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Ferraro T, Ahmed AK, Lee E, Lee SM, Debbaneh PM, Thakkar P, Joshi A, Tummala N. Race and Ethnicity Independently Predict Adverse Outcomes Following Head and Neck Autograft Surgery. Laryngoscope 2024; 134:3595-3603. [PMID: 38407481 DOI: 10.1002/lary.31367] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Accepted: 02/08/2024] [Indexed: 02/27/2024]
Abstract
OBJECTIVE There is growing attention toward the implications of race and ethnicity on health disparities within otolaryngology. While race is an established predictor of adverse head and neck oncologic outcomes, there is paucity in the literature on studies employing national, multi-institutional data to assess the impact of race and ethnicity on head and neck autograft surgery. METHODS Using the National Surgical Quality Improvement Program (NSQIP) database, trends in 30 days outcomes were assessed. Patients with ICD-10 codes for malignant head and neck neoplasms were isolated. Autograft surgeries were selected using Current Procedural Terminology (CPT) codes for free flap and pedicled flap reconstruction. Primary outcomes included surgical complications, reoperation, readmission, extended length of stay and operation time. Each binary categorical variable was compared to racial/ethnic identity via binary logistic regression. RESULTS The study cohort consisted of 2447 patients who underwent head and neck autograft surgery (80.71% free flap reconstruction and 19.39% pedicled flap reconstruction). Black patients had significantly higher odds of overall surgical complications (odds ratio [OR] 1.583, 95% confidence interval [CI] 1.091, 2.298, p = 0.016) with much higher odds of perioperative blood transfusions (OR 2.291, 95% CI 1.532, 3.426, p = <.001). Hispanic patients were more likely to undergo reoperation within 30 days after surgery and were more likely to be hospitalized for more than 30 days post-operatively (OR 1.566, 95% CI 1.015, 2.418, p = 0.043 and OR 12.224, 95% CI 2.698, 55.377, p = 0.001, respectively). CONCLUSIONS Race and ethnicity serve as independent predictors of complications in the post-operative period following head and neck autograft surgery. LEVEL OF EVIDENCE 3 Laryngoscope, 134:3595-3603, 2024.
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Affiliation(s)
- Tatiana Ferraro
- Division of Otolaryngology-Head and Neck Surgery, The George Washington University School of Medicine & Health Sciences, Washington, DC, U.S.A
- Drexel University College of Medicine, Philadelphia, Pennsylvania, U.S.A
| | - Abdulla K Ahmed
- Division of Otolaryngology-Head and Neck Surgery, The George Washington University School of Medicine & Health Sciences, Washington, DC, U.S.A
| | - Esther Lee
- Division of Otolaryngology-Head and Neck Surgery, The George Washington University School of Medicine & Health Sciences, Washington, DC, U.S.A
| | - Sean M Lee
- Office of Clinical Research, The George Washington University School of Medicine & Health Sciences, Washington, DC, U.S.A
| | - Peter M Debbaneh
- Department of Otolaryngology-Head and Neck Surgery, Kaiser Permanente East Bay, Oakland, California, U.S.A
| | - Punam Thakkar
- Division of Otolaryngology-Head and Neck Surgery, The George Washington University School of Medicine & Health Sciences, Washington, DC, U.S.A
| | - Arjun Joshi
- Division of Otolaryngology-Head and Neck Surgery, The George Washington University School of Medicine & Health Sciences, Washington, DC, U.S.A
| | - Neelima Tummala
- Division of Otolaryngology-Head and Neck Surgery, The George Washington University School of Medicine & Health Sciences, Washington, DC, U.S.A
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Zhang SC, Makebeh T, Mesinovic J, Djopseu K, Martin C, Lui LY, Cawthon PM, Schneider ALC, Zmuda JM, Strotmeyer ES, Schafer A, Ebeling PR, Zebaze RM. Epidemiology of fractures in adults of African ancestry with diabetes mellitus: A systematic review and meta-analysis. Bone 2024; 185:117133. [PMID: 38789095 DOI: 10.1016/j.bone.2024.117133] [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: 01/29/2024] [Revised: 04/16/2024] [Accepted: 05/21/2024] [Indexed: 05/26/2024]
Abstract
Diabetes mellitus (DM) is associated with increased fracture risk in White adults. However, the impact of DM on fractures in Black adults is unknown. This systematic review and meta-analysis investigated the association between DM and fractures in adults of African ancestry. MEDLINE, Scopus, CINAHL and Embase databases were searched from their inception up to November 2023 for all studies in the English language investigating the epidemiology of fractures (prevalence, incidence, or risk) in Black men and women (age ≥ 18 years) with type 1 or type 2 DM. Effect sizes for prevalence of previous fractures (%) and incident fracture risk (hazard ratio [HR]) were calculated using a random-effects model on Stata (version 18.0). There were 13 eligible studies, of which 12 were conducted in Black adults from the United States, while one was conducted in adults of West African ancestry from Trinidad and Tobago. We found no fracture data in Black adults with DM living in Africa. Five studies were included in a meta-analysis of incident fracture risk, reporting data from 2926 Black and 6531 White adults with DM. There was increased risk of fractures in Black adults with DM compared to non-DM (HR = 1.65; 95 % confidence interval [CI]: 1.14, 2.39). The risk of fractures was also higher in White adults with DM compared to non-DM (HR = 1.31; 95 % CI: 1.06, 1.61) among these studies. Five studies were included in a meta-analysis of fracture prevalence, of which three also reported fracture prevalence in White adults. There were 175 previous fractures among 993 Black adults with DM and 384 previous fractures among 1467 White adults with DM, with a pooled prevalence of 17.5 % (95 % CI: 15.4, 19.6) and 25.8 % (95 % CI: 4.8, 46.8), respectively. Our results indicate a high burden of fractures in Black adults with DM.
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Affiliation(s)
- Simon C Zhang
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia
| | | | - Jakub Mesinovic
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia; Institute for Physical Activity and Nutrition, School of Exercise and Nutrition Sciences, Deakin University, Burwood, Australia
| | | | - Catherine Martin
- School of Public Health and Preventive Medicine, Monash University, Clayton, Victoria, Australia
| | - Li-Yung Lui
- Research Institute, California Pacific Medical Center, San Francisco, CA, USA
| | - Peggy M Cawthon
- Research Institute, California Pacific Medical Center, San Francisco, CA, USA; Department of Epidemiology and Biostatistics, University of California, San Francisco, CA, USA
| | - Andrea L C Schneider
- Department of Neurology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA; Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Joseph M Zmuda
- Department of Epidemiology, School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Elsa S Strotmeyer
- Department of Epidemiology, School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Anne Schafer
- Department of Epidemiology and Biostatistics, University of California, San Francisco, CA, USA; Endocrine Research Unit, San Francisco Veterans Affairs Health Care System, San Francisco, USA.; Department of Medicine, University of California, San Francisco, CA, USA
| | - Peter R Ebeling
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia; Department of Endocrinology, Monash Health, Clayton, Victoria, Australia
| | - Roger M Zebaze
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, Victoria, Australia; Department of Endocrinology, Monash Health, Clayton, Victoria, Australia.
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Goldstein A, Ding K, Carasquillo O, Levine B, Hasan A, Levine J. Prediction of proliferative diabetic retinopathy using machine learning in Latino and non-Hispanic black cohorts with routine blood and urine testing. Ophthalmic Physiol Opt 2024. [PMID: 38993175 DOI: 10.1111/opo.13363] [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: 12/08/2023] [Revised: 06/19/2024] [Accepted: 06/24/2024] [Indexed: 07/13/2024]
Abstract
PURPOSE The objective was to predict proliferative diabetic retinopathy (PDR) in non-Hispanic Black (NHB) and Latino (LA) patients by applying machine learning algorithms to routinely collected blood and urine laboratory results. METHODS Electronic medical records of 1124 type 2 diabetes patients treated at the Bronxcare Hospital eye clinic between January and December 2019 were analysed. Data collected included demographic information (ethnicity, age and sex), blood (fasting glucose, haemoglobin A1C [HbA1c] high-density lipoprotein [HDL], low-density lipoprotein [LDL], serum creatinine and estimated glomerular filtration rate [eGFR]) and urine (albumin-to-creatinine ratio [ACR]) test results and the outcome measure of retinopathy status. The efficacy of different machine learning models was assessed and compared. SHapley Additive exPlanations (SHAP) analysis was employed to evaluate the contribution of each feature to the model's predictions. RESULTS The balanced random forest model surpassed other models in predicting PDR for both NHB and LA cohorts, achieving an AUC (area under the curve) of 83%. Regarding sex, the model exhibited remarkable performance for the female LA demographic, with an AUC of 87%. The SHAP analysis revealed that PDR-related factors influenced NHB and LA patients differently, with more pronounced disparity between sexes. Furthermore, the optimal cut-off values for these factors showed variations based on sex and ethnicity. CONCLUSIONS This study demonstrates the potential of machine learning in identifying individuals at higher risk for PDR by leveraging routine blood and urine test results. It allows clinicians to prioritise at-risk individuals for timely evaluations. Furthermore, the findings emphasise the importance of accounting for both ethnicity and sex when analysing risk factors for PDR in type 2 diabetes individuals.
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Affiliation(s)
- Ayelet Goldstein
- Department of Computer Science, Hadassah Academic College, Jerusalem, Israel
| | - Kun Ding
- Department of Ophthalmology, Bronxcare Health Center, Bronx, New York, USA
| | - Onelys Carasquillo
- Department of Ophthalmology, Bronxcare Health Center, Bronx, New York, USA
- Prado Vision, Tampa, Florida, USA
| | - Barton Levine
- Department of Nephrology, West Los Angeles VA Medical Center, Los Angeles, California, USA
| | - Aisha Hasan
- Department of Ophthalmology, Bronxcare Health Center, Bronx, New York, USA
- Prism Vision Group, Paramus, New Jersey, USA
| | - Jonathan Levine
- Department of Ophthalmology, Bronxcare Health Center, Bronx, New York, USA
- Department of Optometry, Hadassah Academic College, Jerusalem, Israel
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O'Malley DM, Crabtree BF, Kaloth S, Ohman-Strickland P, Ferrante J, Hudson SV, Kinney AY. Strategic use of resources to enhance colorectal cancer screening for patients with diabetes (SURE: CRC4D) in federally qualified health centers: a protocol for hybrid type ii effectiveness-implementation trial. BMC PRIMARY CARE 2024; 25:242. [PMID: 38969987 PMCID: PMC11225128 DOI: 10.1186/s12875-024-02496-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/18/2024] [Accepted: 06/26/2024] [Indexed: 07/07/2024]
Abstract
BACKGROUND Persons with diabetes have 27% elevated risk of developing colorectal cancer (CRC) and are disproportionately from priority health disparities populations. Federally qualified health centers (FQHCs) struggle to implement CRC screening programs for average risk patients. Strategies to effectively prioritize and optimize CRC screening for patients with diabetes in the primary care safety-net are needed. METHODS Guided by the Exploration, Preparation, Implementation and Sustainment Framework, we conducted a stakeholder-engaged process to identify multi-level change objectives for implementing optimized CRC screening for patients with diabetes in FQHCs. To identify change objectives, an implementation planning group of stakeholders from FQHCs, safety-net screening programs, and policy implementers were assembled and met over a 7-month period. Depth interviews (n = 18-20) with key implementation actors were conducted to identify and refine the materials, methods and strategies needed to support an implementation plan across different FQHC contexts. The planning group endorsed the following multi-component implementation strategies: identifying clinic champions, development/distribution of patient educational materials, developing and implementing quality monitoring systems, and convening clinical meetings. To support clinic champions during the initial implementation phase, two learning collaboratives and bi-weekly virtual facilitation will be provided. In single group, hybrid type 2 effectiveness-implementation trial, we will implement and evaluate these strategies in a in six safety net clinics (n = 30 patients with diabetes per site). The primary clinical outcomes are: (1) clinic-level colonoscopy uptake and (2) overall CRC screening rates for patients with diabetes assessed at baseline and 12-months post-implementation. Implementation outcomes include provider and staff fidelity to the implementation plan, patient acceptability, and feasibility will be assessed at baseline and 12-months post-implementation. DISCUSSION Study findings are poised to inform development of evidence-based implementation strategies to be tested for scalability and sustainability in a future hybrid 2 effectiveness-implementation clinical trial. The research protocol can be adapted as a model to investigate the development of targeted cancer prevention strategies in additional chronically ill priority populations. TRIAL REGISTRATION This study was registered in ClinicalTrials.gov (NCT05785780) on March 27, 2023 (last updated October 21, 2023).
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Affiliation(s)
- Denalee M O'Malley
- Department of Family Medicine and Community Health, Research Division, Rutgers Robert Wood Johnson Medical School, 303 George Street, Rm 309, New Brunswick, NJ, USA.
- Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA.
| | - Benjamin F Crabtree
- Department of Family Medicine and Community Health, Research Division, Rutgers Robert Wood Johnson Medical School, 303 George Street, Rm 309, New Brunswick, NJ, USA
- Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
| | - Srivarsha Kaloth
- Department of Family Medicine and Community Health, Research Division, Rutgers Robert Wood Johnson Medical School, 303 George Street, Rm 309, New Brunswick, NJ, USA
| | - Pamela Ohman-Strickland
- Department of Family Medicine and Community Health, Research Division, Rutgers Robert Wood Johnson Medical School, 303 George Street, Rm 309, New Brunswick, NJ, USA
- Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
- Department of Biostatistics and Epidemiology, School of Public Health, Rutgers University, New Brunswick, NJ, USA
| | - Jeanne Ferrante
- Department of Family Medicine and Community Health, Research Division, Rutgers Robert Wood Johnson Medical School, 303 George Street, Rm 309, New Brunswick, NJ, USA
- Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
| | - Shawna V Hudson
- Department of Family Medicine and Community Health, Research Division, Rutgers Robert Wood Johnson Medical School, 303 George Street, Rm 309, New Brunswick, NJ, USA
- Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
| | - Anita Y Kinney
- Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
- Department of Biostatistics and Epidemiology, School of Public Health, Rutgers University, New Brunswick, NJ, USA
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Spaur M, Galvez-Fernandez M, Chen Q, Lombard MA, Bostick BC, Factor-Litvak P, Fretts AM, Shea SJ, Navas-Acien A, Nigra AE. Association of Water Arsenic With Incident Diabetes in U.S. Adults: The Multi-Ethnic Study of Atherosclerosis and the Strong Heart Study. Diabetes Care 2024; 47:1143-1151. [PMID: 38656975 PMCID: PMC11208750 DOI: 10.2337/dc23-2231] [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: 11/21/2023] [Accepted: 04/02/2024] [Indexed: 04/26/2024]
Abstract
OBJECTIVE We examined the association of arsenic in federally regulated community water systems (CWS) and unregulated private wells with type 2 diabetes (T2D) incidence in the Strong Heart Family Study (SHFS), a prospective study of American Indian communities, and the Multi-Ethnic Study of Atherosclerosis (MESA), a prospective study of racially and ethnically diverse urban U.S. communities. RESEARCH DESIGN AND METHODS We evaluated 1,791 participants from SHFS and 5,777 participants from MESA who had water arsenic estimates available and were free of T2D at baseline (2001-2003 and 2000-2002, respectively). Participants were followed for incident T2D until 2010 (SHFS cohort) or 2019 (MESA cohort). We used Cox proportional hazards mixed-effects models to account for clustering by family and residential zip code, with adjustment for sex, baseline age, BMI, smoking status, and education. RESULTS T2D incidence was 24.4 cases per 1,000 person-years (mean follow-up, 5.6 years) in SHFS and 11.2 per 1,000 person-years (mean follow-up, 14.0 years) in MESA. In a meta-analysis across the SHFS and MESA cohorts, the hazard ratio (95% CI) per doubling in CWS arsenic was 1.10 (1.02, 1.18). The corresponding hazard ratio was 1.09 (0.95, 1.26) in the SHFS group and 1.10 (1.01, 1.20) in the MESA group. The corresponding hazard ratio (95% CI) for arsenic in private wells and incident T2D in SHFS was 1.05 (0.95, 1.16). We observed statistical interaction and larger magnitude hazard ratios for participants with BMI <25 kg/m2 and female participants. CONCLUSIONS Low to moderate water arsenic levels (<10 µg/L) were associated with T2D incidence in the SHFS and MESA cohorts.
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Affiliation(s)
- Maya Spaur
- Department of Environmental Health Sciences, Columbia University Mailman School of Public Health, New York, NY
| | - Marta Galvez-Fernandez
- Department of Environmental Health Sciences, Columbia University Mailman School of Public Health, New York, NY
| | - Qixuan Chen
- Department of Biostatistics, Columbia University Mailman School of Public Health, New York, NY
| | | | | | - Pam Factor-Litvak
- Department of Epidemiology, Columbia University Mailman School of Public Health, New York, NY
| | - Amanda M. Fretts
- Department of Epidemiology, University of Washington, Seattle, WA
| | - Steven J. Shea
- Department of Medicine, Vagelos College of Physicians and Surgeons, and Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, NY
| | - Ana Navas-Acien
- Department of Environmental Health Sciences, Columbia University Mailman School of Public Health, New York, NY
| | - Anne E. Nigra
- Department of Environmental Health Sciences, Columbia University Mailman School of Public Health, New York, NY
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Logue Cook RN, Davis MA, Hasson RE, Kinnett-Hopkins D, Brown SH. Racial/Ethnic Differences in Self-Reported Upper Limb Limitations Among U.S. Older Adults. J Gerontol A Biol Sci Med Sci 2024; 79:glae104. [PMID: 38642467 DOI: 10.1093/gerona/glae104] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2023] [Indexed: 04/22/2024] Open
Abstract
BACKGROUND The development of disability related to activities of daily living (ADL) is of great concern in the aging population, particularly for Hispanic and Non-Hispanic (NH) Black older adults, where disability prevalence is greater compared to NH Whites. ADL-disability is typically measured across many functional tasks without differentiating upper- versus lower-limb limitations, hindering our understanding of disability burden. Despite the importance of the upper limbs for completing ADL and known age-related declines in function, racial/ethnic differences in upper limb function remain largely unknown. METHODS We identified 4 292 NH White, NH Black, and Mexican American older adults (≥65) from the 2011-2018 waves of the National Health and Nutrition Examination Survey (NHANES). We classified participants as having a limitation based on their ability to complete 5 upper-limb tasks (preparing meals, eating, dressing, reaching overhead, and grasping small objects) and compared limitation rates across racial/ethnic groups. RESULTS Compared to NH Whites, NH Black older adults had significantly greater odds of reporting difficulties preparing meals (odds ratio [OR]: 1.36, 95% confidence interval [95% CI]: 1.01, 1.86) and dressing (OR: 1.55, 95% CI: 1.19, 2.02), while Mexican Americans had greater difficulty preparing meals (OR: 1.70, 95% CI: 1.12, 2.58), dressing (OR: 1.63, 95% CI: 1.12, 2.36), and grasping small objects (OR: 1.48, 95% CI: 1.06, 2.07). CONCLUSIONS Our results demonstrate differences in self-reported upper limb ADL-disability across racial/ethnic groups, particularly for Mexican American older adults. Such findings underscore the need for routine monitoring of upper limb function throughout adulthood to identify limitations and target therapeutic interventions before independence is compromised.
