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Choi JY, Choi D, Mehta NK, Ali MK, Patel SA. Diabetes Disparities in the United States: Trends by Educational Attainment from 2001 to 2020. Am J Prev Med 2024; 67:319-327. [PMID: 38615980 PMCID: PMC11338700 DOI: 10.1016/j.amepre.2024.04.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/09/2023] [Revised: 04/06/2024] [Accepted: 04/07/2024] [Indexed: 04/16/2024]
Abstract
INTRODUCTION Tracking changes in socioeconomic disparities in diabetes in the U.S. is important to evaluate progress in health equity and guide prevention efforts. Disparities in diabetes prevalence by educational attainment from 2001 to 2020 were investigated. METHODS Using a serial cross-sectional design, data from 33,220 adults aged 30-79 assessed in nine rounds of the National Health and Nutrition Examination Surveys between 2001 and 2020 were analyzed in 2023-2024. Diabetes was defined as self-reported prior diagnosis, elevated glycated hemoglobin (HbA1c≥6.5%), or use of diabetes medications. Marginalized age- and covariate-adjusted prevalence differences (PD) and prevalence ratios (PR) of diabetes by educational attainment (less than high school graduation, high school graduation, some college education or associate degree, or college graduation [reference]) by calendar period (2001-2004, 2005-2008, 2009-2012, 2013-2016, 2017-2020) were derived from logistic regression models. RESULTS From 2001 to 2020, age-adjusted diabetes prevalence was consistently higher among adults without a college degree. Adults without a high school diploma exhibited the largest disparities in both 2001-2004 (PD 8.0%; 95%CI 5.6-10.5 and PR 2.1; 95%CI 1.5-2.6) and 2017-20 (PD 11.0%; 95%CI 6.7-15.2 and PR 2.1; 95%CI 1.5-2.7). Between 2001-2004 and 2017-2020, the absolute disparity in diabetes changed only among adults with a high school diploma (increase from PD 1.7%; 95%CI -0.5- 3.9 to PD 8.8% 95%CI 4.1-13.4, respectively), while the PR did not change in any group. Education-related disparities in diabetes were attenuated after accounting for socio-demographic factors and BMI. CONCLUSIONS From 2001 to 2020, national education-related disparities in diabetes prevalence have shown no signs of narrowing.
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Affiliation(s)
- Ji Young Choi
- Hubert Department of Global Health, Rollins School of Public Health, Emory University, Atlanta, Georgia
| | - Daesung Choi
- Hubert Department of Global Health, Rollins School of Public Health, Emory University, Atlanta, Georgia
| | - Neil K Mehta
- Department of Preventive Medicine and Population Health, University of Texas Medical Branch, Galveston, Texas
| | - Mohammed K Ali
- Hubert Department of Global Health, Rollins School of Public Health, Emory University, Atlanta, Georgia; Department of Family and Preventive Medicine, School of Medicine, Emory University, Atlanta, Georgia
| | - Shivani A Patel
- Hubert Department of Global Health, Rollins School of Public Health, Emory University, Atlanta, Georgia.
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Niño de Rivera J, Albrecht SS. Determinants of Diabetes Awareness Among Hispanic/Latino Adults in the U.S., 2005-2018. Diabetes Care 2024; 47:1432-1440. [PMID: 38861648 PMCID: PMC11272968 DOI: 10.2337/dc24-0520] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/12/2024] [Accepted: 05/16/2024] [Indexed: 06/13/2024]
Abstract
OBJECTIVE Despite improvements in screening, Hispanic/Latino individuals bear a disproportionate burden of undiagnosed diabetes in the U.S. Identifying who is at risk within this large and diverse population is important for targeting interventions. In this study, we sought to characterize risk factors for undiagnosed diabetes among Hispanic/Latino adults. We also investigated determinants among insured adults to explore barriers for those with access to care. RESEARCH DESIGN AND METHODS We used data from 1,883 Hispanic/Latino adults aged ≥20 years from the National Health and Nutrition Examination Surveys (2005-2018). Sequential multivariable logistic regression models were used to examine a range of social, health care, and individual-level determinants of undiagnosed diabetes (defined as having elevated fasting plasma glucose ≥126 mg/dL or HbA1c ≥6.5% [48 mmol/mol] in participants self-reporting as not having diabetes) in the overall sample and among those with health insurance (n = 1,401). RESULTS Younger age (20-44 years), male sex, and having immigrated (compared with being U.S. born), but not socioeconomic factors, were significantly associated with a higher odds of undiagnosed diabetes compared with being diagnosed. These estimates were attenuated after adjusting for health care utilization variables. In fully adjusted models, having no health care visits in the past year, reporting no family history of diabetes, and having better self-reported health were the predominant risk factors for undiagnosed diabetes in the overall sample and among insured Hispanic/Latino adults. CONCLUSIONS Our findings highlight the importance of reaching younger, male, and immigrant Hispanic/Latino adults and addressing barriers to health care utilization, even among insured adults, to improve diabetes awareness.
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Affiliation(s)
| | - Sandra S. Albrecht
- Department of Epidemiology, Columbia University Mailman School of Public Health, New York, NY
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Almubaid Z, Alhaj Z, Almosa O, Marikh M, Khan W. The Impact of Social Support on Health Outcomes of Diabetic Patients: A Systematic Review. Cureus 2024; 16:e67842. [PMID: 39323717 PMCID: PMC11424042 DOI: 10.7759/cureus.67842] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/24/2024] [Indexed: 09/27/2024] Open
Abstract
Type 2 diabetes mellitus (T2DM) is a common chronic disease worldwide. The prevalence of T2DM has consistently increased over the past few decades. Factors affecting patient management of diabetes are important in preventing diabetic complications. Social support has been cited as one of the most important aspects of managing chronic conditions. This systematic review aims to consolidate the existing literature discussing the impact of social support on managing type 1 diabetes mellitus (T1DM) and T2DM. To begin our review, the Ovid MEDLINE (Medical Literature Analysis and Retrieval System Online) database was searched for all current literature on social support and diabetes health outcomes. Articles were then included and removed according to specific inclusion and exclusion criteria, and a systematic review was performed on the remaining articles. Twenty-two papers that met the inclusion and exclusion criteria were selected, and after data collection, a significant correlation was found between social support and health outcomes of diabetic patients and most articles reported that social support improves the health outcomes of diabetic patients. Studies show that there is some correlation between social support and improved health outcomes for diabetic patients. Further studies should be done to determine the exact correlations between social support and T2DM management and to explore the long-term impacts of social support on health outcomes for diabetic patients.
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Affiliation(s)
- Zaid Almubaid
- John Sealy School of Medicine, University of Texas Medical Branch, Galveston, USA
| | - Zachrieh Alhaj
- John Sealy School of Medicine, University of Texas Medical Branch, Galveston, USA
| | - Omar Almosa
- Endocrinology, Edward Via College of Osteopathic Medicine, Monroe, USA
| | - Morad Marikh
- Medical School, University of Texas at Arlington, Arlington, USA
| | - Waliyah Khan
- Medical School, University of Texas at Arlington, Arlington, USA
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Schwenker R, Alayli A, Rasch L, Ballmeyer C, Maguire JL, Cohen-Silver J, De Bock F. Screening for adverse social conditions in child healthcare settings: protocol for a systematic review. BMJ Open 2024; 14:e081958. [PMID: 38904138 PMCID: PMC11191832 DOI: 10.1136/bmjopen-2023-081958] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/10/2023] [Accepted: 05/22/2024] [Indexed: 06/22/2024] Open
Abstract
INTRODUCTION Adverse social conditions affect children's development and health outcomes from preconception throughout their life course. Early identification of adverse conditions is essential for early support of children and their families. Healthcare contacts with children provide a unique opportunity to screen for adverse social conditions and to take preventive action to identify and address emerging, potentially harmful or accumulating social problems. The aim of our study is to identify and describe available screening tools in outpatient and inpatient healthcare settings that capture social conditions that may affect children's development, health or well-being. METHODS AND ANALYSIS We will conduct a systematic review and will report the results following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidance. A systematic search of three databases (PubMed (Ovid), PsycInfo (EBSCOhost) and Web of Science Core Collection (Clarivate)) for English-language and German-language articles from 2014 to date will be conducted. We will include peer-reviewed articles that develop, describe, test or use an instrument to screen children for multiple social conditions in paediatric clinics or other outpatient or inpatient child healthcare settings. Key study characteristics and information on screening tools will be extracted and presented in structured tables to summarise the available evidence. We will assess the methodological quality of the instruments with the COnsensus-based Standards for the selection of health Measurement INstruments (COSMIN) checklist. ETHICS AND DISSEMINATION Ethical approval is not required for this study as we will not be collecting any personal data. Dissemination will consist of publications, presentations, and other knowledge translation activities.
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Affiliation(s)
- Rosemarie Schwenker
- Clinic of General Pediatrics, Neonatology and Pediatric Cardiology and Center for Health and Society (CHS), Unit of Child Health Services Research, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Adrienne Alayli
- Clinic of General Pediatrics, Neonatology and Pediatric Cardiology and Center for Health and Society (CHS), Unit of Child Health Services Research, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Lena Rasch
- Clinic of General Pediatrics, Neonatology and Pediatric Cardiology and Center for Health and Society (CHS), Unit of Child Health Services Research, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Christian Ballmeyer
- Clinic of General Pediatrics, Neonatology and Pediatric Cardiology and Center for Health and Society (CHS), Unit of Child Health Services Research, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Jonathon L Maguire
- Institute of Health Policy Management and Evaluation, University of Toronto, Toronto, Ontario, Canada
| | | | - Freia De Bock
- Clinic of General Pediatrics, Neonatology and Pediatric Cardiology and Center for Health and Society (CHS), Unit of Child Health Services Research, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
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Nwokocha C, Palacios J, Ojukwu VE, Nna VU, Owu DU, Nwokocha M, McGrowder D, Orie NN. Oxidant-induced disruption of vascular K + channel function: implications for diabetic vasculopathy. Arch Physiol Biochem 2024; 130:361-372. [PMID: 35757993 DOI: 10.1080/13813455.2022.2090578] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/27/2022] [Accepted: 06/07/2022] [Indexed: 11/02/2022]
Abstract
Diabetes in humans a chronic metabolic disorder characterised by hyperglycaemia, it is associated with an increased risk of cardiovascular disease, disruptions to metabolism and vascular functions. It is also linked to oxidative stress and its complications. Its role in vascular dysfunctions is generally reported without detailed impact on the molecular mechanisms. Potassium ion channel (K+ channels) are key regulators of vascular tone, and as membrane proteins, are modifiable by oxidant stress associated with diabetes. This review manuscript examined the impact of oxidant stress on vascular K+ channel functions in diabetes, its implication in vascular complications and metabolic and cardiovascular diseases.
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Affiliation(s)
| | - Javier Palacios
- Department of Pharmacy, Faculty of Health Sciences, Arturo Prat University, Iquique, Chile
| | - Victoria E Ojukwu
- Basic Medical Sciences, University of the West Indies, Mona, Kingston, Jamaica
| | - Victor Udo Nna
- Department of Physiology, College of Medical Sciences, University of Calabar, Calabar, Nigeria
| | - Daniel Udofia Owu
- Department of Physiology, College of Medical Sciences, University of Calabar, Calabar, Nigeria
| | - Magdalene Nwokocha
- Department of Pathology, Faculty of Medical Sciences, University of the West Indies, Mona, Kingston, Jamaica
| | - Donovan McGrowder
- Department of Pathology, Faculty of Medical Sciences, University of the West Indies, Mona, Kingston, Jamaica
| | - Nelson N Orie
- Centre of Metabolism and Inflammation, University College London, London, UK
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Yapi SM, Boudrias M, Tremblay A, Belanger G, Sourial N, Boivin A, Sasseville M, Côté A, Gartner JB, Taleb N, Lavoie ME, Trépanier E, Vachon B, Labelle M, Layani G. Intersectoral health interventions to improve the well-being of people living with type 2 diabetes: a scoping review protocol. BMJ Open 2024; 14:e080659. [PMID: 38772897 PMCID: PMC11110582 DOI: 10.1136/bmjopen-2023-080659] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Accepted: 05/07/2024] [Indexed: 05/23/2024] Open
Abstract
INTRODUCTION Intersectoral collaboration is a collaborative approach between the health sectors and other sectors to address the interdependent nature of the social determinants of health associated with chronic diseases such as diabetes. This scoping review aims to identify intersectoral health interventions implemented in primary care and community settings to improve the well-being and health of people living with type 2 diabetes. METHODS AND ANALYSIS This protocol is developed by the Arksey and O'Malley (2005) framework for scoping reviews and the Levac et al methodological enhancement. MEDLINE, Embase, CINAHL, grey literature and the reference list of key studies will be searched to identify any study, published between 2000 and 2023, related to the concepts of intersectorality, diabetes and primary/community care. Two reviewers will independently screen all titles/abstracts, full-text studies and grey literature for inclusion and extract data. Eligible interventions will be classified by sector of action proposed by the Social Determinants of Health Map and the conceptual framework for people-centred and integrated health services and further sorted according to the actors involved. This work started in September 2023 and will take approximately 10 months to be completed. ETHICS AND DISSEMINATION This review does not require ethical approval. The results will be disseminated through a peer-reviewed publication and presentations to stakeholders.
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Affiliation(s)
- Sopie Marielle Yapi
- Centre de Recherche du Centre Hospitalier de l'Universite de Montreal, Montreal, Quebec, Canada
| | - Marguerite Boudrias
- Centre de Recherche du Centre Hospitalier de l'Universite de Montreal, Montreal, Quebec, Canada
| | - Alexandre Tremblay
- Centre de Recherche du Centre Hospitalier de l'Universite de Montreal, Montreal, Quebec, Canada
| | - Gabrielle Belanger
- Centre de Recherche du Centre Hospitalier de l'Universite de Montreal, Montreal, Quebec, Canada
| | - Nadia Sourial
- Centre de Recherche du Centre Hospitalier de l'Universite de Montreal, Montreal, Quebec, Canada
- Department of Health Management, Evaluation & Policy, Université de Montréal, Montreal, Quebec, Canada
| | - Antoine Boivin
- Centre de Recherche du Centre Hospitalier de l'Universite de Montreal, Montreal, Quebec, Canada
- Department of Family and Emergency Medicine, Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada
| | - Maxime Sasseville
- Université Laval, Quebec, Quebec, Canada
- VITAM Centre de Recherche en Santé Durable, Quebec, Quebec, Canada
| | - André Côté
- VITAM Centre de Recherche en Santé Durable, Quebec, Quebec, Canada
- Département de management, Université Laval, Quebec, Quebec, Canada
- Centre de recherche en gestion des services de santé, Université Laval, Quebec, Quebec, Canada
| | - Jean-Baptiste Gartner
- VITAM Centre de Recherche en Santé Durable, Quebec, Quebec, Canada
- Département de management, Université Laval, Quebec, Quebec, Canada
- Centre de recherche en gestion des services de santé, Université Laval, Quebec City, Quebec, Canada
| | - Nadine Taleb
- Institut de recherches cliniques de Montreal, Montreal, Quebec, Canada
- Centre Hospitalier de l'Universite de Montreal, Montreal, Quebec, Canada
- Universite de Montreal, Montreal, Quebec, Canada
| | - Marie-Eve Lavoie
- Centre de Recherche du Centre Hospitalier de l'Universite de Montreal, Montreal, Quebec, Canada
| | - Emmanuelle Trépanier
- Department of Family and Emergency Medicine, Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada
| | | | - Marcel Labelle
- Centre de Recherche du Centre Hospitalier de l'Universite de Montreal, Montreal, Quebec, Canada
| | - Géraldine Layani
- Centre de Recherche du Centre Hospitalier de l'Universite de Montreal, Montreal, Quebec, Canada
- Department of Family and Emergency Medicine, Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada
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Tariq O, Rosten C, Huber J. Cultural Influences on Making Nutritional Adjustments in Type 2 Diabetes in Pakistan: The Perspectives of People Living With Diabetes and Their Family Members. QUALITATIVE HEALTH RESEARCH 2024; 34:562-578. [PMID: 38131164 DOI: 10.1177/10497323231219392] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/23/2023]
Abstract
In Pakistan, type 2 diabetes is widespread, and although dietary recommendations from healthcare professionals are critical to its treatment, cultural norms can have a great influence on the dietary habits of people living with diabetes (PLwD). Understanding the social aspects of the lives of PLwD is crucial when examining the effectiveness of nutritional recommendations and adjustments. This study investigated (1) how PLwD and their family members adjust their nutrition to the recommendations of healthcare professionals to manage type 2 diabetes mellitus (T2DM) and (2) what do PLwD and their family members perceive as enablers and barriers to the necessary nutritional adjustments for managing T2DM. Prime consideration was given to experiences of living in Pakistan as the cultural context. Semi-structured interviews were conducted with 30 PLwD and 17 family members; the data were analysed thematically. Three themes emerged: (i) 'Influence of family system, gender, and age on meals prepared at home': family hierarchy and opinions based on gender and age can enable or hinder nutritional adjustment in meals prepared at home; (ii) 'Temptations of "unhealthy" foods, festivals, cultural interactions, and social etiquette': family/social interactions at home, gatherings, or festivities can affect PLwD's ability to resist temptations to eat foods prohibited by healthcare professionals; and (iii) 'Folk knowledge, folk remedy, and the balance between culture and Western medicine': PLwD and their family members in Pakistan hold strong beliefs concerning foods' medicinal properties. Power dynamics within families need to be considered when making nutritional recommendations. Medical guidelines should acknowledge personal agency and cultural beliefs.
