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Chen C, Zheng X, Liao S, Chen S, Liang M, Tang K, Yin M, Liu H, Ni J. The diabetes mellitus multimorbidity network in hospitalized patients over 50 years of age in China: data mining of medical records. BMC Public Health 2024; 24:1433. [PMID: 38811975 PMCID: PMC11134652 DOI: 10.1186/s12889-024-18887-y] [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: 01/25/2024] [Accepted: 05/20/2024] [Indexed: 05/31/2024] Open
Abstract
OBJECTIVE Many diabetes mellitus (DM) patients suffer from multimorbidity. Understanding the DM multimorbidity network should be given priority. The purpose of this study is characterize the DM multimorbidity network in people over 50 years. METHODS Data on 75 non-communicable diseases (NCDs) were extracted from electronic medical records of 309,843 hospitalized patients older than 50 years who had at least one NCD. The association rules analysis was used as a novel classification method and combined with the Chi-square tests to identify associations between NCDs and DM. RESULT A total of 12 NCDs were closely related to DM, {cholelithiasis, DM} was an unexpected combination. {dyslipidemia, DM} and {gout, DM} had the largest lift in the male and female groups, respectively. The negative related group included 7 NCDs. There were 9 NCDs included in the strong association rules. Most combinations were different by age and sex. In males, the strongest rule was {peripheral vascular disease (PVD), dyslipidemia, DM}, while {hypertension, dyslipidemia, chronic liver disease (CLD), DM} was the strongest in females. In patients younger than 70 years, hypertension, CLD, and dyslipidemia were the most dominant NCDs in the DM multimorbidity network. In patients 70 years or older, chronic kidney disease (CKD), CVD, CHD, and heart disease (HD) frequently co-occurred with DM. CONCLUSION Future primary healthcare policies for DM should be formulated based on age and sex. In patients younger than 70 years, more attention to hypertension, CLD, and dyslipidemia is required, while attention to CKD, CVD, CHD and HD is needed in patients older than 70 years.
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Affiliation(s)
- Chao Chen
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, No.1 Xincheng Road, Songshan Lake, Dongguan, 523808, Guangdong, China
- Department of Epidemiology and Health Statistics, School of Public Health, Guangdong Medical University, Dongguan, Guangdong, China
| | - Xueting Zheng
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, No.1 Xincheng Road, Songshan Lake, Dongguan, 523808, Guangdong, China
- Department of Epidemiology and Health Statistics, School of Public Health, Guangdong Medical University, Dongguan, Guangdong, China
| | - Shaobing Liao
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, No.1 Xincheng Road, Songshan Lake, Dongguan, 523808, Guangdong, China
- Department of Epidemiology and Health Statistics, School of Public Health, Guangdong Medical University, Dongguan, Guangdong, China
| | - Shimin Chen
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, No.1 Xincheng Road, Songshan Lake, Dongguan, 523808, Guangdong, China
| | - Minyi Liang
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, No.1 Xincheng Road, Songshan Lake, Dongguan, 523808, Guangdong, China
| | - Kang Tang
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, No.1 Xincheng Road, Songshan Lake, Dongguan, 523808, Guangdong, China
| | - Mingjuan Yin
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, No.1 Xincheng Road, Songshan Lake, Dongguan, 523808, Guangdong, China
| | - Huansheng Liu
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, No.1 Xincheng Road, Songshan Lake, Dongguan, 523808, Guangdong, China
| | - Jindong Ni
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, No.1 Xincheng Road, Songshan Lake, Dongguan, 523808, Guangdong, China.
- Maternal and Child Research Institute, Shunde Women and Children's Hospital, Guangdong Medical University, Foshan, China.
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Fernandes F, Talih M, Pires C, Navasardyan N, Santos MJ, Lucas R. Pain site persistence and changes from childhood to adolescence: a prospective cohort study. Pediatr Res 2024; 95:1625-1633. [PMID: 38225449 DOI: 10.1038/s41390-024-03021-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/09/2023] [Revised: 11/22/2023] [Accepted: 12/29/2023] [Indexed: 01/17/2024]
Abstract
BACKGROUND Pain is a complex experience that interferes with the well-being of youth who experience it. We aimed to assess whether recurrent pain sites in childhood can predict later recurrent pain sites prospectively. METHODS Pain was assessed using the Luebeck Pain Screening Questionnaire at ages 7, 10, and 13 from the Generation XXI cohort. We used multinomial regression to assess the association of recurrent pain sites at ages 7 and 10 with those at age 13. RESULTS We included 3833 participants. Boys with recurrent abdominal/pelvic pain at age 7 were more likely to report headaches (OR 2.81; 95%CI 1.48-5.34), abdominal/pelvic (OR 2.92; 95%CI 1.46-5.84), and musculoskeletal pain (OR 1.55; 95%CI 1.02-2.34) at age 13. Girls with recurrent abdominal/pelvic pain at age 7 were more likely to report both musculoskeletal (OR 1.62; 95%CI 1.10-2.40) and abdominal/pelvic pain (OR 1.74; 95%CI 1.15-2.65). At age 10, all pain sites were associated with pain in the same site at age 13. CONCLUSION Recurrent abdominal/pelvic pain at age 7 may be related to the development of various pains in adolescence. Pain at a given site at age 10 can be associated with pain at that same site at age 13. IMPACT Recurrent abdominal or pelvic pain during childhood was distinctively associated with an increased risk of recurrent pain in other sites during adolescence. Recurrent pain during childhood was associated with pain in the same sites at age 13, and this persistence seemed to emerge between the ages of 7 and 10 for both boys and girls. Studying early pain sites may add to the understanding of the etiology of chronic pain.
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Affiliation(s)
- Francisco Fernandes
- EPIUnit - Instituto de Saúde Pública, Universidade do Porto, Rua das Taipas, n° 135, 4050-600, Porto, Portugal.
- Laboratório para a Investigação Integrativa e Translacional em Saúde Populacional (ITR), Universidade do Porto, Rua das Taipas, n° 135, 4050-600, Porto, Portugal.
- Unidade de Saúde Pública - Agrupamento de Centros de Saúde Baixo Mondego, Coimbra, Portugal.
| | - Makram Talih
- EPIUnit - Instituto de Saúde Pública, Universidade do Porto, Rua das Taipas, n° 135, 4050-600, Porto, Portugal
- Laboratório para a Investigação Integrativa e Translacional em Saúde Populacional (ITR), Universidade do Porto, Rua das Taipas, n° 135, 4050-600, Porto, Portugal
- Departamento de Ciências da Saúde Pública e Forenses e Educação Médica, Faculdade de Medicina, Universidade do Porto, Porto, Portugal
| | - Catarina Pires
- EPIUnit - Instituto de Saúde Pública, Universidade do Porto, Rua das Taipas, n° 135, 4050-600, Porto, Portugal
- Laboratório para a Investigação Integrativa e Translacional em Saúde Populacional (ITR), Universidade do Porto, Rua das Taipas, n° 135, 4050-600, Porto, Portugal
| | - Naré Navasardyan
- EPIUnit - Instituto de Saúde Pública, Universidade do Porto, Rua das Taipas, n° 135, 4050-600, Porto, Portugal
- Laboratório para a Investigação Integrativa e Translacional em Saúde Populacional (ITR), Universidade do Porto, Rua das Taipas, n° 135, 4050-600, Porto, Portugal
| | - Maria José Santos
- Rheumatology Department, Hospital Garcia de Orta EPE, Almada, Portugal
| | - Raquel Lucas
- EPIUnit - Instituto de Saúde Pública, Universidade do Porto, Rua das Taipas, n° 135, 4050-600, Porto, Portugal
- Laboratório para a Investigação Integrativa e Translacional em Saúde Populacional (ITR), Universidade do Porto, Rua das Taipas, n° 135, 4050-600, Porto, Portugal
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3
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Ames H, Hestevik CH, Briggs AM. Acceptability, values, and preferences of older people for chronic low back pain management; a qualitative evidence synthesis. BMC Geriatr 2024; 24:24. [PMID: 38182977 PMCID: PMC10768085 DOI: 10.1186/s12877-023-04608-4] [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: 03/29/2023] [Accepted: 12/16/2023] [Indexed: 01/07/2024] Open
Abstract
BACKGROUND Chronic primary low back pain (CPLBP) and other musculoskeletal conditions represent a sizable attribution to the global burden of disability, with rates greatest in older age. There are multiple and varied interventions for CPLBP, delivered by a wide range of health and care workers. However, it is not known if these are acceptable to or align with the values and preferences of care recipients. The objective of this synthesis was to understand the key factors influencing the acceptability of, and values and preferences for, interventions/care for CPLBP from the perspective of people over 60 and their caregivers. METHODS We searched MEDLINE, CINAHL and OpenAlex, for eligible studies from inception until April 2022. We included studies that used qualitative methods for data collection and analysis; explored the perceptions and experiences of older people and their caregivers about interventions to treat CPLBP; from any setting globally. We conducted a best fit framework synthesis using a framework developed specifically for this review. We assessed our certainty in the findings using GRADE-CERQual. RESULTS All 22 included studies represented older people's experiences and had representation across a range of geographies and economic contexts. No studies were identified on caregivers. Older people living with CPLBP express values and preferences for their care that relate to therapeutic encounters and the importance of therapeutic alliance, irrespective of the type of treatment, choice of intervention, and intervention delivery modalities. Older people with CPLBP value therapeutic encounters that validate, legitimise, and respect their pain experience, consider their context holistically, prioritise their needs and preferences, adopt a person-centred and tailored approach to care, and are supported by interprofessional communication. Older people valued care that provided benefit to them, included interventions beyond analgesic medicines alone and was financially and geographically accessible. CONCLUSIONS These findings provide critical context to the implementation of clinical guidelines into practice, particularly related to how care providers interact with older people and how components of care are delivered, their location and their cost. Further research is needed focusing on low- and middle-income settings, vulnerable populations, and caregivers.
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Affiliation(s)
- Heather Ames
- The Norwegian Institute of Public Health, PO Box 222, 0213, Oslo, Skøyen, Norway.
| | | | - Andrew M Briggs
- Ageing and Health Unit, Department of Maternal, Newborn, Child & Adolescent Health and Ageing, World Health Organization, Avenue Appia 20, 1211, Geneva, Switzerland
- Faculty of Health Sciences, Curtin University, PO Box U1987, Perth, 6845, Western Australia
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Álvarez-Gálvez J, Ortega-Martín E, Carretero-Bravo J, Pérez-Muñoz C, Suárez-Lledó V, Ramos-Fiol B. Social determinants of multimorbidity patterns: A systematic review. Front Public Health 2023; 11:1081518. [PMID: 37050950 PMCID: PMC10084932 DOI: 10.3389/fpubh.2023.1081518] [Citation(s) in RCA: 18] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Accepted: 03/02/2023] [Indexed: 03/28/2023] Open
Abstract
Social determinants of multimorbidity are poorly understood in clinical practice. This review aims to characterize the different multimorbidity patterns described in the literature while identifying the social and behavioral determinants that may affect their emergence and subsequent evolution. We searched PubMed, Embase, Scopus, Web of Science, Ovid MEDLINE, CINAHL Complete, PsycINFO and Google Scholar. In total, 97 studies were chosen from the 48,044 identified. Cardiometabolic, musculoskeletal, mental, and respiratory patterns were the most prevalent. Cardiometabolic multimorbidity profiles were common among men with low socioeconomic status, while musculoskeletal, mental and complex patterns were found to be more prevalent among women. Alcohol consumption and smoking increased the risk of multimorbidity, especially in men. While the association of multimorbidity with lower socioeconomic status is evident, patterns of mild multimorbidity, mental and respiratory related to middle and high socioeconomic status are also observed. The findings of the present review point to the need for further studies addressing the impact of multimorbidity and its social determinants in population groups where this problem remains invisible (e.g., women, children, adolescents and young adults, ethnic groups, disabled population, older people living alone and/or with few social relations), as well as further work with more heterogeneous samples (i.e., not only focusing on older people) and using more robust methodologies for better classification and subsequent understanding of multimorbidity patterns. Besides, more studies focusing on the social determinants of multimorbidity and its inequalities are urgently needed in low- and middle-income countries, where this problem is currently understudied.