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Affiliation(s)
| | - Matthew A Davis
- School of Nursing, University of Michigan, Ann Arbor, Michigan, USA
- University of Michigan Medical School, Ann Arbor, Michigan, USA
| | - Rebecca E Hasson
- School of Kinesiology, University of Michigan, Ann Arbor, Michigan, USA
| | | | - Susan H Brown
- School of Kinesiology, University of Michigan, Ann Arbor, Michigan, USA
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Darvish S, Mahoney SA, Venkatasubramanian R, Rossman MJ, Clayton ZS, Murray KO. Socioeconomic status as a potential mediator of arterial aging in marginalized ethnic and racial groups: current understandings and future directions. J Appl Physiol (1985) 2024; 137:194-222. [PMID: 38813611 DOI: 10.1152/japplphysiol.00188.2024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2024] [Revised: 05/28/2024] [Accepted: 05/28/2024] [Indexed: 05/31/2024] Open
Abstract
Cardiovascular diseases (CVDs) are the leading cause of death in the United States. However, disparities in CVD-related morbidity and mortality exist as marginalized racial and ethnic groups are generally at higher risk for CVDs (Black Americans, Indigenous People, South and Southeast Asians, Native Hawaiians, and Pacific Islanders) and/or development of traditional CVD risk factors (groups above plus Hispanics/Latinos) relative to non-Hispanic Whites (NHW). In this comprehensive review, we outline emerging evidence suggesting these groups experience accelerated arterial dysfunction, including vascular endothelial dysfunction and large elastic artery stiffening, a nontraditional CVD risk factor that may predict risk of CVDs in these groups with advancing age. Adverse exposures to social determinants of health (SDOH), specifically lower socioeconomic status (SES), are exacerbated in most of these groups (except South Asians-higher SES) and may be a potential mediator of accelerated arterial aging. SES negatively influences the ability of marginalized racial and ethnic groups to meet aerobic exercise guidelines, the first-line strategy to improve arterial function, due to increased barriers, such as time and financial constraints, lack of motivation, facility access, and health education, to performing conventional aerobic exercise. Thus, identifying alternative interventions to conventional aerobic exercise that 1) overcome these common barriers and 2) target the biological mechanisms of aging to improve arterial function may be an effective, alternative method to aerobic exercise to ameliorate accelerated arterial aging and reduce CVD risk. Importantly, dedicated efforts are needed to assess these strategies in randomized-controlled clinical trials in these marginalized racial and ethnic groups.
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Affiliation(s)
- Sanna Darvish
- Department of Integrative Physiology, University of Colorado Boulder, Boulder, Colorado, United States
| | - Sophia A Mahoney
- Department of Integrative Physiology, University of Colorado Boulder, Boulder, Colorado, United States
| | | | - Matthew J Rossman
- Department of Integrative Physiology, University of Colorado Boulder, Boulder, Colorado, United States
| | - Zachary S Clayton
- Department of Integrative Physiology, University of Colorado Boulder, Boulder, Colorado, United States
| | - Kevin O Murray
- Department of Integrative Physiology, University of Colorado Boulder, Boulder, Colorado, United States
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Evans E, Jacobs M. Diabetes and Financial Well-Being: Differential Hardship Among Vulnerable Populations. Sci Diabetes Self Manag Care 2024:26350106241256324. [PMID: 38853573 DOI: 10.1177/26350106241256324] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/11/2024]
Abstract
PURPOSE The purpose of the study was to examine financial well-being among a diverse population of individuals with and without diabetes. METHODS Data from the Understanding America Survey, a nationally representative, longitudinal panel, were utilized to identify adults with self-reported diabetes diagnoses between 2014 and 2020. We used longitudinal mixed effects regression models to assess the association between diabetes and financial well-being score (FWBS) among racial and ethnic population subgroups. Models included sex, age, marital status, household size, income, education, race/ethnicity, insurance, body mass index, employment, and health insurance, incorporating individual- and household-level fixed effects. Racial and ethnic differentials were captured using group-condition interactions. RESULTS Black participants (17.06%) had the highest prevalence of diabetes, followed by White participants (12.2%), "other" racial groups (10.7%), and Hispanic participants (10.0%). In contrast, White participants (M = 67.66, SD = 22.63) and other racial groups (M = 67.99, SD = 18.45) had the highest FWBSs, followed by Hispanic participants (M = 59.31, SD = 22.78) and Black participants (M = 55.86, SD = 25.67). Compared to White participants, Black participants (β = -5.49, SE = 0.71) and Hispanic participants (β = -2.06, SE = 0.63) have significantly lower FWBSs. Compared to males, females (β = -3.25, SE = 0.41) had lower FWBSs among individuals with diabetes. FWBSs of individuals with diabetes was 2.71 points lower (SE = 0.52), on average, than those without diabetes. Education, household size, age, marital status, and income were also significantly associated with FWBSs. CONCLUSIONS Findings suggest potential disparities in the financial ramifications of diabetes among socially marginalized populations.
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Affiliation(s)
- Elizabeth Evans
- Communication Equity and Outcomes Laboratory, Department of Speech, Language and Hearing Sciences, College of Public Health and Health Professions, University of Florida, Gainesville, Florida
| | - Molly Jacobs
- Department of Health Services Research, Management and Policy, College of Public Health and Health Professions, University of Florida, Gainesville, Florida
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McDaniel CC, Lo-Ciganic WH, Huang J, Chou C. A machine learning model to predict therapeutic inertia in type 2 diabetes using electronic health record data. J Endocrinol Invest 2024; 47:1419-1433. [PMID: 38160431 DOI: 10.1007/s40618-023-02259-1] [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: 09/06/2023] [Accepted: 11/24/2023] [Indexed: 01/03/2024]
Abstract
OBJECTIVE To estimate the therapeutic inertia prevalence for patients with type 2 diabetes, develop and validate a machine learning model predicting therapeutic inertia, and determine the added predictive value of area-level social determinants of health (SDOH). METHODS This prognostic study with a retrospective cohort design used OneFlorida data (linked electronic health records (EHRs) from 1240 practices/clinics in Florida). The study cohort included adults (aged ≥ 18) with type 2 diabetes, HbA1C ≥ 7% (53 mmol/mol), ≥one ambulatory visit, and ≥one antihyperglycemic medication prescribed (excluded patients prescribed insulin before HbA1C). The outcome was therapeutic inertia, defined as absence of treatment intensification within six months after HbA1C ≥ 7% (53 mmol/mol). The predictors were patient, provider, and healthcare system factors. Machine learning methods included gradient boosting machines (GBM), random forests (RF), elastic net (EN), and least absolute shrinkage and selection operator (LASSO). The DeLong test compared the discriminative ability (represented by C-statistics) between models. RESULTS The cohort included 31,087 patients with type 2 diabetes (mean age = 58.89 (SD = 13.27) years, 50.50% male, 58.89% White). The therapeutic inertia prevalence was 39.80% among the 68,445 records. GBM outperformed (C-statistic from testing sample = 0.84, 95% CI = 0.83-0.84) RF (C-statistic = 0.80, 95% CI = 0.79-0.80), EN (C-statistic = 0.80, 95% CI = 0.80-0.81), and LASSO (C-statistic = 0.80, 95% CI = 0.80-0.81), p < 0.05. Area-level SDOH significantly increased the discriminative ability versus models without SDOH (C-statistic for GBM = 0.84, 95% CI = 0.84-0.85 vs. 0.84, 95% CI = 0.83-0.84), p < 0.05. CONCLUSIONS Using EHRs of patients with type 2 diabetes from a large state, machine learning predicted therapeutic inertia (prevalence = 40%). The model's ability to predict patients at high risk of therapeutic inertia is clinically applicable to diabetes care.
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Affiliation(s)
- C C McDaniel
- Department of Health Outcomes Research and Policy, Harrison College of Pharmacy, Auburn University, 4306 Walker Building, Auburn, AL, 36849, USA.
| | - W-H Lo-Ciganic
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL, USA
- Division of General Internal Medicine, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
- Center for Pharmaceutical Policy and Prescribing, University of Pittsburgh, Pittsburgh, PA, USA
- North Florida/South Georgia Veterans Health System, Geriatric Research Education and Clinical Center, Gainesville, FL, USA
| | - J Huang
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - C Chou
- Department of Health Outcomes Research and Policy, Harrison College of Pharmacy, Auburn University, 4306 Walker Building, Auburn, AL, 36849, USA
- Department of Medical Research, China Medical University Hospital, Taichung City, Taiwan
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Bittel AJ, Chen YW. DNA Methylation in the Adaptive Response to Exercise. Sports Med 2024; 54:1419-1458. [PMID: 38561436 DOI: 10.1007/s40279-024-02011-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/23/2024] [Indexed: 04/04/2024]
Abstract
Emerging evidence published over the past decade has highlighted the role of DNA methylation in skeletal muscle function and health, including as an epigenetic transducer of the adaptive response to exercise. In this review, we aim to synthesize the latest findings in this field to highlight: (1) the shifting understanding of the genomic localization of altered DNA methylation in response to acute and chronic aerobic and resistance exercise in skeletal muscle (e.g., promoter, gene bodies, enhancers, intergenic regions, un-annotated regions, and genome-wide methylation); (2) how these global/regional methylation changes relate to transcriptional activity following exercise; and (3) the factors (e.g., individual demographic or genetic features, dietary, training history, exercise parameters, local epigenetic characteristics, circulating hormones) demonstrated to alter both the pattern of DNA methylation after exercise, and the relationship between DNA methylation and gene expression. Finally, we discuss the changes in non-CpG methylation and 5-hydroxymethylation after exercise, as well as the importance of emerging single-cell analyses to future studies-areas of increasing focus in the field of epigenetics. We anticipate that this review will help generate a framework for clinicians and researchers to begin developing and testing exercise interventions designed to generate targeted changes in DNA methylation as part of a personalized exercise regimen.
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Affiliation(s)
- Adam J Bittel
- Research Center for Genetic Medicine, Children's National Hospital, 111 Michigan Ave NW, Washington, DC, 20010, USA.
| | - Yi-Wen Chen
- Research Center for Genetic Medicine, Children's National Hospital, 111 Michigan Ave NW, Washington, DC, 20010, USA
- Department of Genomics and Precision Medicine, The George Washington University School of Medicine and Health Science, 111 Michigan Ave NW, Washington, DC, 20010, USA
- Department of Integrative Systems Biology, Institute for Biomedical Sciences, The George Washington University, 2121 I St NW, Washington, DC, 20052, USA
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11
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Knauft KM, Jacques-Tiura AJ, Idalski Carcone A, Evans M, Weissberg-Benchell J, Buggs-Saxton C, Boucher-Berry C, Miller JL, Drossos T, Dekelbab B, Ellis DA. The moderating role of diabetes distress on the effect of a randomized eHealth intervention on glycemic control in Black adolescents with type 1 diabetes. J Pediatr Psychol 2024:jsae033. [PMID: 38775162 DOI: 10.1093/jpepsy/jsae033] [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: 10/10/2023] [Revised: 04/11/2024] [Accepted: 04/28/2024] [Indexed: 05/31/2024] Open
Abstract
OBJECTIVE Due to systemic inequities, Black adolescents with type 1 diabetes are more likely to have suboptimal glycemic control and high rates of diabetes distress, but tailored interventions for this population are lacking. In primary outcomes of a randomized clinical trial, a family-based eHealth intervention improved glycemic control in Black adolescents with type 1 diabetes and elevated depressive symptoms. The present study is a secondary analysis of these clinical trial data examining the moderating effect of diabetes distress on the efficacy of the intervention. METHODS Using secondary data from a multicenter randomized clinical trial (Clinicaltrials.gov [NCT03168867]), caregiver-adolescent dyads were randomly assigned to either up to three sessions of an eHealth parenting intervention (n = 75) or a standard medical care control group (n = 74). Black adolescents (10 years, 0 months to 14 years, 11 months old) with type 1 diabetes and a caregiver willing to participate were eligible. Adolescents reported their diabetes distress at baseline, and hemoglobin A1c (HbA1c) data were collected at baseline, 6-, 13-, and 18-month follow-up. RESULTS No between-group contrasts emerged in a linear mixed-effects regression (p's > .09). Within-group contrasts emerged such that adolescents assigned to the intervention who reported high diabetes distress had lower HbA1c at the 18-month follow-up relative to baseline (p = .004); the 18-month decrease in HbA1c was -1.03%. CONCLUSIONS Black adolescents with type 1 diabetes and high levels of diabetes distress showed significant decreases in HbA1c following a family-based eHealth intervention, suggesting diabetes distress may be a key moderator of intervention efficacy within this population.
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Affiliation(s)
- Katherine M Knauft
- Department of Psychology, Wayne State University, 5057 Woodward Ave, Detroit, MI 48202, United States
- Department of Family Medicine and Public Health Sciences, Wayne State University School of Medicine, Detroit, MI, United States
| | - Angela J Jacques-Tiura
- Department of Family Medicine and Public Health Sciences, Wayne State University School of Medicine, Detroit, MI, United States
| | - April Idalski Carcone
- Department of Family Medicine and Public Health Sciences, Wayne State University School of Medicine, Detroit, MI, United States
| | - Meredyth Evans
- Pritzker Department of Psychiatry and Behavioral Health, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, United States
- Department of Psychiatry and Behavioral Sciences, Northwestern Feinberg School of Medicine, Chicago, IL, United States
| | - Jill Weissberg-Benchell
- Pritzker Department of Psychiatry and Behavioral Health, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, United States
- Department of Psychiatry and Behavioral Sciences, Northwestern Feinberg School of Medicine, Chicago, IL, United States
| | - Colleen Buggs-Saxton
- Department of Pediatrics, Wayne State University School of Medicine, Detroit, MI, United States
| | - Claudia Boucher-Berry
- Department of Pediatrics, University of Illinois School of Medicine at Chicago, Chicago, IL, United States
| | - Jennifer L Miller
- Department of Pediatrics, Northwestern Feinberg School of Medicine, Chicago, IL, United States
| | - Tina Drossos
- Department of Psychiatry and Behavioral Neurosciences, University of Chicago Pritzker School of Medicine, Chicago, IL, United States
| | - Bassem Dekelbab
- Pediatric Endocrinology, Corewell Health, Royal Oak, MI, United States
| | - Deborah A Ellis
- Department of Family Medicine and Public Health Sciences, Wayne State University School of Medicine, Detroit, MI, United States
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12
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Low CG, Merchant M, Hung YY, Liu YH, Vu J, Pursnani S. Assessing Glycosylated Hemoglobin Thresholds for Development of Cardiovascular Disease by Racial and Ethnic Groups. J Am Heart Assoc 2024; 13:e033559. [PMID: 38761085 PMCID: PMC11179793 DOI: 10.1161/jaha.123.033559] [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: 11/17/2023] [Accepted: 04/15/2024] [Indexed: 05/20/2024]
Abstract
BACKGROUND Diabetes is the strongest risk factor for cardiovascular disease, and although glycosylated hemoglobin (HbA1c) levels are known to vary by race, no racial and ethnic-specific diagnostic thresholds exist for diabetes in prediction of cardiovascular disease events. The purpose of this study is to determine whether HbA1c thresholds for predicting major adverse cardiovascular events (MACEs) differ among racial and ethnic groups. METHODS AND RESULTS This is a retrospective cohort study of Kaiser Permanente Northern California adult members (n=309 636) with no history of cardiovascular disease who had HbA1c values and race and ethnicity data available between 2014 and 2019. Multivariable logistic regression was used to evaluate the odds of MACEs by the following racial and ethnic groups: Filipino, South Asian, East Asian, Black, White, and Hispanic. A Youden index was used to calculate HbA1c thresholds for MACE prediction by each racial and ethnic group, stratified by sex. Among studied racial and ethnic groups, South Asian race was associated with the greatest odds of MACEs (1.641 [95% CI, 1.456-1.843]; P<0.0001). HbA1c was a positive predictor for MACEs, with an odds ratio of 1.024 (95% CI, 1.022-1.025) for each 0.1% increment increase in HbA1c. HbA1c values varied between 6.0% and 7.6% in MACE prediction by race and ethnicity and sex. White individuals, South Asian individuals, East Asian women, and Black men had HbA1c thresholds for MACE prediction in the prediabetic range, between 6.0% and 6.2%. Black women, Hispanic men, and East Asian men had HbA1c thresholds of 6.2% to 6.6%, less than the typical threshold of 7.0% that is used as a treatment goal. CONCLUSIONS Findings suggest that the use of race and ethnic- and sex-specific HbA1c thresholds may need to be considered in treatment goals and cardiovascular disease risk estimation.