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Affiliation(s)
- Omama Tariq
- Institute of Applied Psychology, University of the Punjab, Lahore, Pakistan
| | - Claire Rosten
- School of Sport and Health Sciences, University of Brighton, Brighton, UK
| | - Jörg Huber
- School of Sport and Health Sciences, University of Brighton, Brighton, UK
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Qu S, Fang J, Zhao S, Wang Y, Gao W, Li Z, Xu H, Zhang Y, Shi S, Cheng X, Liu Z, Jin L, Yao Y. Associations of dietary inflammatory index with low estimated glomerular filtration rate, albuminuria and chronic kidney disease in U.S adults: Results from the NHANES 2011-2018. Nutr Metab Cardiovasc Dis 2024; 34:1036-1045. [PMID: 38267324 DOI: 10.1016/j.numecd.2023.11.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/11/2023] [Revised: 11/09/2023] [Accepted: 11/12/2023] [Indexed: 01/26/2024]
Abstract
BACKGROUND AND AIMS Chronic Kidney Disease (CKD) is characterized by a high inflammation status with ever-increasing prevalence, and defined as low estimated glomerular filtration rate (eGFR) or albuminuria. Both low eGFR and albuminuria can have independent effects on the body. The dietary inflammatory index (DII) is a validated tool used to assess the inflammatory potential of the diet. We aim to explore not only the association between DII and CKD, but also the associations of DII with low eGFR and albuminuria, respectively. In addition, their associations in different subgroups remain to be explored. METHODS AND RESULTS 18,070 participants from the 2011-2018 NHANES with complete data of dietary intake and laboratory data were involved in our study. The data of 24-hour dietary recall interview was used to calculate DII, CKD could be reflected by laboratory data of creatinine and albumin. Then weighted multivariate logistic regression models and subgroup analyses were performed. The prevalence of low eGFR, albuminuria and CKD were 6.8%, 9.8% and 14.5%, respectively. A positive association between DII and low eGFR was observed (OR=1.12, 95%CI: 1.05-1.21), Q2, Q3 and Q4 are positively associated with a significant 39%, 65% and 71% increased risk of low eGFR compared with Q1 (P for trend<0.05). DII was also associated with CKD (OR=1.06, 95%CI: 1.01-1.11). CONCLUSION Significant positive associations of DII with CKD and low eGFR were observed. But we didn't find such association between DII and albuminuria.
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Affiliation(s)
- Shifang Qu
- Department of Epidemiology and Biostatistics, School of Public Health, Jilin University, Changchun, Jilin, China.
| | - Jiaxin Fang
- Department of Epidemiology and Biostatistics, School of Public Health, Jilin University, Changchun, Jilin, China.
| | - Saisai Zhao
- Department of Epidemiology and Biostatistics, School of Public Health, Jilin University, Changchun, Jilin, China.
| | - Yuxiang Wang
- Department of Epidemiology and Biostatistics, School of Public Health, Jilin University, Changchun, Jilin, China.
| | - Wenhui Gao
- Department of Epidemiology and Biostatistics, School of Public Health, Jilin University, Changchun, Jilin, China.
| | - Zhiyao Li
- Department of Epidemiology and Biostatistics, School of Public Health, Jilin University, Changchun, Jilin, China.
| | - Han Xu
- Department of Epidemiology and Biostatistics, School of Public Health, Jilin University, Changchun, Jilin, China.
| | - Yuan Zhang
- Department of Epidemiology and Biostatistics, School of Public Health, Jilin University, Changchun, Jilin, China.
| | - Shunyao Shi
- Department of Epidemiology and Biostatistics, School of Public Health, Jilin University, Changchun, Jilin, China.
| | - Xiaowei Cheng
- Department of Epidemiology and Biostatistics, School of Public Health, Jilin University, Changchun, Jilin, China.
| | - Zhigang Liu
- Osteopathic Center, The Second Hospital of Jilin University, No.4026, Yatai Street, Nanguan District, Changchun, Jilin, China.
| | - Lina Jin
- Department of Epidemiology and Biostatistics, School of Public Health, Jilin University, Changchun, Jilin, China.
| | - Yan Yao
- Department of Epidemiology and Biostatistics, School of Public Health, Jilin University, Changchun, Jilin, China.
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Ferreira PL, Morais C, Pimenta R, Ribeiro I, Amorim I, Alves SM, Santiago L. Knowledge about type 2 diabetes: its impact for future management. Front Public Health 2024; 12:1328001. [PMID: 38525337 PMCID: PMC10957559 DOI: 10.3389/fpubh.2024.1328001] [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: 11/21/2023] [Accepted: 01/29/2024] [Indexed: 03/26/2024] Open
Abstract
Diabetes can cause several long-term complications. Knowledge about this disease can play an important role in reducing diabetes-related complications. In addition, the lack of awareness leads to misconceptions, which joined with inadequate knowledge, are relevant barriers to proper diabetes management. In this study, we aimed to assess the diabetes knowledge of a type 2 diabetes (T2D) population and identify major knowledge gaps, in order to prevent complications and to increase quality of life. In a cross-sectional, observational study in a convenience sample, we identified individuals diagnosed with T2D attending ambulatory visits from five health settings, older than 18 years, with a time diagnosis of at least 1 year, and attending multidisciplinary visits for at least 3 months. To assess the knowledge of T2D individuals, we applied the Portuguese version of the Diabetes Knowledge Test. The sample included a total of 1,200 persons, of whom almost half were female. The age range of the participants varied from 24 to 94 years old, and the mean age was 65.6 ± 11.4 years. Most of the sample had a level of education under secondary and lived with someone. In our sample, 479 (39.9%) were insulin-treated. The percentage of correct answers was 51.8% for non-insulin vs. 58.7% for insulin treated (p < 0.05). There were three items with a percentage of correct answers lower than 15%; the item with the lower value of correct answers was the one related to the identification of signs of ketoacidosis with only 4.4% of correct answers, the errors presented a random pattern; the item related to the identification of which food should not be used to treat low blood glucose with 11.9%, where 56.9% of the sample's participants considered that one cup of skim milk would be the correct answer (53.1% in non-insulin patients and 62.6% in insulin treated patients; p < 0.001). The item regarding the knowledge of free food presented a 13.3% of correct answers (10.8% non-insulin group vs. 17.1% insulin group; p < 0.01). Two of the three items with lower value of correct answers were related to glycemic control and health status monitoring, the other was related to diet and food.
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Affiliation(s)
- Pedro L. Ferreira
- Centre for Health Studies and Research of the University of Coimbra, Portugal (CEISUC), Coimbra, Portugal
- Faculty of Economics, University of Coimbra, Portugal (FEUC), Coimbra, Portugal
| | - Carminda Morais
- Centre for Health Studies and Research of the University of Coimbra, Portugal (CEISUC), Coimbra, Portugal
- Superior School of Health of the Polytechnical Institute of Viana do Castelo (ESS-IPVC), Viana do Castelo, Portugal
| | - Rui Pimenta
- Centre for Health Studies and Research of the University of Coimbra, Portugal (CEISUC), Coimbra, Portugal
- School of Health, Polytechnic of Porto (ESS|P.PORTO), Porto, Portugal
| | - Inês Ribeiro
- Centre for Health Studies and Research of the University of Coimbra, Portugal (CEISUC), Coimbra, Portugal
| | - Isabel Amorim
- Centre for Health Studies and Research of the University of Coimbra, Portugal (CEISUC), Coimbra, Portugal
- Superior School of Health of the Polytechnical Institute of Viana do Castelo (ESS-IPVC), Viana do Castelo, Portugal
| | - Sandra Maria Alves
- Centre for Health Studies and Research of the University of Coimbra, Portugal (CEISUC), Coimbra, Portugal
- School of Health, Polytechnic of Porto (ESS|P.PORTO), Porto, Portugal
| | - Luiz Santiago
- Centre for Health Studies and Research of the University of Coimbra, Portugal (CEISUC), Coimbra, Portugal
- Faculty of Medicine, University of Coimbra, Portugal (FMUC), Coimbra, Portugal
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Banerjee AT, Islam S, Khan A, Hussain N, Ascencio E, Hafleen N. Beyond the Body: Using Photovoice to Explore Social Determinants of Diabetes With South Asian Adolescents in the Peel Region of Ontario, Canada. Can J Diabetes 2024; 48:97-104.e3. [PMID: 37952645 DOI: 10.1016/j.jcjd.2023.11.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Revised: 10/11/2023] [Accepted: 11/03/2023] [Indexed: 11/14/2023]
Abstract
OBJECTIVES The higher prevalence of diabetes in the South Asian (SA) population living in Canada spans across generations and is often associated with individual risk factors while undermining the social determinants of health (SDOH). There is a scarcity of studies on the perspectives of SA adolescents with a family history of type 2 diabetes mellitus (T2DM). Learning directly from these adolescents can fill a major gap by providing insight on how the SDOH contribute to disproportionate rates of T2DM in SA immigrant communities. METHODS In this study, we used Photovoice, which is a community-based participatory research (CBPR) method that involves the use of photography to visually capture the challenges of diabetes prevention from the perspective of those with lived experiences. A group of 15 SA youth were recruited from an adolescent diabetes education program in the Peel Region of Ontario. The youth discussed their images and accompanied written narratives during focus groups. RESULTS Four themes emerged from the thematic analysis of the photographs and participant narratives that influence the manifestation of T2DM in SA communities: 1) immigration and resettlement stressors; 2) food insecurity; 3) unhealthy school environments; and 4) academic pressures. CONCLUSIONS Findings suggest the need to address T2DM as a response to unjust conditions and environments rather than as an epidemic entrenched in genetic predisposition, culture, and poor lifestyle choices.
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Affiliation(s)
- Ananya Tina Banerjee
- Department of Epidemiology, Biostatistics, and Occupational Health, McGill University, Montréal, Québec, Canada.
| | - Shudipta Islam
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Amina Khan
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Nousin Hussain
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Evelyn Ascencio
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Nuzha Hafleen
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
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Choi S, Jang SY, Choi E, Park YS. Association between prevalence and severity of chronic kidney disease and employment status: a nationwide study in Korea. BMC Public Health 2024; 24:216. [PMID: 38238668 PMCID: PMC10797861 DOI: 10.1186/s12889-023-17338-4] [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: 09/09/2023] [Accepted: 11/25/2023] [Indexed: 01/22/2024] Open
Abstract
BACKGROUND The prevalence of chronic kidney disease (CKD) is increasing globally, and understanding the association between CKD and employment status is crucial. This cross-sectional study aimed to investigate the association of CKD with employment and occupation type among patients with CKD. METHODS We analyzed data from 36,732 Korean adults aged ≥ 30 years, who participated in the Korean National Health and Nutrition Examination Survey between 2014 and 2021. CKD was detected based on the estimated glomerular filtration rate, and the employment status of the participants was classified into distinct categories: full-time permanent employment, unemployment, self-employment, and precarious employment. We analyzed the data using multiple logistic regression. RESULTS We observed a significant association between CKD and a higher likelihood of unemployment compared to that in individuals without CKD (odds ratio, 1.70; 95% confidence interval, 1.47-1.96). This association was more prominent in patients with severe CKD. In the multivariable logistic analysis, patients with CKD had a higher likelihood for precarious employment (odds ratio, 1.29; 95% confidence interval, 0.92-1.88), self-employment (odds ratio, 1.3; 95% confidence interval, 0.90-1.88), and unemployment (odds ratio, 2.10; 95% confidence interval, 1.51-2.92) compared to individuals without CKD. CONCLUSIONS Our study demonstrated that CKD is associated with a higher likelihood of unemployment and engagement in precarious employment. These findings highlight the challenges faced by patients with CKD in obtaining stable employment and emphasize the need for interventions to improve the employment outcomes of individuals with CKD.
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Affiliation(s)
- Seoyeong Choi
- Department of Public Health, Graduate School, Yonsei University, 50 Yonsei-ro, Seodaemun-gu, Seoul, 03722, Republic of Korea
| | - Suk-Yong Jang
- Institute of Health Services Research, Yonsei University, 50 Yonsei-ro, Seodaemun-gu, Seoul, 03722, Republic of Korea.
- Department of Healthcare Management, Graduate School of Public Health, Yonsei University, 50 Yonsei-ro, Seodaemun-gu, Seoul, 03722, Republic of Korea.
| | - Eunjeong Choi
- Department of Public Health, Graduate School, Yonsei University, 50 Yonsei-ro, Seodaemun-gu, Seoul, 03722, Republic of Korea
| | - Yu Shin Park
- Department of Public Health, Graduate School, Yonsei University, 50 Yonsei-ro, Seodaemun-gu, Seoul, 03722, Republic of Korea
- Institute of Health Services Research, Yonsei University, 50 Yonsei-ro, Seodaemun-gu, Seoul, 03722, Republic of Korea
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12
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Huang Y, Guo J, Donahoo WT, Fan Z, Lu Y, Chen WH, Tang H, Bilello L, Saguil AA, Rosenberg E, Shenkman EA, Bian J. A Fair Individualized Polysocial Risk Score for Identifying Increased Social Risk in Type 2 Diabetes. RESEARCH SQUARE 2023:rs.3.rs-3684698. [PMID: 38106012 PMCID: PMC10723535 DOI: 10.21203/rs.3.rs-3684698/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/19/2023]
Abstract
Background Racial and ethnic minority groups and individuals facing social disadvantages, which often stem from their social determinants of health (SDoH), bear a disproportionate burden of type 2 diabetes (T2D) and its complications. It is crucial to implement effective social risk management strategies at the point of care. Objective To develop an electronic health records (EHR)-based machine learning (ML) analytical pipeline to address unmet social needs associated with hospitalization risk in patients with T2D. Methods We identified real-world patients with T2D from the EHR data from University of Florida (UF) Health Integrated Data Repository (IDR), incorporating both contextual SDoH (e.g., neighborhood deprivation) and individual-level SDoH (e.g., housing instability). The 2015-2020 data were used for training and validation and 2021-2022 data for independent testing. We developed a machine learning analytic pipeline, namely individualized polysocial risk score (iPsRS), to identify high social risk associated with hospitalizations in T2D patients, along with explainable AI (XAI) and fairness optimization. Results The study cohort included 10,192 real-world patients with T2D, with a mean age of 59 years and 58% female. Of the cohort, 50% were non-Hispanic White, 39% were non-Hispanic Black, 6% were Hispanic, and 5% were other races/ethnicities. Our iPsRS, including both contextual and individual-level SDoH as input factors, achieved a C statistic of 0.72 in predicting 1-year hospitalization after fairness optimization across racial and ethnic groups. The iPsRS showed excellent utility for capturing individuals at high hospitalization risk because of SDoH, that is, the actual 1-year hospitalization rate in the top 5% of iPsRS was 28.1%, ~13 times as high as the bottom decile (2.2% for 1-year hospitalization rate). Conclusion Our ML pipeline iPsRS can fairly and accurately screen for patients who have increased social risk leading to hospitalization in real word patients with T2D.
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Affiliation(s)
- Yu Huang
- Department of Health Outcomes and Biomedical Informatics, University of Florida, Gainesville, FL, USA
| | - Jingchuan Guo
- Pharmaceutical Outcomes & Policy, University of Florida, Gainesville, FL, USA
| | - William T Donahoo
- Division of Endocrinology, Diabetes and Metabolism, University of Florida College of Medicine
| | - Zhengkang Fan
- Department of Health Outcomes and Biomedical Informatics, University of Florida, Gainesville, FL, USA
| | - Ying Lu
- Pharmaceutical Outcomes & Policy, University of Florida, Gainesville, FL, USA
| | - Wei-Han Chen
- Pharmaceutical Outcomes & Policy, University of Florida, Gainesville, FL, USA
| | - Huilin Tang
- Pharmaceutical Outcomes & Policy, University of Florida, Gainesville, FL, USA
| | - Lori Bilello
- Department of Medicine, University of Florida College of Medicine
| | - Aaron A Saguil
- Department of Community Health and Family Medicine, University of Florida College of Medicine
| | - Eric Rosenberg
- Division of General Internal Medicine, Department of Medicine, University of Florida College of Medicine
| | - Elizabeth A Shenkman
- Department of Health Outcomes and Biomedical Informatics, University of Florida, Gainesville, FL, USA
| | - Jiang Bian
- Department of Health Outcomes and Biomedical Informatics, University of Florida, Gainesville, FL, USA
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Moran V, Suhrcke M, Nolte E. Exploring the association between primary care efficiency and health system characteristics across European countries: a two-stage data envelopment analysis. BMC Health Serv Res 2023; 23:1348. [PMID: 38049793 PMCID: PMC10694950 DOI: 10.1186/s12913-023-10369-y] [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: 05/19/2023] [Accepted: 11/22/2023] [Indexed: 12/06/2023] Open
Abstract
BACKGROUND Primary care is widely seen as a core component of resilient and sustainable health systems, yet its efficiency is not well understood and there is a lack of evidence about how primary care efficiency is associated with health system characteristics. We examine this issue through the lens of diabetes care, which has a well-established evidence base for effective treatment and has previously been used as a tracer condition to measure health system performance. METHODS We developed a conceptual framework to guide the analysis of primary care efficiency. Using data on 18 European countries during 2010-2016 from several international databases, we applied a two-stage data envelopment analysis to estimate (i) technical efficiency of primary care and (ii) the association between efficiency and health system characteristics. RESULTS Countries varied widely in terms of primary care efficiency, with efficiency scores depending on the range of population characteristics adjusted for. Higher efficiency was associated with bonus payments for the prevention and management of chronic conditions, nurse-led follow-up, and a financial incentive or requirement for patients to obtain a referral to specialist care. Conversely, lower efficiency was associated with higher rates of curative care beds and financial incentives for patients to register with a primary care provider. CONCLUSIONS Our results underline the importance of considering differences in population characteristics when comparing country performance on primary care efficiency. We highlight several policies that could enhance the efficiency of primary care. Improvements in data collection would enable more comprehensive assessments of primary care efficiency across countries, which in turn could more effectively inform policymaking.