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Affiliation(s)
- Javier Álvarez-Gálvez
- Department of Biomedicine, Biotechnology and Public Health, University of Cadiz, Cádiz, Spain
- The University Research Institute for Sustainable Social Development (Instituto Universitario de Investigación para el Desarrollo Social Sostenible), University of Cadiz, Jerez de la Frontera, Spain
| | - Esther Ortega-Martín
- Department of Biomedicine, Biotechnology and Public Health, University of Cadiz, Cádiz, Spain
- *Correspondence: Esther Ortega-Martín
| | - Jesús Carretero-Bravo
- Department of Biomedicine, Biotechnology and Public Health, University of Cadiz, Cádiz, Spain
| | - Celia Pérez-Muñoz
- Department of Nursing and Physiotherapy, University of Cadiz, Cádiz, Spain
| | - Víctor Suárez-Lledó
- Department of Biomedicine, Biotechnology and Public Health, University of Cadiz, Cádiz, Spain
| | - Begoña Ramos-Fiol
- Department of Biomedicine, Biotechnology and Public Health, University of Cadiz, Cádiz, Spain
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5
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Finucane LM, Stokes E, Briggs AM. Its everyone's responsibility: Responding to the global burden of musculoskeletal health impairment. Musculoskelet Sci Pract 2023; 64:102743. [PMID: 36921503 DOI: 10.1016/j.msksp.2023.102743] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/18/2023]
Affiliation(s)
- Laura M Finucane
- Sussex MSK Partnership, Brighton, UK; St Georges University London, Health Social Care and Education, United Kingdom.
| | - Emma Stokes
- School of Medicine, Trinity College Dublin, Dublin, Ireland
| | - Andrew M Briggs
- Curtin School of Allied Health and Curtin EnAble Institute, Faculty of Health Sciences, Curtin University, Perth, Australia
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6
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Zhang Y, Chen C, Huang L, Liu G, Lian T, Yin M, Zhao Z, Xu J, Chen R, Fu Y, Liang D, Zeng J, Ni J. Associations Among Multimorbid Conditions in Hospitalized Middle-aged and Older Adults in China: Statistical Analysis of Medical Records. JMIR Public Health Surveill 2022; 8:e38182. [PMID: 36422885 PMCID: PMC9732753 DOI: 10.2196/38182] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2022] [Revised: 07/13/2022] [Accepted: 09/10/2022] [Indexed: 11/25/2022] Open
Abstract
BACKGROUND Multimorbidity has become a new challenge for medical systems and public health policy. Understanding the patterns of and associations among multimorbid conditions should be given priority. It may assist with the early detection of multimorbidity and thus improve quality of life in older adults. OBJECTIVE This study aims to comprehensively analyze and compare associations among multimorbid conditions by age and sex in a large number of middle-aged and older Chinese adults. METHODS Data from the home pages of inpatient medical records in the Shenzhen National Health Information Platform were evaluated. From January 1, 2017, to December 31, 2018, inpatients aged 50 years and older who had been diagnosed with at least one of 40 conditions were included in this study. Their demographic characteristics (age and sex) and inpatient diagnoses were extracted. Association rule mining, Chi-square tests, and decision tree analyses were combined to identify associations between multiple chronic conditions. RESULTS In total, 306,264 hospitalized cases with available information on related chronic conditions were included in this study. The prevalence of multimorbidity in the overall population was 76.46%. The combined results of the 3 analyses showed that, in patients aged 50 years to 64 years, lipoprotein metabolism disorder tended to be comorbid with multiple chronic conditions. Gout and lipoprotein metabolism disorder had the strongest association. Among patients aged 65 years or older, there were strong associations between cerebrovascular disease, heart disease, lipoprotein metabolism disorder, and peripheral vascular disease. The strongest associations were observed between senile cataract and glaucoma in men and women. In particular, the association between osteoporosis and malignant tumor was only observed in middle-aged and older men, while the association between anemia and chronic kidney disease was only observed in older women. CONCLUSIONS Multimorbidity was prevalent among middle-aged and older Chinese individuals. The results of this comprehensive analysis of 4 age-sex subgroups suggested that associations between particular conditions within the sex and age groups occurred more frequently than expected by random chance. This provides evidence for further research on disease clusters and for health care providers to develop different strategies based on age and sex to improve the early identification and treatment of multimorbidity.
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Affiliation(s)
- Yan Zhang
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, Dongguan, China
- Department of Elderly Health Management, Shenzhen Center for Chronic Disease Control, Shenzhen, China
| | - Chao Chen
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, Dongguan, China
- Institute of Public Health and Wellness, Guangdong Medical University, Dongguan, China
| | - Lingfeng Huang
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, Dongguan, China
- Institute of Public Health and Wellness, Guangdong Medical University, Dongguan, China
| | - Gang Liu
- Department of Primary Public Health Promotion, Shenzhen Center for Disease Control and Prevention, Shenzhen, China
| | - Tingyu Lian
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, Dongguan, China
- Institute of Public Health and Wellness, Guangdong Medical University, Dongguan, China
| | - Mingjuan Yin
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, Dongguan, China
- Institute of Public Health and Wellness, Guangdong Medical University, Dongguan, China
| | - Zhiguang Zhao
- Administration Office, Shenzhen Center for Chronic Disease Control, Shenzhen, China
| | - Jian Xu
- Department of Elderly Health Management, Shenzhen Center for Chronic Disease Control, Shenzhen, China
| | - Ruoling Chen
- Faculty of Education, Health and Wellbeing, University of Wolverhampton, Wolverhampton, United Kingdom
| | - Yingbin Fu
- Department of Primary Public Health Promotion, Shenzhen Center for Disease Control and Prevention, Shenzhen, China
| | - Dongmei Liang
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, Dongguan, China
- Institute of Public Health and Wellness, Guangdong Medical University, Dongguan, China
| | - Jinmei Zeng
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, Dongguan, China
- Institute of Public Health and Wellness, Guangdong Medical University, Dongguan, China
| | - Jindong Ni
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, Dongguan, China
- Institute of Public Health and Wellness, Guangdong Medical University, Dongguan, China
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7
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Briggs AM, Jordan JE, Sharma S, Young JJ, Chua J, Foster HE, Haq SA, Huckel Schneider C, Jain A, Joshipura M, Kalla AA, Kopansky-Giles D, March L, Reis FJJ, Reyes KAV, Soriano ER, Slater H. Context and priorities for health systems strengthening for pain and disability in low- and middle-income countries: a secondary qualitative study and content analysis of health policies. Health Policy Plan 2022; 38:129-149. [PMID: 35876078 PMCID: PMC9923377 DOI: 10.1093/heapol/czac061] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Revised: 07/11/2022] [Accepted: 07/23/2022] [Indexed: 11/14/2022] Open
Abstract
Musculoskeletal (MSK) health impairments contribute substantially to the pain and disability burden in low- and middle-income countries (LMICs), yet health systems strengthening (HSS) responses are nascent in these settings. We aimed to explore the contemporary context, framed as challenges and opportunities, for improving population-level prevention and management of MSK health in LMICs using secondary qualitative data from a previous study exploring HSS priorities for MSK health globally and (2) to contextualize these findings through a primary analysis of health policies for integrated management of non-communicable diseases (NCDs) in select LMICs. Part 1: 12 transcripts of interviews with LMIC-based key informants (KIs) were inductively analysed. Part 2: systematic content analysis of health policies for integrated care of NCDs where KIs were resident (Argentina, Bangladesh, Brazil, Ethiopia, India, Kenya, Malaysia, Philippines and South Africa). A thematic framework of LMIC-relevant challenges and opportunities was empirically derived and organized around five meta-themes: (1) MSK health is a low priority; (2) social determinants adversely affect MSK health; (3) healthcare system issues de-prioritize MSK health; (4) economic constraints restrict system capacity to direct and mobilize resources to MSK health; and (5) build research capacity. Twelve policy documents were included, describing explicit foci on cardiovascular disease (100%), diabetes (100%), respiratory conditions (100%) and cancer (89%); none explicitly focused on MSK health. Policy strategies were coded into three categories: (1) general principles for people-centred NCD care, (2) service delivery and (3) system strengthening. Four policies described strategies to address MSK health in some way, mostly related to injury care. Priorities and opportunities for HSS for MSK health identified by KIs aligned with broader strategies targeting NCDs identified in the policies. MSK health is not currently prioritized in NCD health policies among selected LMICs. However, opportunities to address the MSK-attributed disability burden exist through integrating MSK-specific HSS initiatives with initiatives targeting NCDs generally and injury and trauma care.