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Affiliation(s)
| | | | - Yun-Yi Hung
- Kaiser Permanente Division of Research Oakland CA
| | - Yu Hsin Liu
- Kaiser Permanente Medical Center Santa Clara CA
| | - Joseph Vu
- Kaiser Permanente Medical Center Santa Clara CA
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13
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Gavin JR, Rodbard HW, Battelino T, Brosius F, Ceriello A, Cosentino F, Giorgino F, Green J, Ji L, Kellerer M, Koob S, Kosiborod M, Lalic N, Marx N, Prashant Nedungadi T, Parkin CG, Topsever P, Rydén L, Huey-Herng Sheu W, Standl E, Olav Vandvik P, Schnell O. Disparities in prevalence and treatment of diabetes, cardiovascular and chronic kidney diseases - Recommendations from the taskforce of the guideline workshop. Diabetes Res Clin Pract 2024; 211:111666. [PMID: 38616041 DOI: 10.1016/j.diabres.2024.111666] [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: 02/07/2024] [Revised: 03/29/2024] [Accepted: 04/08/2024] [Indexed: 04/16/2024]
Abstract
There is a mounting clinical, psychosocial, and socioeconomic burden worldwide as the prevalence of diabetes, cardiovascular disease (CVD), and chronic kidney disease (CKD) continues to rise. Despite the introduction of therapeutic interventions with demonstrated efficacy to prevent the development or progression of these common chronic diseases, many individuals have limited access to these innovations due to their race/ethnicity, and/or socioeconomic status (SES). However, practical guidance to providers and healthcare systems for addressing these disparities is often lacking. In this article, we review the prevalence and impact of healthcare disparities derived from the above-mentioned chronic conditions and present broad-based recommendations for improving access to quality care and health outcomes within the most vulnerable populations.
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Affiliation(s)
- James R Gavin
- Emory University School of Medicine, Atlanta, GA, USA
| | - Helena W Rodbard
- Endocrine and Metabolic Consultants, 3200 Tower Oaks Blvd., Suite 250, Rockville, MD 20852, USA.
| | - Tadej Battelino
- University Medical Center Ljubljana, and Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia.
| | - Frank Brosius
- University of Arizona College of Medicine, 1501 N. Campbell Ave, Tucson, AZ 85724-5022, USA.
| | - Antonio Ceriello
- IRCCS MultiMedica, Via Milanese 300, Sesto San Giovanni MI 20099, Italy.
| | - Francesco Cosentino
- Cardiology Unit, Department of Medicine, Karolinska Institute and Karolinska University Hospital, Solna, Stockholm, Sweden.
| | - Francesco Giorgino
- Department of Precision and Regenerative Medicine and Ionian Area, Section of Internal Medicine, Endocrinology, Andrology and Metabolic Diseases, University of Bari Aldo Moro, Bari, Italy
| | - Jennifer Green
- Duke University Medical Center, Duke Clinical Research Institute, 641 Durham Centre, Box 17969, Durham, NC 27715, USA.
| | - Linong Ji
- Peking University People's Hospital, 11 Xizhimen S St, Xicheng District, Beijing, China.
| | - Monika Kellerer
- Marienhospital Stuttgart, Böheimstraße 37, Stuttgart 70199, Germany.
| | - Susan Koob
- PCNA National Office, 613 Williamson Street, Suite 200, Madison, WI 53703, USA.
| | - Mikhail Kosiborod
- Saint Luke's Mid America Heart Institute and University of Missouri-Kansas City, 4401 Wornall Rd, Kansas City, MO 64111, USA; The George Institute for Global Health and University of New South Wales, Sydney, Australia.
| | - Nebojsa Lalic
- University Clinical Center of Serbia, University of Belgrade, Pasterova 2, Beograd 11000, Serbia
| | - Nikolaus Marx
- Department of Internal Medicine I, University Hospital Aachen, RWTH Aachen University Pauwelsstraße 30, 52074 Aachen, Germany.
| | | | - Christopher G Parkin
- CGParkin Communications, Inc., 2675 Windmill Pkwy, Suite 2721, Henderson, NV 89074, USA
| | - Pinar Topsever
- Department of Family Medicine, Acıbadem Mehmet Ali Aydınlar University School of Medicine, İçerenköy, Kayışdağı Cd. No: 32, Ataşehir/İstanbul 34752, Türkiye.
| | - Lars Rydén
- Department of Medicine K2, Karolinska Institute, Stockholm, Sweden.
| | - Wayne Huey-Herng Sheu
- Institute of Molecular and Genomic Medicine, National Research Health Institutes, Zhunan, Miaoli 350, Taiwan.
| | - Eberhard Standl
- Forschergruppe Diabetes e. V., Ingolstaedter Landstraße 1, Neuherberg, Munich, Germany.
| | - Per Olav Vandvik
- Department of Medicine, Lovisenberg Diaconal Hospital, Institute of Health and Society, University of Oslo, Lovisenberggata 17, Oslo 0456, Norway
| | - Oliver Schnell
- Forschergruppe Diabetes e. V., Ingolstaedter Landstraße 1, Neuherberg, Munich, Germany.
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14
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Mirrafiei A, Jayedi A, Shab-Bidar S. The Effects of L-Carnitine Supplementation on Weight Loss, Glycemic Control, and Cardiovascular Risk Factors in Patients With Type 2 Diabetes: A Systematic Review and Dose-response Meta-Analysis of Randomized Controlled Trials. Clin Ther 2024; 46:404-410. [PMID: 38594107 DOI: 10.1016/j.clinthera.2024.03.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Revised: 12/28/2023] [Accepted: 03/12/2024] [Indexed: 04/11/2024]
Abstract
PURPOSE L-carnitine supplementation has been recommended to improve cardiometabolic health markers in diabetic patients. Our purpose was to assess the dose-dependent effects of l-carnitine supplementation on cardiometabolic risk factors in patients with type 2 diabetes. METHODS PubMed/Medline, Scopus, and Web of Science were searched until May 2022 for randomized controlled trials that examined the impact of l-carnitine supplementation on cardiometabolic risk factors in adults with type 2 diabetes. The mean difference (MD) and its 95% confidence interval (CI) were estimated utilizing a random-effects model. Nonlinear dose-response associations were modeled with restricted cubic splines. The certainty of evidence was rated using the GRADE approach. FINDINGS Twenty-one randomized trials with 2041 patients with type 2 diabetes were included. We found that every 1 g/d supplementation with l-carnitine significantly reduced body mass index (MD: -0.37 kg/m2, 95% CI: -0.59, -0.15; I2 =93%, n=13, GRADE=low), HbA1c (MD: -0.16%, 95% CI: -0.32, -0.01; I2 = 94%, n = 18, GRADE = moderate), and low-density lipoprotein cholesterol (MD: -0.11 mmol/L, 95% CI: -0.16, -0.05; I2 = 91%, n = 11, GRADE = high). There were also reductions in serum triglycerides (MD: 0.07 mmol/L), total cholesterol (MD: -0.13 mmol/L), and fasting plasma glucose (MD: -0.17 mmol/L). A U-shaped effect was demonstrated for body mass index, with the largest reduction at 2 g/d. A linear reduction was seen for serum triglycerides, total cholesterol, and fasting plasma glucose up to l-carnitine supplementation of 4 g/d. IMPLICATIONS L-carnitine supplementation resulted in a small reduction in serum lipids and plasma glucose in patients with type 2 diabetes. However, due to high statistical heterogeneity, the results should be interpreted very cautiously.
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Affiliation(s)
- Amin Mirrafiei
- Department of Community Nutrition, School of Nutritional Sciences and Dietetics, Tehran University of Medical Sciences (TUMS), Tehran, Iran
| | - Ahmad Jayedi
- Social Determinant of Health Research Center, Semnan University of Medical Sciences, Semnan, Iran
| | - Sakineh Shab-Bidar
- Department of Community Nutrition, School of Nutritional Sciences and Dietetics, Tehran University of Medical Sciences (TUMS), Tehran, Iran; Sports Medicine Research Center, Neuroscience Institute, Tehran University of Medical Sciences (TUMS), Tehran, Iran.
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15
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Hackl CM, Lee WC, Sallam HS, Jneid H, Campbell KM, Serag H. Racial Disparities in Selected Complications and Comorbidities among People with Type 2 Diabetes. Healthcare (Basel) 2024; 12:846. [PMID: 38667608 PMCID: PMC11050140 DOI: 10.3390/healthcare12080846] [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: 03/26/2024] [Revised: 04/10/2024] [Accepted: 04/13/2024] [Indexed: 04/28/2024] Open
Abstract
Type 2 diabetes (T2D) is a growing public health concern, disproportionately impacting racial and ethnic minorities. Assessing disparities is the first step towards achieving the translation goal to reduce disparities in diabetes outcomes, according to the Centers for Disease Control and Prevention (CDC)'s Division of Diabetes. We analyzed the data of patients (18+ years) diagnosed with T2D between 1 January 2012 and 31 March 2017, using the electronic health records of the University of Texas Medical Branch at Galveston. We compared the crude rate and age-standardized rate (using direct method) of selected micro- and macrovascular complication rates, associated obesity, and insulin dependence among racial and ethnic groups. Our sample included 20,680 patients who made 394,106 visits (9922 non-Hispanic White patients, 4698 non-Hispanic Black patients, and 6060 Hispanic patients). Our results suggest a higher risk of acquiring macrovascular (hypertension, ischemic disease, and stroke) and microvascular (renal, ophthalmic, and neurological) complications in Black patients compared to non-Hispanic White and Hispanic patients. The rates of stage I or II obesity were higher in Black patients compared with White and Hispanic patients. The rates of insulin use rather than oral hypoglycemics were also higher in Black patients than White and Hispanic patients. The disparities in terms of the higher susceptibility to complications among Black patients are possibly linked to the socioeconomic disadvantages of this population, leading to poorer management. Prevention strategies are warranted to reduce the incidence of T2D complications in racial minorities.
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Affiliation(s)
- Caitlin M. Hackl
- John Sealy School of Medicine (JSSM), University of Texas Medical Branch (UTMB), Galveston, TX 77555, USA;
| | - Wei-Chen Lee
- Department of Family Medicine, John Sealy School of Medicine (JSSM), University of Texas Medical Branch (UTMB), Galveston, TX 77555, USA; (W.-C.L.); (K.M.C.)
| | - Hanaa S. Sallam
- Department of Internal Medicine, Division of Endocrinology, John Sealy School of Medicine (JSSM), University of Texas Medical Branch (UTMB), Galveston, TX 77555, USA;
- Department of Medical Physiology, Faculty of Medicine, Suez Canal University, Ismailia 41522, Egypt
| | - Hani Jneid
- Department of Internal Medicine, Division of Cardiology, John Sealy School of Medicine (JSSM), University of Texas Medical Branch (UTMB), Galveston, TX 77555, USA;
| | - Kendall M. Campbell
- Department of Family Medicine, John Sealy School of Medicine (JSSM), University of Texas Medical Branch (UTMB), Galveston, TX 77555, USA; (W.-C.L.); (K.M.C.)
| | - Hani Serag
- Department of Internal Medicine, Division of Endocrinology, John Sealy School of Medicine (JSSM), University of Texas Medical Branch (UTMB), Galveston, TX 77555, USA;
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Jacobs SR, Glasgow L, Amico P, Farris KD, Rutledge G, Smith BD. Integrating the Consolidated Framework for Implementation Research (CFIR) into a Culturally Responsive Evaluation (CRE) Approach to Conduct Mixed-Method Evaluations of Diabetes Prevention and Management Programs Reaching Underresourced Populations and Communities. PREVENTION SCIENCE : THE OFFICIAL JOURNAL OF THE SOCIETY FOR PREVENTION RESEARCH 2024; 25:46-55. [PMID: 36947309 PMCID: PMC11073471 DOI: 10.1007/s11121-023-01509-1] [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] [Accepted: 02/09/2023] [Indexed: 03/23/2023]
Abstract
Diabetes is a significant population health threat. Evidence-based interventions, such as the Centers for Disease Control and Prevention's National Diabetes Prevention Program and diabetes self-management education and support programs, can help prevent, delay, or manage the disease. However, participation is suboptimal, especially among populations who are at an increased risk of developing diabetes. Evaluations of programs reaching populations who are medically underserved or people with lower incomes can help elucidate how best to tailor evidence-based interventions, but it is also important for evaluations to account for cultural and contextual factors. Culturally responsive evaluation (CRE) is a framework for centering an evaluation in the culture of the programs being evaluated. We integrated CRE with implementation and outcome constructs from the Adapted Consolidated Framework for Implementation Research (CFIR) to ensure that the evaluation produced useful evidence for putting evidence-based diabetes interventions to use in real-world settings, reaching populations who are at an increased risk of developing diabetes. The paper provides an overview of how we integrated CRE and CFIR approaches to conduct mixed-methods evaluations of evidence-based diabetes interventions.
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Affiliation(s)
| | | | | | | | - Gia Rutledge
- Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Bryce D Smith
- Centers for Disease Control and Prevention, Atlanta, GA, USA
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Ahdoot RS, Hsiung JT, Agiro A, Brahmbhatt YG, Cooper K, Fawaz S, Westfall L, Norris KC, Kalantar-Zadeh K, Streja E. Hyperkalemia Recurrence and Its Association With Race and Ethnicity in United States Veterans: A Retrospective Cohort Study. Cureus 2024; 16:e59003. [PMID: 38800332 PMCID: PMC11127698 DOI: 10.7759/cureus.59003] [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: 04/22/2024] [Indexed: 05/29/2024] Open
Abstract
INTRODUCTION Information on whether race and ethnicity are associated with a greater risk of recurrent hyperkalemia is limited. The aim of this study was to examine the association between race or ethnicity and recurrent hyperkalemia in a population of US veterans. METHODS This retrospective study used the US Veterans Affairs database to identify adults (aged ≥18 years) with at least one serum potassium measurement during the study period who ever experienced hyperkalemia (serum potassium > 5.0 mmol/L). The proportion of patients with hyperkalemia recurrence (≥1 subsequent event) within one year was determined for different race and ethnicity groups. The association between patient race and ethnicity and the risk of hyperkalemia recurrence within one year after the index hyperkalemia event was analyzed using competing risk regression. RESULTS Among a total of 1,493,539 veterans with incident hyperkalemia (median age (interquartile range): 61.0 years (54.0, 71.0)), recurrence within one year occurred in 19.1% of Black, 16.0% of Native Hawaiian/other Pacific Islander, 15.1% of White, 14.9% of American Indian/Alaska Native, and 13.1% of Asian patient groups. Recurrent hyperkalemia occurred in 18.1% of Hispanic and 15.6% of non-Hispanic patient groups. In a fully-adjusted regression model, recurrent hyperkalemia risk was significantly higher in Black versus White patient groups (subhazard ratio (sHR), 1.17; 95% confidence interval (CI), 1.16-1.19; p< 0.0001) and in Hispanic versus non-Hispanic patient groups (sHR, 1.30; 95% CI, 1.28-1.33; p< 0.0001). DISCUSSION/CONCLUSION Among US veterans with incident hyperkalemia, the risk of recurrent hyperkalemia was higher in Black and Hispanic patient groups. This information may be useful for health system screenings to risk stratify patient groups and both guide the frequency of serum potassium monitoring and better understand the root causes of group differences.
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Affiliation(s)
- Rebecca S Ahdoot
- Department of Medicine, Harold Simmons Center for Kidney Disease Research and Epidemiology, University of California Irvine, Orange, USA
| | - Jui-Ting Hsiung
- Department of Medicine, Harold Simmons Center for Kidney Disease Research and Epidemiology, University of California Irvine, Orange, USA
- Department of Research, Tibor Rubin VA Medical Center, Long Beach, USA
| | - Abiy Agiro
- Department of Medical Affairs, AstraZeneca, Wilmington, USA
| | | | - Kerry Cooper
- Department of Medical Affairs, AstraZeneca, Wilmington, USA
| | - Souhiela Fawaz
- Department of Medical Affairs, AstraZeneca, Wilmington, USA
| | - Laura Westfall
- Department of Medical Affairs, AstraZeneca, Wilmington, USA
| | - Keith C Norris
- Department of Medicine, University of California Los Angeles, Los Angeles, USA
| | - Kamyar Kalantar-Zadeh
- Department of Research, Tibor Rubin VA Medical Center, Long Beach, USA
- Department of Medicine, Harbor-UCLA Medical Center, Torrance, USA
| | - Elani Streja
- Department of Medicine, Harold Simmons Center for Kidney Disease Research and Epidemiology, University of California Irvine, Orange, USA
- Department of Research, Tibor Rubin VA Medical Center, Long Beach, USA
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18
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Alzubaidi H, Oliveira VH, Samorinha C, Mc Namara K, Shaw JE. Acculturation and glycaemic control in Arab immigrants with type 2 diabetes in Australia. Diabetologia 2024; 67:663-669. [PMID: 38214713 PMCID: PMC10904404 DOI: 10.1007/s00125-023-06081-5] [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: 10/12/2023] [Accepted: 11/21/2023] [Indexed: 01/13/2024]
Abstract
AIMS/HYPOTHESIS This study aimed to investigate acculturation's direct and mediated effects on HbA1c levels in individuals with type 2 diabetes from Arabic-speaking countries that are members of the Arab League who have emigrated to Australia. METHODS In this multicentre cross-sectional study, we recruited 382 Arabic-speaking immigrants who were born in any of the 22 countries of the Arab League and who had type 2 diabetes from different healthcare settings in Australia. HbA1c levels were retrieved from medical records. A validated self-report questionnaire was used to assess behavioural and psychosocial outcomes. Acculturation was measured using the General Acculturation Index and the Adherence to Traditional Values tool. We used structural equation modelling to test mediation hypotheses. RESULTS Participants had a mean HbA1c value of 63.9 mmol/mol (8.0%), a low acculturation level (mean±SD: 1.9±0.6; range: 1-5) and highly adhered to traditional values (mean General Acculturation Index value: 3.7±0.7; range: 1-5). Higher HbA1c was associated with lower acculturation levels (Pearson correlation coefficient [r] = -0.32, p<0.01) and higher adherence to traditional values (r=0.35, p<0.01). Self-efficacy, health literacy and self-care activities partially mediated the relationship between acculturation and HbA1c. CONCLUSIONS/INTERPRETATION Among Arab immigrants in Australia with type 2 diabetes, the degree of acculturation is related to glycaemic control, suggesting possible avenues for new interventions.