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Affiliation(s)
- Valerie Moran
- Socio-Economic and Environmental Health and Health Services Research Group, Department of Precision Health, Luxembourg Institute of Health, Luxembourg City, Luxembourg.
- Socio-Economic and Environmental Health and Health Services Research Group, Living Conditions Department, Luxembourg Institute of Socio-Economic Research (LISER), Belval, Esch-sur-Alzette, Luxembourg.
| | - Marc Suhrcke
- Socio-Economic and Environmental Health and Health Services Research Group, Department of Precision Health, Luxembourg Institute of Health, Luxembourg City, Luxembourg
- Socio-Economic and Environmental Health and Health Services Research Group, Living Conditions Department, Luxembourg Institute of Socio-Economic Research (LISER), Belval, Esch-sur-Alzette, Luxembourg
| | - Ellen Nolte
- Department of Health Services Research and Policy, London School of Hygiene and Tropical Medicine, London, UK
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Hamilton K, Forde R, Due-Christensen M, Eeg-Olofson K, Nathanson D, Rossner S, Vikstrom-Greve S, Porth AK, Seidler Y, Kautzky-Willer A, Delbecque L, Ozdemir Saltik AZ, Hasler Y, Flores V, Stamm T, Hopkins D, Forbes A. Which diabetes specific patient reported outcomes should be measured in routine care? A systematic review to inform a core outcome set for adults with Type 1 and 2 diabetes mellitus: The European Health Outcomes Observatory (H2O) programme. PATIENT EDUCATION AND COUNSELING 2023; 116:107933. [PMID: 37672919 DOI: 10.1016/j.pec.2023.107933] [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: 06/11/2023] [Revised: 07/21/2023] [Accepted: 08/02/2023] [Indexed: 09/08/2023]
Abstract
OBJECTIVES The objective was to identify candidate patient reported outcomes with potential to inform individual patient care and service development for inclusion in a digital outcome set to be collected in routine care, as part of an international project to enhance care outcomes for people with diabetes. METHODS PubMed, COSMIN and COMET databases were searched. Published studies were included if they recommended patient reported outcomes that were clinically useful and/or important to people with diabetes. To aid selection decisions, recommended outcomes were considered in terms of the evidence endorsing them and their importance to people with diabetes. RESULTS Twenty-seven studies recommending 53 diabetes specific outcomes, and patient reported outcome measures, were included. The outcomes reflected the experience of living with diabetes (e.g. psychological well-being, symptom experience, health beliefs and stigma) and behaviours (e.g. self-management). Diabetes distress and self-management behaviours were most endorsed by the evidence. CONCLUSIONS The review provides a comprehensive list of candidate outcomes endorsed by international evidence and informed by existing outcome sets, and suggestions for measures. PRACTICE IMPLICATIONS The review offers evidence to guide clinical application. Integrated measurement of these outcomes in care settings holds enormous potential to improve provision of care and outcomes in diabetes.
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Affiliation(s)
- Kathryn Hamilton
- Kings College London, Florence Nightingale Faculty of Nursing, Midwifery and Palliative Care, London, UK.
| | - Rita Forde
- Kings College London, Florence Nightingale Faculty of Nursing, Midwifery and Palliative Care, London, UK
| | - Mette Due-Christensen
- Kings College London, Florence Nightingale Faculty of Nursing, Midwifery and Palliative Care, London, UK
| | - Katarina Eeg-Olofson
- University of Gothenburg, Institute of Medicine, Department of Molecular and Clinical Medicine, Gothenburg, Sweden
| | - David Nathanson
- Karolinska Institutet, Department of Medicine, Huddinge, Sweden; Karolinska University Hospital, Medical Unit Endocrinology, Huddinge, Sweden
| | - Sophia Rossner
- Karolinska Institutet, Department of Medicine, Huddinge, Sweden
| | - Sara Vikstrom-Greve
- Karolinska Institutet, Department of Medicine, Huddinge, Sweden; Karolinska University Hospital, Medical Unit Endocrinology, Huddinge, Sweden
| | - Ann-Kristin Porth
- Medical University of Vienna, Gender Medicine Unit, Division of Endocrinology and Metabolism, Department of Internal Medicine III, Vienna, Austria
| | - Yuki Seidler
- Medical University of Vienna, Institute of Outcomes Research, Center for Medical Statistics and Informatics, Vienna, Austria
| | - Alexandra Kautzky-Willer
- Medical University of Vienna, Gender Medicine Unit, Division of Endocrinology and Metabolism, Department of Internal Medicine III, Vienna, Austria
| | | | | | - Yvonne Hasler
- Medtronic International Trading Sàrl, Tolochenaz, Switzerland
| | - Vanesa Flores
- Vall d'Hebron University Hospital, Vall d'Hebron Institute of Research, Barcelona, Spain
| | - Tanja Stamm
- Medical University of Vienna, Institute of Outcomes Research, Center for Medical Statistics and Informatics, Vienna, Austria; Ludwig Boltzmann Institute for Arthritis and Rehabilitation, Vienna, Austria
| | - David Hopkins
- King's Health Partners Institute for Diabetes, Endocrinology and Obesity, London, UK
| | - Angus Forbes
- Kings College London, Florence Nightingale Faculty of Nursing, Midwifery and Palliative Care, London, UK
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Zakaria NI, Tehranifar P, Laferrère B, Albrecht SS. Racial and Ethnic Disparities in Glycemic Control Among Insured US Adults. JAMA Netw Open 2023; 6:e2336307. [PMID: 37796503 PMCID: PMC10556965 DOI: 10.1001/jamanetworkopen.2023.36307] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Accepted: 08/24/2023] [Indexed: 10/06/2023] Open
Abstract
Importance Poor access to care and lack of health insurance are important contributors to disparities in glycemic control. However expanding health insurance coverage may not be enough to fully address the high burden of poor glycemic control for some groups. Objective To characterize racial and ethnic disparities in glycemic control among adults with private and public insurance in the US over a 15-year timeframe and to evaluate whether social, health care, and behavioral or health status factors attenuate estimates of disparities. Design, Setting, and Participants This cross-sectional study used data from the National Health and Nutrition Examination Survey from 2003 to 2018. Participants included Hispanic or Latino, non-Hispanic Black, and non-Hispanic White adults aged 25 to 80 years with self-reported diabetes and health insurance. Data were analyzed from January 15 to August 23, 2023. Exposure Participants self-identified as Hispanic or Latino, non-Hispanic Black, or non-Hispanic White. Main Outcomes and Measures The main outcome, poor glycemic control, was defined as glycated hemoglobin A1c (HbA1c) of 7.0% or greater. Information about social (education, food security, and nativity), health care (insurance type, routine place for health care, insurance gap in past year, and use of diabetes medications), and behavioral or health status (years with diabetes, waist circumference, and smoking) factors were collected via questionnaires. Results A total of 4070 individuals (weighted mean [SE] age, 61.4 [0.27] years; 1970 [weighted proportion, 49.3%] were women) were included, representing 16 337 362 US adults, including 1146 Hispanic or Latino individuals (weighted proportion, 13.2%), 1196 non-Hispanic Black individuals (weighted proportion, 15.7%), and 1728 non-Hispanic White individuals (weighted proportion, 71.1%). In models adjusted for age, sex, and survey year, Hispanic or Latino and non-Hispanic Black individuals had significantly higher odds of poor glycemic control than non-Hispanic White individuals (Hispanic or Latino: odds ratio [OR], 1.46; 95% CI, 1.16-1.83; Black: OR, 1.28; 95% CI, 1.04-1.57). There was some attenuation after adjustment for social factors, especially food security (Hispanic or Latino: OR, 1.39; 95% CI, 1.08-1.81); Black: OR, 1.39; 95% CI, 1.08-1.81). However, accounting for health care and behavioral or health status factors increased disparities, especially for Hispanic or Latino individuals (OR, 1.63; 95% CI, 1.24-2.16), with racial and ethnic disparities persisting even among those with private insurance (OR, 1.66; 95% CI, 1.10-2.52). Conclusions and Relevance In this cross-sectional study of insured adults with diabetes in the US, disparities in poor glycemic control persisted despite adjustment for social, health care, and behavioral factors. Research is needed to identify the barriers contributing to poor control even in populations with access to care.
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Affiliation(s)
- Nora I. Zakaria
- Department of Epidemiology, Columbia University Mailman School of Public Health, New York, New York
| | - Parisa Tehranifar
- Department of Epidemiology, Columbia University Mailman School of Public Health, New York, New York
| | - Blandine Laferrère
- Department of Medicine, Division of Endocrinology, Diabetes Research Center, Columbia University Irving Medical Center, New York, New York
| | - Sandra S. Albrecht
- Department of Epidemiology, Columbia University Mailman School of Public Health, New York, New York
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16
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Weaver ML, Neal D, Columbo JA, Holscher CM, Sorber RA, Hicks CW, Stone DH, Clouse WD, Scali ST. Market competition influences practice patterns in management of patients with intermittent claudication in the vascular quality initiative. J Vasc Surg 2023; 78:727-736.e3. [PMID: 37141948 PMCID: PMC10699768 DOI: 10.1016/j.jvs.2023.04.032] [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: 02/13/2023] [Revised: 04/06/2023] [Accepted: 04/24/2023] [Indexed: 05/06/2023]
Abstract
OBJECTIVE The Society for Vascular Surgery (SVS) clinical practice guidelines recommend best medical therapy (BMT) as first-line therapy before offering revascularization to patients with intermittent claudication (IC). Notably, atherectomy and tibial-level interventions are generally discouraged for management of IC; however, high regional market competition may incentivize physicians to treat patients outside the scope of guideline-directed therapy. Therefore, we sought to determine the association between regional market competition and endovascular treatment of patients with IC. METHODS We examined patients with IC undergoing index endovascular peripheral vascular interventions (PVI) in the SVS Vascular Quality Initiative from 2010 to 2022. We assigned the Herfindahl-Hirschman Index as a measure of regional market competition and stratified centers into very high competition (VHC), high competition, moderate competition, and low competition cohorts. We defined BMT as preoperative documentation of being on antiplatelet medication, statin, nonsmoking status, and a recorded ankle-brachial index. We used logistic regression to evaluate the association of market competition with patient and procedural characteristics. A sensitivity analysis was performed in patients with isolated femoropopliteal disease matched by the TransAtlantic InterSociety classification of disease severity. RESULTS There were 24,669 PVIs that met the inclusion criteria. Patients with IC undergoing PVI were more likely to be on BMT when treated in higher market competition centers (odds ratio [OR], 1.07 per increase in competition quartile; 95% confidence interval [CI], 1.04-1.11; P < .0001). The probability of undergoing aortoiliac interventions decreased with increasing competition (OR, 0.84; 95% CI, 0.81-0.87; P < .0001), but there were higher odds of receiving tibial (OR, 1.40; 95% CI, 1.30-1.50; P < .0001) and multilevel interventions in VHC vs low competition centers (femoral + tibial OR, 1.10; 95% CI, 1.03-1.14; P = .001). Stenting decreased as competition increased (OR, 0.89; 95% CI, 0.87-0.92; P < .0001), whereas exposure to atherectomy increased with higher market competition (OR, 1.15; 95% CI, 1.11-1.19; P < .0001). When assessing patients undergoing single-artery femoropopliteal intervention for TransAtlantic InterSociety A or B lesions to account for disease severity, the odds of undergoing either balloon angioplasty (OR, 0.72; 95% CI, 0.625-0.840; P < .0001) or stenting only (OR, 0.84; 95% CI, 0.727-0.966; P < .0001) were lower in VHC centers. Similarly, the likelihood of receiving atherectomy remained significantly higher in VHC centers (OR, 1.6; 95% CI, 1.36-1.84; P < .0001). CONCLUSIONS High market competition was associated with more procedures among patients with claudication that are not consistent with guideline-directed therapy per the SVS clinical practice guidelines, including atherectomy and tibial-level interventions. This analysis demonstrates the susceptibility of care delivery to regional market competition and signifies a novel and undefined driver of PVI variation among patients with claudication.
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Affiliation(s)
- M Libby Weaver
- Division of Vascular and Endovascular Surgery, University of Virginia Health System, Charlottesville, VA.
| | - Dan Neal
- Department of Surgery, University of Florida, Gainesville, FL
| | - Jesse A Columbo
- Section of Vascular Surgery, Dartmouth-Hitchcock Medical Center, Lebanon, NH
| | - Courtenay M Holscher
- Division of Vascular Surgery and Endovascular Therapy, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Rebecca A Sorber
- Division of Vascular Surgery and Endovascular Therapy, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Caitlin W Hicks
- Division of Vascular Surgery and Endovascular Therapy, Johns Hopkins University School of Medicine, Baltimore, MD
| | - David H Stone
- Section of Vascular Surgery, Dartmouth-Hitchcock Medical Center, Lebanon, NH
| | - W Darrin Clouse
- Division of Vascular and Endovascular Surgery, University of Virginia Health System, Charlottesville, VA
| | - Salvatore T Scali
- Division of Vascular Surgery and Endovascular Therapy, University of Florida, Gainesville, FL
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Ding Q, Lu Y, Herrin J, Zhang T, Marrero DG. Uncovering heterogeneous cardiometabolic risk profiles in US adults: the role of social and behavioral determinants of health. BMJ Open Diabetes Res Care 2023; 11:e003558. [PMID: 37699720 PMCID: PMC10503393 DOI: 10.1136/bmjdrc-2023-003558] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Accepted: 08/15/2023] [Indexed: 09/14/2023] Open
Abstract
INTRODUCTION Social and behavioral determinants of health (SBDH) have been linked to diabetes risk, but their role in explaining variations in cardiometabolic risk across race/ethnicity in US adults is unclear. This study aimed to classify adults into distinct cardiometabolic risk subgroups using SBDH and clinically measured metabolic risk factors, while comparing their associations with undiagnosed diabetes and pre-diabetes by race/ethnicity. RESEARCH DESIGN AND METHODS We analyzed data from 38,476 US adults without prior diabetes diagnosis from the National Health and Nutrition Examination Survey (NHANES) 1999-2018. The k-prototypes clustering algorithm was used to identify subgroups based on 16 SBDH and 13 metabolic risk factors. Each participant was classified as having no diabetes, pre-diabetes or undiagnosed diabetes using contemporaneous laboratory data. Logistic regression was used to assess associations between subgroups and diabetes status, focusing on differences by race/ethnicity. RESULTS Three subgroups were identified: cluster 1, primarily middle-aged adults with high rates of smoking, alcohol use, short sleep duration, and low diet quality; cluster 2, mostly young non-white adults with low income, low health insurance coverage, and limited healthcare access; and cluster 3, mostly older males who were the least physically active, but with high insurance coverage and healthcare access. Compared with cluster 2, adjusted ORs (95% CI) for undiagnosed diabetes were 14.9 (10.9, 20.2) in cluster 3 and 3.7 (2.8, 4.8) in cluster 1. Clusters 1 and 3 (vs cluster 2) had high odds of pre-diabetes, with ORs of 1.8 (1.6, 1.9) and 2.1 (1.8, 2.4), respectively. Race/ethnicity was found to modify the relationship between identified subgroups and pre-diabetes risk. CONCLUSIONS Self-reported SBDH combined with metabolic factors can be used to classify adults into subgroups with distinct cardiometabolic risk profiles. This approach may help identify individuals who would benefit from screening for diabetes and pre-diabetes and potentially suggest effective prevention strategies.
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Affiliation(s)
- Qinglan Ding
- College of Health and Human Sciences, Purdue University, West Lafayette, Indiana, USA
| | - Yuan Lu
- Division of Cardiology, Yale School of Medicine, New Haven, Connecticut, USA
| | - Jeph Herrin
- Division of Cardiology, Yale University, New Haven, Connecticut, USA
| | - Tianyi Zhang
- Department of Computer Science, Purdue University, West Lafayette, Indiana, USA
| | - David G Marrero
- School of Public Health, Indiana University, Bloomington, Indiana, USA
- Department of Medicine, The University of Arizona, Tucson, Arizona, USA
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Mehta S, Lyles CR, Rubinsky AD, Kemper KE, Auerbach J, Sarkar U, Gottlieb L, Brown Iii W. Social Determinants of Health Documentation in Structured and Unstructured Clinical Data of Patients With Diabetes: Comparative Analysis. JMIR Med Inform 2023; 11:e46159. [PMID: 37621203 PMCID: PMC10466443 DOI: 10.2196/46159] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 05/06/2023] [Accepted: 06/10/2023] [Indexed: 08/26/2023] Open
Abstract
Background Electronic health records (EHRs) have yet to fully capture social determinants of health (SDOH) due to challenges such as nonexistent or inconsistent data capture tools across clinics, lack of time, and the burden of extra steps for the clinician. However, patient clinical notes (unstructured data) may be a better source of patient-related SDOH information. Objective It is unclear how accurately EHR data reflect patients' lived experience of SDOH. The manual process of retrieving SDOH information from clinical notes is time-consuming and not feasible. We leveraged two high-throughput tools to identify SDOH mappings to structured and unstructured patient data: PatientExploreR and Electronic Medical Record Search Engine (EMERSE). Methods We included adult patients (≥18 years of age) receiving primary care for their diabetes at the University of California, San Francisco (UCSF), from January 1, 2018, to December 31, 2019. We used expert raters to develop a corpus using SDOH in the compendium as a knowledge base as targets for the natural language processing (NLP) text string mapping to find string stems, roots, and syntactic similarities in the clinical notes of patients with diabetes. We applied advanced built-in EMERSE NLP query parsers implemented with JavaCC. Results We included 4283 adult patients receiving primary care for diabetes at UCSF. Our study revealed that SDOH may be more significant in the lives of patients with diabetes than is evident from structured data recorded on EHRs. With the application of EMERSE NLP rules, we uncovered additional information from patient clinical notes on problems related to social connectionsisolation, employment, financial insecurity, housing insecurity, food insecurity, education, and stress. Conclusions We discovered more patient information related to SDOH in unstructured data than in structured data. The application of this technique and further investment in similar user-friendly tools and infrastructure to extract SDOH information from unstructured data may help to identify the range of social conditions that influence patients' disease experiences and inform clinical decision-making.