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Affiliation(s)
- Andrew M Briggs
- *Corresponding author. Curtin School of Allied Health and enAble Institute, Faculty of Health Sciences, Curtin University, GPO Box U1987, Perth, WA 6845, Australia. E-mail:
| | | | - Saurab Sharma
- Department of Physiotherapy, Kathmandu University School of Medical Sciences, Dhulikhel 45200, Nepal,School of Health Sciences, Faculty of Medicine and Health, University of New South Wales, 18 High St Kensington, New South Wales 2052, Australia,Centre for Pain IMPACT, Neuroscience Research Australia, 139 Barker Street, Randwick, New South Wales 2031, Australia
| | | | - Jason Chua
- TBI Network, Faculty of Health and Environmental Sciences, Auckland University of Technology, 55 Wellesley Street East, Auckland CBD, Auckland 1010, New Zealand
| | - Helen E Foster
- Population Health Institute, Newcastle University, Newcastle upon Tyne NE2 4AX, United Kingdom,Paediatric Global Musculoskeletal Task Force, Global Alliance for Musculoskeletal Health, Institute of Bone and Joint Research, Kolling Institute, University of Sydney, 10 Westbourne Street, St Leonards, New South Wales 2064, Australia
| | - Syed Atiqul Haq
- Rheumatology Department, Bangabandhu Sheikh Mujib Medical University, Dhaka 1000, Bangladesh,Asia Pacific League of Associations for Rheumatology (APLAR), 1 Scotts Road #24-10, Shaw Center Singapore 228208, Singapore
| | - Carmen Huckel Schneider
- Menzies Centre for Health Policy and Economics, Faculty of Medicine and Health, University of Sydney, 17 John Hopkins Drive, Camperdown, New South Wales 2050, Australia
| | - Anil Jain
- Department of Physical Medicine & Rehabilitation, Santokba Durlabhji Memorial Hospital, Bhawani Singh Marg Road, Rambagh Circle 302015, Jaipur, India
| | - Manjul Joshipura
- AO Alliance Foundation, Clavadelerstrasse 8, Davos Platz 7270, Switzerland
| | - Asgar Ali Kalla
- Department of Medicine, University of Cape Town, Anzio Road, Observatory, Cape Town 7925, South Africa
| | - Deborah Kopansky-Giles
- Global Alliance for Musculoskeletal Health (G-MUSC), Institute of Bone and Joint Research, Kolling Institute, University of Sydney, 10 Westbourne Street, St Leonards, New South Wales 2064, Australia,Department of Research, Canadian Memorial Chiropractic College, 6100 Leslie Street, North York, Ontario M2H 3J1, Canada,Department of Family & Community Medicine, University of Toronto, 500 University Ave, Toronto, ON M5G 1V7, Canada
| | - Lyn March
- Global Alliance for Musculoskeletal Health (G-MUSC), Institute of Bone and Joint Research, Kolling Institute, University of Sydney, 10 Westbourne Street, St Leonards, New South Wales 2064, Australia,Florance and Cope Professorial Department of Rheumatology, Royal North Shore Hospital, Reserve Rd, St Leonards NSW 2065, Australia,Kolling Institute, University of Sydney, 10 Westbourne Street, St Leonards, New South Wales 2064, Australia
| | - Felipe J J Reis
- Physical Therapy Department, Instituto Federal do Rio de Janeiro (IFRJ), R. Sen. Furtado, 121/125 - Maracanã, Rio de Janeiro – RJ, 20270-021, Brazil,Clinical Medicine Department, Universidade Federal do Rio de Janeiro (UFRJ), Rio de Janeiro – RJ, 21044-020, Brazil,Pain in Motion Research Group, Department of Physiotherapy, Human Physiology and Anatomy, Faculty of Physical Education & Physiotherapy, Vrije Universiteit Brussel, Bd de la Plaine 2, Ixelles 1050, Brussels, Belgium
| | - Katherine Ann V Reyes
- Alliance for Improving Health Outcomes, Inc., West Ave, Quezon City 1104, Philippines,School of Public Health, Pamantasan ng Lungsod ng Maynila, Intramuros, Manila, 1002 Metro, Manila, Philippines
| | - Enrique R Soriano
- Rheumatology Unit, Internal Medicine Services and University Institute, Hospital Italiano de Buenos Aires, Tte. Gral. Juan Domingo Perón 4190, C1199 CABA, Buenos Aires, Argentina,Pan-American League of Associations for Rheumatology (PANLAR), Wells Fargo Plaza, 333 SE 2nd Avenue Suite 2000 Mia, Florida 33131, United States of America
| | - Helen Slater
- Curtin School of Allied Health and Curtin enAble Institute, Faculty of Health Sciences, Curtin University, Kent Street, Bentley, Western Australia 6102, Australia
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8
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Liu H, Zhang X, Chen B, Fang B, Lou VWQ, Hu J. The Differential Impact of Multimorbidity Patterns and Subsequent Accumulation on Longitudinal Trajectories of Physical Function Decline in a Population-based Cohort of Older People. J Gerontol A Biol Sci Med Sci 2021; 77:1629-1636. [PMID: 34951651 DOI: 10.1093/gerona/glab384] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2021] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND Although both the patterns and accumulation of multimorbidity are important for predicting physical function, studies have not simultaneously examined their impact on functional decline. This study aimed to associate multimorbidity patterns and subsequently developed conditions with longitudinal trajectories of functional decline, and it tested whether the effects of newly developed conditions on functional decline varied across distinct multimorbidity patterns. METHODS We included 6,634 participants aged at least 60 years from the China Health and Retirement Longitudinal Survey. Latent class analysis identified multimorbidity patterns from 14 chronic conditions. Mixed negative binomial models estimated the changes in physical function measured across four waves as a function of multimorbidity patterns, subsequently developed conditions and their interactions. RESULTS Five distinct patterns were identified three years before wave 1: stomach/arthritis (15.7%), cardiometabolic (6.7%), arthritis/hypertension (47.9%), hepatorenal/multi-system (18.3%), and lung/asthma (11.4%). The hepatorenal/multi-system and the lung/asthma pattern were associated with worse baseline physical function, and the hypertension/arthritis pattern was associated with greater decline of physical function. The effect of developing new conditions on decline of physical function over time was most evident for individuals from the cardiometabolic pattern. DISCUSSION Considering both the combinations and progressive nature of multimorbidity is important for identifying individuals at greater risk of disability. Future studies are warranted to differentiate the factors responsible for the progression of chronic conditions in distinct multimorbidity patterns and investigate the potential implications for improved prediction of functional decline.
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Affiliation(s)
- Huiying Liu
- Department of Sociology, Central South University, Changsha, Hunan province, China.,Sau Po Centre on Ageing, University of Hong Kong, Hong Kong, China
| | - Xinyan Zhang
- Department of Sociology, Central South University, Changsha, Hunan province, China
| | - Beizhuo Chen
- Department of Sociology, Central South University, Changsha, Hunan province, China
| | - Boye Fang
- Sun Yat-Sen University, School of Sociology & Anthropology, Guangzhou, Guangdong province, CN
| | - Vivian W Q Lou
- Sau Po Centre on Ageing, University of Hong Kong, Hong Kong, China.,Department of Social Work and Social Administration, University of Hong Kong, Hong Kong, China
| | - Jian Hu
- Department of Hematology, Xiangya Hospital, Central South University, Changsha, Hunan province, China
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Delpino FM, Wendt A, Crespo PA, Blumenberg C, Teixeira DSDC, Batista SR, Malta DC, Miranda J, Flores TR, Nunes BP, Wehrmeister FC. Occurrence and inequalities by education in multimorbidity in Brazilian adults between 2013 and 2019: evidence from the National Health Survey. REVISTA BRASILEIRA DE EPIDEMIOLOGIA 2021; 24:e210016. [PMID: 34910070 DOI: 10.1590/1980-549720210016.supl.2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2021] [Accepted: 08/11/2021] [Indexed: 11/22/2022] Open
Abstract
OBJECTIVE The aims of this study were: 1) to estimate the prevalence of multimorbidity in 2013 and 2019 in adults aged 20-59 years; 2) to assess inequalities in the prevalence of multimorbidity in 2013 and 2019 according to educational level. METHODS Data from two cross-sectional surveys from the Brazilian National Health Survey in 2013 and 2019 were used. Multimorbidity was assessed from 14 lifetime self-reported morbidities (except back problems) and defined using the cutoff point of ≥2 diseases. The prevalence of multimorbidity and individual morbidities were described according to gender, age, skin color, and education. For education, crude, and relative inequalities in prevalence of multimorbidity were calculated using the Slope Index of Inequality and the Concentration Index, respectively. RESULTS The prevalence of multimorbidity increased from 18.7% (95%CI 18.0-19.3) in 2013 to 22.3% (95%CI 21.7-22.9) in 2019, being higher among women and adults between 30-59 years in both periods. Asthma/bronchitis, depression, and back problems were the conditions that increased the most in the study period. Absolute and relative inequalities by education status were observed in the study period, with worse multimorbidity profiles among the less educated. CONCLUSION The prevalence of multimorbidity increased between 2013 and 2019. Inequalities in the prevalence of multimorbidity were observed according to educational level.
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Affiliation(s)
- Felipe Mendes Delpino
- Postgraduate Program in Nursing, Universidade Federal de Pelotas - Pelotas (RS), Brazil
| | - Andrea Wendt
- Postgraduate Program in Epidemiology, Universidade Federal de Pelotas - Pelotas (RS), Brazil
| | - Pedro Augusto Crespo
- Postgraduate Program in Epidemiology, Universidade Federal de Pelotas - Pelotas (RS), Brazil
| | - Cauane Blumenberg
- Postgraduate Program in Epidemiology, Universidade Federal de Pelotas - Pelotas (RS), Brazil
| | | | - Sandro Rodrigues Batista
- School of Medicine, Secretaria de Estado da Saúde de Goiás, Universidade Federal de Goiás - Goiânia (GO), Brazil
| | - Deborah Carvalho Malta
- School of Nursing, Department of Maternal and Child Nursing and Public Health, Universidade Federal de Minas Gerais - Belo Horizonte (MG), Brazil
| | - Jaime Miranda
- CRONICAS Center of Excellence in Chronic Diseases, Universidad Peruana Cayetano Heredia, - Lima, Peru
| | - Thaynã Ramos Flores
- Postgraduate Program in Epidemiology, Universidade Federal de Pelotas - Pelotas (RS), Brazil
| | - Bruno Pereira Nunes
- Postgraduate Program in Nursing, Universidade Federal de Pelotas - Pelotas (RS), Brazil
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Rajan P, Hiller C, Lin J, Refshauge K, Lincoln M, Leaver A. Community-based interventions for chronic musculoskeletal health conditions in rural and remote populations: A systematic review. HEALTH & SOCIAL CARE IN THE COMMUNITY 2021; 29:1621-1631. [PMID: 33368791 DOI: 10.1111/hsc.13263] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/31/2020] [Revised: 10/15/2020] [Accepted: 11/19/2020] [Indexed: 06/12/2023]
Abstract
Chronic musculoskeletal health conditions are highly prevalent in rural and remote areas, globally. It is unknown, however, whether interventions shown to be effective for urban populations are also effective for rural and remote populations. The purpose of the review was to evaluate the effectiveness of community-based interventions for management of chronic musculoskeletal health conditions in rural and remote populations. A systematic review was undertaken of the major databases: Medline, Scopus, Web of Science, Rural and Remote Health, Embase and PEDro to April 2020 with no restrictions on language or publication date. Odds Ratios were calculated to report differences between intervention and control groups. Risk of bias was assessed using the PEDro scale. Meta-analysis was not conducted, given the high heterogeneity among studies. From a total of 3,219 articles identified from the title search, five studies were eligible, with a total of 2,831 participants. Interventions evaluated included education alone, exercise with education and ergonomic modifications. Community-based education and exercise led to significantly reduced chronic musculoskeletal pain [OR = 1.85 (95% CI 1.22, 2.82)] compared with controls. Ergonomic stove installation significantly reduced average prevalence of back pain (0.25% reduction in pain prevalence; p < .05); however, no significant effect [OR = 1.02 (0.63, 1.65)] was found when transformed to Odds Ratio. There were divergent findings for education programmes alone: one study reported a positive effect [OR = 1.78 (1.27, 2.49)], while another reported no significant effect [delivered either in home [OR: 1.21 (0.78, 1.86)] or in small groups [OR = 0.95 (0.60, 1.51)]. A significant improvement in knowledge was found with community-based education delivered in participants' homes [SMD: 1.27 (1.01, 1.54)], in small groups [SMD: 0.79 (0.53, 1.06)], using traditional puppetry [SMD: 4.79 (4.51, 5.06)], and with education and exercise [SMD: 0.29 (0.06, 0.52)]. There is low quality evidence that education and/or exercise improves knowledge of arthritis, and the effectiveness of ergonomic interventions on pain was unclear.
