factorization on a large-scale medical database: A case study on rheumatoid arthritis. PLoS One 2018; 13:e0207579. [PMID: 30475847 PMCID: PMC6261027 DOI: 10.1371/journal.pone.0207579] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2018] [Accepted: 11/02/2018] [Indexed: 11/18/2022] Open
Abstract
Recently, a number of analytical approaches for probing medical databases have been developed to assist in disease risk assessment and to determine the association of a clinical condition with others, so that better and intelligent healthcare can be provided. The early assessment of disease risk is an emerging topic in medical informatics. If diseases are detected at an early stage, prognosis can be improved and medical resources can be used more efficiently. For example, if rheumatoid arthritis (RA) is detected at an early stage, appropriate medications can be used to prevent bone deterioration. In early disease risk assessment, finding important risk factors from large-scale medical databases and performing individual disease risk assessment have been challenging tasks. A number of recent studies have considered risk factor analysis approaches, such as association rule mining, sequential rule mining, regression, and expert advice. In this study, to improve disease risk assessment, machine learning and matrix factorization techniques were integrated to discover important and implicit risk factors. A novel framework is proposed that can effectively assess early disease risks, and RA is used as a case study. This framework comprises three main stages: data preprocessing, risk factor optimization, and early disease risk assessment. This is the first study integrating matrix factorization and machine learning for disease risk assessment that is applied to a nation-wide and longitudinal medical diagnostic database. In the experimental evaluations, a cohort established from a large-scale medical database was used that included 1007 RA-diagnosed patients and 921,192 control patients examined over a nine-year follow-up period (2000-2008). The evaluation results demonstrate that the proposed approach is more efficient and stable for disease risk assessment than state-of-the-art methods.
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Affiliation(s)
- Chu-Yu Chin
- Computer Science and Information Engineering, National Cheng Kung University, Tainan, Taiwan
| | - Sun-Yuan Hsieh
- Computer Science and Information Engineering, National Cheng Kung University, Tainan, Taiwan
| | - Vincent S. Tseng
- Computer Science and Information Engineering, National Chiao Tung University, Hsinchu, Taiwan
- * E-mail:
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