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Affiliation(s)
- Shivani Mehta
- Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA, United States
| | - Courtney R Lyles
- Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA, United States
- Center for Vulnerable Populations, University of California San Francisco, San Francisco, CA, United States
- Department of Medicine, University of California San Francisco, San Francisco, CA, United States
- Bakar Computational Health Science Institute, University of California San Francisco, San Francisco, CA, United States
| | - Anna D Rubinsky
- Academic Research Services, Information Technology, University of California San Francisco, San Francisco, CA, United States
| | - Kathryn E Kemper
- Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA, United States
| | - Judith Auerbach
- Prevention Science, Department of Medicine, University of California San Francisco, San Francisco, CA, United States
| | - Urmimala Sarkar
- Center for Vulnerable Populations, University of California San Francisco, San Francisco, CA, United States
- Department of Medicine, University of California San Francisco, San Francisco, CA, United States
| | - Laura Gottlieb
- Department of Family and Community Medicine, University of California San Francisco, San Francisco, CA, United States
| | - William Brown Iii
- Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA, United States
- Center for Vulnerable Populations, University of California San Francisco, San Francisco, CA, United States
- Bakar Computational Health Science Institute, University of California San Francisco, San Francisco, CA, United States
- Center for Digital Health Innovation, University of California San Francisco, San Francisco, CA, United States
- Center for AIDS Prevention Studies, Division of Prevention Science, University of California San Francisco, San Francisco, CA, United States
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Akbarpour Z, Zarei L, Varahrami V, Peiravian F, Yousefi N. Main drivers of diabetes pharmaceuticals expenditures: evidence from OECD countries and Iran. J Diabetes Metab Disord 2023; 22:431-442. [PMID: 37255794 PMCID: PMC10225425 DOI: 10.1007/s40200-022-01161-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/02/2022] [Revised: 11/07/2022] [Accepted: 11/19/2022] [Indexed: 06/01/2023]
Abstract
Purpose This study aimed to identify the impact of prominent drivers on drug expenditure for diabetes. Method Following the examination of previous studies, this study identified possible factors contributing to diabetes pharmaceutical expenditures. The explanatory variables for the study were the median population age, access to innovative drugs, GDP per capita, prevalence, price, and consumption of diabetes drugs. Then, to estimate the per capita expenditure among diabetic patients, this study developed the panel data model and two time-series regression models for OECD countries and Iran, respectively. Results In the panel data regression model, R2 was 0.43. The influence of the age, prevalence, consumption volume and GDP per capita coefficients were + 1.79, + 0.704, + 3.86057, + 0.00054, respectively. Also, the probability level of all variables was less than 0.05. In Iran's comparative time-series regression model, R2 was 0.9, and the only significant influence coefficient was the age (β=+0.91). In the another model for Iran, R2 was 0.99, the influence coefficient of age was + 0.249, the prevalence was + 0.131, innovation was + 0.029, and the price was + 0.00054; all the probability levels were less than 0.05. Conclusion Pharmaceutical per capita expenditure is affected by several factors. These factors are not the same in various counties. Passing a judgment on drug utilization only based on pharmaceutical per capita expenditure cannot be perfect. Also, judging whether the per capita drug expenditure in one country is desirable without attention to the affecting factors and only relying on the value of utilized medicines is defective.
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Affiliation(s)
- Zahra Akbarpour
- Faculty of Pharmacy, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Leila Zarei
- Health Policy Research Center, Institute of Health, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Vida Varahrami
- Department of Economics, Shahid Beheshti University, Tehran, Iran
| | - Farzad Peiravian
- Department of Pharmacoeconomics and Pharma Management, School of Pharmacy, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Nazila Yousefi
- Department of Pharmacoeconomics and Pharma Management, School of Pharmacy, Shahid Beheshti University of Medical Sciences, Tehran, Iran
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Walsh-Bailey C, Gilbert A, Shato T, Sandler B, Baumann AA, Bradley CD, McLoughlin GM, McGuire FH, Fort MP, Tabak RG. Protocol for a scoping review of health equity frameworks and models applied in empirical studies of chronic disease prevention and control. Syst Rev 2023; 12:83. [PMID: 37170261 PMCID: PMC10176929 DOI: 10.1186/s13643-023-02240-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/09/2022] [Accepted: 04/19/2023] [Indexed: 05/13/2023] Open
Abstract
BACKGROUND Chronic diseases, such as cancers and cardiovascular diseases, present the greatest burden of morbidity and mortality worldwide. This burden disproportionately affects historically marginalized populations. Health equity is rapidly gaining increased attention in public health, health services, and implementation research, though many health inequities persist. Health equity frameworks and models (FM) have been called upon to guide equity-focused chronic disease and implementation research. However, there is no clear synthesis of the health equity FM used in chronic disease research or how these are applied in empirical studies. This scoping review seeks to fill this gap by identifying and characterizing health equity FM applied in empirical studies along the chronic disease prevention and control continuum, describing how these FM are used, and exploring potential applications to the field of implementation science. METHODS We follow established guidance for conducting scoping reviews, which includes six stages: (1) identify the research question; (2) identify relevant studies; (3) select studies for inclusion; (4) data extraction; (5) collating, summarizing, and reporting the results; and (6) consultation. This protocol presents the iterative, collaborative approach taken to conceptualize this study and develop the search strategy. We describe the criteria for inclusion in this review, methods for conducting two phases of screening (title and abstract, full text), data extraction procedures, and quality assurance approaches taken throughout the project. DISCUSSION The findings from this review will inform health-equity focused chronic disease prevention and control research. FM identified through this review will be added to an existing website summarizing dissemination and implementation science frameworks, and we will offer case examples and recommendations for utilizing a health equity FM in empirical studies. Our search strategy and review methodology may serve as an example for scholars seeking to conduct reviews of health equity FM in other health disciplines. SYSTEMATIC REVIEW REGISTRATION Open Science Framework Registration https://doi.org/10.17605/OSF.IO/SFVE6.
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Affiliation(s)
- Callie Walsh-Bailey
- Brown School, Washington University in St. Louis, 1 Brookings Dr, St. Louis, MO, 63130, USA.
- Implementation Science Center for Cancer Control and Prevention Research Center, Washington University in St. Louis, One Brookings Drive, St. Louis, MO, 63130, USA.
| | - Amanda Gilbert
- Brown School, Washington University in St. Louis, 1 Brookings Dr, St. Louis, MO, 63130, USA
| | - Thembekile Shato
- Implementation Science Center for Cancer Control and Prevention Research Center, Washington University in St. Louis, One Brookings Drive, St. Louis, MO, 63130, USA
- Division of Public Health Sciences, Department of Surgery, Washington University School of Medicine, 600 S. Taylor Ave, St. Louis, MO, 63110, USA
| | - Brittney Sandler
- Division of Infectious Diseases, Washington University School of Medicine, 600 S. Taylor Ave, St. Louis, MO, 63110, USA
- Bernard Becker Medical Library, School of Medicine, Washington University in St. Louis, St. Louis, USA
| | - Ana A Baumann
- Division of Public Health Sciences, Department of Surgery, Washington University School of Medicine, 600 S. Taylor Ave, St. Louis, MO, 63110, USA
| | - Cory D Bradley
- Division of Infectious Diseases, Washington University School of Medicine, 600 S. Taylor Ave, St. Louis, MO, 63110, USA
| | - Gabriella M McLoughlin
- Implementation Science Center for Cancer Control and Prevention Research Center, Washington University in St. Louis, One Brookings Drive, St. Louis, MO, 63130, USA
- College of Public Health, Temple University, 1800 N. Broad St, Philadelphia, PA, 19121, USA
| | - F Hunter McGuire
- Brown School, Washington University in St. Louis, 1 Brookings Dr, St. Louis, MO, 63130, USA
| | - Meredith P Fort
- Department of Health Systems, Management and Policy, Colorado School of Public Health, 13055 E. 17Th Ave, Aurora, CO, 80045, USA
| | - Rachel G Tabak
- Brown School, Washington University in St. Louis, 1 Brookings Dr, St. Louis, MO, 63130, USA
- Implementation Science Center for Cancer Control and Prevention Research Center, Washington University in St. Louis, One Brookings Drive, St. Louis, MO, 63130, USA
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21
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Barman P, Das M, Verma M. Epidemiology of type 2 diabetes mellitus and treatment utilization patterns among the elderly from the first wave of Longitudinal Aging study in India (2017-18)using a Heckman selection model. BMC Public Health 2023; 23:699. [PMID: 37059974 PMCID: PMC10103042 DOI: 10.1186/s12889-023-15661-4] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2022] [Accepted: 04/11/2023] [Indexed: 04/16/2023] Open
Abstract
INTRODUCTION Unmanaged Type 2 diabetes mellitus (T2DM) substantially contributes to the multi-morbidity of the elderly. Fewer research has concentrated on understanding the determinants of treatment utilization among older people, with even lesser concerns about missing data in outcome variables leading to biased estimates. The present study intends to evaluate the epidemiology of T2DM in the elderly in India and explore the socioeconomic and behavioral risk factors determining the treatment utilization among the elderly > 60 years in India by addressing the missing data to generate robust estimates. METHODS The secondary analysis used data from the Longitudinal Ageing Study in India. The key dependent variables were the presence or absence of T2DM and treatment utilization. Descriptive statistics were used to understand the differences in the prevalence of diabetes and the utilization of treatment across various socio-demographic characteristics. Heckman's statistical technique evaluated the predictors of T2DM and treatment utilization. Analysis was done using STATA software version 14.0. RESULTS Almost 14% elderly reported to be living with T2DM. The odds of living with T2DM increased with non-working status, a sedentary lifestyle, and a higher BMI. A higher proportion of the elderly was on oral drugs than insulin and had been practicing lifestyle modifications to control their disease. The probability of developing T2DM was lower among females than males, but females had better odds for treatment utilization of health medication than males. Lastly, treatment utilization was significantly affected by socio-demographic characteristics like education and monthly per capita expenditure. CONCLUSIONS Treatment utilization by the elderly living with T2DM is significantly affected by socio-demographic characteristics. Keeping in mind the increasing proportion of the geriatric population in our country, it is pertinent to tailor-made counseling sessions for the elderly to improve medication utilization and adherence and realize our goals concerning non-communicable diseases.
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Affiliation(s)
- Papai Barman
- International Institute for Population Sciences (IIPS), Mumbai, India
| | - Milan Das
- International Institute for Population Sciences (IIPS), Mumbai, India
| | - Madhur Verma
- Department of community & Family medicine, All India institute of medical sciences Bathinda, Bathinda, India.
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Khatun MM, Rahman M, Islam MJ, Haque SE, Adam IF, Chau Duc NH, Sarkar P, Haque MN, Islam MR. Socio-economic inequalities in undiagnosed, untreated, and uncontrolled diabetes mellitus in Bangladesh: is there a gender difference? Public Health 2023; 218:1-11. [PMID: 36933353 DOI: 10.1016/j.puhe.2023.01.035] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2022] [Revised: 11/13/2022] [Accepted: 01/31/2023] [Indexed: 03/18/2023]
Abstract
OBJECTIVES We aimed to determine: (1) the prevalence and socio-economic distribution of undiagnosed, untreated, and uncontrolled diabetes mellitus (DM); (2) the relationship between socio-economic status (SES) and undiagnosed, untreated, and uncontrolled DM; and (3) if this relationship is mediated by gender. STUDY DESIGN Cross-sectional nationally representative household-based survey. METHODS We used data from the Bangladesh Demographic Health Survey from 2017 to 18. Our findings were based on the responses of 12,144 individuals aged 18 years and older. As a measure of SES, we focused on standard of living (hereinafter referred to as wealth). The study's outcome variables were prevalence of total (diagnosed + undiagnosed), undiagnosed, untreated, and uncontrolled DM. We used three regression-based approaches-adjusted odds ratio, relative inequality index, and slope inequality index-to assess different aspects of SES differences in the prevalence of total, undiagnosed, untreated, and uncontrolled DM. We used logistic regression analysis to look at the adjusted association between SES and the outcomes after gender stratification to see whether gender status moderates the association between SES and the targeted outcomes. RESULTS In our sample analysis, the age-adjusted prevalence of total, undiagnosed, untreated, and uncontrolled DM was 9.1%, 61.4%, 64.7%, and 72.1%, respectively. Females had a higher prevalence of DM and undiagnosed, untreated, and uncontrolled DM than males. When compared to people in the poor SES group, people in the rich and middle SES groups had 2.60 times (95% confidence interval [CI] 2.05-3.29) and 1.47 times (95% CI 1.18-1.83) higher chance of developing DM. When compared to individuals in the poor SES group, those in the rich SES groups were 0.50 (95% CI 0.33-0.77) and 0.55 times (95% CI 0.36-0.85) less likely to have undiagnosed and untreated DM. CONCLUSIONS In Bangladesh, rich SES groups were more likely than poor SES groups to have DM, whereas poor SES groups with DM were less likely than rich SES groups to be aware of their disease and obtain treatment. The government and other concerned parties are urged by this study to pay more attention to developing suitable policy measures to reduce the risk of DM, particularly among rich SES groups, as well as targeted efforts to screen for and diagnose DM in socio-economically disadvantaged groups.
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Affiliation(s)
- M M Khatun
- Department of Population Science and Human Resource Development University of Rajshahi, Rajshahi 6205, Bangladesh
| | - M Rahman
- Department of Population Science and Human Resource Development University of Rajshahi, Rajshahi 6205, Bangladesh.
| | - M J Islam
- Griffith Criminology Institute, Griffith University, Mount Gravatt, QLD 4122, Australia
| | - S E Haque
- Uchicago Research Bangladesh, Bangladesh
| | - I F Adam
- Faculty of Public Health, University of Khartoum, Sudan
| | - N H Chau Duc
- Hue University of Medicine and Pharmacy, Hue University, Viet nam
| | - P Sarkar
- Dr. Wazed Research and Training Institute, Begum Rokeya University, Rangpur, Bangladesh
| | - M N Haque
- Department of Population Science and Human Resource Development University of Rajshahi, Rajshahi 6205, Bangladesh
| | - M R Islam
- Department of Population Science and Human Resource Development University of Rajshahi, Rajshahi 6205, Bangladesh
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Roth SE, Gronowski B, Jones KG, Smith RA, Smith SK, Vartanian KB, Wright BJ. Evaluation of an Integrated Intervention to Address Clinical Care and Social Needs Among Patients with Type 2 Diabetes. J Gen Intern Med 2023; 38:38-44. [PMID: 36864267 PMCID: PMC9980858 DOI: 10.1007/s11606-022-07920-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Accepted: 10/31/2022] [Indexed: 03/04/2023]
Abstract
BACKGROUND The Providence Diabetes Collective Impact Initiative (DCII) was designed to address the clinical challenges of type 2 diabetes and the social determinants of health (SDoH) challenges that exacerbate disease impact. OBJECTIVE We assessed the impact of the DCII, a multifaceted intervention approach to diabetes treatment that employed both clinical and SDoH strategies, on access to medical and social services. DESIGN The evaluation employed a cohort design and used an adjusted difference-in-difference model to compare treatment and control groups. PARTICIPANTS Our study population consisted of 1220 people (740 treatment, 480 control), aged 18-65 years old with a pre-existing type 2 diabetes diagnosis who visited one of the seven Providence clinics (three treatment and four control) in the tri-county area of Portland, Oregon, between August 2019 and November 2020. INTERVENTIONS The DCII threaded together clinical approaches such as outreach, standardized protocols, and diabetes self-management education and SDoH strategies including social needs screening, referral to a community resource desk, and social needs support (e.g., transportation) to create a comprehensive, multi-sector intervention. MAIN MEASURES Outcome measures included SDoH screens, diabetes education participation, HbA1c, blood pressure, and virtual and in-person primary care utilization, as well as inpatient and emergency department hospitalization. KEY RESULTS Compared to patients at the control clinics, patients at DCII clinics saw an increase in diabetes education (15.5%, p<0.001), were modestly more likely to receive SDoH screening (4.4%, p<0.087), and had an increase in the average number of virtual primary care visits of 0.35 per member, per year (p<0.001). No differences in HbA1c, blood pressure, or hospitalization were observed. CONCLUSIONS DCII participation was associated with improvements in diabetes education use, SDoH screening, and some measures of care utilization.
