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Liss DT, Kang RH, Cherupally M, Cooper AJ, Barreto-Parra PN, Aikman C, O'Brien MJ. Association Between ICD-10 Codes for Social Needs and Subsequent Emergency and Inpatient Use. Med Care 2024; 62:60-66. [PMID: 37962423 DOI: 10.1097/mlr.0000000000001948] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2023]
Abstract
BACKGROUND International Classification of Diseases, 10th revision Z codes capture social needs related to health care encounters and may identify elevated risk of acute care use. OBJECTIVES To examine associations between Z code assignment and subsequent acute care use and explore associations between social need category and acute care use. RESEARCH DESIGN Retrospective cohort study. SUBJECTS Adults continuously enrolled in a commercial or Medicare Advantage plan for ≥15 months (12-month baseline, 3-48 month follow-up). OUTCOMES All-cause emergency department (ED) visits and inpatient admissions during study follow-up. RESULTS There were 352,280 patients with any assigned Z codes and 704,560 sampled controls with no Z codes. Among patients with commercial plans, Z code assignment was associated with a 26% higher rate of ED visits [adjusted incidence rate ratio (aIRR) 1.26, 95% CI: 1.25-1.27] and 42% higher rate of inpatient admissions (aIRR 1.42, 95% CI: 1.39-1.44) during follow-up. Among patients with Medicare Advantage plans, Z code assignment was associated with 42% (aIRR 1.42, 95% CI: 1.40-1.43) and 28% (aIRR 1.28, 95% CI: 1.26-1.30) higher rates of ED visits and inpatient admissions, respectively. Within the Z code group, relative to community/social codes, socioeconomic Z codes were associated with higher rates of inpatient admissions (commercial: aIRR 1.10, 95% CI: 1.06-1.14; Medicare Advantage: aIRR 1.24, 95% CI 1.20-1.27), and environmental Z codes were associated with lower rates of both primary outcomes. CONCLUSIONS Z code assignment was independently associated with higher subsequent emergency and inpatient utilization. Findings suggest Z codes' potential utility for risk prediction and efforts targeting avoidable utilization.
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Affiliation(s)
- David T Liss
- Division of General Internal Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
- Institute of Public Health and Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Raymond H Kang
- Institute of Public Health and Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Manisha Cherupally
- Division of General Internal Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Andrew J Cooper
- Division of General Internal Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | | | - Cassandra Aikman
- Division of General Internal Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
- Institute of Public Health and Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Matthew J O'Brien
- Division of General Internal Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
- Institute of Public Health and Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
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Mahmoud F, Mullen A, Sainsbury C, Rushworth GF, Yasin H, Abutheraa N, Mueller T, Kurdi A. Meta-analysis of factors associated with antidiabetic drug prescribing for type 2 diabetes mellitus. Eur J Clin Invest 2023; 53:e13997. [PMID: 37002856 DOI: 10.1111/eci.13997] [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: 10/19/2022] [Revised: 02/09/2023] [Accepted: 03/22/2023] [Indexed: 04/11/2023]
Abstract
BACKGROUND There is a lack of consensus on prescribing alternatives to initial metformin therapy and intensification therapy for type 2 diabetes mellitus (T2DM) management. This review aimed to identify/quantify factors associated with prescribing of specific antidiabetic drug classes for T2DM. METHODS Five databases (Medline/PubMed, Embase, Scopus, Web of Science) were searched using the synonyms of each concept (patients with T2DM, antidiabetic drugs and factors influencing prescribing) in both free text and Medical Subject Heading (MeSH) forms. Quantitative observational studies evaluating factors associated with antidiabetic prescribing of metformin, sulfonylurea, thiazolidinedione, Dipeptidyl-peptidase 4 inhibitors (DPP4-I), sodium glucose transporter 2 inhibitors (SGLT2-I), Glucagon-Like peptide receptor agonist (GLP1-RA) and insulin in outpatient settings and published from January 2009 to January 2021 were included. Quality assessment was performed using a Newcastle-Ottawa scale. The validation was done for 20% of identified studies. The pooled estimate was measured using a three-level random-effect meta-analysis model based on odds ratio [95% confidence interval]. Age, sex, body mass index (BMI), glycaemic control (HbA1c) and kidney-related problems were quantified. RESULTS Of 2331 identified studies, 40 met the selection criteria. Of which, 36 and 31 studies included sex and age, respectively, while 20 studies examined baseline BMI, HbA1c and kidney-related problems. The majority of studies (77.5%, 31/40) were rated as good and despite that