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Affiliation(s)
- Pavithra Rajan
- Faculty of Medicine and Health, Sydney School of Health Sciences, The University of Sydney, Sydney, NSW, Australia
| | - Claire Hiller
- Faculty of Medicine and Health, Sydney School of Health Sciences, The University of Sydney, Sydney, NSW, Australia
| | - Jianhua Lin
- Faculty of Medicine and Health, Sydney School of Health Sciences, The University of Sydney, Sydney, NSW, Australia
| | - Kathryn Refshauge
- Faculty of Medicine and Health, Sydney School of Health Sciences, The University of Sydney, Sydney, NSW, Australia
| | - Michelle Lincoln
- Faculty of Health, University of Canberra, Canberra, ACT, Australia
| | - Andrew Leaver
- Faculty of Medicine and Health, Sydney School of Health Sciences, The University of Sydney, Sydney, NSW, Australia
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Briggs AM, Huckel Schneider C, Slater H, Jordan JE, Parambath S, Young JJ, Sharma S, Kopansky-Giles D, Mishrra S, Akesson KE, Ali N, Belton J, Betteridge N, Blyth FM, Brown R, Debere D, Dreinhöfer KE, Finucane L, Foster HE, Gimigliano F, Haldeman S, Haq SA, Horgan B, Jain A, Joshipura M, Kalla AA, Lothe J, Matsuda S, Mobasheri A, Mwaniki L, Nordin MC, Pattison M, Reis FJJ, Soriano ER, Tick H, Waddell J, Wiek D, Woolf AD, March L. Health systems strengthening to arrest the global disability burden: empirical development of prioritised components for a global strategy for improving musculoskeletal health. BMJ Glob Health 2021; 6:e006045. [PMID: 37904582 PMCID: PMC8215245 DOI: 10.1136/bmjgh-2021-006045] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2021] [Accepted: 05/12/2021] [Indexed: 12/13/2022] Open
Abstract
INTRODUCTION Despite the profound burden of disease, a strategic global response to optimise musculoskeletal (MSK) health and guide national-level health systems strengthening priorities remains absent. Auspiced by the Global Alliance for Musculoskeletal Health (G-MUSC), we aimed to empirically derive requisite priorities and components of a strategic response to guide global and national-level action on MSK health. METHODS Design: mixed-methods, three-phase design.Phase 1: qualitative study with international key informants (KIs), including patient representatives and people with lived experience. KIs characterised the contemporary landscape for MSK health and priorities for a global strategic response.Phase 2: scoping review of national health policies to identify contemporary MSK policy trends and foci.Phase 3: informed by phases 1-2, was a global eDelphi where multisectoral panellists rated and iterated a framework of priorities and detailed components/actions. RESULTS Phase 1: 31 KIs representing 25 organisations were sampled from 20 countries (40% low and middle income (LMIC)). Inductively derived themes were used to construct a logic model to underpin latter phases, consisting of five guiding principles, eight strategic priority areas and seven accelerators for action.Phase 2: of the 165 documents identified, 41 (24.8%) from 22 countries (88% high-income countries) and 2 regions met the inclusion criteria. Eight overarching policy themes, supported by 47 subthemes, were derived, aligning closely with the logic model.Phase 3: 674 panellists from 72 countries (46% LMICs) participated in round 1 and 439 (65%) in round 2 of the eDelphi. Fifty-nine components were retained with 10 (17%) identified as essential for health systems. 97.6% and 94.8% agreed or strongly agreed the framework was valuable and credible, respectively, for health systems strengthening. CONCLUSION An empirically derived framework, co-designed and strongly supported by multisectoral stakeholders, can now be used as a blueprint for global and country-level responses to improve MSK health and prioritise system strengthening initiatives.
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Affiliation(s)
- Andrew M Briggs
- Curtin School of Allied Health, Faculty of Health Sciences, Curtin University, Perth, Western Australia, Australia
| | - Carmen Huckel Schneider
- Menzies Centre for Health Policy and Economics, Faculty of Medicine and Health, University of Sydney, Sydney, New South Wales, Australia
| | - Helen Slater
- Curtin School of Allied Health, Faculty of Health Sciences, Curtin University, Perth, Western Australia, Australia
| | | | - Sarika Parambath
- Menzies Centre for Health Policy and Economics, Faculty of Medicine and Health, University of Sydney, Sydney, New South Wales, Australia
| | - James J Young
- Department of Research, Canadian Memorial Chiropractic College, Toronto, Ontario, Canada
- Center for Muscle and Joint Health, Department of Sports Science and Clinical Biomechanics, University of Southern Denmark, Odense, Denmark
| | - Saurab Sharma
- Department of Physiotherapy, Kathmandu University School of Medical Sciences, Dhulikhel, Kavre, Nepal
| | - Deborah Kopansky-Giles
- Department of Research, Canadian Memorial Chiropractic College, Toronto, Ontario, Canada
- Department of Family and Community Medicine, University of Toronto Faculty of Medicine, Toronto, Ontario, Canada
| | - Swatee Mishrra
- Sydney Musculoskeletal, Bone and Joint Health Alliance. Institute of Bone and Joint Research, Kolling Institute, Faculty of Medicine and Health, University of Sydney, Sydney, New South Wales, Australia
| | - Kristina E Akesson
- Department of Clinical Sciences Malmö, Clinical and Molecular Osteoporosis Research Unit, Lund University, Malmö, Sweden
- Department of Orthopedics, Skane University Hospital, Malmö, Sweden
| | - Nuzhat Ali
- Health Improvement, Public Health England, London, UK
| | - Joletta Belton
- Global Alliance of Partners for Pain Advocacy, International Association for the Study of Pain, Washington, DC, USA
| | | | - Fiona M Blyth
- Menzies Centre for Health Policy and Economics, Faculty of Medicine and Health, University of Sydney, Sydney, New South Wales, Australia
| | - Richard Brown
- World Federation of Chiropractic, Toronto, Ontario, Canada
| | - Demelash Debere
- Rehabilitation International (Africa Region), Addis Ababa, Ethiopia
| | - Karsten E Dreinhöfer
- Medical Park Berlin Humboldtmühle, Berlin, Germany
- Center for Musculoskeletal Surgery, Charité Universitätsmedizin, Berlin, Germany
- Global Alliance for Musculoskeletal Health, Berlin, Germany
| | - Laura Finucane
- International Federation of Orthopaedic Manipulative Physical Therapists Incorporated (IFOMPT), World Physiotherapy, London, UK
- Sussex MSK Partnership, Physiotherapy Department, National Health Service, Brighton, UK
| | - Helen E Foster
- Population Health Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Francesca Gimigliano
- Department of Mental and Physical Health and Preventive Medicine, University of Campania "Luigi Vanvitelli", Napoli, Italy
| | - Scott Haldeman
- Department of Neurology, University of California, Irvine, California, USA
- Southern California University of Health Sciences, Whittier, California, USA
- Faculty of Health Sciences, University of Ontario Institute of Technology, Toronto, Ontario, Canada
- World Spine Care, Santa Ana, California, USA
| | - Syed A Haq
- Rheumatology Department, Bangabandhu Sheikh Mujib Medical University, Dhaka, Bangladesh
| | - Ben Horgan
- Consumer and Community Involvement Program, West Australian Health Translation Network, Perth, Western Australia, Australia
| | - Anil Jain
- Department of Physical Medicine and Rehabilitation, Santokba Durlabhji Memorial Hospital, Jaipur, India
| | | | - Asgar A Kalla
- Department of Medicine, University of Cape Town, Cape Town, South Africa
| | - Jakob Lothe
- Norwegian Council for Musculoskeletal Health, Oslo, Norway
| | - Shuichi Matsuda
- Department of Orthopaedic Surgery, Kyoto University, Kyoto, Japan
| | - Ali Mobasheri
- Research Unit of Medical Imaging, Physics and Technology, Faculty of Medicine, University of Oulu, Oulu, Finland
- Department of Regenerative Medicine, State Research Institute Centre for Innovative Medicine, Vilnius, Lithuania
- Departments of Orthopedics, Rheumatology and Clinical Immunology, University Medical Center Utrecht, Utrecht, The Netherlands
- Department of Joint Surgery, First Affiliated Hospital of Sun Yat-sen University Guangzhou, Guangdong, People's Republic of China
| | | | - Margareta C Nordin
- Department of Orthopedic Surgery and Environmental Medicine, NYU Grossman School of Medicine, New York University, New York City, NY, USA
- Department of Occupational and Industrial Orthopedic Center, NYU Grossman School of Medicine, New York University, New York City, NY, USA
| | - Marilyn Pattison
- World Federation of Occupational Therapists (WFOT), London, UK
- MPOT/Access Fitness and Talking Matters, Adelaide, South Australia, Australia
| | - Felipe J J Reis
- Physical Therapy Department, Instituto Federal do Rio de Janeiro (IFRJ), Rio de Janeiro, Brazil
- Clinical Medicine Department, Universidade Federal do Rio de Janeiro (UFRJ), Rio de Janeiro, Brazil
- Pain in Motion Research Group, Department of Physiotherapy, Human Physiology and Anatomy, Faculty of Physical Education and Physiotherapy, Vrije Universiteit Brussel, Brussels, Belgium
| | - Enrique R Soriano
- Rheumatology Unit, Internal Medicine Services and University Institute, Hospital Italiano de Buenos Aires, Buenos Aires, Argentina
- Pan-American League of Associations for Rheumatology, Miami, Florida, USA
| | - Heather Tick
- Department of Family Medicine and Department of Anesthesiology and Pain Medicine, University of Washington, Seattle, Washington, USA
- Academic Consortium for Integrative Medicine and Health, New Buffalo, Michigan, USA
| | - James Waddell
- Saint Michael's Hospital Department of Surgery, University of Toronto, Toronto, Ontario, Canada
| | - Dieter Wiek
- People with Arthritis and Rheumatism, European Alliance for Associations for Rheumatology (EULAR), Kilchberg, Switzerland
| | - Anthony D Woolf
- Bone and Joint Research Group, Royal Cornwall Hospitals Trust, Truro, UK
| | - Lyn March
- Sydney Musculoskeletal, Bone and Joint Health Alliance. Institute of Bone and Joint Research, Kolling Institute, Faculty of Medicine and Health, University of Sydney, Sydney, New South Wales, Australia
- Department of Rheumatology, Royal North Shore Hospital, University of Sydney, Sydney, New South Wales, Australia
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12
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Briggs AM, Jordan JE, Kopansky-Giles D, Sharma S, March L, Schneider CH, Mishrra S, Young JJ, Slater H. The need for adaptable global guidance in health systems strengthening for musculoskeletal health: a qualitative study of international key informants. Glob Health Res Policy 2021; 6:24. [PMID: 34256865 PMCID: PMC8277526 DOI: 10.1186/s41256-021-00201-7] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2020] [Accepted: 05/13/2021] [Indexed: 11/29/2022] Open
Abstract
BACKGROUND Musculoskeletal (MSK) conditions, MSK pain and MSK injury/trauma are the largest contributors to the global burden of disability, yet global guidance to arrest the rising disability burden is lacking. We aimed to explore contemporary context, challenges and opportunities at a global level and relevant to health systems strengthening for MSK health, as identified by international key informants (KIs) to inform a global MSK health strategic response. METHODS An in-depth qualitative study was undertaken with international KIs, purposively sampled across high-income and low and middle-income countries (LMICs). KIs identified as representatives of peak global and international organisations (clinical/professional, advocacy, national government and the World Health Organization), thought leaders, and people with lived experience in advocacy roles. Verbatim transcripts of individual semi-structured interviews were analysed inductively using a grounded theory method. Data were organised into categories describing 1) contemporary context; 2) goals; 3) guiding principles; 4) accelerators for action; and 5) strategic priority areas (pillars), to build a data-driven logic model. Here, we report on categories 1-4 of the logic model. RESULTS Thirty-one KIs from 20 countries (40% LMICs) affiliated with 25 organisations participated. Six themes described contemporary context (category 1): 1) MSK health is afforded relatively lower priority status compared with other health conditions and is poorly legitimised; 2) improving MSK health is more than just healthcare; 3) global guidance for country-level system strengthening is needed; 4) impact of COVID-19 on MSK health; 5) multiple inequities associated with MSK health; and 6) complexity in health service delivery for MSK health. Five guiding principles (category 3) focussed on adaptability; inclusiveness through co-design; prevention and reducing disability; a lifecourse approach; and equity and value-based care. Goals (category 2) and seven accelerators for action (category 4) were also derived. CONCLUSION KIs strongly supported the creation of an adaptable global strategy to catalyse and steward country-level health systems strengthening responses for MSK health. The data-driven logic model provides a blueprint for global agencies and countries to initiate appropriate whole-of-health system reforms to improve population-level prevention and management of MSK health. Contextual considerations about MSK health and accelerators for action should be considered in reform activities.