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Affiliation(s)
- Sarah E Roth
- Center for Outcomes Research & Education (CORE), Providence St. Joseph Health, 5251 NE Glisan Street, Portland, OR, 97213, USA.
| | - Ben Gronowski
- Center for Outcomes Research & Education (CORE), Providence St. Joseph Health, 5251 NE Glisan Street, Portland, OR, 97213, USA
| | - Kyle G Jones
- Center for Outcomes Research & Education (CORE), Providence St. Joseph Health, 5251 NE Glisan Street, Portland, OR, 97213, USA
| | - Rachel A Smith
- Community Health Division, Providence Health and Services, Portland, OR, USA
| | | | - Keri B Vartanian
- Center for Outcomes Research & Education (CORE), Providence St. Joseph Health, 5251 NE Glisan Street, Portland, OR, 97213, USA
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Gardner MP, Wang J, Hazlehurst JM, Sainsbury C, Blissett J, Nirantharakumar K, Thomas N, Bellary S. Risk of progression from pre-diabetes to type 2 diabetes in a large UK adult cohort. Diabet Med 2023; 40:e14996. [PMID: 36308066 PMCID: PMC10099224 DOI: 10.1111/dme.14996] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/24/2022] [Revised: 10/05/2022] [Accepted: 10/25/2022] [Indexed: 11/28/2022]
Abstract
AIMS People with pre-diabetes are at high risk of progressing to type 2 diabetes. This progression is not well characterised by ethnicity, deprivation and age, which we describe in a large cohort of individuals with pre-diabetes. METHODS A retrospective cohort study with The Health Improvement Network (THIN) database was conducted. Patients aged 18 years and over and diagnosed with pre-diabetes [HbA1c 42 mmol/mol (6.0%) to 48 mmol/mol (6.5%) were included]. Cox proportional hazards regression was used to calculate adjusted hazard rate ratios (aHR) for the risk of progression from pre-diabetes to type 2 diabetes for each of the exposure categories [ethnicity, deprivation (Townsend), age and body mass index (BMI)] separately. RESULTS Of the baseline population with pre-diabetes (n = 397,853), South Asian (aHR 1.31; 95% CI 1.26-1.37) or Mixed-Race individuals (aHR 1.22; 95% CI 1.11-1.33) had an increased risk of progression to type 2 diabetes compared with those of white European ethnicity. Likewise, deprivation (aHR 1.17; 95% CI 1.14-1.20; most vs. least deprived) was associated with an increased risk of progression. Both younger (aHR 0.63; 95% CI 0.58-0.69; 18 to <30 years) and older individuals (aHR 0.85; 95% CI 0.84-0.87; ≥65 years) had a slower risk of progression from pre-diabetes to type 2 diabetes, than middle-aged (40 to <65 years) individuals. CONCLUSIONS South Asian or Mixed-Race individuals and people with social deprivation had an increased risk of progression from pre-diabetes to type 2 diabetes. Clinicians need to recognise the differing risk across their patient populations to implement appropriate prevention strategies.
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Affiliation(s)
- Michael P. Gardner
- Institute for Applied Health ResearchUniversity of BirminghamBirminghamUK
| | - Jingya Wang
- Institute for Applied Health ResearchUniversity of BirminghamBirminghamUK
| | | | - Chris Sainsbury
- Institute for Applied Health ResearchUniversity of BirminghamBirminghamUK
| | | | | | - Neil Thomas
- Institute for Applied Health ResearchUniversity of BirminghamBirminghamUK
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Perng W, Conway R, Mayer-Davis E, Dabelea D. Youth-Onset Type 2 Diabetes: The Epidemiology of an Awakening Epidemic. Diabetes Care 2023; 46:490-499. [PMID: 36812420 PMCID: PMC10090267 DOI: 10.2337/dci22-0046] [Citation(s) in RCA: 44] [Impact Index Per Article: 44.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Accepted: 11/26/2022] [Indexed: 02/24/2023]
Abstract
In this narrative review, we describe the epidemiology (prevalence, incidence, temporal trends, and projections) of type 2 diabetes among children and adolescents (<20 years), focusing on data from the U.S. and reporting global estimates where available. Secondarily, we discuss the clinical course of youth-onset type 2 diabetes, from prediabetes to complications and comorbidities, drawing comparisons with youth type 1 diabetes to highlight the aggressive course of this condition, which, only recently, has become recognized as a pediatric disease by health care providers. Finally, we end with an overview of emerging topics in type 2 diabetes research that have potential to inform strategies for effective preventive action at the community and individual levels.
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Affiliation(s)
- Wei Perng
- Lifecourse Epidemiology of Adiposity and Diabetes (LEAD) Center, University of Colorado Anschutz Medical Campus, Aurora, CO
- Department of Epidemiology, Colorado School of Public Health, University of Colorado Anschutz Medical Campus, Aurora, CO
| | - Rebecca Conway
- Lifecourse Epidemiology of Adiposity and Diabetes (LEAD) Center, University of Colorado Anschutz Medical Campus, Aurora, CO
- Department of Epidemiology, Colorado School of Public Health, University of Colorado Anschutz Medical Campus, Aurora, CO
| | | | - Dana Dabelea
- Lifecourse Epidemiology of Adiposity and Diabetes (LEAD) Center, University of Colorado Anschutz Medical Campus, Aurora, CO
- Department of Epidemiology, Colorado School of Public Health, University of Colorado Anschutz Medical Campus, Aurora, CO
- Department of Pediatrics, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO
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Cioana M, Deng J, Nadarajah A, Hou M, Qiu Y, Chen SSJ, Rivas A, Toor PP, Banfield L, Thabane L, Chaudhary V, Samaan MC. Global Prevalence of Diabetic Retinopathy in Pediatric Type 2 Diabetes: A Systematic Review and Meta-analysis. JAMA Netw Open 2023; 6:e231887. [PMID: 36930156 PMCID: PMC10024209 DOI: 10.1001/jamanetworkopen.2023.1887] [Citation(s) in RCA: 12] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/18/2023] Open
Abstract
IMPORTANCE Type 2 diabetes (T2D) is increasing globally. Diabetic retinopathy (DR) is a leading cause of blindness in adults with T2D; however, the global burden of DR in pediatric T2D is unknown. This knowledge can inform retinopathy screening and treatments to preserve vision in this population. OBJECTIVE To estimate the global prevalence of DR in pediatric T2D. DATA SOURCES MEDLINE, Embase, the Cumulative Index to Nursing and Allied Health Literature (CINAHL), the Cochrane Library, the Web of Science, and the gray literature (ie, literature containing information that is not available through traditional publishing and distribution channels) were searched for relevant records from the date of database inception to April 4, 2021, with updated searches conducted on May 17, 2022. Searches were limited to human studies. No language restrictions were applied. Search terms included diabetic retinopathy; diabetes mellitus, type 2; prevalence studies; and child, adolescent, teenage, youth, and pediatric. STUDY SELECTION Three teams, each with 2 reviewers, independently screened for observational studies with 10 or more participants that reported the prevalence of DR. Among 1989 screened articles, 27 studies met the inclusion criteria for the pooled analysis. DATA EXTRACTION AND SYNTHESIS This systematic review and meta-analysis followed the Meta-analysis of Observational Studies in Epidemiology (MOOSE) and the Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) reporting guidelines for systematic reviews and meta-analyses. Two independent reviewers performed the risk of bias and level of evidence analyses. The results were pooled using a random-effects model, and heterogeneity was reported using χ2 and I2 statistics. MAIN OUTCOMES AND MEASURES The main outcome was the estimated pooled global prevalence of DR in pediatric T2D. Other outcomes included DR severity and current DR assessment methods. The association of diabetes duration, sex, race, age, and obesity with DR prevalence was also assessed. RESULTS Among the 27 studies included in the pooled analysis (5924 unique patients; age range at T2D diagnosis, 6.5-21.0 years), the global prevalence of DR in pediatric T2D was 6.99% (95% CI, 3.75%-11.00%; I2 = 95%; 615 patients). Fundoscopy was less sensitive than 7-field stereoscopic fundus photography in detecting retinopathy (0.47% [95% CI, 0%-3.30%; I2 = 0%] vs 13.55% [95% CI, 5.43%-24.29%; I2 = 92%]). The prevalence of DR increased over time and was 1.11% (95% CI, 0.04%-3.06%; I2 = 5%) at less than 2.5 years after T2D diagnosis, 9.04% (95% CI, 2.24%-19.55%; I2 = 88%) at 2.5 to 5.0 years after T2D diagnosis, and 28.14% (95% CI, 12.84%-46.45%; I2 = 96%) at more than 5 years after T2D diagnosis. The prevalence of DR increased with age, and no differences were noted based on sex, race, or obesity. Heterogeneity was high among studies. CONCLUSIONS AND RELEVANCE In this study, DR prevalence in pediatric T2D increased significantly at more than 5 years after diagnosis. These findings suggest that retinal microvasculature is an early target of T2D in children and adolescents, and annual screening with fundus photography beginning at diagnosis offers the best assessment method for early detection of DR in pediatric patients.
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Affiliation(s)
- Milena Cioana
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
- Division of Pediatric Endocrinology, McMaster Children's Hospital, Hamilton, Ontario, Canada
| | - Jiawen Deng
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
- Division of Pediatric Endocrinology, McMaster Children's Hospital, Hamilton, Ontario, Canada
| | - Ajantha Nadarajah
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
- Division of Pediatric Endocrinology, McMaster Children's Hospital, Hamilton, Ontario, Canada
| | - Maggie Hou
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
- Division of Pediatric Endocrinology, McMaster Children's Hospital, Hamilton, Ontario, Canada
| | - Yuan Qiu
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
- Division of Pediatric Endocrinology, McMaster Children's Hospital, Hamilton, Ontario, Canada
- Michael G. De Groote School of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Sondra Song Jie Chen
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
- Division of Pediatric Endocrinology, McMaster Children's Hospital, Hamilton, Ontario, Canada
| | - Angelica Rivas
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
- Division of Pediatric Endocrinology, McMaster Children's Hospital, Hamilton, Ontario, Canada
- Michael G. De Groote School of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Parm Pal Toor
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
- Division of Pediatric Endocrinology, McMaster Children's Hospital, Hamilton, Ontario, Canada
| | - Laura Banfield
- Health Sciences Library, McMaster University, Hamilton, Ontario, Canada
| | - Lehana Thabane
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada
- Department of Anesthesia, McMaster University, Hamilton, Ontario, Canada
- Centre for Evaluation of Medicines, St Joseph’s Health Care, Hamilton, Ontario, Canada
- Biostatistics Unit, St Joseph's Healthcare, Hamilton, Ontario, Canada
| | - Varun Chaudhary
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada
- Division of Ophthalmology, Department of Surgery, McMaster University, Hamilton, Ontario, Canada
| | - M. Constantine Samaan
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
- Division of Pediatric Endocrinology, McMaster Children's Hospital, Hamilton, Ontario, Canada
- Michael G. De Groote School of Medicine, McMaster University, Hamilton, Ontario, Canada
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada
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Reznik Y, Naiditch N, Thébaut JF, Havet A, Bénard S, Riveline JP. Epidemiology and health impact of diabetes in France. ANNALES D'ENDOCRINOLOGIE 2023; 84:21-31. [PMID: 35779580 DOI: 10.1016/j.ando.2022.05.005] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/04/2022] [Revised: 05/19/2022] [Accepted: 05/25/2022] [Indexed: 10/17/2022]
Abstract
OBJECTIVES Diabetes is a growing health concern. An update on epidemiology and health outcomes is mandatory to devise strategies to alleviate the burden of diabetes. The objective of this study was to assess the prevalence of diabetes and associated complications in France in 2017. METHODS Demographics and healthcare data from a representative permanent secondary database were analyzed. Patients with at least 2 national health insurance payments for anti-diabetic drugs in 2017 were selected, with the index date set to the last payment date. Patients were grouped as diabetes treated with insulin only (DTi), diabetes treated with anti-diabetic drugs other than only insulin (DT2) or gestational diabetes. Comorbidities, diabetes-related complications and hospital admissions, healthcare consumption and medical follow-up were extracted for a 5- or 2-year period prior to the index date and summarized using descriptive statistics. RESULTS Overal, 29,288 patients were included in the study population: 1964 (6.7%) were categorized as DTi and 27,243 (93.0%) as DT2. Patients with gestational diabetes (81 [0.3%]) are not further described here. Prevalence was estimated at 4.9%. For DT2, marked geographic disparities were observed, with prevalence being highest in the northeast France. Diabetes-related complications were more frequent in DTi than in DT2 over a 5-year period (52.2% vs 34.7%). Diabetes-related admissions were also more common in DTi than in DT2 over a 2-year period (29.8% vs 16.9%). In the DT2 category, another antidiabetic drug was added during the 3 months prior to the index date in 16.5% of cases overall and in 25% of patients with recent hospital admission or diabetes-related complications. Although more than 80% of patients in the DTi and DT2 categories had at least 1 healthcare consultation during 2 years prior to the index date, only 10% to 20% of patients complied with guidelines for all 5 recommended examinations. CONCLUSIONS Prevalence of diabetes is high in the French population, while compliance with recommended healthcare consultations falls short of the 80% goal set by regulations. New strategies are mandatory in order to reduce the burden of diabetes-related complications and admissions, focusing on patient and physician information and education in order to increase proactive treatment adjustment and reduce therapeutic inertia.
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Affiliation(s)
- Yves Reznik
- Department of endocrinology, diabetes, metabolic disorders, University Hospital Caen, 14033 Caen, France.
| | - Nicolas Naiditch
- Fédération Française des Diabétiques, 88 rue de la Roquette, CS 20013, 75544 Paris cedex 11, France
| | - Jean-Francois Thébaut
- Fédération Française des Diabétiques, 88 rue de la Roquette, CS 20013, 75544 Paris cedex 11, France
| | - Anaïs Havet
- Stève Consulting, 30, rue Narcisse Bertholey, 69600 Oullins, France
| | - Stève Bénard
- Stève Consulting, 30, rue Narcisse Bertholey, 69600 Oullins, France
| | - Jean-Pierre Riveline
- Department of Diabetology, Endocrinology, Lariboisière Hospital, AP-HP, 2 rue Ambroise Paré, 75010 Paris, France; Unité INSERM U1138 Immunity, Metabolism in Diabetes, ImMeDiab Team, Paris, France
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Kepper MM, Walsh‐Bailey C, Prusaczyk B, Zhao M, Herrick C, Foraker R. The adoption of social determinants of health documentation in clinical settings. Health Serv Res 2023; 58:67-77. [PMID: 35862115 PMCID: PMC9836948 DOI: 10.1111/1475-6773.14039] [Citation(s) in RCA: 17] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023] Open
Abstract
OBJECTIVE To understand the frequency of social determinants of health (SDOH) diagnosis codes (Z-codes) within the electronic health record (EHR) for patients with prediabetes and diabetes and examine factors influencing the adoption of SDOH documentation in clinical care. DATA SOURCES EHR data and qualitative interviews with health care providers and stakeholders. STUDY DESIGN An explanatory sequential mixed methods design first examined the use of Z-codes within the EHR and qualitatively examined barriers to documenting SDOH. Data were integrated and interpreted using a joint display. This research was informed by the Framework for Dissemination and Utilization of Research for Health Care Policy and Practice. DATA COLLECTION/EXTRACTION METHODS We queried EHR data for patients with a hemoglobin A1c > 5.7 between October 1, 2015 and September 1, 2020 (n = 118,215) to examine the use of Z-codes and demographics and outcomes for patients with and without social needs. Semi-structured interviews were conducted with 23 participants (n = 15 health care providers; n = 7 billing and compliance stakeholders). The interview questions sought to understand how factors at the innovation-, individual-, organizational-, and environmental-level influence SDOH documentation. We used thematic analysis to analyze interview data. PRINCIPAL FINDINGS Patients with social needs were disproportionately older, female, Black, uninsured, living in low-income and high unemployment neighborhoods, and had a higher number of hospitalizations, obesity, prediabetes, and type 2 diabetes than those without a Z-code. Z-codes were not frequently used in the EHR (<1% of patients), and there was an overall lack of congruence between quantitative and qualitative results related to the prevalence of social needs. Providers faced barriers at multiple levels (e.g., individual-level: discomfort discussing social needs; organizational-level: limited time, competing priorities) for documenting SDOH and identified strategies to improve documentation. CONCLUSIONS Providers recognized the impact of SDOH on patient health and had positive perceptions of screening for and documenting social needs. Implementation strategies are needed to improve systematic documentation.