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Affiliation(s)
- Hamzah Alzubaidi
- Pharmacy Practice and Pharmacotherapeutics, College of Pharmacy, University of Sharjah, Sharjah, United Arab Emirates.
- Research Institute for Medical and Health Sciences, University of Sharjah, Sharjah, United Arab Emirates.
- School of Medicine, Deakin Rural Health, Deakin University Faculty of Health, Warrnambool, VIC, Australia.
| | - Vitor H Oliveira
- inED Centre for Research and Innovation in Education, School of Education, Polytechnic of Porto, Porto, Portugal
| | - Catarina Samorinha
- Research Institute for Medical and Health Sciences, University of Sharjah, Sharjah, United Arab Emirates
| | - Kevin Mc Namara
- School of Medicine, Deakin Rural Health, Deakin University Faculty of Health, Warrnambool, VIC, Australia.
| | - Jonathan E Shaw
- Clinical Diabetes and Epidemiology, Baker Heart and Diabetes Institute, Melbourne, VIC, Australia
- Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, VIC, Australia
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19
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Walter CS, Narcisse MR, Felix HC, Rowland B, Selig JP, McElfish PA. Association Between Physical Activity and Physical Function in a Marshallese Population with Type 2 Diabetes. J Immigr Minor Health 2024; 26:361-370. [PMID: 37864639 PMCID: PMC10983015 DOI: 10.1007/s10903-023-01551-9] [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] [Accepted: 09/27/2023] [Indexed: 10/23/2023]
Abstract
Physical activity can delay functional decline in people with type 2 diabetes (T2D), but these associations have not been studied within a sample of Native Hawaiian or Pacific Islander adults with T2D. Using data from a randomized control trial in which 218 Marshallese adults with T2D participated in a 10-week diabetes self-management education intervention, this study tested our hypothesis that physical activity would predict physical function when controlling for time and other variables. Levels of physical activity were positively associated with levels of physical function, even after controlling for time and other covariates. These findings provide a more robust understanding of the relationship between physical activity and physical function in a sample of minority adults with T2D. Future studies should further explore levels of physical activity needed to maintain and improve physical function so that culturally appropriate physical activity interventions can be developed.
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Affiliation(s)
- Christopher S Walter
- Department of Physical Therapy, University of Arkansas for Medical Sciences Northwest, Fayetteville, AR, USA.
| | - Marie-Rachelle Narcisse
- College of Medicine, University of Arkansas for Medical Sciences Northwest, Fayetteville, AR, USA
| | - Holly C Felix
- Fay W. Boozman College of Public Health, University of Arkansas for Medical Sciences, Little Rock, AR, USA
| | - Brett Rowland
- Office of Community Health and Research, University of Arkansas for Medical Sciences Northwest, Fayetteville, AR, USA
| | - James P Selig
- Fay W Boozman College of Public Health, University of Arkansas for Medical Sciences Northwest, Fayetteville, AR, USA
| | - Pearl A McElfish
- College of Medicine, University of Arkansas for Medical Sciences Northwest, Fayetteville, AR, USA
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20
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Dhokte S, Czaja K. Visceral Adipose Tissue: The Hidden Culprit for Type 2 Diabetes. Nutrients 2024; 16:1015. [PMID: 38613048 PMCID: PMC11013274 DOI: 10.3390/nu16071015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2024] [Revised: 03/25/2024] [Accepted: 03/28/2024] [Indexed: 04/14/2024] Open
Abstract
Type 2 diabetes (T2D) is a chronic metabolic disorder characterized by insulin resistance in various tissues. Though conventionally associated with obesity, current research indicates that visceral adipose tissue (VAT) is the leading determining factor, wielding more influence regardless of individual body mass. The heightened metabolic activity of VAT encourages the circulation of free fatty acid (FFA) molecules, which induce insulin resistance in surrounding tissues. Individuals most vulnerable to this preferential fat deposition are older males with ancestral ties to Asian countries because genetics and sex hormones are pivotal factors for VAT accumulation. However, interventions in one's diet and lifestyle have the potential to strategically discourage the growth of VAT. This illuminates the possibility that the expansion of VAT and, subsequently, the risk of T2D development are preventable. Therefore, by reducing the amount of VAT accumulated in an individual and preventing it from building up, one can effectively control and prevent the development of T2D.
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Affiliation(s)
| | - Krzysztof Czaja
- Department of Biomedical Sciences, College of Veterinary Medicine, University of Georgia, Athens, GA 30602, USA;
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21
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Costa Hoffmeister M, Bonavides PSG, Maurer Wiercinski V, Alessio Baggio V, de Pádua Borges R, Francisco Xavier Junior G, Maraschin CK, Schaan BD. Hyperglycemia-induced hemichorea-hemiballismus syndrome - a systematic review. ARCHIVES OF ENDOCRINOLOGY AND METABOLISM 2024; 68:e220413. [PMID: 38530964 PMCID: PMC11081041 DOI: 10.20945/2359-4292-2022-0413] [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: 05/11/2023] [Accepted: 07/21/2023] [Indexed: 03/28/2024]
Abstract
Nonketotic hyperglycemia may occur as a cause of chorea in patients with chronic decompensated diabetes. Because it is rare and consequently poorly studied, diagnosis and treatment can be delayed. Therefore, our objective was to summarize clinical and radiological features, as well as treatments performed, from previously reported cases to facilitate adequate management in clinical practice. We searched MEDLINE/PubMed, EMBASE, Cochrane, CINAHL, Web of Science, Scopus, and LILACS databases for studies published before April 23, 2021. We included case reports and case series of adults (aged ≥ 18 years) that described hyperglycemic chorea with measurement ofglycated hemoglobin (HbA1c) and cranial magnetic resonance imaging (MRI). Studies were excluded if participants were pregnant women, aged < 18 years, and had no description of chorea and/or physical examination. We found 121 studies that met the inclusion criteria, for a total of 214 cases. The majority of the included studies were published in Asia (67.3%). Most patients were women(65.3%) aged > 65 years (67.3%). Almost all patients had decompensated diabetes upon arrival at the emergency department (97.2%). The most common MRI finding was abnormalities of the basal ganglia (89.2%). There was no difference in patient recovery between treatment with insulin alone and in combination with other medications. Although rare, hyperglycemic chorea is a reversible cause of this syndrome; therefore, hyperglycemia should always be considered in these cases.
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Affiliation(s)
| | - Paola S G Bonavides
- Serviço de Endocrinologia, Hospital de Clínicas de Porto Alegre, Porto Alegre, RS, Brasil
| | | | - Viviane Alessio Baggio
- Serviço de Endocrinologia, Hospital de Clínicas de Porto Alegre, Porto Alegre, RS, Brasil
| | | | | | - Clara K Maraschin
- Universidade Federal do Rio Grande do Sul,Faculdade de Medicina,Departamento de Medicina Interna, Porto Alegre, RS, Brasil
| | - Beatriz D Schaan
- Serviço de Endocrinologia, Hospital de Clínicas de Porto Alegre, Porto Alegre, RS, Brasil,
- Universidade Federal do Rio Grande do Sul,Faculdade de Medicina, Departamento de Clínica Médica,Programa de Pós-graduação em Ciências Médicas: Endocrinologia, Porto Alegre, RS, Brasil
- Instituto de Avaliação de Tecnologia em Saúde (IATS), Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq), Hospital de Clínicas de Porto Alegre, Porto Alegre, RS, Brasil
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22
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Jeon SM, Kwon Y, Kim D, Hwang J, Heo Y, Park S, Kwon JW. Discontinuation of blood pressure-lowering, glucose-lowering, and lipid-lowering medications after bariatric surgery in patients with morbid obesity: a nationwide cohort study in South Korea. Surg Obes Relat Dis 2024:S1550-7289(24)00115-1. [PMID: 38631926 DOI: 10.1016/j.soard.2024.03.008] [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: 10/16/2023] [Revised: 02/05/2024] [Accepted: 03/02/2024] [Indexed: 04/19/2024]
Abstract
BACKGROUND Limited evidence exists on the patterns of medication use for hypertension, diabetes mellitus (DM), and dyslipidemia after bariatric surgery among Asian patients. OBJECTIVES To investigate the patterns in the use of blood pressure-lowering, glucose-lowering, and lipid-lowering medications following BS in Korean patients with morbid obesity. SETTING This study is a retrospective cohort study using the Health Insurance Review and Assignment claims database of South Korea (from 2019 to 2021). METHODS We included patients who underwent BS between 2019 and 2020 in South Korea. We evaluated the treatment patterns of blood pressure-lowering, glucose-lowering, and lipid-lowering medications at 3-month intervals for 1-year following BS, including medication use, individual medication classes, and the number of medications prescribed. Furthermore, we estimated remission rates for each disorder based on patient characteristics by defining patients who discontinued their medications for at least 2 consecutive quarters as remission. RESULTS A total of 3810 patients were included in this study. For 1-year following BS, a marked decrease in the number of patients using blood pressure-lowering, glucose-lowering, and lipid-lowering medications was observed. The most remarkable decrease occurred in glucose-lowering medications, which decreased by approximately -75.1% compared with that at baseline. This tendency was consistently observed when analyzing both the number of medications prescribed and the specific medication classes. Regarding remission rates, patients who were female, younger, and received the biliopancreatic diversion-duodenal switch as their BS showed a relatively higher incidence of remission than other groups. CONCLUSIONS BS was associated with a decrease in the use of medications for hypertension, diabetes mellitus (DM), and dyslipidemia.
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Affiliation(s)
- Soo Min Jeon
- Jeju Research Institute of Pharmaceutical Sciences, College of Pharmacy, Jeju National University, Jeju, South Korea
| | - Yeongkeun Kwon
- Division of Foregut Surgery, Korea University College of Medicine, Seoul, South Korea; Center for Obesity and Metabolic Diseases, Korea University Anam Hospital, Seoul, South Korea
| | - Dohyang Kim
- Department of Statistics, Daegu University, Gyeongbuk, South Korea
| | - Jinseub Hwang
- Department of Statistics, Daegu University, Gyeongbuk, South Korea
| | - Yoonseok Heo
- Department of Surgery, Inha University College of Medicine, Incheon, South Korea
| | - Sungsoo Park
- Division of Foregut Surgery, Korea University College of Medicine, Seoul, South Korea; Center for Obesity and Metabolic Diseases, Korea University Anam Hospital, Seoul, South Korea
| | - Jin-Won Kwon
- BK21 FOUR Community-Based Intelligent Novel Drug Discovery Education Unit, College of Pharmacy and Research Institute of Pharmaceutical Sciences, Kyungpook National University, Daegu, South Korea.
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23
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Chen X, Hou X, Gao J, Yu X, Zeng W, Lv R, Yang X, Liu Y. Ethnic disparities in cardiovascular and renal responses to canagliflozin between Asian and White patients with type 2 diabetes mellitus: A post hoc analysis of the CANVAS Program. Diabetes Obes Metab 2024; 26:878-890. [PMID: 38031821 DOI: 10.1111/dom.15380] [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: 07/13/2023] [Revised: 10/17/2023] [Accepted: 10/25/2023] [Indexed: 12/01/2023]
Abstract
AIM To assess the potential heterogeneity in cardiovascular (CV), renal and safety outcomes of canagliflozin between Whites and Asians, as well as these outcomes in each subgroup. MATERIALS AND METHODS The CANVAS Program enrolled 10 142 patients with type 2 diabetes, comprising 78.34% Whites and 12.66% Asians. CV, renal and safety outcomes were comprehensively analysed using Cox regression models, while intermediate markers were assessed using time-varying mixed-effects models. Racial heterogeneity was evaluated by adding a treatment-race interacion term. RESULTS Canagliflozin showed no significant racial disparities in the majority of the CV, renal and safety outcomes. The heterogeneity (p = .04) was observed on all-cause mortality, with reduced risk in Whites (hazard ratio 0.84; 95% confidence interval 0.71-0.99) and a statistically non-significant increased risk in Asians (hazard ratio 1.64; 95% confidence interval 0.94-2.90). There was a significant racial difference in acute kidney injury (p = .04) and a marginally significant racial heterogeneity for the composite of hospitalization for heart failure and CV death (p = .06) and serious renal-related adverse events (p = .07). CONCLUSION Canagliflozin reduced CV and renal risks similarly in Whites and Asians; however, there was a significant racial discrepancy in all-cause mortality. This distinction may be attributed to the fact that Asian patients exhibited diminished CV protection effects and more renal adverse events with canagliflozin, potentially resulting from the smaller reductions in weight and uric acid. These findings highlight the importance of investigating the impact of race on treatment response to sodium-glucose cotransporter-2 inhibitors and provide more precise treatment strategies.
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Affiliation(s)
- Xi Chen
- Department of Pharmacy, Shenzhen Hospital of Southern Medical University, Shenzhen, China
| | - Xingyun Hou
- Buddhism and Science Research Lab, Centre of Buddhist Studies, The University of Hong Kong, Hong Kong, China
| | - Junling Gao
- Department of Pharmacy, Shanghai ChangZheng Hospital, Shanghai, China
| | - Xiaxia Yu
- School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, China
| | - Weixian Zeng
- Department of Critical Care Medicine, Shenzhen Hospital of Southern Medical University, Shenzhen, China
| | - Ronggui Lv
- Department of Critical Care Medicine, Shenzhen Hospital of Southern Medical University, Shenzhen, China
| | - Xixiao Yang
- Department of Pharmacy, Shenzhen Hospital of Southern Medical University, Shenzhen, China
| | - Yong Liu
- Department of Critical Care Medicine, Shenzhen Hospital of Southern Medical University, Shenzhen, China
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24
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Yayah Jones NH, Cole I, Hart KJ, Corathers S, Agarwal S, Odugbesan O, Ebekozien O, Kamboj MK, Harris MA, Fantasia KL, Mansour M. Social Determinants of Health Screening in Type 1 Diabetes Management. Endocrinol Metab Clin North Am 2024; 53:93-106. [PMID: 38272601 DOI: 10.1016/j.ecl.2023.09.006] [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] [Indexed: 01/27/2024]
Abstract
Type 1 diabetes management is intricately influenced by social determinants of health. Economic status impacts access to vital resources like insulin and diabetes technology. Racism, social injustice, and implicit biases affect equitable delivery of care. Education levels affect understanding of self-care, leading to disparities in glycemic outcomes. Geographic location can limit access to health care facilities. Stressors from discrimination or financial strain can disrupt disease management. Addressing these social factors is crucial for equitable diabetes care, emphasizing the need for comprehensive strategies that go beyond medical interventions to ensure optimal health outcomes for all individuals with type 1 diabetes.
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Affiliation(s)
- Nana-Hawa Yayah Jones
- Division of Pediatric Endocrinology, Cincinnati Children's Hospital Medical Center, University of Cincinnati, 3333 Burnet Avenue, MLC 7012, Cincinnati, OH 45229-3039, USA.
| | - India Cole
- James M. Anderson Center for Health Systems Excellence, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, MLC 15018, Cincinnati, OH 45229-3039, USA
| | - Kelsey J Hart
- James M. Anderson Center for Health Systems Excellence, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, MLC 15018, Cincinnati, OH 45229-3039, USA
| | - Sarah Corathers
- Division of Pediatric Endocrinology, Cincinnati Children's Hospital Medical Center, University of Cincinnati, 3333 Burnet Avenue, MLC 7012, Cincinnati, OH 45229-3039, USA
| | - Shivani Agarwal
- Fleischer Institute for Diabetes and Metabolism, New York Regional Center for Diabetes Translation Research, Albert Einstein College of Medicine, 1180 Morris Park Avenue, Bronx, NY 10467, USA
| | - Ori Odugbesan
- T1D Exchange, QI & Population Health Department, 101 Federal Street Suite 440, Boston, MA 02110, USA
| | - Osagie Ebekozien
- T1D Exchange, QI & Population Health Department, 101 Federal Street Suite 440, Boston, MA 02110, USA
| | - Manmohan K Kamboj
- The Ohio State University College of Medicine, Section of Endocrinology, Quality Improvement for Endocrinology, Nationwide Children's Hospital, 700 Children's Drive, Columbus, OH 43205, USA
| | - Michael A Harris
- Oregon Health & Science University, Harold Schnitzer Diabetes Health Center, 707 SW Gaines Street, Portland, OR 97239, USA
| | - Kathryn L Fantasia
- Section of Endocrinology, Diabetes, and Nutrition, Department of Medicine, Boston University Chobanian & Avedisian School of Medicine, 72 E Concord, C3, Boston, MA 02118, USA
| | - Mona Mansour
- Division of Pediatric Endocrinology, Cincinnati Children's Hospital Medical Center, University of Cincinnati, 3333 Burnet Avenue, MLC 7012, Cincinnati, OH 45229-3039, USA; University of Cincinnati College of Medicine, Department of Pediatrics, Population Health- CCHMC, Division of General and Community Pediatrics, Community Engagement- HealthVine, CCHMC Coordinated School Strategy, Cincinnati Children's Hospital Medical Center, University of Cincinnati, 3333 Burnet Avenue, MLC 15018, Cincinnati, OH 45229-3039, USA
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25
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Steenkamp DW, Fantasia KL, Wolpert HA. Optimizing Glycemic Outcomes for Minoritized and Medically Underserved Adults Living with Type 1 Diabetes. Endocrinol Metab Clin North Am 2024; 53:67-80. [PMID: 38272599 DOI: 10.1016/j.ecl.2023.07.001] [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] [Indexed: 01/27/2024]
Abstract
Individuals living with type 1 diabetes (T1D) from medically underserved communities have poorer health outcomes. Efforts to improve outcomes include a focus on team-based care, activation of behavior change, and enhancing self-management skills and practices. Advanced diabetes technologies are part of the standard of care for adults with T1D. However, health care providers often carry implicit biases and may be uncomfortable with recommending technologies to patients who have traditionally been excluded from efficacy trials or have limited real-world exposure to devices. We review the literature on this topic and provide an approach to address these issues in clinical practice.