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Affiliation(s)
- Andrew M Briggs
- Curtin School of Allied Health, Curtin University, Perth, Australia.
| | | | - Deborah Kopansky-Giles
- Department of Research, Canadian Memorial Chiropractic College, Toronto, Canada
- Department of Family & Community Medicine, University of Toronto, Toronto, Canada
| | - Saurab Sharma
- Department of Physiotherapy, Kathmandu University School of Medical Sciences, Dhulikhel, Nepal
| | - Lyn March
- Department of Rheumatology, Royal North Shore Hospital, Sydney, Australia
- Sydney Musculoskeletal, Bone & Joint Health Alliance, Faculty of Medicine and Health, University of Sydney, Sydney, Australia
| | - Carmen Huckel Schneider
- Menzies Centre for Health Policy and Economics, Faculty of Medicine and Health, University of Sydney, Sydney, Australia
| | - Swatee Mishrra
- Sydney Musculoskeletal, Bone & Joint Health Alliance, Faculty of Medicine and Health, University of Sydney, Sydney, Australia
| | - James J Young
- Department of Research, Canadian Memorial Chiropractic College, Toronto, Canada
- Center for Muscle and Joint Health, Department of Sports Science and Clinical Biomechanics, University of Southern Denmark, Odense, Denmark
| | - Helen Slater
- Curtin School of Allied Health, Curtin University, Perth, Australia
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Canning J, Siebert S, Jani BD, Harding-Edgar L, Kempe I, Mair FS, Nicholl BI. Examining the relationship between rheumatoid arthritis, multimorbidity and adverse health-related outcomes: a systematic review. Arthritis Care Res (Hoboken) 2021; 74:1500-1512. [PMID: 33650196 DOI: 10.1002/acr.24587] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2020] [Revised: 01/22/2021] [Accepted: 02/25/2021] [Indexed: 11/08/2022]
Abstract
OBJECTIVE Multimorbidity (the co-existence of two or more long-term conditions (LTCs)) is highly prevalent in people with rheumatoid arthritis (RA). This work systematically reviewed the literature to determine the effect of multimorbidity on all-cause mortality, functional status and quality of life in RA. METHODS Six electronic databases were searched: CINAHL, Cochrane Library, Embase, Medline, PsycINFO and Scopus. Full-text longitudinal observational studies in English were selected. Quality appraisal of studies was undertaken using the Cochrane-developed QUIPS tool and a narrative synthesis of findings conducted. RESULTS 5,343 papers were identified by the search strategy, with 19 studies meeting the inclusion criteria. Nine studies had mortality as an outcome, nine reported functional status and/or quality of life and one study reported both mortality and functional status. The number of participants ranged from 183-18,485, with studies conducted between 1985-2018. Mean age of participants ranged from 53.5-66.6 years; with 60.0-84.2% female. Nine studies reported a significant association between multimorbidity and higher risk of mortality in people with RA. Ten studies reported significant associations between multimorbidity and reduced functional status in RA. Three studies also reported a further association with reduced quality of life. Only one study investigated the influence of mental health comorbidities on outcomes. CONCLUSION Our review findings indicate that multimorbidity is a significant predictor for higher mortality and poorer functional status/quality of life in people with RA and should be considered in clinical management plans.
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Affiliation(s)
- Jordan Canning
- General Practice and Primary Care, Institute of Health and Wellbeing, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - Stefan Siebert
- Institute of Infection, Immunity and Inflammation, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - Bhautesh D Jani
- General Practice and Primary Care, Institute of Health and Wellbeing, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - Louisa Harding-Edgar
- General Practice and Primary Care, Institute of Health and Wellbeing, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - Isla Kempe
- School of Medicine, Dentistry and Nursing, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - Frances S Mair
- General Practice and Primary Care, Institute of Health and Wellbeing, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - Barbara I Nicholl
- General Practice and Primary Care, Institute of Health and Wellbeing, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
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Nguyen H, Chua KC, Dregan A, Vitoratou S, Bayes-Marin I, Olaya B, Prina AM. Factors Associated With Multimorbidity Patterns in Older Adults in England: Findings From the English Longitudinal Study of Aging (ELSA). J Aging Health 2020; 32:1120-1132. [PMID: 31789063 DOI: 10.1177/0898264319891026] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Objective: We aimed to identify the patterns of multimorbidity in older adults and explored their association with sociodemographic and lifestyle risk factors. Method: The sample included 9,171 people aged 50+ from Wave 2 of the English Longitudinal Study of Aging (ELSA). Latent Class Analysis (LCA) was performed on 26 chronic diseases to determine clusters of common diseases within individuals and their association with sociodemographic and lifestyle risk factors. Result: Three latent classes were identified: (a) a cardiorespiratory/arthritis/cataracts class, (b) a metabolic class, and (c) a relatively healthy class. People aged 70 to 79 were 9.91 times (95% Confidence Interval [CI] = [5.13, 19.13]) more likely to be assigned to the cardiorespiratory/arthritis/cataracts class, while regular drinkers and physically inactive people were 0.33 times (95% CI = [0.24, 0.47]) less likely to be assigned to this class. Conclusion: Future research should investigate these patterns further to gain more insights into the needs of people with multimorbidity.
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Affiliation(s)
| | | | | | | | - Ivet Bayes-Marin
- Parc Sanitari Sant Joan de D Déu, Sant Boi de Llobregat, Spain
- Centro de Investigación Biomédica en Red de Salud Mental, Madrid, Spain
| | - Beatriz Olaya
- Parc Sanitari Sant Joan de D Déu, Sant Boi de Llobregat, Spain
- Centro de Investigación Biomédica en Red de Salud Mental, Madrid, Spain
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15
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The association between daily physical exercise and pain among women with fibromyalgia: the moderating role of pain catastrophizing. Pain Rep 2020; 5:e832. [PMID: 32766468 PMCID: PMC7390593 DOI: 10.1097/pr9.0000000000000832] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2020] [Revised: 05/26/2020] [Accepted: 06/04/2020] [Indexed: 11/30/2022] Open
Abstract
Daily physical exercise is associated with more self-reported pain intensity in women with fibromyalgia pain, particularly among those with higher levels of pain catastrophizing. Introduction: Fibromyalgia (FM) is a condition marked by widespread chronic pain and an array of somatic and psychological symptoms. The primary objective of this study was to explore daily associations between physical activity and pain intensity among a sample of women with FM and the potential moderation of this association by pain catastrophizing. Methods: Women with FM (N = 107) completed questionnaires assessing pain, FM symptoms, and psychological measures and were then asked to report their levels of daily pain catastrophizing, physical activity, and pain intensity once per day for a period of 1 week using daily electronic diary-based tracking. In addition, objective measures of physical activity were collected using an activity tracker (Fitbit Flex), which measured step counts. Daily self-report physical activity was used as the independent variable and pain intensity (Brief Pain Inventory) was the outcome, whereas daily pain catastrophizing was tested in the model as the potential moderator. Results: Moderation analyses demonstrated associations between physical activity and pain intensity, which were moderated by patient's level of catastrophizing (B = 0.003, SE = 0.001, P < 0.05), with patients scoring higher in daily catastrophizing showing a relatively stronger link between higher day-to-day physical activity and increased daily FM pain. Significant associations were observed between pain catastrophizing, pain intensity, and Fitbit Flex step count (P < 0.05). Conclusions: Our findings suggest that increases in daily physical activity is associated with more self-reported pain intensity in women with FM pain, particularly among those with higher levels of pain catastrophizing.
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Ziade N, El Khoury B, Zoghbi M, Merheb G, Abi Karam G, Mroue' K, Messaykeh J. Prevalence and pattern of comorbidities in chronic rheumatic and musculoskeletal diseases: the COMORD study. Sci Rep 2020; 10:7683. [PMID: 32376850 PMCID: PMC7203228 DOI: 10.1038/s41598-020-64732-8] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2019] [Accepted: 04/21/2020] [Indexed: 02/08/2023] Open
Abstract
Increased risk of comorbidities has been reported in Rheumatic and Musculoskeletal Diseases (RMD). We aimed to evaluate the prevalence and pattern of comorbidities in RMD patients nationwide, to identify multimorbidity clusters and to evaluate the gap between recommendations and real screening. Cross-sectional, multicentric nationwide study. Prevalence of comorbidities was calculated according to six EULAR axes. Latent Class Analysis identified multimorbidity clusters. Comorbidities' screening was compared to international and local recommendations. In 769 patients (307 RA, 213 OA, 63 SLE, 103 axSpA, and 83 pSA), the most frequent comorbidities were cardiovascular risk factors and diseases (CVRFD) (hypertension 36.5%, hypercholesterolemia 30.7%, obesity 22.7%, smoking 22.1%, diabetes 10.4%, myocardial infarction 6.6%), osteoporosis (20.7%) and depression (18.1%). Three clusters of multimorbidity were identified: OA, RA and axSpA. The most optimal screening was found for CVRF (> = 93%) and osteoporosis (53%). For malignancies, mammograms were the most optimally prescribed (56%) followed by pap smears (32%) and colonoscopy (21%). Optimal influenza and pneumococcus vaccination were found in 22% and 17%, respectively. Comorbidities were prevalent in RMD and followed specific multimorbidity patterns. Optimal screening was adequate for CVRFD but suboptimal for malignant neoplasms, osteoporosis, and vaccination. The current study identified health priorities, serving as a framework for the implementation of future comorbidity management standardized programs, led by the rheumatologist and coordinated by specialized health care professionals.
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Affiliation(s)
- Nelly Ziade
- Rheumatology department, Hotel-Dieu de France Hospital, Beirut, Lebanon.