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Affiliation(s)
- Maura M. Kepper
- Prevention Research Center, Brown SchoolWashington University in St. LouisSt. LouisMissouriUSA
- Institute for Public HealthWashington University in St. LouisSt. LouisMissouriUSA
| | - Callie Walsh‐Bailey
- Prevention Research Center, Brown SchoolWashington University in St. LouisSt. LouisMissouriUSA
| | - Beth Prusaczyk
- Institute for Public HealthWashington University in St. LouisSt. LouisMissouriUSA
- Institute for InformaticsWashington University School of MedicineSt. LouisMissouriUSA
| | - Min Zhao
- Institute for InformaticsWashington University School of MedicineSt. LouisMissouriUSA
| | - Cynthia Herrick
- Institute for Public HealthWashington University in St. LouisSt. LouisMissouriUSA
- Division of EndocrinologyWashington University School of MedicineSt. LouisMissouriUSA
| | - Randi Foraker
- Institute for Public HealthWashington University in St. LouisSt. LouisMissouriUSA
- Institute for InformaticsWashington University School of MedicineSt. LouisMissouriUSA
- Division of General Medical Sciences, Department of MedicineWashington University School of MedicineSt. LouisMissouriUSA
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Strings S, Wells C, Bell C, Tomiyama AJ. The association of body mass index and odds of type 2 diabetes mellitus varies by race/ethnicity. Public Health 2023; 215:27-30. [PMID: 36634403 DOI: 10.1016/j.puhe.2022.11.017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Revised: 11/14/2022] [Accepted: 11/25/2022] [Indexed: 01/11/2023]
Abstract
OBJECTIVE This study aimed to examine the association between body mass index (BMI; weight [kilogram]/height2 [meter]) and type 2 diabetes mellitus (T2DM) among the largest three largest racial/ethnic groups in the United States. METHODS We compiled 10 waves of the continuous National Health and Nutrition Examination Survey from 1999-2000 through 2017-2018. Participants (N = 45,514) were those who had data on BMI, HbA1c, and demographics. We estimated associations between BMI and prediabetes/T2DM odds for Black, Latine, and White participants. RESULTS BMI was associated with 10% higher odds of prediabetes/T2DM vs. having normal HbA1c levels (odds ratio = 1.10, 95% confidence interval = 1.10-1.11) for Latine and White individuals. However, the association between BMI and prediabetes/T2DM was significantly weaker among Black individuals. When focusing on T2DM prevalence, the association with BMI for Black participants was even weaker (odds ratio = 0.97, 95% confidence interval = 0.95-0.98). CONCLUSIONS The unstable associations between BMI and T2DM across race indicate that BMI has received unwarranted focus as a prime predictor of T2DM. Relying on BMI introduces bias in T2DM risk estimations especially in Black individuals. Focusing on BMI places the onus on individuals to change and increases weight stigma, which can worsen health outcomes. Instead, policymakers should focus on social determinants of T2DM and its concomitant racial/ethnic disparities.
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Affiliation(s)
- S Strings
- Department of Sociology, 3151 Social Sciences Plaza A, University of California, Irvine, Irvine CA 92697, USA.
| | - C Wells
- Advanced Research Computing, University of California, Los Angeles, Los Angeles CA, USA
| | - C Bell
- Social, Behavioral, and Population Sciences, School of Public Health & Tropical Medicine, Tulane University, New Orleans LA, USA
| | - A J Tomiyama
- Department of Psychology, University of California, Los Angeles, Los Angeles CA, USA
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Ghahramani A, de Courten M, Prokofieva M. "The potential of social media in health promotion beyond creating awareness: an integrative review". BMC Public Health 2022; 22:2402. [PMID: 36544121 PMCID: PMC9770563 DOI: 10.1186/s12889-022-14885-0] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Accepted: 12/16/2022] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND Developing strategies to change health behaviour is one of the biggest challenges of health promotion programs. Social media, as a popular and innovative communication and education tool, offers opportunities to modify health behaviour. While literature on using social media for health promotion campaigns is growing, there is a need to evaluate the approaches used to change health behaviour, rather than only creating awareness. OBJECTIVE The paper reviewed the literature on application of social media in health promotion campaigns with a particular focus on the methodologies used in assessing the outcome of the programs for behaviour change. This fills the void in collating evidence to extend health promotion campaigns to effect sustainable behavioural change. METHOD Peer-reviewed articles were identified through multiple science databases. A systematic electronic search was conducted to retrieve review and original papers published between January 2010 and April 2022. The titles and abstracts of the articles were screened according to inclusion and exclusion criteria. All authors independently read the full texts and discussed them to reach a consensus about the themes. Concept mapping was used to present results from analysis of the included papers. RESULTS Of the 674 citations, 28 (4.1%) studies were included in this review. The methodology approaches of 18 (2.7%) papers, that aimed to evaluate the impact of social media in health promotion campaigns towards behaviour change, were analysed further using concept mapping. The results showed that 10 studies (55.5%) adopted quantitative methods and five studies (27.7%) used mixed methods and three studies (16.6%) used qualitative methods. Facebook and YouTube were used more for intervention purposes to change health behaviour. Twitter and Instagram were used more to observe the trend of changes in health behaviour. Six studies (33.3%) adopted Social Cognitive Theory and one study (5.5%) applied the Transtheoretical Model as the framework to evaluate the outcome. Overall, the results show that though social media has potential in promoting behaviour change, the estimation of this change in long-term lies outside the scope of social media health campaigns. This is also reflected in the methodologies used in existing studies to assess such sustainable changes. The employed measures usually target immediate behaviour or social media engagement rather than addressing the change on a behavioural level. CONCLUSION Evaluating the performance of social media campaigns to promote health behaviours towards a sustainable outcome is a complex process. Emerging research is focused on evaluating the potential of social media as an opportunity to create awareness. Such measures require less effort in quantifying and isolating the effect. The design of the campaigns is required to be aligned in relation to stages of the behaviour change. The study provides suggestions on how this can be achieved.
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Affiliation(s)
- Atousa Ghahramani
- grid.1019.90000 0001 0396 9544Victoria University, Business School, 300 Flinders St, Melbourne, VIC 3000 Australia
| | - Maximilian de Courten
- grid.1019.90000 0001 0396 9544Victoria University, Mitchell Institute for Education and Health Policy, 300 Queen St, Melbourne, VIC 3000 Australia
| | - Maria Prokofieva
- grid.1019.90000 0001 0396 9544Victoria University, Business School, 300 Flinders St, Melbourne, VIC 3000 Australia
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Elfaki I, Mir R, J Tayeb F, Barnawi J, Alalawy AI, Mirghani H, Alshammari SE, Dabla PK. Pharmacogenetics of CYP2C19*17: Functional and Clinical Implications of CYP2C19*17 - rs12248560 (c.-806C>T) in the Development of Type 2 Diabetes. BIOMEDICAL AND PHARMACOLOGY JOURNAL 2022; 15:1897-1904. [DOI: 10.13005/bpj/2528] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/12/2024]
Abstract
The prevalence of diabetes mellitus (DM) is increasing worldwide including Saudi Arabia. DM increases mortality rate, morbidity and vascular complications, accompanied by poor general health status and low quality of life. CYP2C19*17 polymorphism in CYP2C19 gene is associated with the clinical outcome of drugs that are substrates of CYP2C19. CYP2C19*17 confers reduced susceptibility to certain illnesses. This research was conducted to develop a robust method to genotype the rs12248560 single nucleotide variation (SNV). We enrolled 206 subjects: 100 subjects were clinically confirmed cases of type 2 diabetes (T2D), and 106 subjects were healthy controls in this study. Samples from all subjects were screened for the CYP2C19 rs12248560 (c.-806C>T) by the amplification-refractory mutation system PCR (ARMS-PCR). The frequencies of CYP2C19*17 TT, CT, CC genotypes in T2D cases were 12%, 21%, and 67%, respectively whereas those in healthy controls were 70.75%, 26.41%, and 2.83%, respectively. The difference was significant (p < 0.035). T allele (fT) prevalence was found to be substantially greater in T2D cases compared to healthy controls (0.22 vs. 0.16). Results indicated that the CYP2C19*17 - TT genotype is associated with increased susceptibility to T2D with OR = 4.47, RR = 2.64, (p < 0.024). Moreover, the ARMS-based assay proved to be an easy method for the determination of CYP2C19*17 genotypes with reduced cost and good accuracy. In addition, this result helps in the detection and stratification of the individuals who are at risk for the development of T2D. Nevertheless, this finding needs to be validated in molecular genetic studies with increased specimen size and in different ethnicities.
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Affiliation(s)
- Imadeldin Elfaki
- 1Department of Biochemistry, Faculty of Science, University of Tabuk, Tabuk 71491, Kingdom of Saudi Arabia
| | - Rashid Mir
- 2Prince and Fahd Bin Sultan Research Chair, Department of Medical Lab Technology, Faculty of Applied Medical Sciences, University of Tabuk, Tabuk 71491, Kingdom of Saudi Arabia
| | - Faris J Tayeb
- 2Prince and Fahd Bin Sultan Research Chair, Department of Medical Lab Technology, Faculty of Applied Medical Sciences, University of Tabuk, Tabuk 71491, Kingdom of Saudi Arabia
| | - Jameel Barnawi
- 2Prince and Fahd Bin Sultan Research Chair, Department of Medical Lab Technology, Faculty of Applied Medical Sciences, University of Tabuk, Tabuk 71491, Kingdom of Saudi Arabia
| | - Adel Ibrahim Alalawy
- 1Department of Biochemistry, Faculty of Science, University of Tabuk, Tabuk 71491, Kingdom of Saudi Arabia
| | - Hyder Mirghani
- 3Internal Medicine and Endocrine, Medical Department, Faculty of Medicine, University of Tabuk, Tabuk 71491, Kingdom of Saudi Arabia
| | - Sanad E Alshammari
- 4Department of Pharmacology and Toxicology, College of Pharmacy, Hail University, Hail, Saudi Arabia
| | - Pradeep Kumar Dabla
- 5 Department of Biochemistry, G.B.Pant Institute of Postgraduate Medical Education & Research (GIPMER),Associated Maulana Azad Medical College, Delhi, India
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Slåtsve KB, Claudi T, Lappegård KT, Jenum AK, Larsen M, Nøkleby K, Tibballs K, Cooper JG, Sandberg S, Buhl ES, Løvaas KF, Berg TJ. Level of education is associated with coronary heart disease and chronic kidney disease in individuals with type 2 diabetes: a population-based study. BMJ Open Diabetes Res Care 2022; 10:10/5/e002867. [PMID: 36171015 PMCID: PMC9528574 DOI: 10.1136/bmjdrc-2022-002867] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Accepted: 09/11/2022] [Indexed: 11/03/2022] Open
Abstract
INTRODUCTION To study the relationship between education level and vascular complications in individuals with type 2 diabetes in Norway. RESEARCH DESIGN AND METHODS Multiregional population-based cross-sectional study of individuals with type 2 diabetes in primary care. Data were extracted from electronic medical records in the period 2012-2014. Information on education level was obtained from Statistics Norway. Using multivariable multilevel regression analyses on imputed data we analyzed the association between education level and vascular complications. We adjusted for age, sex, HbA1c, low-density lipoprotein cholesterol, systolic blood pressure, smoking and diabetes duration. Results are presented as ORs and 95% CIs. RESULTS Of 8192 individuals with type 2 diabetes included, 34.0% had completed compulsory education, 49.0% upper secondary education and 16.9% higher education. The prevalence of vascular complications in the three education groups was: coronary heart disease 25.9%, 23.0% and 16.9%; stroke 9.6%, 7.4% and 6.6%; chronic kidney disease (estimated glomerular filtration rate <60 mL/min/1.73 m2) 23.9%, 16.8% and 12.6%; and retinopathy 13.9%, 11.5% and 11.7%, respectively. Higher education was associated with lower odds for coronary heart disease (OR 0.59; 95% CI 0.49 to 0.71) and chronic kidney disease (OR 0.75; 95% CI 0.60 to 0.93) compared with compulsory education when adjusting for age, sex, HbA1c, low-density lipoprotein cholesterol, systolic blood pressure, smoking and diabetes duration. CONCLUSIONS In a country with equal access to healthcare, high education level was associated with lower odds for coronary heart disease and chronic kidney disease in individuals with type 2 diabetes.
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Affiliation(s)
- Kristina B Slåtsve
- Department of Medicine, Nordlandssykehuset HF, Bodø, Norway
- Department of Clinical Medicine, UiT The Arctic University of Norway, Tromsø, Norway
| | - Tor Claudi
- Department of Medicine, Nordlandssykehuset HF, Bodø, Norway
| | - Knut Tore Lappegård
- Department of Medicine, Nordlandssykehuset HF, Bodø, Norway
- Department of Clinical Medicine, UiT The Arctic University of Norway, Tromsø, Norway
| | - Anne Karen Jenum
- Department of General Practice, University of Oslo, Oslo, Norway
| | - Marthe Larsen
- Clinical Research Department, UNN Tromsø, Tromsø, Norway
| | - Kjersti Nøkleby
- Department of General Practice, University of Oslo, Oslo, Norway
| | - Katrina Tibballs
- Department of General Practice, University of Oslo, Oslo, Norway
| | - John G Cooper
- Department of Medicine, Medical Clinic, Stavanger University Hospital, Stavanger, Norway
- Department of Medicine, NOKLUS, Haraldsplass Diakonale Sykehus, Bergen, Norway
| | - Sverre Sandberg
- Department of Medicine, NOKLUS, Haraldsplass Diakonale Sykehus, Bergen, Norway
| | | | | | - Tore Julsrud Berg
- Norwegian Quality Improvement of Laboratory Examinations, (Noklus), Haraldsplass Deaconess Hospital, Bergen, Norway
- Department of Endocrinology, Morbid Obesity and Preventive Medicine, Oslo University Hospital, Oslo, Norway
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Is Sociodemographic Status Associated with Empathic Communication and Decision Quality in Diabetes Care? J Gen Intern Med 2022; 37:3013-3019. [PMID: 34981361 PMCID: PMC9485322 DOI: 10.1007/s11606-021-07230-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2021] [Accepted: 10/19/2021] [Indexed: 11/21/2022]
Abstract
OBJECTIVE To assess the relationship between empathic communication, shared decision-making, and patient sociodemographic factors of income, education, and ethnicity in patients with diabetes. RESEARCH DESIGN AND METHODS This was a cross-sectional study from five primary care practices in the Greater Toronto Area, Ontario, Canada, participating in a randomized controlled trial of a diabetes goal setting and shared decision-making plan. Participants included 30 patients with diabetes and 23 clinicians (physicians, nurses, dietitians, and pharmacists), with a sample size of 48 clinical encounters. Clinical encounter audiotapes were coded using the Empathic Communication Coding System (ECCS) and Decision Support Analysis Tool (DSAT-10). RESULTS The most frequent empathic responses among encounters were "acknowledgement with pursuit" (28.9%) and "confirmation" (30.0%). The most frequently assessed DSAT components were "stage" (86%) and knowledge of options (82.0%). ECCS varied by education (p=0.030) and ethnicity (p=0.03), but not income. Patients with only a college degree received more empathic communication than patients with bachelor's degrees or more, and South Asian patients received less empathic communication than Asian patients. DSAT varied with ethnicity (p=0.07) but not education or income. White patients experienced more shared decision-making than those in the "other" category. CONCLUSIONS We identified a new relationship between ECCS, education and ethnicity, as well as DSAT and ethnicity. Limitations include sample size, heterogeneity of encounters, and predominant white ethnicity. These associations may be evidence of systemic biases in healthcare, with hidden roots in medical education.
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Osborn B, Morey BN, Billimek J, Ro A. Food Insecurity and Type 2 Diabetes Among Latinos: Examining Neighborhood Cohesion as a Protective Factor. J Racial Ethn Health Disparities 2022:10.1007/s40615-022-01386-4. [PMID: 35953610 PMCID: PMC9918607 DOI: 10.1007/s40615-022-01386-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Revised: 08/01/2022] [Accepted: 08/03/2022] [Indexed: 10/15/2022]
Abstract
Qualitative work has found that Latino food pantry recipients share food and reciprocally provide social support to their food-insecure neighbors. These findings suggest that neighborhood cohesion (NC) may serve as an important community-level resource that Latinos utilize as a coping mechanism when food-insecure. High levels of NC may be a proxy for instrumental support outside the household and act as a buffer against the adverse health effects of food insecurity including type 2 diabetes (T2D), which is highly sensitive to food insecurity. The purpose of this study was to quantitatively test this theory by examining whether NC moderated the association between T2D and food security (FS) status among Latino adults nationwide. We used data from the 2013-2018 National Health Interview Survey (n = 23,478). We found that FS status was associated with T2D prevalence, with Latino adults having a higher odds of T2D if they had low FS or very low FS compared to their FS counterparts. We also found Latinos adults who reported high NC had a lower odds of T2D compared to those who reported low NC. However, we did not find there was significant interaction between FS status and NC on T2D. NC may instead be a precursor to FS status, rather than a buffer of food insecurity on T2D. Low NC may lead to less instrumental support and tangible benefits that determine FS. Additionally, perceived NC might not align with objective NC and T2D may be too distal of a health outcome to test the protective effect of NC.