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Affiliation(s)
- Devin W Steenkamp
- Section of Endocrinology, Diabetes and Nutrition, Department of Medicine, Boston University Chobanian & Avedisian School of Medicine and Boston Medical Center, 72 East Concord Street, C3, Boston, MA 02118, USA.
| | - Kathryn L Fantasia
- Section of Endocrinology, Diabetes and Nutrition, Department of Medicine, Boston University Chobanian & Avedisian School of Medicine and Boston Medical Center, 72 East Concord Street, C3, Boston, MA 02118, USA; Department of Medicine, Evans Center for Implementation and Improvement Sciences (CIIS), Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Howard A Wolpert
- Section of Endocrinology, Diabetes and Nutrition, Department of Medicine, Boston University Chobanian & Avedisian School of Medicine and Boston Medical Center, 72 East Concord Street, C3, Boston, MA 02118, USA
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26
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Shiren Y, Jiangnan Y, Xinhua Y, Xinye N. Interpretable prediction model for assessing diabetes complication risks in Chinese sufferers. Diabetes Res Clin Pract 2024; 209:111560. [PMID: 38316188 DOI: 10.1016/j.diabres.2024.111560] [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: 10/16/2023] [Revised: 01/10/2024] [Accepted: 01/30/2024] [Indexed: 02/07/2024]
Abstract
AIMS With growing concerns over complications in diabetes sufferers, this study sought to develop an interpretable machine learning model to offer enhanced diagnostic and treatment recommendations. METHODS We assessed coronary heart disease, diabetic nephropathy, diabetic retinopathy, and fatty liver disease using logistic regression, decision tree, random forest, and CatBoost algorithms. The SHAP algorithm was employed to elucidate the model's predictions, offering a more in-depth understanding of influential features. RESULTS The CatBoost model notably outperformed other algorithms in AUC, achieving an average AUC of 90.47 % for the four complications. Through SHAP analysis and visualization, we provided clear and actionable insights into risk factors, enabling better complication risk assessment. CONCLUSIONS We introduced an innovative, interpretable complication risk model for people with diabetes. This not only offers a potent tool for healthcare professionals but also empowers sufferers with clearer self-assessment capabilities, encouraging earlier preventive actions. Further studies will underscore the model's clinical applicability.
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Affiliation(s)
- Ye Shiren
- School of Computer and Artificial Intelligence, Changzhou University, Changzhou, China.
| | - Ye Jiangnan
- School of Computer and Artificial Intelligence, Changzhou University, Changzhou, China
| | - Ye Xinhua
- Changzhou No. 2 People's Hospital, Nanjing Medical University, Changzhou, China
| | - Ni Xinye
- Changzhou No. 2 People's Hospital, Nanjing Medical University, Changzhou, China
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27
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Mohottige D. Paving a Path to Equity in Cardiorenal Care. Semin Nephrol 2024; 44:151519. [PMID: 38960842 DOI: 10.1016/j.semnephrol.2024.151519] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/05/2024]
Abstract
Cardiorenal syndrome encompasses a dynamic interplay between cardiovascular and kidney disease, and its prevention requires careful examination of multiple predisposing underlying conditions. The unequal distribution of diabetes, heart failure, hypertension, and kidney disease requires special attention because of the influence of these conditions on cardiorenal disease. Despite growing evidence regarding the benefits of disease-modifying agents (e.g., sodium-glucose cotransporter 2 inhibitors) for cardiovascular, kidney, and metabolic (CKM) disease, significant disparities remain in access to and utilization of these essential therapeutics. Multilevel barriers impeding their use require multisector interventions that address patient, provider, and health system-tailored strategies. Burgeoning literature also describes the critical role of unequal social determinants of health, or the sociopolitical contexts in which people live and work, in cardiorenal risk factors, including heart failure, diabetes, and chronic kidney disease. This review outlines (i) inequality in the burden and treatment of hypertension, type 2 diabetes, and heart failure; (ii) disparities in the use of key disease-modifying therapies for CKM diseases; and (iii) multilevel barriers and solutions to achieve greater pharmacoequity in the use of disease-modifying therapies. In addition, this review provides summative evidence regarding the role of unequal social determinants of health in cardiorenal health disparities, further outlining potential considerations for future research and intervention. As proposed in the 2023 American Heart Association presidential advisory on CKM health, a paradigm shift will be needed to achieve cardiorenal health equity. Through a deeper understanding of CKM health and a commitment to equity in the prevention, detection, and treatment of CKM disease, we can achieve this critical goal.
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Affiliation(s)
- Dinushika Mohottige
- Institute for Health Equity Research, Department of Population Health, Icahn School of Medicine at Mount Sinai, New York, NY; Barbara T. Murphy Division of Nephrology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY.
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28
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Orok E, Kabiawu Y, Aderohunmu Z, Obiwulu D. Knowledge, attitude, and perceived risks related to diabetes mellitus among university students in Southwestern Nigeria. Heliyon 2024; 10:e25793. [PMID: 38384547 PMCID: PMC10878925 DOI: 10.1016/j.heliyon.2024.e25793] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2023] [Revised: 01/23/2024] [Accepted: 02/02/2024] [Indexed: 02/23/2024] Open
Abstract
Introduction Diabetes mellitus (DM) has recently shown a demographic shift in epidemiology among adolescents and young adults. Adolescents and young adults are an important demographic of study since studies have shown an increasing prevalence in low-income countries including Nigeria. This study assessed the knowledge, attitude, and perceived risks of DM among university students in selected universities in southwestern Nigeria. Methods This study was a cross-sectional study carried out among university undergraduates in southwestern Nigeria. An online questionnaire was used to collect data via students' WhatsApp groups. The students' knowledge was ranked as good (≥70%), fair (50-69%), and poor (<50%) while attitude was categorized into positive (≥50%), and negative (<50%). The difference in knowledge based on demographics, disease profile, and source of information was analysed using the independent sample t-test and one way analysis of variance for variables with 2 and > 2 groups respectively. Analyses were conducted using SPSS software version 25. Results A total of 349 students consented to participate in the study of whom 55.3% were female. 25.2% had good knowledge while 92.3% of the participants were aware of DM. Positive attitudes and perceived risks were reported among all of the students. Source of information, family history, level of study, and age were significantly associated with knowledge of diabetes. Conclusion A small proportion of the students exhibited good knowledge, while all demonstrated a positive attitude and perceived risks associated with DM. There is a clear need for educational interventions, such as health programs and awareness campaigns, to enhance their knowledge of DM.
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Affiliation(s)
- Edidiong Orok
- Department of Clinical Pharmacy and Public Health, College of Pharmacy, Afe Babalola University, Ado-Ekiti, Ekiti state, Nigeria
| | - Yetunde Kabiawu
- Department of Medicine and Surgery, College of Health Sciences, Obafemi Awolowo University, Ile-Ife, Osun State, Nigeria
| | - Zainab Aderohunmu
- Department of Medicine and Surgery, College of Medicine, University of Ibadan, Ibadan, Oyo State, Nigeria
| | - Danielle Obiwulu
- Department of Medicine and Surgery, College of Medicine, University of Lagos, Ikeja, Lagos State, Nigeria
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29
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Cooper ZW, Mowbray O, Johnson L. Social determinants of health and diabetes: using a nationally representative sample to determine which social determinant of health model best predicts diabetes risk. Clin Diabetes Endocrinol 2024; 10:4. [PMID: 38402223 PMCID: PMC10894485 DOI: 10.1186/s40842-023-00162-5] [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: 07/28/2023] [Accepted: 12/12/2023] [Indexed: 02/26/2024] Open
Abstract
OBJECTIVES Social determinants of health (SDOH) research demonstrates poverty, access to healthcare, discrimination, and environmental factors influence health outcomes. Several models are commonly used to assess SDOH, yet there is limited understanding of how these models differ regarding their ability to predict the influence of social determinants on diabetes risk. This study compares the utility of four SDOH models for predicting diabetes disparities. STUDY DESIGN We utilized The National Longitudinal Study of Adolescent to Adulthood (Add Health) to compare SDOH models and their ability to predict risk of diabetes and obesity. METHODS Previous literature has identified the World Health Organization (WHO), Healthy People, County Health Rankings, and Kaiser Family Foundation as the conventional SDOH models. We used these models to operationalize SDOH using the Add Health dataset. Add Health data were used to perform logistic regressions for HbA1c and linear regressions for body mass index (BMI). RESULTS The Kaiser model accounted for the largest proportion of variance (19%) in BMI. Race/ethnicity was a consistent factor predicting BMI across models. Regarding HbA1c, the Kaiser model also accounted for the largest proportion of variance (17%). Race/ethnicity and wealth was a consistent factor predicting HbA1c across models. CONCLUSION Policy and practice interventions should consider these factors when screening for and addressing the effects of SDOH on diabetes risk. Specific SDOH models can be constructed for diabetes based on which determinants have the largest predictive value.
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Affiliation(s)
- Zach W Cooper
- University of Georgia School of Social Work, 279 Williams Street, Athens, GA, 30602, Georgia.
| | - Orion Mowbray
- University of Georgia School of Social Work, 279 Williams Street, Athens, GA, 30602, Georgia
| | - Leslie Johnson
- Department of Family and Preventative Medicine, School of Medicine, Emory University, Atlanta, Georgia
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30
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Widjanarko ND, Tamio E, Jusni LFJ, Alvianto S, Arifin ES, Iryaningrum MR. Effects of Combination of Curcumin and Piperine Supplementation on Glycemic Profile in Patients with Prediabetes and Type 2 Diabetes Mellitus: A Systematic Review and Meta-analysis. J ASEAN Fed Endocr Soc 2024; 39:106-114. [PMID: 38863920 PMCID: PMC11163317 DOI: 10.15605/jafes.039.01.18] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Accepted: 08/08/2023] [Indexed: 06/13/2024] Open
Abstract
Objective This study aimed to evaluate the effects of the combination of curcumin and piperine supplementation on Fasting Plasma Glucose (FPG), Homeostatic Model of Insulin Resistance (HOMA-IR), and Body Mass Index (BMI) in patients with prediabetes and type 2 Diabetes Mellitus (T2DM). This review was done to identify potential herbal remedies that may help improve glycemic parameters, leading to better health outcomes in combination with current antidiabetic treatment. Methodology This systematic review was based on Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA). It was conducted in 2023 with sources and databases from MEDLINE, EBSCO-Host, ScienceDirect and ProQuest. This paper included randomized-controlled trials exploring the effects of the combination of curcumin and piperine on patients with prediabetes and T2DM. Systematic reviews, observational studies, case reports, case series, conference abstracts, book sections, commentaries/editorials, non-human studies and articles with unavailable full-text and written in non-English language, were excluded. The key terms for the literature search were "curcumin," "piperine," "prediabetes" and "Type 2 Diabetes Mellitus." We use Cochrane Risk of Bias (RoB) 2 for quality assessment of the included studies and Review Manager (RevMan) 5.4 to do the meta-analysis. Results A total of three studies were included in this systematic review. Two studies from Neta et al., and Cicero et al., showed no significant difference in HOMA-IR, BMI and FPG levels between the curcumin, piperine and placebo groups. One study from Panahi et al. demonstrated a significant difference in BMI levels between the curcumin and piperine and placebo groups (p <0.01). The meta-analysis showed that FPG levels, HOMA-IR and BMI improved among patients with diabetes given in curcumin and piperine with reported mean differences (MD) of = -7.61, 95% CI [-15.26, 0.03], p = 0.05, MD = -0.36, 95% CI [-0.77 to 0.05], p = 0.09, and MD = -0.41, 95% CI [-0.85 to 0.03], p = 0.07, respectively). Conclusions The supplementation of curcumin and piperine showed a numerical reduction in FPG, HOMA-IR and BMI, but were not statistically significant. Further research is needed as there is a paucity of studies included in the review.
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Affiliation(s)
| | - Erich Tamio
- Faculty of Medicine and Health Sciences, Atma Jaya Catholic University of Indonesia
| | | | - Steven Alvianto
- Faculty of Medicine and Health Sciences, Atma Jaya Catholic University of Indonesia
| | | | - Maria Riastuti Iryaningrum
- Department of Internal Medicine, Faculty of Medicine and Health Sciences, Atma Jaya Catholic University of Indonesia
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Tak Y, Kaur M, Chitranashi A, Samota MK, Verma P, Bali M, Kumawat C. Fenugreek derived diosgenin as an emerging source for diabetic therapy. Front Nutr 2024; 11:1280100. [PMID: 38371502 PMCID: PMC10873921 DOI: 10.3389/fnut.2024.1280100] [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] [Received: 08/19/2023] [Accepted: 01/08/2024] [Indexed: 02/20/2024] Open
Abstract
Diabetes is a chronic metabolic disease that endangers the entire body's tissues and organs. Diabetes impairs glucose and insulin regulation in the human body by causing pancreatic cell damage. Diabetes modifies pathways such as serine/threonine protein kinase (Akt) and Protein kinase C (PKC)/- glucose transporter 4 (GLUT4), peroxisome proliferator-activated receptor (PPAR) glucose absorption, and inhibits α-amylase and α-glucosidase, Sodium/glucose cotransporter 1 (SGLT-1), and Na+-K+-ATPase activity. Diabetes may also be caused by a decrease in the expression of sterol regulatory element binding protein 1 (SREBP-1) and its target genes, fatty acid synthase (FAS), stearoyl-CoA desaturase-1 (SCD-1), and acetyl-CoA carboxylase α (ACC), as well as a decrease in the levels of C/EBP homologous protein (CHOP), Caspase12, and Caspase3 proteins. Diabetes has long been linked to diseases of the cardiovascular, nervous, skeletal, reproductive, hepatic, ocular, and renal systems. Diosgenin, a steroidal compound derived from fenugreek, aids in the prevention of diabetes by altering cellular pathways in favor of healthy bodily functions. Diosgenin is a new nutraceutical on the market that claims to cure diabetes in particular. This article focuses on diosgenin extraction and purification, fenugreek bioactive compounds, pharmacological properties of diosgenin, mode of action of diosgenin to cure diabetes, and dosages.
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Affiliation(s)
- Yamini Tak
- Agricultural Research Station, Agriculture University, Kota, India
| | - Manpreet Kaur
- Department of Biochemistry, Punjab Agricultural University, Ludhiana, India
| | - Abhishek Chitranashi
- Division of Biochemistry, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Mahesh Kumar Samota
- ICAR-Central Institute of Post-Harvest Engineering & Technology, Ludhiana, India
| | - Preeti Verma
- Agricultural Research Station, Agriculture University, Kota, India
| | - Manoj Bali
- School of Sciences, Rayat Bahra University, Mohali, India
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Wharam JF, Argetsinger S, Lakoma M, Zhang F, Ross-Degnan D. Acute Diabetes Complications After Transition to a Value-Based Medication Benefit. JAMA HEALTH FORUM 2024; 5:e235309. [PMID: 38334992 PMCID: PMC10858396 DOI: 10.1001/jamahealthforum.2023.5309] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2023] [Accepted: 12/07/2023] [Indexed: 02/10/2024] Open
Abstract
Importance The association of value-based medication benefits with diabetes health outcomes is uncertain. Objective To assess the association of a preventive drug list (PDL) value-based medication benefit with acute, preventable diabetes complications. Design, Setting, and Participants This cohort study used a controlled interrupted time series design and analyzed data from a large, national, commercial health plan from January 1, 2004, through June 30, 2017, for patients with diabetes aged 12 to 64 years enrolled through employers that adopted PDLs (intervention group) and matched and weighted members with diabetes whose employers did not adopt PDLs (control group). All participants were continuously enrolled and analyzed for 1 year before and after the index date. Subgroup analysis assessed patients with diabetes living in lower-income and higher-income neighborhoods. Data analysis was performed between August 19, 2020, and December 1, 2023. Exposure At the index date, intervention group members experienced employer-mandated enrollment in a PDL benefit that was added to their follow-up year health plan. This benefit reduced out-of-pocket costs for common cardiometabolic drugs, including noninsulin antidiabetic agents and insulin. Matched control group members continued to have cardiometabolic medications subject to deductibles or co-payments at follow-up. Main Outcomes and Measures The primary outcome was acute, preventable diabetes complications (eg, bacterial infections, neurovascular events, acute coronary disease, and diabetic ketoacidosis) measured as complication days per 1000 members per year. Intermediate measures included the proportion of days covered by and higher use (mean of 1 or more 30-day fills per month) of antidiabetic agents. Results The study 10 588 patients in the intervention group (55.2% male; mean [SD] age, 51.1 [10.1] years) and 690 075 patients in the control group (55.2% male; mean [SD] age, 51.1 [10.1] years) after matching and weighting. From baseline to follow-up, the proportion of days covered by noninsulin antidiabetic agents increased by 4.7% (95% CI, 3.2%-6.2%) in the PDL group and by 7.3% (95% CI, 5.1%-9.5%) among PDL members from lower-income areas compared with controls. Higher use of noninsulin antidiabetic agents increased by 11.3% (95% CI, 8.2%-14.5%) in the PDL group and by 15.2% (95% CI, 10.6%-19.8%) among members of the PDL group from lower-income areas compared with controls. The PDL group experienced an 8.4% relative reduction in complication days (95% CI, -13.9% to -2.8%; absolute reduction, -20.2 [95% CI, -34.3 to -6.2] per 1000 members per year) compared with controls from baseline to follow-up, while PDL members residing in lower-income areas had a 10.2% relative reduction (95% CI, -17.4% to -3.0%; absolute, -26.1 [95% CI, -45.8 to -6.5] per 1000 members per year). Conclusions and Relevance In this cohort study, acute, preventable diabetes complication days decreased by 8.4% in the overall PDL group and by 10.2% among PDL members from lower-income areas compared with the control group. The results may support a strategy of incentivizing adoption of targeted cost-sharing reductions among commercially insured patients with diabetes and lower income to enhance health outcomes.