- Rheumatology department, Faculty of Medicine, Saint-Joseph University, Beirut, Lebanon.
| | - Bernard El Khoury
- Gastro-enterology department, Faculty of Medicine, Saint-Joseph University, Beirut, Lebanon
| | - Marouan Zoghbi
- Family Medicine department, Faculty of Medicine, Saint-Joseph University, Beirut, Lebanon
| | - Georges Merheb
- Notre-Dame des Secours University Hospital, Jbeil, Lebanon
- Holy Spirit University Kaslik, Jounieh, Lebanon
| | - Ghada Abi Karam
- Rheumatology department, Hotel-Dieu de France Hospital, Beirut, Lebanon
- Rheumatology department, Faculty of Medicine, Saint-Joseph University, Beirut, Lebanon
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Canning J, Siebert S, Jani BD, Mair FS, Nicholl BI. Examining the relationship between rheumatoid arthritis, multimorbidity and adverse health-related outcomes: A systematic review protocol. JOURNAL OF COMORBIDITY 2020; 10:2235042X20906657. [PMID: 32206633 PMCID: PMC7079302 DOI: 10.1177/2235042x20906657] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/07/2019] [Accepted: 01/12/2020] [Indexed: 12/28/2022]
Abstract
Background: Rheumatoid arthritis (RA) is a chronic autoimmune disorder characterised by articular inflammation and systemic complications. Multimorbidity (the presence of two or more long-term health conditions) is highly prevalent in people with RA but the effect of multimorbidity on mortality and other health-related outcomes is poorly understood. Objective: To determine what is known about the effect, if any, of multimorbidity on mortality and health-related outcomes in individuals with RA. Design: Systematic review of the literature. The following electronic medical databases will be searched: MEDLINE, Embase, Cumulative Index to Nursing and Allied Health Literature, PsycINFO, The Cochrane Library and Scopus. Included studies will be quality appraised using the Quality in Prognostic Studies tool developed by the Cochrane Prognosis Methods Group. A narrative synthesis of findings will be undertaken and meta-analyses considered, if appropriate. This protocol adheres to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses Protocols 2015 guidelines, ensuring the quality of the review. Conclusions: Understanding the influence of multimorbidity on mortality and other health-related outcomes in RA will provide an important basis of knowledge with the potential to improve future clinical management of RA. PROSPERO registration number: CRD42019137756.
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Affiliation(s)
- Jordan Canning
- General Practice and Primary Care, Institute of Health and Wellbeing, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - Stefan Siebert
- Institute of Infection, Immunity and Inflammation, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - Bhautesh D Jani
- General Practice and Primary Care, Institute of Health and Wellbeing, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - Frances S Mair
- General Practice and Primary Care, Institute of Health and Wellbeing, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - Barbara I Nicholl
- General Practice and Primary Care, Institute of Health and Wellbeing, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
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Madlock-Brown C, Reynolds RB. Identifying obesity-related multimorbidity combinations in the United States. Clin Obes 2019; 9:e12336. [PMID: 31418172 DOI: 10.1111/cob.12336] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2019] [Revised: 06/17/2019] [Accepted: 07/16/2019] [Indexed: 02/04/2023]
Abstract
Interest in understanding the effects of multimorbidity on outcomes has increased in recent years. This paper presents the most common obesity-related groupings of multimorbidity in the United States. Using Cerner HealthFacts data, we applied the frequent pattern growth algorithm to identify prevalent multimorbidity groupings of 3 or more diseases (one being obesity) by race using a dataset of 574 172 patients with obesity from all over the United States. We set the minimum prevalence to 10% and identified groupings of ICD10-CM diagnoses that occur in our dataset at or above the minimum prevalence level. We provide binomial proportion confidence interval estimates to demonstrate the validity of the proportions. We performed g-test for independence to validate differences in prevalence by race. We found 18 multimorbidity combinations with prevalence higher than or equal to 10%. Our results indicate that there are multiple common multimorbidities groupings for patients with obesity. Each multimorbidity combination is composed of diseases from the following clinical categories: endocrine, nutritional and metabolic diseases; diseases of the circulatory system; diseases of the digestive system; diseases of the nervous system; and diseases of the musculoskeletal system and connective tissue. For each multimorbidity pattern, the prevalence was found to be significantly different by race according to the g-test with P-value < .001. Most frequent patterns include essential hypertension or disorder of lipid metabolism. This study identifies common groupings of multimorbidity. We believe our data can be useful for those developing integrated care plans, particularly for those serving diverse communities.
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Affiliation(s)
- Charisse Madlock-Brown
- Department of Health Informatics and Information Management, College of Health Professions, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Rebecca B Reynolds
- Department of Health Informatics and Information Management, College of Health Professions, University of Tennessee Health Science Center, Memphis, Tennessee
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19
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Park B, Lee HA, Park H. Use of latent class analysis to identify multimorbidity patterns and associated factors in Korean adults aged 50 years and older. PLoS One 2019; 14:e0216259. [PMID: 31721778 PMCID: PMC6853322 DOI: 10.1371/journal.pone.0216259] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2019] [Accepted: 10/22/2019] [Indexed: 12/18/2022] Open
Abstract
Introduction Multimorbidity associated with significant disease and economic burdens is common among the aged. We identified chronic disease multimorbidity patterns in Koreans 50 years of age or older, and explored whether such patterns were associated with particular sociodemographic factors and health-related quality-of-life. Methods The multimorbidity patterns of 10 chronic diseases (hypertension, dyslipidemia, stroke, osteoarthritis, tuberculosis, asthma, allergic rhinitis, depression, diabetes mellitus, and thyroid disease) were identified via latent class analysis of data on 8,370 Korean adults aged 50+ years who participated in the sixth Korean National Health and Nutrition Examination Survey (2013–2015). The associations between multimorbidity patterns, and sociodemographic factors and health-related quality of life, were subjected to regression analysis. Results Three patterns of multimorbidity were identified: 1) a relatively healthy group (60.4% of the population); 2) a ‘cardiometabolic conditions’ group (27.8%); and, 3) an ‘arthritis, asthma, allergic rhinitis, depression, and thyroid disease’ group (11.8%). The female (compared to male) gender was associated with an increased likelihood of membership of the cardiometabolic conditions group (odds ratio [OR] = 1.32, 95% confidence interval [CI] = 1.15–1.51) and (to a much greater extent) the arthritis, asthma, allergy, depression, and thyroid disease group (OR = 4.32, 95% CI = 3.30–5.66). Low socioeconomic status was associated with membership of the two multimorbidity classes. Membership of the arthritis, asthma, allergy, depression, and thyroid disease group was associated with a significantly poorer health-related quality-of-life than was membership of the other two groups. Conclusion The co-occurrence of chronic diseases was not attributable to chance. Multimorbidity patterns were associated with sociodemographic factors and quality-of-life. Our results suggest that targeted, integrated public health and clinical strategies dealing with chronic diseases should be based on an understanding of multimorbidity patterns; this would improve the quality-of-life of vulnerable multimorbid adults.
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Affiliation(s)
- Bomi Park
- Department of Preventive Medicine, College of Medicine, Ewha Womans University, Seoul, Korea
- National Cancer Control Institute, National Cancer Center, Goyang, Korea
| | - Hye Ah Lee
- Clinical Trial Center, Mokdong Hospital, Ewha Womans University, Seoul, Korea
| | - Hyesook Park
- Department of Preventive Medicine, College of Medicine, Ewha Womans University, Seoul, Korea
- * E-mail:
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20
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Busija L, Lim K, Szoeke C, Sanders KM, McCabe MP. Do replicable profiles of multimorbidity exist? Systematic review and synthesis. Eur J Epidemiol 2019; 34:1025-1053. [PMID: 31624969 DOI: 10.1007/s10654-019-00568-5] [Citation(s) in RCA: 82] [Impact Index Per Article: 16.4] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2019] [Accepted: 10/09/2019] [Indexed: 12/20/2022]
Abstract
This systematic review aimed to synthesise multimorbidity profiling literature to identify replicable and clinically meaningful groupings of multimorbidity. We searched six electronic databases (Medline, EMBASE, PsycINFO, CINAHL, Scopus, and Web of Science) for articles reporting multimorbidity profiles. The identified profiles were synthesised with multidimensional scaling, stratified by type of statistical analysis used in the derivation of profiles. The 51 studies that met inclusion criteria reported results of 98 separate analyses of multimorbidity profiling, with a total of 407 multimorbidity profiles identified. The statistical techniques used to identify multimorbidity profiles were exploratory factor analysis, cluster analysis of diseases, cluster analysis of people, and latent class analysis. Reporting of methodological details of statistical methods was often incomplete. The discernible groupings of multimorbidity took the form of both discrete categories and continuous dimensions. Mental health conditions and cardio-metabolic conditions grouped along identifiable continua in the synthesised results of all four methods. Discrete groupings of chronic obstructive pulmonary disease with asthma, falls and fractures with sensory deficits and of Parkinson's disease and cognitive decline where partially replicable (identifiable in the results of more than one method), while clustering of musculoskeletal conditions and clustering of reproductive systems were each observed only in one statistical approach. The two most replicable multimorbidity profiles were mental health conditions and cardio-metabolic conditions. Further studies are needed to understand aetiology and evolution of these multimorbidity groupings. Guidelines for strengthening the reporting of multimorbidity profiling studies are proposed.
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Affiliation(s)
- Ljoudmila Busija
- Biostatistics Consulting Platform, Research Methodology Division, School of Public Health and Preventive Medicine, Monash University, Level 4, 553 St Kilda Road, Melbourne, VIC, 3004, Australia.