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Affiliation(s)
- Brandon Osborn
- Department of Health, Society, and Behavior, Program in Public Health, University of California, Irvine, Irvine, USA.
| | - Brittany N. Morey
- Department of Health, Society, and Behavior, Program in Public Health, University of California, Irvine, Irvine, USA
| | - John Billimek
- Department of Family Medicine, School of Medicine, University of California, Irvine, Irvine, USA
| | - Annie Ro
- Department of Health, Society, and Behavior, Program in Public Health, University of California, Irvine, Irvine, USA
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Frier A, Devine S, Barnett F, McBain-Rigg K, Dunning T. Incorporating social determinants of health into individual care—a multidisciplinary perspective of health professionals who work with people who have type 2 diabetes. PLoS One 2022; 17:e0271980. [PMID: 35939443 PMCID: PMC9359576 DOI: 10.1371/journal.pone.0271980] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2021] [Accepted: 07/11/2022] [Indexed: 11/18/2022] Open
Abstract
Social determinants of health (SDoH) and type 2 diabetes mellitus (T2DM) are interrelated. The prevalence of T2DM is increased amongst those with suboptimal SDoH. Poor SDoH can also negatively impact T2DM self-management. Social determinants of health are mostly considered at population and community levels, rather than individually or clinically. This qualitative study combines the perspectives of a multidisciplinary cohort of health professionals to identify and explore the impact of social determinants on self-management, and ways they could be incorporated into individual clinical care. Purposively selected participants chose to partake in an in-depth, semi-structured, one-on-one interview or focus group. Data were analysed, and themes identified using a combination of deductive and inductive thematic analysis. Fifty-one health professionals volunteered for the study. Two small focus groups (n = 3 and n = 4) and 44 one-on-one interviews were conducted. The identified themes were: 1) Support for incorporating SDoH into T2DM care, 2) Effect of SDoH on T2DM self-management, 3) Identifying and addressing social need, 4) Requirements for incorporating SDoH into T2DM individual clinical care. Health professionals reported that poor social determinants negatively affect an individual’s ability to self manage their T2DM. Person-centred care could be enhanced, and people with T2DM may be more likely to achieve self-management goals if SDoH were included in individual clinical care. To achieve successful and sustained self-management for people with T2DM, health professionals require a thorough understanding of T2DM and the effect of social determinants, respect for client privacy, client trust and rapport, effective communication skills, validated tools for assessing SDoH, team champions, teamwork, ongoing education and training, adequate resources, guiding policies and procedures, and management support. Incorporating SDoH into individual, clinical care for people with T2DM was strongly supported by health professionals. If embraced, this addition to care for individuals with T2DM could improve self-management capacity and enhance person-centred care.
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Affiliation(s)
- Amanda Frier
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Townsville, Queensland, Australia
- * E-mail:
| | - Sue Devine
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Townsville, Queensland, Australia
| | - Fiona Barnett
- College of Healthcare Sciences, James Cook University, Townsville, Queensland, Australia
| | - Kris McBain-Rigg
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Townsville, Queensland, Australia
| | - Trisha Dunning
- Centre for Quality and Patient Safety Research, Faculty of Health, Deakin University and Barwon Health Partnership, Melbourne, Victoria, Australia
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Polymorphisms in risk genes of type 2 diabetes mellitus could be also markers of susceptibility to periodontitis. Arch Oral Biol 2022; 143:105529. [DOI: 10.1016/j.archoralbio.2022.105529] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Revised: 08/15/2022] [Accepted: 08/18/2022] [Indexed: 11/20/2022]
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Osborn B, Albrecht SS, Fleischer NL, Ro A. Food insecurity, diabetes, and perceived diabetes self-management among Latinos in California: Differences by nativity and duration of residence. Prev Med Rep 2022; 28:101856. [PMID: 35711286 PMCID: PMC9194646 DOI: 10.1016/j.pmedr.2022.101856] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2021] [Revised: 05/14/2022] [Accepted: 06/06/2022] [Indexed: 11/23/2022] Open
Abstract
We examined associations between food security (FS) status and type 2 diabetes (T2D) prevalence and perceived T2D self-management by nativity and US duration of residence among Latinos living in California. We used the California Health Interview Survey (2012-2017) and included Latinos who lived below 200% of the federal poverty line (n = 16,254) and for our management outcome, those with T2D (n = 2284). Latinos with low FS (OR = 1.44, 95% CI 1.14-1.83) or very low FS (OR = 1.87, 95% CI 1.33-2.61) had a higher odds of T2D compared to their food-secure counterparts. When stratified by nativity/duration in the US, US-born Latinos and Latino immigrants with >10 years duration had a higher odds of T2D if they reported low FS (US-born: OR = 1.60, 95% CI 1.02-2.52; >10 yrs: OR = 1.48, 95% CI 1.12-1.97) or very low FS (US-born: OR = 2.37, 95% CI 1.45-3.86; >10 yrs: OR = 1.78, 95% CI 1.15-2.76) compared to their food-secure counterparts. There was no association among immigrants with <10 years duration. For perceived T2D self-management, those with low or very low FS had lower odds of reporting proper management (OR = 0.56, 95% CI 0.36-0.86; OR = 0.46, 95% CI 0.26-0.83) compared to their food-secure counterparts. When stratified by nativity, the US-born did not differ in their perceived self-management by FS status, while immigrants with low or very FS had lower odds of perceived self-management (OR = 0.54, 95% CI 0.34-0.86; OR = 0.36, 95% CI 0.17-0.74), compared to their food-secure counterparts. Food insecurity may be an important contributor to T2D prevalence and perceived T2D self-management for Latino immigrants.
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Affiliation(s)
- Brandon Osborn
- Program in Public Health, University of California, Irvine, Anteater Instruction and Research Building (AIRB), Room 2030, 653 E. Peltason Road, Irvine, CA 92697-3957, United States
| | - Sandra S. Albrecht
- Department of Epidemiology, Columbia University Mailman School of Public Health, 722 West 168th Street, Room 703, New York, NY 10032, United States
| | - Nancy L. Fleischer
- Center for Social Epidemiology and Population Health, Department of Epidemiology, School of Public Health, University of Michigan, 1415 Washington Heights, Ann Arbor, MI 48109-2029, United States
| | - Annie Ro
- Program in Public Health, University of California, Irvine, Anteater Instruction and Research Building (AIRB), Room 2030, 653 E. Peltason Road, Irvine, CA 92697-3957, United States
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González-Rivas JP, Pavlovska I, Polcrova A, Nieto-Martínez R, Mechanick JI. Transcultural Lifestyle Medicine in Type 2 Diabetes Care: Narrative Review of the Literature. Am J Lifestyle Med 2022. [DOI: 10.1177/15598276221095048] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Disparities in type 2 diabetes (T2D) care is a global problem across diverse cultures. The Dysglycemia-Based Chronic Disease (DBCD) model promotes early and sustainable interventions along the insulin resistance (stage 1), prediabetes (stage 2), T2D (stage 3), and complications (stage 4) spectrum. In this model, lifestyle medicine is the cornerstone of preventive care to reduce DBCD progression and the socioeconomic/biological burden of disease. A comprehensive literature review, spanning 2000 to 2021, was performed and 55 studies were included examining the effects of lifestyle medicine and their cultural adaptions with different prevention modalities. In stage 1, primordial prevention targets modifiable primary drivers (behavior and environment), unhealthy lifestyles, abnormal adiposity, and insulin resistance with educational and motivational health promotion activities at individual, group, community, and population-based scales. Primary, secondary, and tertiary prevention targets individuals with mild hyperglycemia, severe hyperglycemia, and complications, respectively, using programs that incorporate structured lifestyle interventions. Culturally adapted lifestyle change in primary and secondary prevention improved quality of life and biomarkers, but with a limited impact of tertiary prevention on cardiovascular events. In conclusion, lifestyle medicine with cultural adaptations is an integral part of preventive care in patients with T2D. However, considerable research gaps exist, especially for tertiary prevention.
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Affiliation(s)
- Juan P. González-Rivas
- International Clinical Research Centre (ICRC), St Anne’s University Hospital Brno (FNUSA), Czech Republic
- Departments of Global Health and Population and Epidemiology, Harvard TH Chan School of Public Health. Harvard University, Boston, MA, USA
- Foundation for Clinic, Public Health, and Epidemiology Research of Venezuela (FISPEVEN INC), Caracas, Venezuela
| | - Iuliia Pavlovska
- International Clinical Research Centre (ICRC), St Anne’s University Hospital Brno (FNUSA), Czech Republic
- Department of Public Health, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Anna Polcrova
- International Clinical Research Centre (ICRC), St Anne’s University Hospital Brno (FNUSA), Czech Republic
- RECETOX, Faculty of Science, Masaryk University, Kotlarska 2, Brno, Czech Republic
| | - Ramfis Nieto-Martínez
- Departments of Global Health and Population and Epidemiology, Harvard TH Chan School of Public Health. Harvard University, Boston, MA, USA
- Foundation for Clinic, Public Health, and Epidemiology Research of Venezuela (FISPEVEN INC), Caracas, Venezuela
- LifeDoc Health, Memphis, TN, USA
| | - Jeffrey I. Mechanick
- he Marie-Josée and Henry R. Kravis Center for Cardiovascular Health at Mount Sinai Heart, and Division of Endocrinology, Diabetes and Bone Disease, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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Ghisi GLDM, Vanzella LM, Pakosh M, Trani MR, Bilocura I, Bersabal S, Panilagao RK, Aultman C, Oh P. Patient education for people living with diabetes in the Philippines: A scoping review of information needs, diabetes knowledge and effectiveness of educational interventions. Diabetes Metab Syndr 2022; 16:102494. [PMID: 35525194 DOI: 10.1016/j.dsx.2022.102494] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Revised: 04/11/2022] [Accepted: 04/19/2022] [Indexed: 10/18/2022]
Abstract
BACKGROUND AND AIMS Despite the growing burden of diabetes in the Philippines, available evidence indicates that its care and control are far from optimal, including patient education. The aim of this scoping review was to synthesize information in the available literature to describe the state of science of patient education for people living with diabetes in the Philippines, specific to educational needs, diabetes knowledge, and effectiveness of educational interventions. METHODS Medline, Embase, Emcare, CINAHL, Pubmed and American Psychological Association PsycInfo were searched from data inception through July 2021. Studies of any methodology (qualitative/quantitative/mixed methods), sample size, and language were eligible for inclusion. RESULTS Of 2021 initial citations, 7 studies were included, with all being quantitative in design and with a median Critical Appraisal Skills Program score of 8/12. Information needs were described by one study and related to self-care abilities. Diabetes knowledge was measured in 6 studies and improved significantly after educational interventions. Overall, studies showed that educational interventions significantly impacted self-efficacy, anthropometric measures, hemoglobin A1c levels, utilization of care and routine programme and attitudes regarding their health. CONCLUSIONS The findings highlight the importance of a comprehensive and culturally appropriate educational intervention for this population. Further research is needed to develop such intervention and assess its effectiveness to change behaviour, such as increasing physical activity.
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Affiliation(s)
- Gabriela Lima de Melo Ghisi
- Cardiovascular Prevention and Rehabilitation Program, Toronto Rehabilitation Institute, University Health Network, Toronto, Canada.
| | - Lais Manata Vanzella
- Cardiovascular Prevention and Rehabilitation Program, Toronto Rehabilitation Institute, University Health Network, Toronto, Canada
| | - Maureen Pakosh
- Library & Information Services, University Health Network, Toronto Rehabilitation Institute, Toronto, Canada
| | - Maria Rosan Trani
- Cardiac Rehabilitation Unit, Chong Hua Hospital, Cebu City, Philippines
| | - Imelda Bilocura
- Section of Endocrinology, Chong Hua Hospital, Cebu City, Philippines
| | - Shazna Bersabal
- Cardiac Rehabilitation Unit, Chong Hua Hospital, Cebu City, Philippines
| | | | - Crystal Aultman
- Cardiovascular Prevention and Rehabilitation Program, Toronto Rehabilitation Institute, University Health Network, Toronto, Canada
| | - Paul Oh
- Cardiovascular Prevention and Rehabilitation Program, Toronto Rehabilitation Institute, University Health Network, Toronto, Canada
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Mphasha MH, Skaal L, Mothiba TM. Prevalence of overweight and obesity amongst patients with diabetes and their non-diabetic family members in Senwabarwana, Limpopo province, South Africa. S Afr Fam Pract (2004) 2022; 64:e1-e7. [PMID: 35695450 PMCID: PMC9210144 DOI: 10.4102/safp.v64i1.5409] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Revised: 12/22/2021] [Accepted: 12/22/2021] [Indexed: 12/02/2022] Open
Abstract
Background Diabetes remains a public health concern and the second cause of mortality in South Africa. Family history of diabetes increases risk of developing diabetes. Obesity amongst patients is associated with comorbidity, whilst amongst non-diabetic family members it is associated with developing diabetes. This study aimed at determining prevalence of overweight and obesity amongst patients with diabetes and non-diabetic family members. Methods A quantitative, cross-sectional descriptive study was conducted on 200 patients and 200 non-diabetic family members were selected using systematic random sampling from rural clinics of Senwabarwana. Data were collected using close-ended questionnaires and anthropometric measurements. Body mass index (BMI) and waist circumference were measured and interpreted according to World Health Organization guidelines. Data were analysed using Statistical Package for Social Sciences, using both descriptive and inferential statistics. Chi-square test was used to calculate associations at 95% confidence interval where a p-value of < 0.05 was considered statistically significant. Results Most patients (75.5%) had comorbidities and hypertension was most prevalent (89.0%). Over half of the patients (57.0%) and 38.0% of family members were obese. Most patients (75.0%) and 58.0% of family members had abdominal obesity. Conclusion Patients with diabetes suffer from comorbidities are overweight and obese whilst evidence from various studies suggest that non-diabetic family members are at added risk of developing diabetes because of higher BMI and abdominal obesity. There is an urgent need to create a conducive environment that discourages sedentary behaviours through lifestyle modifications using the family centred approach, and involve family members in the care of patients.
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Affiliation(s)
- Mabitsela H Mphasha
- Department of Public Health, Faculty of Healthcare Sciences, University of Limpopo, Polokwane.
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Sevcuka A, White K, Terry C. Factors That Contribute to hIAPP Amyloidosis in Type 2 Diabetes Mellitus. Life (Basel) 2022; 12:life12040583. [PMID: 35455074 PMCID: PMC9025880 DOI: 10.3390/life12040583] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2022] [Revised: 04/01/2022] [Accepted: 04/12/2022] [Indexed: 12/24/2022] Open
Abstract
Cases of Type 2 Diabetes Mellitus (T2DM) are increasing at an alarming rate due to the rise in obesity, sedentary lifestyles, glucose-rich diets and other factors. Numerous studies have increasingly illustrated the pivotal role that human islet amyloid polypeptide (hIAPP) plays in the pathology of T2DM through damage and subsequent loss of pancreatic β-cell mass. HIAPP can misfold and form amyloid fibrils which are preceded by pre-fibrillar oligomers and monomers, all of which have been linked, to a certain extent, to β-cell cytotoxicity through a range of proposed mechanisms. This review provides an up-to-date summary of recent progress in the field, highlighting factors that contribute to hIAPP misfolding and aggregation such as hIAPP protein concentration, cell stress, molecular chaperones, the immune system response and cross-seeding with other amyloidogenic proteins. Understanding the structure of hIAPP and how these factors affect amyloid formation will help us better understand how hIAPP misfolds and aggregates and, importantly, help identify potential therapeutic targets for inhibiting amyloidosis so alternate and more effective treatments for T2DM can be developed.
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Booth JE, Leung AA, Benham JL, Rabi DM, Goldfield GS, Sajobi T, Sigal RJ. Sociodemographic Factors Associated with Objectively-Measured Moderate- to Vigorous-intensity Physical Activity in Adults with Type 2 Diabetes: Cross-sectional Results from the Canadian Health Measures Survey (2007-2017). Can J Diabetes 2022; 46:578-585.e4. [DOI: 10.1016/j.jcjd.2022.04.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Revised: 02/24/2022] [Accepted: 04/02/2022] [Indexed: 11/30/2022]
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Almubark RA, Althumairi NA, Alhamdan AA, AlNujaidi HY, Alzayer R, Almubark SA, BinDhim NF. Socioeconomic and Behavioral Disparities Among Diabetics in Saudi Arabia: A Nation-Wide Descriptive Study. Diabetes Metab Syndr Obes 2022; 15:2693-2703. [PMID: 36081614 PMCID: PMC9447997 DOI: 10.2147/dmso.s352769] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2021] [Accepted: 07/29/2022] [Indexed: 11/23/2022] Open
Abstract
PURPOSE This study aims to explore sociodemographic, behavioral and clinical factors in adult participants with Diabetes in Saudi Arabia. METHODS A population-based cross-sectional study of 20492 potential participants conducted in quarters 1 and 2 in 2021 from all 13 administrative regions of Saudi Arabia. A backward maximum likelihood logistic regression model, including all variables, was used to identify variables associated with participants living with Diabetes. RESULTS A total of 14007 participants, aged ≥18 years, completed the interview, with a response rate of 68.3% and successful quota sampling. Fifty percent were male, the mean age was 36.7 (SD 13.7; range: 18-90). Of the total sample, 1633, 11.7% had Diabetes. Seven percent only of diabetic patients (124 participants) had an acceptable level of fruit and vegetable intake. In addition, only (274, 16.8%) had an acceptable level of physical activity, compared to (2389, 19.3%) in the non-diabetic group. Daily smokers were slightly higher in the diabetic group compared to the non-diabetic group (13.2% vs 11.7%). Hypertension was reported mostly by the diabetic group (45.1% vs 8%). Overweight and Obesity were more prevalent in patients with Diabetes (72.50% vs 51.62%). The results of the logistic regression have shown that several sociodemographic, behavioral and intermediate risk factors were significantly associated with Diabetes. CONCLUSION The study found that the prevalence of Diabetes in Saudi Arabia is around 12%, which is lower than the previously reported prevalence of Diabetes in Saudi Arabia. Moreover, Diabetes was found to be associated with lower educational level, smoking, obesity and overweight, hypercholesterolemia and hypertension. These factors are essential to be identified and screened in the community at regular interval; furthermore, controlling these factors may improve their disease management and quality of life. Additionally, knowing these factors will assist policymakers to shape an effective practical approach to combat diabetes widespread.