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Affiliation(s)
- J. Franklin Wharam
- Department of Medicine, Duke University, Durham, North Carolina
- Duke-Margolis Center for Health Policy, Durham, North Carolina
- Department of Population Medicine, Harvard Pilgrim Health Care Institute and Harvard Medical School, Boston, Massachusetts
| | - Stephanie Argetsinger
- Department of Population Medicine, Harvard Pilgrim Health Care Institute and Harvard Medical School, Boston, Massachusetts
| | - Matthew Lakoma
- Department of Population Medicine, Harvard Pilgrim Health Care Institute and Harvard Medical School, Boston, Massachusetts
| | - Fang Zhang
- Department of Population Medicine, Harvard Pilgrim Health Care Institute and Harvard Medical School, Boston, Massachusetts
| | - Dennis Ross-Degnan
- Department of Population Medicine, Harvard Pilgrim Health Care Institute and Harvard Medical School, Boston, Massachusetts
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Jiao D, Zhang R, Zhang H, Ma H, Zhang X, Fan X, Chang H. Rapid detection of glycosylated hemoglobin levels by a microchip liquid chromatography system in gradient elution mode. Anal Chim Acta 2024; 1288:342186. [PMID: 38220313 DOI: 10.1016/j.aca.2023.342186] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Revised: 12/07/2023] [Accepted: 12/27/2023] [Indexed: 01/16/2024]
Abstract
BACKGROUND The determination of glycosylated hemoglobin (HbA1c) is crucial for diabetes diagnosis and can provide more substantial results than the simple measurement of glycemia. While there is a lack of simple methods for the determination of HbA1c using a point-of-care test (POCT) compared to glycemia measurement. In particular, high-performance liquid chromatography (HPLC) is considered the current gold standard for determining HbA1c levels. However, commercial HPLC systems usually have some sort of disadvantages such as bulky size, high-cost and need for qualified operators. Therefore, there is an urgent demand to develop a portable, and fast HbA1c detection system consuming fewer reagents. RESULTS We present a novel microchip that integrates a micromixer, passive injector, packed column and detection cell. The integrated microchip, in which all the microstructures were formed in the CNC machining center through micro-milling, is small in size (30 mm × 70 mm × 10 mm), and can withstand 1600 psi of liquid pressure. The integrated design is beneficial to reduce the band broadening caused by dead volume. Based on the microchip, a microchip liquid chromatography (LC) system was built and applied to the analysis of HbA1c. The separation conditions of HbA1c in blood calibrator samples were optimized using the microchip LC system. Samples containing four levels of HbA1c were completely separated within 2 min in optimal gradient conditions, with an inaccuracy (<3.2 %), a coefficient of variation (c.v. < 2.1 %) and a correlation coefficient (R2 = 0.993), indicating excellent separation efficiency and reproducibility. SIGNIFICANCE The POCT of HbA1c is critical for diabetes diagnosis. The microchip chromatography system was developed for HbA1c determination, which contains an integrated microchip and works under a gradient elution. It surpasses existing chip technology in terms of separation performance and detection speed, providing a competitive advantage for POCT of HbA1c. It is considered one important step for realizing efficient portable systems for timely and accurate diabetes diagnosis.
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Affiliation(s)
- Dezhao Jiao
- The Ministry of Education Key Laboratory of Micro/Nano Systems for Aerospace, Department of Microsystem Engineering, School of Mechanical Engineering, Northwestern Polytechnical University, Xi'an, 710072, China
| | - Ruirong Zhang
- The Ministry of Education Key Laboratory of Micro/Nano Systems for Aerospace, Department of Microsystem Engineering, School of Mechanical Engineering, Northwestern Polytechnical University, Xi'an, 710072, China.
| | - Hantian Zhang
- The Ministry of Education Key Laboratory of Micro/Nano Systems for Aerospace, Department of Microsystem Engineering, School of Mechanical Engineering, Northwestern Polytechnical University, Xi'an, 710072, China
| | - Haoquan Ma
- The Ministry of Education Key Laboratory of Micro/Nano Systems for Aerospace, Department of Microsystem Engineering, School of Mechanical Engineering, Northwestern Polytechnical University, Xi'an, 710072, China
| | - Xiaorui Zhang
- The Ministry of Education Key Laboratory of Micro/Nano Systems for Aerospace, Department of Microsystem Engineering, School of Mechanical Engineering, Northwestern Polytechnical University, Xi'an, 710072, China
| | - Xiaoguang Fan
- State Key Laboratory of Solidification Processing, School of Materials Science and Engineering, Northwestern Polytechnical University, Xi'an, 710072, China
| | - Honglong Chang
- The Ministry of Education Key Laboratory of Micro/Nano Systems for Aerospace, Department of Microsystem Engineering, School of Mechanical Engineering, Northwestern Polytechnical University, Xi'an, 710072, China.
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Parent C, Martinez DA, Venkataramani M, Yang C, Page KR. Racial and Ethnic Disparities in Glycemic Control Among Patients With SARS-CoV-2 in the Baltimore-Washington, District of Columbia Region. AJPM FOCUS 2024; 3:100156. [PMID: 38149079 PMCID: PMC10749874 DOI: 10.1016/j.focus.2023.100156] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 12/28/2023]
Abstract
Introduction Diabetes is a leading risk factor for COVID-19, disproportionally impacting marginalized populations. We analyzed racial/ethnic differences in glycemic control among patients who tested positive for SARS-CoV-2 in the Baltimore-Washington, District of Columbia region. Methods Glycemic control measured by HbA1c was compared by race and ethnicity among patients with a positive SARS-CoV-2 test at the Johns Hopkins Health System between March 1, 2020, and March 31, 2022. Risk factors associated with poor glycemic control (HbA1c≥8) were identified using logistic regression. Results Black, Latino, and Asian patients had a higher rate of prediabetes (HbA1c=5.7%-6.49%) and diabetes (HbA1c≥6.5%) than non-Hispanic White patients. Among patients with diabetes, poor glycemic control (HbA1c≥8%) was significantly higher among young adults (aged ≤44 years), Latino patients (AOR=1.5; 95% CI=1.1, 1.9), Black patients (AOR=1.2; 95% CI=1.0, 1.5), uninsured patients (AOR=1.5; 95% CI=1.2, 1.9), and those with limited English proficiency (AOR=1.3; 95% CI=1.0, 1.6) or without a primary care physician (AOR=1.6; 95% CI=1.3, 2.1). Conclusions Disparities in glycemic control among patients who tested positive for SARS-CoV-2 were associated with underlying structural factors such as access to care, health insurance, and language proficiency. There is a need to implement accessible, culturally and language-appropriate preventive and primary care programs to engage socioeconomically disadvantaged populations in diabetic screening and care.
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Affiliation(s)
- Cassandra Parent
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Diego A. Martinez
- School of Industrial Engineering, Pontificia Universidad Católica de Valparaíso, Valparaíso, Chile
- Department of Emergency Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Maya Venkataramani
- Division of General Internal Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland
| | - Cui Yang
- Department of Health Behavior, Society and Policy, Rutgers School of Public Health, Piscataway, New Jersey
| | - Kathleen R. Page
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland
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Gilder CM, Gorin AA, Huedo-Medina T, Cooksey-Stowers K, McCaffery JM, Denmat Z, Field C, Wyckoff E, LaRose J, O'Connor K, Marfo N, Leahey TM. Impact of social connectedness on weight loss outcomes in an online program. J Behav Med 2024; 47:144-152. [PMID: 37698801 DOI: 10.1007/s10865-023-00447-1] [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: 05/06/2022] [Accepted: 08/21/2023] [Indexed: 09/13/2023]
Abstract
Obesity is linked to many negative health consequences. While online behavioral weight loss programs (BWL) are an effective treatment for obesity, weight losses are modest. Social connectedness has been found to improve weight loss outcomes and previous findings suggests that it may be especially important for people of color. The present study investigated the impact of social connectedness (structural connectedness, or network size; relationship quality, and functional connectedness, or social support) on weight loss outcomes in an online BWL program and whether Black race or Hispanic ethnicity moderates the relationship between social connectedness and weight loss. Participants (N = 387) enrolled in a 16-week online BWL program and completed measures of social connectedness before treatment and had their weight measured. Individuals with less structural connectedness (smaller social networks) had greater weight losses. Further, higher levels of functional connectedness (affectionate support, positive support, and relationship quality) mediated the relationship between smaller network size and better weight loss outcomes. Black race / Hispanic ethnicity did not moderate the relationship between social connectedness and weight loss. These findings suggest that the quality of one's relationships, not the size of one's social network, is important for weight loss. Future studies may examine whether online BWL programs that build relationship quality and affectionate and positive support in participants' existing social networks improve overall weight loss outcomes.
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Affiliation(s)
- Carnisha M Gilder
- Institute for Collaboration on Health, Intervention, and Policy, Department of Allied Health Sciences, University of Connecticut, Storrs, Connecticut, USA
| | - Amy A Gorin
- Institute for Collaboration on Health, Intervention, and Policy, Department of Psychological Sciences, University of Connecticut, Storrs, Connecticut, USA
| | - Tania Huedo-Medina
- Institute for Collaboration on Health, Intervention, and Policy, Department of Allied Health Sciences, University of Connecticut, Storrs, Connecticut, USA
| | - Kristen Cooksey-Stowers
- Institute for Collaboration on Health, Intervention, and Policy, Department of Allied Health Sciences, University of Connecticut, Storrs, Connecticut, USA
| | - Jeanne M McCaffery
- Institute for Collaboration on Health, Intervention, and Policy, Department of Allied Health Sciences, University of Connecticut, Storrs, Connecticut, USA
| | - Zeely Denmat
- Institute for Collaboration on Health, Intervention, and Policy, University of Connecticut, Storrs, Connecticut, USA
| | - Christiana Field
- Institute for Collaboration on Health, Intervention, and Policy, Department of Psychological Sciences, University of Connecticut, Storrs, Connecticut, USA
| | - Emily Wyckoff
- Institute for Collaboration on Health, Intervention, and Policy, Department of Psychological Sciences, University of Connecticut, Storrs, Connecticut, USA
| | - Jessica LaRose
- Department of Health Behavior and Policy, Virginia Commonwealth University, Richmond, USA
| | - Kayla O'Connor
- Institute for Collaboration on Health, Intervention, and Policy, Department of Allied Health Sciences, University of Connecticut, Storrs, Connecticut, USA
| | - Nana Marfo
- Institute for Collaboration on Health, Intervention, and Policy, Department of Psychological Sciences, University of Connecticut, Storrs, Connecticut, USA
| | - Tricia M Leahey
- Institute for Collaboration on Health, Intervention, and Policy, Department of Allied Health Sciences, University of Connecticut, Storrs, Connecticut, USA.
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Okeyo HM, Biddle M, Williams LB. Impact of Diabetes Self-Management Education on A1C Levels Among Black/African Americans: A Systematic Review. Sci Diabetes Self Manag Care 2024; 50:87-95. [PMID: 37994435 DOI: 10.1177/26350106231213400] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/24/2023]
Abstract
PURPOSE The purpose of this systematic review was to examine the impact of diabetes self-management education (DSME) programs on A1C levels of Black/African American adults with type 2 diabetes. METHODS Authors followed PRISMA guidelines and searched PubMed and CINAHL databases to identify articles published from 2000 to date. The primary outcome was A1C and participation in a DSME program among Black/African Americans with diabetes. RESULTS Nine high-quality randomized control trials (RCTs) were included in this review. Sample sizes ranged between 48 and 211. Studies reported Black/African American samples ranging from 23% to 57% (n = 4), 4 reported 100%, and 1 reported 96%. Most (56%) reported a statistically significant decline in A1C levels postprogram, whereas 44% noted insignificant changes. All the studies compared the DSME intervention effect to a control group or another type of diabetes self-management program. CONCLUSION The results suggest that DSME programs can be effective at lowering A1C levels in Black/African American adults; however, more research with larger sample sizes of Black/African Americans is warranted. The availability of meta-analyses and more RCTs could also further strengthen the external validity of this review. Additionally, future studies focused on A1C outcomes within DSME programs not combined with other self-management interventions among Black/African Americans can advance science regarding the impact of DSME programs among this disparate population.
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Affiliation(s)
- Hilda M Okeyo
- University of Kentucky College of Nursing, Lexington, Kentucky
| | - Martha Biddle
- University of Kentucky College of Nursing, Lexington, Kentucky
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Palomo-Gómez R, Rúger-Navarrete A, Antúnez-Calvente I, Vázquez-Lara JM, Rodríguez-Díaz L, Gómez-Salgado J, Riesco-González FJ, Vázquez-Lara MD, Muñoz-Vela FJ, Fernández-Carrasco FJ. Prenatal Stress as a Risk Factor for Maternal-Foetal Morbidity: A Longitudinal Study. Healthcare (Basel) 2024; 12:312. [PMID: 38338196 PMCID: PMC10855075 DOI: 10.3390/healthcare12030312] [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: 11/20/2023] [Revised: 12/29/2023] [Accepted: 01/22/2024] [Indexed: 02/12/2024] Open
Abstract
Pregnancy is one of the most complex periods in a woman's life, not only because of the biological changes involved but also because of the psychological aspects. Stress during pregnancy refers to the concerns and distress that arise during pregnancy and that can be assessed by means of psychological and physiological scales. The aim of this study was to analyse prenatal stress and to evaluate its consequences on the health of both the mother and the foetus. A descriptive longitudinal study was carried out on a sample of 398 pregnant women being followed up during their entire pregnancy, who gave birth at the Punta de Europa University Hospital in Algeciras (Spain) between September 2021 and August 2023. The Prenatal Distress Questionnaire (PDQ) was used, as well as serum cortisol levels in each trimester of pregnancy and birth experience using the Childbirth Experience Questionnaire in its validated Spanish version, CEQ-E. Demographic and obstetric variables were included. One of the main findings was that experiencing more stress in late pregnancy had a negative impact on obstetric outcomes. Women who had higher levels of prenatal distress had higher blood cortisol levels and increased risk of having a caesarean section at delivery. A significant negative correlation was also found between stress and Apgar test values in the first minute of life. It is concluded that interventions promoted by the health system that provide comprehensive prenatal care contribute to decreased stress as perceived by these pregnant women, thus reducing the risk of maternal and foetal morbidity.
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Affiliation(s)
- Rocío Palomo-Gómez
- Department of Obstetrics, Hospital of La Línea de la Concepción, 11300 Cadiz, Spain
| | - Azahara Rúger-Navarrete
- Department of Nursing, Faculty of Health Sciences of Ceuta, University of Granada, 51001 Ceuta, Spain (F.J.F.-C.)
| | - Irene Antúnez-Calvente
- Department of Obstetrics, Hospital Universitario Germans Trias i Pujol, 08916 Badalona, Spain
| | - Juana María Vázquez-Lara
- Department of Nursing, Faculty of Health Sciences of Ceuta, University of Granada, 51001 Ceuta, Spain (F.J.F.-C.)
| | - Luciano Rodríguez-Díaz
- Department of Nursing, Faculty of Health Sciences of Ceuta, University of Granada, 51001 Ceuta, Spain (F.J.F.-C.)
| | - Juan Gómez-Salgado
- Department of Sociology, Social Work and Public Health, Faculty of Labour Sciences, University of Huelva, 21007 Huelva, Spain
- Safety and Health Postgraduate Programme, Universidad Espíritu Santo, Guayaquil 092301, Ecuador
| | | | - María Dolores Vázquez-Lara
- Department of Nursing, Menendez Tolosa Health Center, Andalusian Health Service, 11202 Algeciras, Spain;
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Yu MY, Velasquez AJ, Campos B, Robinette JW. Perceived neighborhood disorder and type 2 diabetes disparities in Hispanic, Black, and White Americans. Front Public Health 2024; 12:1258348. [PMID: 38288005 PMCID: PMC10822969 DOI: 10.3389/fpubh.2024.1258348] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Accepted: 12/23/2023] [Indexed: 01/31/2024] Open
Abstract
Introduction Approximately 32 million Americans have type 2 diabetes, and that number continues to grow. Higher prevalence rates are observed among certain subgroups, including members of marginalized racial/ethnic groups as well as residents of disordered neighborhoods (i.e., those with more trash and vandalism). Institutionalized discriminatory practices have resulted in disproportionate representation of marginalized racial/ethnic groups in disordered neighborhoods compared to non-Hispanic Whites. These neighborhood disparities may partially contribute to health disparities, given that signs of neighborhood disorder often relate to a general withdrawal from the neighborhood, minimizing opportunities for both physical and social engagement. Yet, research suggests variability across racial/ethnic groups both in reporting rates of neighborhood disorder and in the extent to which neighborhood disorder is interpreted as posing a threat to health and well-being. Methods Using 2016-2018 Health and Retirement Study data (n = 10,419, mean age = 67 years), a representative sample of older US adults, this study examined the possibility of racial/ethnic differences in associations between perceived neighborhood disorder and type 2 diabetes risk. Participants reported their perceptions of neighborhood disorder and type 2 diabetes status. Weighted logistic regression models predicted type 2 diabetes risk by perceived neighborhood disorder, race/ethnicity, and their interaction. Results Non-Hispanic Blacks and Hispanics had higher type 2 diabetes risk; these two groups also reported more disorder in their neighborhoods compared to non-Hispanic Whites. Perceiving more neighborhood disorder was associated with increased type 2 diabetes risk, but the interaction between race/ethnicity and disorder was not significant. Discussion Findings from the current study suggest that the negative effects of perceiving neighborhood disorder, a neighborhood-level stressor, extend to increased type 2 diabetes risk.