| | - Karen Lim
- Mary MacKillop Institute for Health Research, Australian Catholic University, Melbourne, Australia
| | - Cassandra Szoeke
- School of Behavioural and Health Sciences, Faculty of Health Sciences, Australian Catholic University, Melbourne, Australia
| | - Kerrie M Sanders
- Department of Medicine - Western Health, Melbourne Medical School, The University of Melbourne, Melbourne, Australia
| | - Marita P McCabe
- Health and Ageing Research Group, Swinburne University of Technology, Hawthorn, Australia
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21
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She R, Yan Z, Jiang H, Vetrano DL, Lau JT, Qiu C. Multimorbidity and Health-Related Quality of Life in Old Age: Role of Functional Dependence and Depressive Symptoms. J Am Med Dir Assoc 2019; 20:1143-1149. [DOI: 10.1016/j.jamda.2019.02.024] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2018] [Revised: 02/12/2019] [Accepted: 02/18/2019] [Indexed: 12/14/2022]
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Griffith LE, Gruneir A, Fisher K, Panjwani D, Gafni A, Patterson C, Markle-Reid M, Ploeg J. Insights on multimorbidity and associated health service use and costs from three population-based studies of older adults in Ontario with diabetes, dementia and stroke. BMC Health Serv Res 2019; 19:313. [PMID: 31096989 PMCID: PMC6524233 DOI: 10.1186/s12913-019-4149-3] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2018] [Accepted: 05/08/2019] [Indexed: 01/03/2023] Open
Abstract
Background Most studies that examine comorbidity and its impact on health service utilization focus on a single index-condition and are published in disease-specific journals, which limit opportunities to identify patterns across conditions/disciplines. These comparisons are further complicated by the impact of using different study designs, multimorbidity definitions and data sources. The aim of this paper is to share insights on multimorbidity and associated health services use and costs by reflecting on the common patterns across 3 parallel studies in distinct disease cohorts (diabetes, dementia, and stroke) that used the same study design and were conducted in the same health jurisdiction over the same time period. Methods We present findings that lend to broader Insights regarding multimorbidity based on the relationship between comorbidity and health service use and costs seen across three distinct disease cohorts. These cohorts were originally created using multiple linked administrative databases to identify community-dwelling residents of Ontario, Canada with one of diabetes, dementia, or stroke in 2008 and each was followed for health service use and associated costs. Results We identified 376,434 indviduals wtih diabetes, 95,399 wtih dementia, and 29,671 with stroke. Four broad insights were identified from considering the similarity in comorbidity, utilization and cost patterns across the three cohorts: 1) the most prevalent comorbidity types were hypertension and arthritis, which accounted for over 75% of comorbidity in each cohort; 2) overall utilization increased consistently with the number of comorbidities, with the vast majority of services attributed to comorbidity rather than the index conditions; 3) the biggest driver of costs for those with lower levels of comorbidity was community-based care, e.g., home care, GP visits, but at higher levels of comorbidity the driver was acute care services; 4) service-specific comorbidity and age patterns were consistent across the three cohorts. Conclusions Despite the differences in population demographics and prevalence of the three index conditions, there are common patterns with respect to comorbidity, utilization, and costs. These common patterns may illustrate underlying needs of people with multimorbidity that are often obscured in literature that is still single disease-focused. Electronic supplementary material The online version of this article (10.1186/s12913-019-4149-3) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Lauren E Griffith
- Department of Health Research Methods, Evidence, and Impact, McMaster University, McMaster Innovation Park, 175 Longwood Road South, Hamilton, ON, L8P 0A1, Canada.
| | - Andrea Gruneir
- Department of Family Medicine, University of Alberta, 6-10 University Terrace, Edmonton, AB, T6G 2T4, Canada
| | - Kathryn Fisher
- School of Nursing, McMaster University, 1280 Main Street West, Health Sciences Centre, Room 3N25G, Hamilton, Ontario, L8S 4K1, Canada
| | - Dilzayn Panjwani
- Women's College Research Institute, Women's College Hospital, 790 Bay St., 7th floor, Toronto, ON, M5G 1N8, Canada
| | - Amiram Gafni
- Centre for Health Economics and Policy Analysis; Department of Health Research Methods, Evidence, and Impact, McMaster University, 1280 Main Street West, Room CRL-208, Hamilton, Ontario, L8S 4K1, Canada
| | - Christopher Patterson
- Department of Medicine, McMaster University, St. Peter's Hospital, 88 Maplewood, Hamilton, Ontario, L8M 1W9, Canada
| | - Maureen Markle-Reid
- School of Nursing, McMaster University, 1280 Main Street West, Health Sciences Centre, Room 3N25B, Hamilton, Ontario, L8S 4K1, Canada
| | - Jenny Ploeg
- School of Nursing, McMaster University, 1280 Main Street West, Health Sciences Centre, Room 3N25C, Hamilton, Ontario, L8S 4K1, Canada
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Fitzgerald G, Gallagher P, O’Shea FD. Multimorbidity in Axial Spondyloarthropathy and Its Association with Disease Outcomes: Results from the Ankylosing Spondylitis Registry of Ireland Cohort. J Rheumatol 2019; 47:218-226. [DOI: 10.3899/jrheum.181415] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/06/2019] [Indexed: 10/26/2022]
Abstract
Objective.Multimorbidity, the coexistence of 2 or more conditions in an individual, is associated with morbidity and mortality in the general population. This study aims to describe the prevalence of multimorbidity in axial spondyloarthropathy (axSpA) and assess its association with disease outcome measures.Methods.This cross-sectional study was conducted within the Ankylosing Spondylitis Registry of Ireland (ASRI) cohort. Structured standardized assessment was performed. Multimorbidity was considered as the presence of at least 1 physician-diagnosed chronic condition (excluding extraarticular manifestations) in addition to axSpA. Validated outcome measures were collected: Bath Ankylosing Spondylitis Disease Activity Index (BASDAI), Bath AS Functional Index (BASFI), Health Assessment Questionnaire (HAQ), AS Quality of Life (ASQoL), and Bath AS Metrology Index (BASMI). Adjusted multiple regression was performed to investigate the association between multimorbidity and disease outcomes.Results.A total of 734 patients from 12 centers were included: 77% male, mean (SD) age 45 (12) years. Of the cohort, 55% (n = 403) were multimorbid. Multimorbid patients were significantly (p < 0.01) older than axSpA-only patients [50 (12) vs 40 (11) yrs]. Obesity was the most prevalent chronic condition, affecting 27%. Multimorbid patients had more severe disease than patients with axSpA only. After adjusting for confounders, multimorbidity was associated with higher BASDAI (ß 0.7, 95% CI 0.34–1.05), BASMI (ß 0.45, 95% CI 0.09–0.80), BASFI (ß 0.5, 95% CI 0.23–0.78), HAQ (ß 0.07, 95% CI 0.00–0.13), and ASQoL (ß 0.87, 95% CI 0.28–1.46).Conclusion.Multimorbidity is prevalent in axSpA and is associated with more severe disease.
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Ziade N, Khoury B, Zoghbi M, Merheb G, Abi Karam G, Mroue’ K, Messayke J. Prevalence and pattern of COMOrbidities in chronic Rheumatic and musculoskeletal Diseases: results of the COMORD study. BMC Rheumatol 2018. [DOI: 10.1186/s41927-018-0025-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
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Zemedikun DT, Gray LJ, Khunti K, Davies MJ, Dhalwani NN. Patterns of Multimorbidity in Middle-Aged and Older Adults: An Analysis of the UK Biobank Data. Mayo Clin Proc 2018; 93:857-866. [PMID: 29801777 DOI: 10.1016/j.mayocp.2018.02.012] [Citation(s) in RCA: 87] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/03/2017] [Revised: 02/05/2018] [Accepted: 02/14/2018] [Indexed: 01/10/2023]
Abstract
OBJECTIVE To assess the prevalence, disease clusters, and patterns of multimorbidity using a novel 2-stage approach in middle-aged and older adults from the United Kingdom. PATIENTS AND METHODS Data on 36 chronic conditions from 502,643 participants aged 40 to 69 years with baseline measurements between March 13, 2006, and October 1, 2010, from the UK Biobank were extracted. We combined cluster analysis and association rule mining to assess patterns of multimorbidity overall and by age, sex, and ethnicity. A maximum of 3 clusters and 30 disease patterns were mined. Comparisons were made using lift as the main measure of association. RESULTS Ninety-five thousand seven hundred-ten participants (19%) had 2 or more chronic conditions. The first cluster included only myocardial infarction and angina (lift=13.3), indicating that the likelihood of co-occurrence of these conditions is 13 times higher than in isolation. The second cluster consisted of 26 conditions, including cardiovascular, musculoskeletal, respiratory, and neurodegenerative diseases. The strongest association was found between heart failure and atrial fibrillation (lift=23.6). Diabetes was at the center of this cluster with strong associations with heart failure, chronic kidney disease, liver failure, and stroke (lift>2). The third cluster contained 8 highly prevalent conditions, including cancer, hypertension, asthma, and depression, and the strongest association was observed between anxiety and depression (lift=5.0). CONCLUSION Conditions such as diabetes, hypertension, and asthma are the epicenter of disease clusters for multimorbidity. A more integrative multidisciplinary approach focusing on better management and prevention of these conditions may help prevent other conditions in the clusters.
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Affiliation(s)
- Dawit T Zemedikun
- Health Economics Unit, Institute of Applied Health Research, University of Birmingham, Edgbaston, Birmingham, UK; Department of Health Sciences, Centre for Medicine, University of Leicester, Leicester, UK
| | - Laura J Gray
- Department of Health Sciences, Centre for Medicine, University of Leicester, Leicester, UK
| | - Kamlesh Khunti
- Diabetes Research Centre, University of Leicester, Leicester General Hospital, Leicester, UK
| | - Melanie J Davies
- Diabetes Research Centre, University of Leicester, Leicester General Hospital, Leicester, UK
| | - Nafeesa N Dhalwani
- Diabetes Research Centre, University of Leicester, Leicester General Hospital, Leicester, UK.
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26
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Multimorbidity patterns and associations with functional limitations among an aging population in prison. Arch Gerontol Geriatr 2018; 77:115-123. [DOI: 10.1016/j.archger.2018.03.012] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2017] [Revised: 01/31/2018] [Accepted: 03/23/2018] [Indexed: 11/18/2022]
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Casey MB, Smart K, Segurado R, Hearty C, Gopal H, Lowry D, Flanagan D, McCracken L, Doody C. Exercise combined with Acceptance and Commitment Therapy (ExACT) compared to a supervised exercise programme for adults with chronic pain: study protocol for a randomised controlled trial. Trials 2018; 19:194. [PMID: 29566744 PMCID: PMC5865382 DOI: 10.1186/s13063-018-2543-5] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2017] [Accepted: 02/13/2018] [Indexed: 01/03/2023] Open
Abstract
Background Acceptance and Commitment Therapy (ACT) is a form of cognitive behavioural therapy, which may be beneficial for people with chronic pain. The approach aims to enhance daily functioning through increased psychological flexibility. Whilst the therapeutic model behind ACT appears well suited to chronic pain, there is a need for further research to test its effectiveness in clinical practice, particularly with regards to combining ACT with physical exercise. Methods/design This prospective, two-armed, parallel-group, single-centre randomised controlled trial (RCT) will assess the effectiveness of a combined Exercise and ACT programme, in comparison to supervised exercise for chronic pain. One hundred and sixty patients, aged 18 years and over, who have been diagnosed with a chronic pain condition by a physician will be recruited to the trial. Participants will be individually randomised to one of two 8-week, group interventions. The combined group will take part in weekly psychology sessions based on the ACT approach, in addition to supervised exercise classes led by a physiotherapist. The control group will attend weekly supervised exercise classes but will not take part in an ACT programme. The primary outcome will be pain interference at 12-week follow-up, measured using the Brief Pain Inventory-Interference Scale. Secondary outcomes will include self-reported pain severity, self-perception of change, patient satisfaction, quality of life, depression, anxiety and healthcare utilisation. Treatment process measures will include self-efficacy, pain catastrophising, fear avoidance, pain acceptance and committed action. Physical activity will be measured using Fitbit ZipTM activity trackers. Both groups will be followed up post intervention and again after 12 weeks. Estimates of treatment effects at follow-up will be based on an intention-to-treat framework, implemented using a linear mixed-effects model. Individual and focus group qualitative interviews will be undertaken with a purposeful sample of participants to explore patient experiences of both treatments. Discussion To our knowledge, this will be the first RCT to examine whether combining exercise with ACT produces greater benefit for patients with chronic pain, compared to a standalone supervised exercise programme. Trial registration www.ClinicalTrials.gov, ID: NCT03050528. Registered on 13 February 2017. Electronic supplementary material The online version of this article (10.1186/s13063-018-2543-5) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Máire-Bríd Casey
- School of Public Health, Physiotherapy and Sports Science, Health Sciences Building, University College Dublin, Belfield, Dublin 4, Ireland.