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Affiliation(s)
- Rasha A Almubark
- Scientific Department, Sharik Research Institution, Riyadh, Kingdom of Saudi Arabia
- Department of Medical Sciences, Community College, Princess Nourah Bint Abdul Rahman University, Riyadh, Kingdom of Saudi Arabia
- Correspondence: Rasha A Almubark, Scientific Department, Sharik Research Institution, 6996 Abi baker Road, Alyasmin dis, Riyadh, 13326–4549, Kingdom of Saudi Arabia, Tel +966 533 0000 43, Email
| | - Nora A Althumairi
- Scientific Department, Sharik Research Institution, Riyadh, Kingdom of Saudi Arabia
| | - Adel A Alhamdan
- Community Health Sciences Department, College of Applied Medical Sciences, King Saud University, Riyadh, Kingdom of Saudi Arabia
| | - Heba Y AlNujaidi
- College of Public Health, Imam Abdulrahman Bin Faisal University, Dammam, Kingdom of Saudi Arabia
| | - Reem Alzayer
- Pharmacy Department, Mohammed Al-Mana College for Medical Sciences, Dammam, Kingdom of Saudi Arabia
| | - Sarh A Almubark
- Health Services Management Department, Faculty of public health, Umm Alqura University, Makkah, Kingdom of Saudi Arabia
| | - Nasser F BinDhim
- Scientific Department, Sharik Research Institution, Riyadh, Kingdom of Saudi Arabia
- College of Medicine, Alfaisal University, Riyadh, Kingdom of Saudi Arabia
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Valentino AS, Nguyen TT, Pauling EE, Coleman MD, Lee C, Araojo RADMR. Collaborating with Pharmacists to Advance Health Equity for Patients with Diabetes Through Communication. J Am Pharm Assoc (2003) 2022; 62:693-696. [DOI: 10.1016/j.japh.2022.01.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2021] [Revised: 12/17/2021] [Accepted: 01/10/2022] [Indexed: 10/19/2022]
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Gomes MB, Tang F, Chen H, Cid-Ruzafa J, Fenici P, Khunti K, Rathmann W, Shestakova MV, Surmont F, Watada H, Medina J, Shimomura I, Saraiva GL, Cooper A, Nicolucci A. Socioeconomic Factors Associated With Glycemic Measurement and Poor HbA1c Control in People With Type 2 Diabetes: The Global DISCOVER Study. Front Endocrinol (Lausanne) 2022; 13:831676. [PMID: 35527995 PMCID: PMC9072655 DOI: 10.3389/fendo.2022.831676] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/08/2021] [Accepted: 03/14/2022] [Indexed: 11/13/2022] Open
Abstract
DISCOVER is a 3-year observational study program of 15,983 people with type 2 diabetes initiating second-line glucose-lowering therapy in 38 countries. We investigated the association between socioeconomic status and both the availability of a baseline glycated hemoglobin (HbA1c) measurement and poor glycemic control (HbA1c level ≥ 9.0%) in participants enrolled in DISCOVER. Factors associated with a lack of baseline HbA1c measurement or an HbA1c level ≥ 9.0% were assessed using three-level hierarchical logistic models. Overall, 19.1% of participants did not have a baseline HbA1c measurement recorded. Lower-middle country income (vs. high) and primary/no formal education (vs. university education) were independently associated with a reduced likelihood of having a baseline HbA1c measurement (odds ratio [95% confidence interval]: 0.11 [0.03-0.49] and 0.81 [0.66-0.98], respectively. Of the participants with an available HbA1c measurement, 26.9% had an HbA1c level ≥ 9.0%; 68.7% of these individuals were from lower- or upper-middle-income countries. Factors associated with an increased likelihood of poor glycemic control included low country income, treatment at a site with public and/or governmental funding (vs. private funding) and having public or no health insurance (vs. private). A substantial proportion of DISCOVER participants did not have an HbA1c measurement; more than one-quarter of these participants had poorly controlled type 2 diabetes. Both individual- and country-level socioeconomic factors are associated with the quality of care regarding glycemic control. Awareness of these factors could help improve the management of patients with type 2 diabetes.
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Affiliation(s)
- Marília B. Gomes
- Department of Medicine, Diabetes Unit, Rio de Janeiro State University, Rio de Janeiro, Brazil
- *Correspondence: Marília B. Gomes,
| | - Fengming Tang
- Saint Luke’s Mid America Heart Institute, Kansas City, MO, United States
| | - Hungta Chen
- Medical/Payer Evidence Statistics, BioPharmaceuticals Medical, AstraZeneca, Gaithersburg, MD, United States
| | | | - Peter Fenici
- BioPharmaceuticals Medical, AstraZeneca, Cambridge, United Kingdom
| | - Kamlesh Khunti
- Primary Care Diabetes and Vascular Medicine, University of Leicester, Leicester, United Kingdom
| | - Wolfgang Rathmann
- Institute for Biometrics and Epidemiology, German Diabetes Centre, Düsseldorf, Germany
| | | | - Filip Surmont
- BioPharmaceuticals Medical, AstraZeneca, Luton, United Kingdom
| | - Hirotaka Watada
- Graduate School of Medicine, Juntendo University, Tokyo, Japan
| | - Jesús Medina
- BioPharmaceuticals Medical, AstraZeneca, Madrid, Spain
| | | | - Gabriela Luporini Saraiva
- Medical/Payer Evidence Statistics, BioPharmaceuticals Medical, AstraZeneca, Gaithersburg, MD, United States
| | - Andrew Cooper
- BioPharmaceuticals Medical, AstraZeneca, Cambridge, United Kingdom
| | - Antonio Nicolucci
- Centre for Outcomes Research and Clinical Epidemiology, Pescara, Italy
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Zhang K, Wu B, Zhang W. Adverse childhood experiences in relation to comorbid cardiovascular diseases and diabetes among middle-aged and old adults in China. Geriatr Gerontol Int 2021; 22:12-18. [PMID: 34820979 DOI: 10.1111/ggi.14312] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2021] [Revised: 09/20/2021] [Accepted: 10/17/2021] [Indexed: 01/19/2023]
Abstract
AIM To examine whether various aspects of adverse childhood experiences (ACEs) are associated with comorbid cardiovascular diseases (CVDs) and diabetes among middle-aged and old adults in China. METHODS Using the 2018 China Health and Retirement Longitudinal Study survey and the 2014 Life History survey, in total, 17 115 respondents aged ≥45 years were included. Logistic regressions were applied to estimate the relationship between aspects of ACEs and diagnosis of both CVDs and diabetes while adjusting for adulthood demographics, health and health behaviors. RESULTS Childhood hunger (OR = 1.75, P < 0.01), childhood socioeconomic status (OR = 1.45, P < 0.05) and abuse from father (OR = 1.50, P < 0.05) were significantly associated with greater odds of comorbid CVDs and diabetes above and beyond adulthood characteristics. In addition, the effects of these ACEs on comorbidity were stronger than their effects on the single chronic condition. CONCLUSIONS Our findings suggest that, for middle-aged and old Chinese adults, ACEs could have long-lasting impacts on multiple chronic conditions in later life. Public health interventions should focus on the early life stage as the protective childhood conditions might help in warning of later clustering chronic diseases. Geriatr Gerontol Int ••; ••: ••-•• Geriatr Gerontol Int 2021; ••: ••-••.
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Affiliation(s)
- Keqing Zhang
- Department of Sociology, University of Hawai'i at Mānoa, Honolulu, Hawaii, USA
| | - Bei Wu
- Rory Meyers College of Nursing, New York University, New York, New York, USA.,NYU Aging Incubator, New York University, New York, New York, USA
| | - Wei Zhang
- Department of Sociology, University of Hawai'i at Mānoa, Honolulu, Hawaii, USA
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Lim S, Wyatt LC, Mammen S, Zanowiak JM, Mohaimin S, Troxel AB, Lindau ST, Gold HT, Shelley D, Trinh-Shevrin C, Islam NS. Implementation of a multi-level community-clinical linkage intervention to improve glycemic control among south Asian patients with uncontrolled diabetes: study protocol of the DREAM initiative. BMC Endocr Disord 2021; 21:233. [PMID: 34814899 PMCID: PMC8609264 DOI: 10.1186/s12902-021-00885-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/22/2021] [Accepted: 10/22/2021] [Indexed: 12/11/2022] Open
Abstract
BACKGROUND A number of studies have identified patient-, provider-, and community-level barriers to effective diabetes management among South Asian Americans, who have a high prevalence of type 2 diabetes. However, no multi-level, integrated community health worker (CHW) models leveraging health information technology (HIT) have been developed to mitigate disease among this population. This paper describes the protocol for a multi-level, community-clinical linkage intervention to improve glycemic control among South Asians with uncontrolled diabetes. METHODS The study includes three components: 1) building the capacity of primary care practices (PCPs) to utilize electronic health record (EHR) registries to identify patients with uncontrolled diabetes; 2) delivery of a culturally- and linguistically-adapted CHW intervention to improve diabetes self-management; and 3) HIT-enabled linkage to culturally-relevant community resources. The CHW intervention component includes a randomized controlled trial consisting of group education sessions on diabetes management, physical activity, and diet/nutrition. South Asian individuals with type 2 diabetes are recruited from 20 PCPs throughout NYC and randomized at the individual level within each PCP site. A total of 886 individuals will be randomized into treatment or control groups; EHR data collection occurs at screening, 6-, 12-, and 18-month. We hypothesize that individuals receiving the multi-level diabetes management intervention will be 15% more likely than the control group to achieve ≥0.5% point reduction in hemoglobin A1c (HbA1c) at 6-months. Secondary outcomes include change in weight, body mass index, and LDL cholesterol; the increased use of community and social services; and increased health self-efficacy. Additionally, a cost-effectiveness analysis will focus on implementation and healthcare utilization costs to determine the incremental cost per person achieving an HbA1c change of ≥0.5%. DISCUSSION Final outcomes will provide evidence regarding the effectiveness of a multi-level, integrated EHR-CHW intervention, implemented in small PCP settings to promote diabetes control among an underserved South Asian population. The study leverages multisectoral partnerships, including the local health department, a healthcare payer, and EHR vendors. Study findings will have important implications for the translation of integrated evidence-based strategies to other minority communities and in under-resourced primary care settings. TRIAL REGISTRATION This study was registered with clinicaltrials.gov: NCT03333044 on November 6, 2017.
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Affiliation(s)
- Sahnah Lim
- Department of Population Health, NYU Grossman School of Medicine, 180 Madison Avenue, New York, NY, 10016, USA.
| | - Laura C Wyatt
- Department of Population Health, NYU Grossman School of Medicine, 180 Madison Avenue, New York, NY, 10016, USA
| | - Shinu Mammen
- Department of Population Health, NYU Grossman School of Medicine, 180 Madison Avenue, New York, NY, 10016, USA
| | - Jennifer M Zanowiak
- Department of Population Health, NYU Grossman School of Medicine, 180 Madison Avenue, New York, NY, 10016, USA
| | - Sadia Mohaimin
- Department of Population Health, NYU Grossman School of Medicine, 180 Madison Avenue, New York, NY, 10016, USA
| | - Andrea B Troxel
- Department of Population Health, NYU Grossman School of Medicine, 180 Madison Avenue, New York, NY, 10016, USA
| | - Stacy Tessler Lindau
- Departments of Obstetrics and Gynecology and Medicine-Geriatrics, The University of Chicago, 5841 Maryland Avenue MC 2050, Chicago, IL, 60637, USA
| | - Heather T Gold
- Department of Population Health, NYU Grossman School of Medicine, 550 First Ave, VZ30, 6th floor, New York, NY, 10016, USA
| | - Donna Shelley
- Department of Public Health Policy and Management Department, NYU Global School of Public Health, 665 Broadway, 11th Floor, New York, NY, 10012, USA
| | - Chau Trinh-Shevrin
- Department of Population Health, NYU Grossman School of Medicine, 180 Madison Avenue, New York, NY, 10016, USA
| | - Nadia S Islam
- Department of Population Health, NYU Grossman School of Medicine, 180 Madison Avenue, New York, NY, 10016, USA
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Devaraj SM, Napoleone JM, Miller RG, Rockette-Wagner B, Arena VC, Mitchell-Miland C, Saad MB, Kriska AM. The role of Sociodemographic factors on goal achievement in a community-based diabetes prevention program behavioral lifestyle intervention. BMC Public Health 2021; 21:1783. [PMID: 34600527 PMCID: PMC8487523 DOI: 10.1186/s12889-021-11844-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Accepted: 08/29/2021] [Indexed: 01/02/2023] Open
Abstract
BACKGROUND The Diabetes Prevention Program (DPP) behavioral lifestyle intervention was effective among a diverse sample of adults with prediabetes. Demonstrated effectiveness in translated versions of the DPP lifestyle intervention (such as Group Lifestyle Balance, DPP-GLB) led to widescale usage with national program oversight and reimbursement. However, little is known about the success of these DPP-translation programs across subgroups of sociodemographic factors. This current effort investigated potential disparities in DPP-translation program primary goal achievement (physical activity and weight) by key sociodemographic factors. METHODS Data were combined from two 12-month community-based DPP-GLB trials among overweight/obese individuals with prediabetes and/or metabolic syndrome. We evaluated change in weight (kilograms and percent) and activity (MET-hrs/week) and goal achievement (yes/no; ≥5% weight loss and 150 min per week activity) after 6 and 12 months of intervention within and across subgroups of race/ethnicity (non-Hispanic white, non-Hispanic black), employment status, education, income, and gender. RESULTS Among 240 participants (85%) with complete data, most sociodemographic subgroups demonstrated significant weight loss. However, non-Hispanic white lost more weight at both 6 and 12 months compared to non-Hispanic black participants [median weight loss (IQR), 6 months: 5.7% (2.7-9.0) vs. 1.5% (1.2-7.5) p = .01 and 12 months: 4.8% (1.1-9.6) vs. 1.1% (- 2.0-3.7) p = .01, respectively]. In addition, a larger percentage of non-Hispanic white demonstrated a 5% weight loss at 6 and 12 months. Employment was significantly related to 12-month weight loss, with retired participants being the most successful. Men, participants with graduate degrees, and those with higher income were most likely to meet the activity goal at baseline and 12 months. Differences in physical activity goal achievement across gender, education, and income groups were significant at baseline, attenuated after 6 months, then re-emerged at 12 months. CONCLUSIONS The DPP-GLB was effective in promoting weight loss and helped to alleviate disparities in physical activity levels after 6 months. Despite overall program success, differences in weight loss achievement by race/ethnicity were found and disparities in activity re-emerged after 12 months of intervention. These results support the need for intervention modification providing more tailored approaches to marginalized groups to maximize the achievement and maintenance of DPP-GLB behavioral goals. TRIAL REGISTRATION NCT01050205 , NCT02467881 .
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Affiliation(s)
- Susan M Devaraj
- Department of Epidemiology, University of Pittsburgh Graduate School of Public Health, 5135 Public Health, 130 De Soto Street, Pittsburgh, PA, 15261, USA
| | - Jenna M Napoleone
- Department of Epidemiology, University of Pittsburgh Graduate School of Public Health, 5135 Public Health, 130 De Soto Street, Pittsburgh, PA, 15261, USA
| | - Rachel G Miller
- Department of Epidemiology, University of Pittsburgh Graduate School of Public Health, 5135 Public Health, 130 De Soto Street, Pittsburgh, PA, 15261, USA
| | - Bonny Rockette-Wagner
- Department of Epidemiology, University of Pittsburgh Graduate School of Public Health, 5135 Public Health, 130 De Soto Street, Pittsburgh, PA, 15261, USA.
| | - Vincent C Arena
- Department of Biostatistics, University of Pittsburgh Graduate School of Public Health, Pittsburgh, PA, USA
| | - Chantele Mitchell-Miland
- Department of Epidemiology, University of Pittsburgh Graduate School of Public Health, 5135 Public Health, 130 De Soto Street, Pittsburgh, PA, 15261, USA
| | - Mohammed Bu Saad
- Department of Epidemiology, University of Pittsburgh Graduate School of Public Health, 5135 Public Health, 130 De Soto Street, Pittsburgh, PA, 15261, USA
| | - Andrea M Kriska
- Department of Epidemiology, University of Pittsburgh Graduate School of Public Health, 5135 Public Health, 130 De Soto Street, Pittsburgh, PA, 15261, USA
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Abstract
The COVID-19 pandemic raised distinct challenges in the field of scarce resource allocation, a long-standing area of inquiry in the field of bioethics. Policymakers and states developed crisis guidelines for ventilator triage that incorporated such factors as immediate prognosis, long-term life expectancy, and current stage of life. Often these depend upon existing risk factors for severe illness, including diabetes. However, these algorithms generally failed to account for the underlying structural biases, including systematic racism and economic disparity, that rendered some patients more vulnerable to these conditions. This paper discusses this unique ethical challenge in resource allocation through the lens of care for patients with severe COVID-19 and diabetes.
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Affiliation(s)
- Jacob M. Appel
- Icahn School of Medicine at Mount
Sinai, NY, USA
- Jacob M. Appel, JD, MD, MPH,
Associate Professor of Psychiatry and Medical Education, Icahn School
of Medicine at Mount Sinai, 140 Claremont Ave #3D, New York, NY 10027,
USA.
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Quelly SB, LaManna JB, Stahl M. Improving Care Access for Low-Income Pregnant Women With Gestational Diabetes. J Nurse Pract 2021. [DOI: 10.1016/j.nurpra.2021.04.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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