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Affiliation(s)
- Min Ying Yu
- Department of Psychology, Chapman University, Orange, CA, United States
| | - Alfredo J. Velasquez
- Department of Human Development and Family Sciences, The University of Texas at Austin, Austin, TX, United States
| | - Belinda Campos
- Department of Chicano/Latino Studies, University of California at Irvine, Irvine, CA, United States
- Department of Psychological Science, University of California at Irvine, Irvine, CA, United States
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Desai R, Katukuri N, Goguri SR, Kothawala A, Alle NR, Bellamkonda MK, Dey D, Ganesan S, Biswas M, Sarkar K, Prattipati P, Chauhan S. Prediabetes: An overlooked risk factor for major adverse cardiac and cerebrovascular events in atrial fibrillation patients. World J Diabetes 2024; 15:24-33. [PMID: 38313858 PMCID: PMC10835500 DOI: 10.4239/wjd.v15.i1.24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Revised: 10/22/2023] [Accepted: 12/15/2023] [Indexed: 01/12/2024] Open
Abstract
BACKGROUND Prediabetes is a well-established risk factor for major adverse cardiac and cerebrovascular events (MACCE). However, the relationship between prediabetes and MACCE in atrial fibrillation (AF) patients has not been extensively studied. Therefore, this study aimed to establish a link between prediabetes and MACCE in AF patients. AIM To investigate a link between prediabetes and MACCE in AF patients. METHODS We used the National Inpatient Sample (2019) and relevant ICD-10 CM codes to identify hospitalizations with AF and categorized them into groups with and without prediabetes, excluding diabetics. The primary outcome was MACCE (all-cause inpatient mortality, cardiac arrest including ventricular fibrillation, and stroke) in AF-related hospitalizations. RESULTS Of the 2965875 AF-related hospitalizations for MACCE, 47505 (1.6%) were among patients with prediabetes. The prediabetes cohort was relatively younger (median 75 vs 78 years), and often consisted of males (56.3% vs 51.4%), blacks (9.8% vs 7.9%), Hispanics (7.3% vs 4.3%), and Asians (4.7% vs 1.6%) than the non-prediabetic cohort (P < 0.001). The prediabetes group had significantly higher rates of hypertension, hyperlipidemia, smoking, obesity, drug abuse, prior myocardial infarction, peripheral vascular disease, and hyperthyroidism (all P < 0.05). The prediabetes cohort was often discharged routinely (51.1% vs 41.1%), but more frequently required home health care (23.6% vs 21.0%) and had higher costs. After adjusting for baseline characteristics or comorbidities, the prediabetes cohort with AF admissions showed a higher rate and significantly higher odds of MACCE compared to the non-prediabetic cohort [18.6% vs 14.7%, odds ratio (OR) 1.34, 95% confidence interval 1.26-1.42, P < 0.001]. On subgroup analyses, males had a stronger association (aOR 1.43) compared to females (aOR 1.22), whereas on the race-wise comparison, Hispanics (aOR 1.43) and Asians (aOR 1.36) had a stronger association with MACCE with prediabetes vs whites (aOR 1.33) and blacks (aOR 1.21). CONCLUSION This population-based study found a significant association between prediabetes and MACCE in AF patients. Therefore, there is a need for further research to actively screen and manage prediabetes in AF to prevent MACCE.
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Affiliation(s)
- Rupak Desai
- Independent Researcher, Independent Researcher, Atlanta, GA 30079, United States
| | - Nishanth Katukuri
- Department of Internal Medicine, Mayo Clinic, Rochester, MN 55902, United States
| | - Sumaja Reddy Goguri
- Department of Medicine, Chalmeda Anand Rao Institute of Medical Sciences, Telangana 505001, India
| | - Azra Kothawala
- Department of Medicine, Jawaharlal Nehru Medical College, Belgaum 590010, India
| | - Naga Ruthvika Alle
- Department of Medicine, Narayana Medical College, Andhra Pradesh, Nellore 524003, India
| | - Meena Kumari Bellamkonda
- Department of Medicine, Dr Pinnamaneni Siddhartha Institute of Medical Sciences and Research Foundation, Vijaywada 521286, India
| | - Debankur Dey
- Department of Medicine, Medical College Kolkata, Kolkata 700073, India
| | - Sharmila Ganesan
- Department of Medicine, P.E.S. Institute of Medical Sciences and Research, Andhra Pradesh 517425, India
| | - Minakshi Biswas
- Department of Medicine, Shaheed Ziaur Rahman Medical College, Bogra 5800, Bangladesh
| | - Kuheli Sarkar
- Department of Medicine, College of Medicine and J.N.M Hospital, Kalyani 741235, India
| | - Pramoda Prattipati
- Department of Medicine, Jawaharlal Nehru Medical College India, Karnataka, Belagavi 590010, India
| | - Shaylika Chauhan
- Department of Internal Medicine, Geisinger Health System, Wikes-Barre, PA 18702, United States
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Brahma S, Goyal AK, Dhamodhar P, Kumari MR, Jayashree S, Usha T, Middha SK. Can Polyherbal Medicine be used for the Treatment of Diabetes? - A Review of Historical Classics, Research Evidence and Current Prevention Programs. Curr Diabetes Rev 2024; 20:e140323214600. [PMID: 36918778 DOI: 10.2174/1573399819666230314093721] [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: 10/17/2022] [Revised: 01/05/2023] [Accepted: 01/17/2023] [Indexed: 03/16/2023]
Abstract
Diabetes mellitus (DM), a chronic medical condition, has attained a global pandemic status over the last few decades affecting millions of people. Despite a variety of synthetic drugs available in the market, the use of herbal medicines for managing diabetes is gaining importance because of being comparatively safer. This article reviews the result of a substantial literature search on polyherbal formulations (PHFs) developed and evaluated with potential for DM. The accumulated data in the literature allowed us to enlist 76PHFs consisting of different parts of 147 plant species belonging to 58 botanical families. The documented plant species are laden with bioactive components with anti-diabetic properties and thus draw attention. The most favoured ingredient for PHFs was leaves of Gymnema sylvestre and seeds of Trigonella foenum-graecum used in 27 and 22 formulations, respectively. Apart from herbs, shilajit (exudates from high mountain rocks) formed an important component of 9 PHFs, whereas calcined Mytilus margaritiferus and goat pancreas were used in Dolabi, the most commonly used tablet form of PHF in Indian markets. The healing properties of PHFs against diabetes have been examined in both pre-clinical studies and clinical trials. However, the mechanism(s) of action of PHFs are still unclear and considered the pitfalls inherent in understanding the benefits of PHFs. From the information available based on experimental systems, it could be concluded that plant-derived medicines will have a considerable role to play in the control of diabetes provided the challenges related to their bioavailability, bioefficacy, optimal dose, lack of characterization, ambiguous mechanism of action, and clinical efficiency are addressed.
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Affiliation(s)
- Sudem Brahma
- Department of Biotechnology, Bodoland University, Kokrajhar-783370, BTR, Assam, India
| | - Arvind Kumar Goyal
- Department of Biotechnology, Bodoland University, Kokrajhar-783370, BTR, Assam, India
| | - Prakash Dhamodhar
- Department of Biotechnology, M.S. Ramaiah Institute of Technology, Bangaluru-560054, Karnataka, India
| | - Mani Reema Kumari
- Department of Botany, Maharani Lakshmi Ammanni College for Women, Bengaluru-560012, Karnataka, India
| | - S Jayashree
- School of Allied Health Sciences, REVA University, Bengaluru-560064, Karnataka, India
| | - Talambedu Usha
- Department of Biochemistry, Maharani Lakshmi Ammanni College for Women, Bengaluru-560012, Karnataka, India
| | - Sushil Kumar Middha
- Department of Biochemistry, Maharani Lakshmi Ammanni College for Women, Bengaluru-560012, Karnataka, India
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Priyadarshini A, Madan R, Das S. Genetics and epigenetics of diabetes and its complications in India. Hum Genet 2024; 143:1-17. [PMID: 37999799 DOI: 10.1007/s00439-023-02616-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Accepted: 10/17/2023] [Indexed: 11/25/2023]
Abstract
Diabetes mellitus (DM) has become a significant health concern with an increasing rate of morbidity and mortality worldwide. India ranks second in the number of diabetes cases in the world. The increasing burden of DM can be explained by genetic predisposition of Indians to type 2 diabetes mellitus (T2DM) coupled with rapid urbanization and socio-economic development in the last 3 decades leading to drastic changes in lifestyle. Environment and lifestyle changes contribute to T2DM development by altering epigenetic processes such as DNA methylation, histone post-translational modifications, and long non-coding RNAs, all of which regulate chromatin structure and gene expression. Although the genetic predisposition of Indians to T2DM is well established, how environmental and genetic factors interact and lead to T2DM is not well understood. In this review, we discuss the prevalence of diabetes and its complications across different states in India and how various risk factors contribute to its pathogenesis. The review also highlights the role of genetic predisposition among the Indian population and epigenetic factors involved in the etiology of diabetes. Lastly, we review current treatments and emphasize the knowledge gap with respect to genetic and epigenetic factors in the Indian context. Further understanding of the genetic and epigenetic determinants will help in risk prediction and prevention as well as therapeutic interventions, which will improve the clinical management of diabetes and associated macro- and micro-vascular complications.
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Affiliation(s)
- Ankita Priyadarshini
- Diabetic Vascular Complications Laboratory, Department of Biological Sciences, Indian Institute of Science Education and Research (IISER) Mohali, Mohali, Punjab, 140306, India
| | - Riya Madan
- Diabetic Vascular Complications Laboratory, Department of Biological Sciences, Indian Institute of Science Education and Research (IISER) Mohali, Mohali, Punjab, 140306, India
| | - Sadhan Das
- Diabetic Vascular Complications Laboratory, Department of Biological Sciences, Indian Institute of Science Education and Research (IISER) Mohali, Mohali, Punjab, 140306, India.
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Li Y, Zhang H, Jiang Y. Research on the changes and predictions of the burden of type 2 diabetes mellitus in Pacific Island countries from 1990 to 2019. PLoS One 2023; 18:e0293681. [PMID: 38127863 PMCID: PMC10735006 DOI: 10.1371/journal.pone.0293681] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Accepted: 10/15/2023] [Indexed: 12/23/2023] Open
Abstract
AIMS To assess the burden of type 2 diabetes in Pacific Island countries and predict future trends. METHODS We analyzed and processed data using R and Excel software, performed Joinpoint 4.7.0 software analysis to investigate changing trends in disease burden, and used an autoregressive integrated moving average model to forecast future trends. RESULTS Our study showed that from 1990 to 2019, the burden of type 2 diabetes in Pacific Island countries continues to increase, with the standardized incidence rate showing the most significant growth. Moreover, there were significant differences in the burden of type 2 diabetes between regions. In 2019, American Samoa had the highest standardized incidence rate, while Fiji had the highest standardized death rate and disability-adjusted life year rate. The standardized incidence rate peaked at ages 65-69 years, while the standardized death rate and disability-adjusted life year rate peaked at ages 95 years and 70-74 years respectively. Type 2 diabetes burden was higher among males than females. Based on our forecasting, from 2020 to 2030, the standardized incidence rate is expected to continue to rise, while the standardized death rate and disability-adjusted life year rate will slowly decline. CONCLUSIONS Our study highlights that the burden of type 2 diabetes in Pacific Island countries has been increasing from 1990 to 2019. Therefore, it is imperative to strengthen disease prevention and control measures in the region.
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Affiliation(s)
- Yan Li
- School of Public Health, Chongqing Medical University, Chongqing, China
- Research Center for Medical and Social Development, School of Public Health, Chongqing Medical University, Chongqing, China
| | - Hao Zhang
- Department of Endocrine and Breast Surgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Yi Jiang
- School of Public Health, Chongqing Medical University, Chongqing, China
- Research Center for Medical and Social Development, School of Public Health, Chongqing Medical University, Chongqing, China
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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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O'Brien MJ, Bailey SC, Gregory DL, Owen AL, Khan SS, Ackermann RT, Hassan A, Mohanty N, Bowen ME. Screening for Prediabetes and Diabetes in a National Network of Federally Qualified Health Centers: An Observational Study. J Gen Intern Med 2023; 38:3541-3548. [PMID: 37731136 PMCID: PMC10713898 DOI: 10.1007/s11606-023-08402-1] [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: 03/03/2023] [Accepted: 08/28/2023] [Indexed: 09/22/2023]
Abstract
BACKGROUND In 2021, the U.S. Preventive Services Task Force (USPSTF) recommended screening for prediabetes and diabetes among adults aged 35-70 years with overweight or obesity. Studying dysglycemia screening in federally qualified health centers (FQHCs) that serve vulnerable patient populations is needed to understand health equity implications of this recommendation. OBJECTIVE To investigate screening practices among FQHC patients who would be eligible according to the 2021 USPSTF recommendation. DESIGN Retrospective cohort study analyzing electronic health records from a national network of 282 FQHC sites. PARTICIPANTS We included 183,329 patients without prior evidence of prediabetes or diabetes, who had ≥ 1 office visit from 2018-2020. MAIN MEASURES Screening eligibility was based on age and measured body mass index (BMI). The primary outcome, screening completion, was ascertained using hemoglobin A1c or fasting plasma glucose results from 2018-2020. KEY RESULTS Among 89,543 patients who would be eligible according to the 2021 USPSTF recommendation, 53,263 (59.5%) were screened. Those who completed screening had higher BMI values than patients who did not (33.0 ± 6.7 kg/m2 vs. 31.9 ± 6.2 kg/m2, p < 0.001). Adults aged 50-64 years had greater odds of screening completion relative to younger patients (OR 1.13, 95% CI: 1.10-1.17). Patients from racial and ethnic minority groups, as well as those without health insurance, were more likely to complete screening than White patients and insured patients, respectively. Clinical risk factors for diabetes were also associated with dysglycemia screening. Among patients who completed screening, 23,588 (44.3%) had values consistent with prediabetes or diabetes. CONCLUSIONS Over half of FQHC patients who would be eligible according to the 2021 USPSTF recommendation were screened. Screening completion was higher among middle-aged patients, those with greater BMI values, as well as vulnerable groups with a high risk of developing diabetes. Future research should examine adoption of the 2021 USPSTF screening recommendation and its impact on health equity.
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Affiliation(s)
- Matthew J O'Brien
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Northwestern University Feinberg School of Medicine, 750 N. Lakeshore Drive, Suite 680, Chicago, IL, 60611, USA.
- Institute for Public Health and Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
| | - Stacy C Bailey
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Northwestern University Feinberg School of Medicine, 750 N. Lakeshore Drive, Suite 680, Chicago, IL, 60611, USA
- Institute for Public Health and Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Dyanna L Gregory
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Northwestern University Feinberg School of Medicine, 750 N. Lakeshore Drive, Suite 680, Chicago, IL, 60611, USA
- Institute for Public Health and Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Andrew L Owen
- Institute for Public Health and Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Sadiya S Khan
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Division of Cardiology, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Ronald T Ackermann
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Northwestern University Feinberg School of Medicine, 750 N. Lakeshore Drive, Suite 680, Chicago, IL, 60611, USA
- Institute for Public Health and Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | | | - Nivedita Mohanty
- AllianceChicago, Chicago, IL, USA
- Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Michael E Bowen
- Division of General Internal Medicine, Department of Medicine, University of Texas Southwestern Medical Center, Dallas, TX, USA
- Peter O'Donnell Jr. School of Public Health, University of Texas Southwestern Medical Center, Dallas, TX, USA
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Sun E, Li X, Gruener AM, Chang JR, Henderson AD, Carey AR. Baseline Characteristics and Clinical Presentation of Biopsy-Proven Giant Cell Arteritis in White Compared with Black Patients. J Neuroophthalmol 2023; 43:504-508. [PMID: 36862509 DOI: 10.1097/wno.0000000000001817] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/03/2023]
Abstract
BACKGROUND Giant cell arteritis (GCA) is the most prevalent systemic vasculitis in the elderly and can lead to permanent vision loss if left untreated. Most earlier studies have evaluated GCA in primarily white populations, and GCA was traditionally thought to occur at nearly negligible frequency in black populations. Our previous study showed that GCA may occur at similar rates in white and black patients, but little is known about the presentation of GCA in black patients. The purpose of this study is to examine baseline presentation of biopsy-proven GCA (BP-GCA) in a tertiary care center-based population with a sizeable proportion of black patients. METHODS Retrospective study from a single academic institution of a previously described cohort of BP-GCA. Presenting symptoms, laboratory findings, and GCA Calculator Risk score were compared in black and white patients with BP-GCA. RESULTS Among 85 patients with biopsy-proven GCA, 71 (84%) were white and 12 (14%) were black. White patients had higher rates of elevated platelet count (34% vs 0%, P = 0.04), whereas black patients had higher rates of diabetes mellitus (67% vs 12%, P < 0.001). There were no statistically significant differences in age, gender, biopsy classification (active vs healed arteritis), cranial symptoms, visual symptoms/ophthalmic findings, rates of abnormal erythrocyte sedimentation rate or C-reactive protein, unintentional weight loss, polymyalgia rheumatica, or GCA risk calculator score. CONCLUSIONS Presenting features of GCA were similar between white and black patients in our cohort, except for rates of abnormal platelet level and diabetes. Physicians should feel comfortable relying on the usual clinical features for the diagnosis of GCA independent of race.