| | - Keith Smart
- Physiotherapy Department, St Vincents University Hospital, Elm Park, Dublin 4, Ireland
| | - Ricardo Segurado
- School of Public Health, Physiotherapy and Sports Science, Health Sciences Building, University College Dublin, Belfield, Dublin 4, Ireland
| | - Conor Hearty
- Department of Pain Medicine, Mater Misericordiae University Hospital, Eccles St, Dublin 7, Ireland
| | - Hari Gopal
- Department of Pain Medicine, Mater Misericordiae University Hospital, Eccles St, Dublin 7, Ireland
| | - Damien Lowry
- Psychology Department, Mater Misericordiae University Hospital, Eccles St, Dublin 7, Ireland
| | - Dearbhail Flanagan
- Physiotherapy Department, Mater Misericordiae University Hospital, Eccles St, Dublin 7, Ireland
| | - Lance McCracken
- Psychology Department, Institute of Psychiatry, Psychology and Neuroscience, Kings College London, 5th Floor Bermondsey Wing, Guy's Campus, London, SE1 9RT, United Kingdom
| | - Catherine Doody
- School of Public Health, Physiotherapy and Sports Science, Health Sciences Building, University College Dublin, Belfield, Dublin 4, Ireland
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Simões D, Araújo FA, Monjardino T, Severo M, Cruz I, Carmona L, Lucas R. The population impact of rheumatic and musculoskeletal diseases in relation to other non-communicable disorders: comparing two estimation approaches. Rheumatol Int 2018; 38:905-915. [PMID: 29423535 DOI: 10.1007/s00296-018-3990-8] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2017] [Accepted: 01/29/2018] [Indexed: 12/16/2022]
Abstract
The aim of this study was to quantify the population impact of rheumatic and musculoskeletal diseases (RMDs) with other non-communicable diseases (NCDs), using two complementary strategies: standard multivariate models based on global burden of disease (GBD)-defined groups vs. empirical mutually exclusive patterns of NCDs. We used cross-sectional data from the Portuguese Fourth National Health Survey (n = 23,752). Six GBD-defined groups were included: RMDs, chronic obstructive pulmonary disease or asthma, cancer, depression, diabetes or renal failure, and stroke or myocardial infarction. The empirical approach comprised the patterns "low disease probability", "cardiometabolic conditions", "respiratory conditions" and "RMDs and depression". As recommended by the outcome measures in rheumatology (OMERACT) initiative, health outcomes included life impact, pathophysiological manifestations, and resource use indicators. Population attributable fractions (PAF) were computed for each outcome and bootstrap confidence intervals (95% CI) were estimated. Among GBD-defined groups, RMDs had the highest impact across all the adverse health outcomes, from frequent healthcare utilization (PAF 7.8%, 95% CI 6.2-9.3) to negative self-rated health (PAF 18.1%, 95% CI 15.4-20.6). In the empirical approach, patterns "cardiometabolic conditions" and "RMDs and depression" had similar PAF estimates across all adverse health outcomes, but "RMDs and depression" showed significantly higher impact on chronic pain (PAF 8.9%, 95% CI 7.6-10.3) than the remaining multimorbidity patterns. RMDs revealed the greatest population impact across all adverse health outcomes tested, using both approaches. Empirical patterns are particularly interesting to evaluate the impact of RMDs in the context of their co-occurrence with other NCDs.
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Affiliation(s)
- Daniela Simões
- EPIUnit-Instituto de Saúde Pública, Universidade do Porto, Rua das Taipas, 135-139, 4050-600, Porto, Portugal.,Escola Superior de Saúde de Santa Maria, Porto, Portugal
| | - Fábio Azevedo Araújo
- EPIUnit-Instituto de Saúde Pública, Universidade do Porto, Rua das Taipas, 135-139, 4050-600, Porto, Portugal
| | - Teresa Monjardino
- EPIUnit-Instituto de Saúde Pública, Universidade do Porto, Rua das Taipas, 135-139, 4050-600, Porto, Portugal.,Departamento de Ciências da Saúde Pública e Forenses e Educação Médica, Faculdade de Medicina, Universidade do Porto, Porto, Portugal
| | - Milton Severo
- EPIUnit-Instituto de Saúde Pública, Universidade do Porto, Rua das Taipas, 135-139, 4050-600, Porto, Portugal.,Departamento de Ciências da Saúde Pública e Forenses e Educação Médica, Faculdade de Medicina, Universidade do Porto, Porto, Portugal
| | - Ivo Cruz
- EPIUnit-Instituto de Saúde Pública, Universidade do Porto, Rua das Taipas, 135-139, 4050-600, Porto, Portugal.,Unidade de Saúde Pública do ACeS Grande Porto V-Porto Ocidental, Porto, Portugal
| | | | - Raquel Lucas
- EPIUnit-Instituto de Saúde Pública, Universidade do Porto, Rua das Taipas, 135-139, 4050-600, Porto, Portugal. .,Departamento de Ciências da Saúde Pública e Forenses e Educação Médica, Faculdade de Medicina, Universidade do Porto, Porto, Portugal.
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Curtis JR, Herrem C, Ndlovu 'MN, O'Brien C, Yazici Y. A somatization comorbidity phenotype impacts response to therapy in rheumatoid arthritis: post-hoc results from the certolizumab pegol phase 4 PREDICT trial. Arthritis Res Ther 2017; 19:215. [PMID: 28962590 PMCID: PMC5622491 DOI: 10.1186/s13075-017-1412-z] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2017] [Accepted: 08/29/2017] [Indexed: 01/09/2023] Open
Abstract
Background Comorbidities may contribute to disease activity and treatment response in rheumatoid arthritis (RA) patients. We defined a somatization comorbidity phenotype (SCP) and examined its influence on response to certolizumab pegol (CZP) using data from the PREDICT trial. Methods Patients in PREDICT were randomized to the patient-reported Routine Assessment of Patient Index Data 3 (RAPID3) or physician-based Clinical Disease Activity Index (CDAI) for treatment response assessment. Post-hoc analyses identified patients with the SCP, which included diagnosis of depression, fibromyalgia/myalgias, and/or use of medications indicated for treatment of depression, anxiety, or neuropathic pain. The effect of the SCP on RAPID3 or CDAI response at week 12 and low disease activity (LDA; Disease Activity Score in 28 joints based on erythrocyte sedimentation rate ≤ 3.2) at week 52, in week-12 responders, was analyzed using non-parametric analysis of covariance (ANCOVA). Results At baseline, 43% (313/733) of patients met the SCP classification. Patients with the SCP were 9% more likely to withdraw from the trial. American College of Rheumatology 20% (ACR20), ACR50, and ACR70 responses were 5–14% lower among those with the SCP, and 11% more patients reported adverse events (AEs). Patients without SCP in the CDAI arm were twice as likely to achieve LDA at week 52 compared with those with SCP (32% versus 16%). No differentiation by SCP was observed in the RAPID3 arm (pooled result 21.5%). Conclusions We operationalized a potentially important somatization comorbidity phenotype in a trial setting that was associated with a substantially lower likelihood of treatment response and a higher frequency of AEs. Including large numbers of patients with this phenotype in RA trials may reduce the measured clinical effectiveness of a new molecule. Trial registration ClinicalTrials.gov, NCT01255761. Registered on 6 December 2010. Electronic supplementary material The online version of this article (doi:10.1186/s13075-017-1412-z) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Jeffrey R Curtis
- Division of Clinical Immunology and Rheumatology, University of Alabama at Birmingham, FOT 802, 510 20th Street South, Birmingham, AL, 35294, USA.
| | | | | | - Cathy O'Brien
- UCB Pharma, Allée de la Recherche 60, 1070, Brussels, Belgium
| | - Yusuf Yazici
- NYU Hospital for Joint Diseases, New York University School of Medicine, 301 East 17th Street, New York, NY, 10003, USA
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Malignancy as a comorbidity in rheumatic diseases: a retrospective hospital-based study. Clin Rheumatol 2017; 37:81-85. [PMID: 28508950 DOI: 10.1007/s10067-017-3676-8] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2017] [Revised: 04/10/2017] [Accepted: 04/18/2017] [Indexed: 12/19/2022]
Abstract
Patients with Rheumatic diseases (RDs) are at an increased risk of malignancies compared with the general population. The aim of this study was to examine the relative frequency of several cancers in a single homogeneous cohort of patients with different RDs. Patients diagnosed with rheumatoid arthritis (RA), Ankylosing spondylitis (AS), Sjögren's syndrome (SS), systemic lupus erythematosus (SLE), systemic sclerosis (SSc), dermatomyositis (DM), or polymyositis were included. Out of 3982 adult residents admitted to the division of rheumatology, 61 malignancies were observed. The 2009 National Central Cancer Registry (NCCR) of China served as the reference for calculating standardized ratio (SR). The malignancy frequency had no difference between RDs with malignancy and the general population. Patients with SS and DM/PM showed an increased risk of non-Hodgkin's lymphoma (SR for SS patients = 9.709, 95% confidence interval (CI) = 4.602 to 17.916; SR for DM/PM = 35.714, 95% CI = 25.001 to 49.527). Patients with DM/PM and SSc showed an increased risk of lung cancer (SR for DM/PM = 10.638, 95% CI = 5.245 to 19.131; SR for SSc patients = 7.752, 95% CI = 3.295 to 15.309). Patients with SS and DM/PM showed an increased risk of ovary cancer (SR for SS patients = 8.177, 95% CI = 3.566 to 15.888; SR for DM/PM = 32.258, 95% CI = 22.126 to 45.490). Patients with SLE showed an increased risk of cervix cancer (SR for AS patients = 6.897, 95% CI = 2.748 to 14.144). Patients with AS showed an increased risk of pancreas cancer (SR for AS patients = 7.576, 95% CI = 2.181 to 15. 071). Different RDs have an increased risk of particular cancers. Among hematologic cancers, the risk of non-Hodgkin's lymphoma was higher than general population. Among solid tumors, the risk of cancers of the lung, ovary, cervix, and pancreas was higher than general population.
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Palmer D, El Miedany Y. Tackling comorbidity associated with rheumatic diseases in standard practice. BRITISH JOURNAL OF NURSING (MARK ALLEN PUBLISHING) 2017; 26:380-387. [PMID: 28410044 DOI: 10.12968/bjon.2017.26.7.380] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
In spite of the dramatic improvement of the long-term prognosis of inflammatory arthritic conditions, patients living with arthritis remain more likely to have a shorter lifespan in contrast to the age-matched population without arthritis. This high incidence of morbidity-mortality has been attributed to an increased prevalence of comorbidities, particularly cardiovascular disease, infections, and the development of malignant space-occupying lesions. In spite of the published guidelines highlighting the importance of comorbidity assessment and management, implementing these recommendations in standard clinical practice remains a challenge for the treating rheumatologists and rheumatology nurse specialists. This article will review the challenge of comorbidity in inflammatory arthritic conditions and its dynamic nature, the impact on patient management, as well as recent trends in the screening and assessment of comorbidity risk in standard clinical practice.
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Affiliation(s)
- Deborah Palmer
- Advanced Nurse Practitioner, North Middlesex University Hospital, London
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