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Affiliation(s)
- Emily Sun
- Department of Ophthalmology (ES, ADH, ARC), Wilmer Eye Institute, Johns Hopkins School of Medicine, Baltimore, Maryland; Department of Biostatistics (XL), Biostatistics Center, Johns Hopkins School of Public Health, Baltimore, Maryland; Department of Ophthalmology (AMG), Nottingham University Hospitals NHS Trust, Nottingham, United Kingdom; Division of Clinical Neuroscience (AMG), School of Medicine, University of Nottingham, Nottingham, United Kingdom; and Keck School of Medicine of the University of Southern California (JRC), USC Roski Eye Institute, Los Angeles, California
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Mathrani A, Lu LW, Sequeira-Bisson IR, Silvestre MP, Hoggard M, Barnett D, Fogelholm M, Raben A, Poppitt SD, Taylor MW. Gut microbiota profiles in two New Zealand cohorts with overweight and prediabetes: a Tū Ora/PREVIEW comparative study. Front Microbiol 2023; 14:1244179. [PMID: 38033566 PMCID: PMC10687470 DOI: 10.3389/fmicb.2023.1244179] [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] [Received: 06/23/2023] [Accepted: 10/20/2023] [Indexed: 12/02/2023] Open
Abstract
Obesity-related metabolic diseases such as type 2 diabetes (T2D) are major global health issues, affecting hundreds of millions of people worldwide. The underlying factors are both diverse and complex, incorporating biological as well as cultural considerations. A role for ethnicity - a measure of self-perceived cultural affiliation which encompasses diet, lifestyle and genetic components - in susceptibility to metabolic diseases such as T2D is well established. For example, Asian populations may be disproportionally affected by the adverse 'TOFI' (Thin on the Outside, Fat on the Inside) profile, whereby outwardly lean individuals have increased susceptibility due to excess visceral and ectopic organ fat deposition. A potential link between the gut microbiota and metabolic disease has more recently come under consideration, yet our understanding of the interplay between ethnicity, the microbiota and T2D remains incomplete. We present here a 16S rRNA gene-based comparison of the fecal microbiota of European-ancestry and Chinese-ancestry cohorts with overweight and prediabetes, residing in New Zealand. The cohorts were matched for mean fasting plasma glucose (FPG: mean ± SD, European-ancestry: 6.1 ± 0.4; Chinese-ancestry: 6.0 ± 0.4 mmol/L), a consequence of which was a significantly higher mean body mass index in the European group (BMI: European-ancestry: 37.4 ± 6.8; Chinese-ancestry: 27.7 ± 4.0 kg/m2; p < 0.001). Our findings reveal significant microbiota differences between the two ethnicities, though we cannot determine the underpinning factors. In both cohorts Firmicutes was by far the dominant bacterial phylum (European-ancestry: 93.4 ± 5.5%; Chinese-ancestry: 79.6 ± 10.4% of 16S rRNA gene sequences), with Bacteroidetes and Actinobacteria the next most abundant. Among the more abundant (≥1% overall relative sequence abundance) genus-level taxa, four zero-radius operational taxonomic units (zOTUs) were significantly higher in the European-ancestry cohort, namely members of the Subdoligranulum, Blautia, Ruminoclostridium, and Dorea genera. Differential abundance analysis further identified a number of additional zOTUs to be disproportionately overrepresented across the two ethnicities, with the majority of taxa exhibiting a higher abundance in the Chinese-ancestry cohort. Our findings underscore a potential influence of ethnicity on gut microbiota composition in the context of individuals with overweight and prediabetes.
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Affiliation(s)
- Akarsh Mathrani
- School of Biological Sciences, University of Auckland, Auckland, New Zealand
- High-Value Nutrition National Science Challenge, Auckland, New Zealand
| | - Louise W. Lu
- School of Biological Sciences, University of Auckland, Auckland, New Zealand
- High-Value Nutrition National Science Challenge, Auckland, New Zealand
- Human Nutrition Unit, University of Auckland, Auckland, New Zealand
| | - Ivana R. Sequeira-Bisson
- School of Biological Sciences, University of Auckland, Auckland, New Zealand
- High-Value Nutrition National Science Challenge, Auckland, New Zealand
- Human Nutrition Unit, University of Auckland, Auckland, New Zealand
| | - Marta P. Silvestre
- School of Biological Sciences, University of Auckland, Auckland, New Zealand
- Human Nutrition Unit, University of Auckland, Auckland, New Zealand
- Centro de Investigação em Tecnologias e Serviços de Saúde (CINTESIS), NOVA University of Lisbon, Lisbon, Portugal
| | - Michael Hoggard
- School of Biological Sciences, University of Auckland, Auckland, New Zealand
| | - Daniel Barnett
- Department of Statistics, University of Auckland, Auckland, New Zealand
| | - Mikael Fogelholm
- Department of Food and Nutrition, Faculty of Agriculture and Forestry, University of Helsinki, Helsinki, Finland
| | - Anne Raben
- Department of Nutrition, Exercise and Sports, Faculty of Science, University of Copenhagen, Copenhagen, Denmark
- Clinical Research, Copenhagen University Hospital – Steno Diabetes Center Copenhagen, Herlev, Denmark
| | - Sally D. Poppitt
- School of Biological Sciences, University of Auckland, Auckland, New Zealand
- High-Value Nutrition National Science Challenge, Auckland, New Zealand
- Human Nutrition Unit, University of Auckland, Auckland, New Zealand
- Department of Medicine, University of Auckland, Auckland, New Zealand
| | - Michael W. Taylor
- School of Biological Sciences, University of Auckland, Auckland, New Zealand
- High-Value Nutrition National Science Challenge, Auckland, New Zealand
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Zahid M, Khan AA, Ata F, Yousaf Z, Naushad VA, Purayil NK, Chandra P, Singh R, Kartha AB, Elzouki AYA, Al Mohanadi DHSH, Al-Mohammed AAAA. Medical Admission Prediction Score (MAPS); a simple tool to predict medical admissions in the emergency department. PLoS One 2023; 18:e0293140. [PMID: 37948401 PMCID: PMC10637671 DOI: 10.1371/journal.pone.0293140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2023] [Accepted: 10/05/2023] [Indexed: 11/12/2023] Open
Abstract
INTRODUCTION Overcrowding in the emergency departments (ED) is linked to adverse clinical outcomes, a negative impact on patient safety, patient satisfaction, and physician efficiency. We aimed to design a medical admission prediction scoring system based on readily available clinical data during ED presentation. METHODS In this retrospective cross-sectional study, data on ED presentations and medical admissions were extracted from the Emergency and Internal Medicine departments of a tertiary care facility in Qatar. Primary outcome was medical admission. RESULTS Of 320299 ED presentations, 218772 were males (68.3%). A total of 11847 (3.7%) medical admissions occurred. Most patients were Asians (53.7%), followed by Arabs (38.7%). Patients who got admitted were older than those who did not (p <0.001). Admitted patients were predominantly males (56.8%), had a higher number of comorbid conditions and a higher frequency of recent discharge (within the last 30 days) (p <0.001). Age > 60 years, female gender, discharge within the last 30 days, and worse vital signs at presentations were independently associated with higher odds of admission (p<0.001). These factors generated the scoring system with a cut-off of >17, area under the curve (AUC) 0.831 (95% CI 0.827-0.836), and a predictive accuracy of 83.3% (95% CI 83.2-83.4). The model had a sensitivity of 69.1% (95% CI 68.2-69.9), specificity was 83.9% (95% CI 83.7-84.0), positive predictive value (PPV) 14.2% (95% CI 13.8-14.4), negative predictive value (NPV) 98.6% (95% CI 98.5-98.7) and positive likelihood ratio (LR+) 4.28% (95% CI 4.27-4.28). CONCLUSION Medical admission prediction scoring system can be reliably applied to the regional population to predict medical admissions and may have better generalizability to other parts of the world owing to the diverse patient population in Qatar.
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Affiliation(s)
- Muhammad Zahid
- Department of Medicine, Hamad General Hospital, Hamad Medical Corporation, Doha, Qatar
- College of Medicine, Qatar University, Qatar, Qatar
- Weill Cornell Medicine, Ar-Rayyan, Qatar
| | - Adeel Ahmad Khan
- Department of Endocrinology, Hamad General Hospital, Hamad Medical Corporation, Doha, Qatar
| | - Fateen Ata
- Department of Endocrinology, Hamad General Hospital, Hamad Medical Corporation, Doha, Qatar
| | - Zohaib Yousaf
- Department of Medicine, Reading Hospital-Tower Health, West Reading, PA, United States of America
| | | | - Nishan K. Purayil
- Department of Medicine, Hamad General Hospital, Hamad Medical Corporation, Doha, Qatar
| | - Prem Chandra
- Department of Medical Research, Medical Research Center, Academic Health System, Hamad Medical Corporation, Doha, Qatar
| | - Rajvir Singh
- Department of Medical Research, Medical Research Center, Academic Health System, Hamad Medical Corporation, Doha, Qatar
| | - Anand Bhaskaran Kartha
- Department of Medicine, Hamad General Hospital, Hamad Medical Corporation, Doha, Qatar
- College of Medicine, Qatar University, Qatar, Qatar
- Weill Cornell Medicine, Ar-Rayyan, Qatar
| | - Abdelnaser Y. Awad Elzouki
- Department of Medicine, Hamad General Hospital, Hamad Medical Corporation, Doha, Qatar
- College of Medicine, Qatar University, Qatar, Qatar
- Weill Cornell Medicine, Ar-Rayyan, Qatar
| | - Dabia Hamad S. H. Al Mohanadi
- Department of Medicine, Hamad General Hospital, Hamad Medical Corporation, Doha, Qatar
- College of Medicine, Qatar University, Qatar, Qatar
- Weill Cornell Medicine, Ar-Rayyan, Qatar
| | - Ahmed Ali A. A. Al-Mohammed
- Department of Medicine, Hamad General Hospital, Hamad Medical Corporation, Doha, Qatar
- College of Medicine, Qatar University, Qatar, Qatar
- Weill Cornell Medicine, Ar-Rayyan, Qatar
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Bounajem GJ, DeClercq J, Collett G, Ayers GD, Jain N. Does interaction occur between risk factors for revision total knee arthroplasty? Arch Orthop Trauma Surg 2023:10.1007/s00402-023-05107-2. [PMID: 37902892 DOI: 10.1007/s00402-023-05107-2] [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: 06/28/2023] [Accepted: 10/09/2023] [Indexed: 11/01/2023]
Abstract
INTRODUCTION Several risk factors for revision TKA have previously been identified, but interactions between risk factors may occur and affect risk of revision. To our knowledge, such interactions have not been previously studied. As patients often exhibit multiple risk factors for revision, knowledge of these interactions can help improve risk stratification and patient education prior to TKA. MATERIALS AND METHODS The State Inpatient Databases (SID), part of the Healthcare Cost and Utilization Project (HCUP), were queried to identify patients who underwent TKA between January 1, 2006 and December 31, 2015. Risk factors for revision TKA were identified, and interactions between indication for TKA and other risk factors were analyzed. RESULTS Of 958,944 patients who underwent TKA, 33,550 (3.5%) underwent revision. Age, sex, race, length of stay, Elixhauser readmission score, urban/rural designation, and indication for TKA were significantly associated with revision (p < 0.05). Age was the strongest predictor (p < 0.0001), with younger patients exhibiting higher revision risk. Risks associated with age were modified by an interaction with indication for TKA (p < 0.0001). There was no significant interaction between sex and indication for TKA (p = 0.535) or race and indication for TKA (p = 0.187). CONCLUSIONS Age, sex, race, length of stay, Elixhauser readmission score, urban/rural designation, and indication for TKA are significantly associated with revision TKA. Interaction occurs between age and indication.
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Affiliation(s)
- Georges J Bounajem
- Department of Orthopaedic Surgery, UT Southwestern Medical Center, Dallas, TX, USA.
- UT Southwestern Medical Center at Frisco, 12500 Dallas Parkway, 3rd Floor, Orthopaedic Surgery, Frisco, TX, 75033-9071, USA.
| | - Josh DeClercq
- Department of Biostatistics, Vanderbilt University, Nashville, TN, USA
| | - Garen Collett
- Department of Orthopaedic Surgery, UT Southwestern Medical Center, Dallas, TX, USA
| | - Gregory D Ayers
- Department of Biostatistics, Vanderbilt University, Nashville, TN, USA
| | - Nitin Jain
- Department of Physical Medicine and Rehabilitation, UT Southwestern Medical Center, Dallas, TX, USA
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Leach E, Ndosi M, Jones GT, Ambler H, Park S, Lewis JS. Access to Chronic Pain Services for Adults from Minority Ethnic Groups in the United Kingdom (UK): a Scoping Review. J Racial Ethn Health Disparities 2023:10.1007/s40615-023-01803-2. [PMID: 37843777 DOI: 10.1007/s40615-023-01803-2] [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: 02/07/2023] [Revised: 09/13/2023] [Accepted: 09/14/2023] [Indexed: 10/17/2023]
Abstract
BACKGROUND Chronic pain services in the UK are required to provide services which meet the diverse needs of patients, but little is known about the access and use of these services by minority ethnic groups. OBJECTIVE To assess the available evidence regarding the ethnic profile of adults who access secondary and tertiary chronic pain services in the UK. METHODS A scoping review was conducted (August 2021-October 2021), comprising comprehensive literature searches using Embase, Medline and CINAHL databases and the grey literature. Studies were included if they reported on (i) access to chronic pain services in secondary and/or tertiary care in the UK, (ii) adults and (iii) stated the ethnicity of the involved participants. Studies were included if published between 2004 and 2021, as demographic data during this period would be broadly representative of the UK population, as per the 2021 UK census. A descriptive synthesis of the extracted data was performed. RESULTS The search yielded 124 records after duplicates were removed. Following title and abstract screening, 44 full texts were screened, ten of which were included in the review. CONCLUSIONS This is the first review to explore access to chronic pain services for adults from minority ethnic groups in the UK. Given the limited number of studies that met the inclusion criteria, the review highlights the need for routine collection of ethnicity data using consistent ethnic categories within UK chronic pain services and increased involvement of minority ethnic groups within chronic pain research. Findings should inform future research that aims to improve access to UK chronic pain services for adults from minority ethnic groups.
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Affiliation(s)
- Emily Leach
- School of Health and Social Wellbeing, University of the West of England, Bristol, UK
- Solent NHS Podiatry, Solent NHS Trust, Southampton, UK
| | - Mwidimi Ndosi
- School of Health and Social Wellbeing, University of the West of England, Bristol, UK
| | - Gareth T Jones
- School of Medicine, Medical Sciences and Nutrition, University of Aberdeen, Aberdeen, UK
| | - Helen Ambler
- Bath National Pain Centre, Royal United Hospitals Bath NHS Trust, Bath, UK
| | - Sophie Park
- Bath National Pain Centre, Royal United Hospitals Bath NHS Trust, Bath, UK
| | - Jennifer S Lewis
- School of Health and Social Wellbeing, University of the West of England, Bristol, UK.
- Bath National Pain Centre, Royal United Hospitals Bath NHS Trust, Bath, UK.
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Asiri R, Robinson-Barella A, Iqbal A, Todd A, Husband A. Understanding the influence of ethnicity on adherence to antidiabetic medication: Meta-ethnography and systematic review. PLoS One 2023; 18:e0292581. [PMID: 37824483 PMCID: PMC10569585 DOI: 10.1371/journal.pone.0292581] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2023] [Accepted: 09/22/2023] [Indexed: 10/14/2023] Open
Abstract
INTRODUCTION A high prevalence of diabetes and diabetes-related complications in people from minority ethnic communities in high income countries is of significant concern. Several studies have indicated low adherence rates to antidiabetic medication in ethnic minority groups. Poor adherence to antidiabetic medication leads to a higher risk of complications and potential mortality. This review aims to qualitatively explore the barriers to and facilitators of adherence to antidiabetic medication among ethnic minority groups in high-income countries. METHODS A comprehensive search of MEDLINE, Embase, CINAHL, PsycINFO, and Global Health databases for qualitative studies exploring the barriers to or facilitators of adherence to antidiabetic medication in minority ethnic groups was conducted from database inception to March 2023 (PROSPERO CRD42022320681). A quality assessment of the included studies was conducted using the Critical Appraisal Skills Programme (CASP) tool. Key concepts and themes from relevant studies were synthesised using a meta-ethnographic approach. The Grading of Recommendations Assessment, Development and Evaluation Confidence in the Evidence from Reviews of Qualitative research (GRADE-CERQual) approach was used to assess the Confidence in the review findings. RESULT Of 13,994 citations screened, 21 studies that included primary qualitative studies were selected, each of which involved people from minority ethnic communities from eight high income countries. This qualitative evidence synthesis has identified three overarching themes around the barriers to and facilitators of adherence to antidiabetic medication among ethnic minority groups.: 1) cultural underpinnings, 2) communication and building relationships, and 3) managing diabetes during visiting home countries. Based on the GRADE-CERQual assessment, we had mainly moderate- and high-confidence findings. CONCLUSION Multiple barriers and facilitators of adherence to antidiabetic medication among people from minority ethnic communities in high-income countries have been identified. A medication adherence intervention focusing on identified barriers to adherence to antidiabetic medication in these communities may help in improving diabetes outcomes in these groups.
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Affiliation(s)
- Rayah Asiri
- School of Pharmacy, Newcastle University, Newcastle upon Tyne, United Kingdom
- School of Pharmacy, King Khalid University, Abha, Saudi Arabia
| | | | - Anum Iqbal
- School of Pharmacy, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Adam Todd
- School of Pharmacy, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Andy Husband
- School of Pharmacy, Newcastle University, Newcastle upon Tyne, United Kingdom
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