the overall heterogeneity for each studied factor was more than 75%, it is mostly related to within-study variance. Older age was significantly associated with higher sulfonylurea prescription (1.51 [1.29-1.76]), yet lower prescribing of metformin (0.70 [0.60-0.82]), SGLT2-I (0.57 [0.42-0.79]) and GLP1-RA (0.52 [0.40-0.69]); while higher baseline BMI showed opposite significant results (sulfonylurea: 0.76 [0.62-0.93], metformin: 1.22 [1.08-1.37], SGLT2-I: 1.88 [1.33-2.68], and GLP1-RA: 2.35 [1.54-3.59]). Both higher baseline HbA1c and having kidney-related problems were significantly associated with lower metformin prescription (0.74 [0.57-0.97], 0.39 [0.25-0.61]), but more insulin prescriptions (2.41 [1.87-3.10], 1.52 [1.10-2.10]). Also, DPP4-I prescriptions were higher for patients with kidney-related problems (1.37 [1.06-1.79]) yet lower among patients with higher HbA1c (0.82 [0.68-0.99]). Sex was significantly associated with GLP1-RA and thiazolidinedione prescribing (F:M; 1.38 [1.19-1.60] and 0.91 [0.84-0.98]). CONCLUSION Several factors were identified as potential determinants of antidiabetic drug prescribing. The magnitude and significance of each factor differed by antidiabetic class. Patient's age and baseline BMI had the most significant association with the choice of four out of the seven studied antidiabetic drugs followed by the baseline HbA1c and kidney-related problems which had an impact on three studied antidiabetic drugs, whereas sex had the least impact on prescribing decision as it was associated with GLP1-RA and thiazolidinedione only.
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Affiliation(s)
- Fatema Mahmoud
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow, UK
| | - Alexander Mullen
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow, UK
| | - Chris Sainsbury
- Department of Diabetes, NHS Greater Glasgow & Clyde, Glasgow, UK
| | - Gordon F Rushworth
- Highland Pharmacy Education & Research Centre, NHS Highland, Inverness, UK
| | - Haya Yasin
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow, UK
| | - Nouf Abutheraa
- The Institute of Applied Health Sciences, University of Aberdeen, Aberdeen, UK
| | - Tanja Mueller
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow, UK
| | - Amanj Kurdi
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow, UK
- Department of Pharmacology and Toxicology, College of Pharmacy, Hawler Medical University, Erbil, Iraq
- Centre of Research and Strategic Studies, Lebanese French University, Erbil, Iraq
- Division of Public Health Pharmacy and Management, School of Pharmacy, Sefako Makgatho Health Sciences University, Pretoria, South Africa
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Social Needs Identified by Diagnostic Codes in Privately Insured U.S. Adults. Am J Prev Med 2022; 63:1007-1016. [PMID: 36058759 DOI: 10.1016/j.amepre.2022.07.009] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Revised: 06/15/2022] [Accepted: 07/14/2022] [Indexed: 11/20/2022]
Abstract
INTRODUCTION The relationships between healthcare use and social needs are not fully understood. In 2015, International Classification of Diseases, Tenth Revision coding introduced voluntary Z codes for social needs‒related healthcare encounters. This study evaluated early national patterns of Z codes in privately insured adults. METHODS In 2021, the authors conducted a case-control analysis of national commercial health payer claims from 2016 to 2019. Among adults with ≥6 months of continuous enrollment and ≥1 medical claims, patients with any assigned Z codes were defined as cases. Controls were selected through stratified random sampling. Z codes were organized under 3 categories: socioeconomic, community/social, and environmental. RESULTS Of 29.5 million adults, 521,334 patients (1.8%) had any assigned Z codes. Among all the Z codes, 53.5% identified community/social issues, 30.3% identified environmental issues, and 16.2% identified socioeconomic issues. Among socioeconomic Z codes, housing needs were frequently identified, but needs for food, utility bills, and transportation were very rarely identified. In multivariable regression analysis, females had higher odds of Z code assignment than males. Depression and chronic pulmonary disease were the 2 common comorbidities (≥5% prevalence in cases and controls) that were highly associated with Z code assignment. Less common comorbidities strongly associated with Z code assignment were drug abuse, alcohol abuse, psychoses, and AIDS/HIV. CONCLUSIONS In this national study of privately insured patients, many Z codes identified healthcare encounters caused by social stressors, whereas few identified food- or transportation-related causes. Depression and chronic pulmonary disease were highly associated with Z code assignment.
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Swart ECS, Neilson LM, Munshi KD, Peasah SK, Henderson R, Good CB. Trends in add-on medications following metformin monotherapy for type 2 diabetes. J Manag Care Spec Pharm 2022; 28:1253-1259. [PMID: 36282929 PMCID: PMC10373027 DOI: 10.18553/jmcp.2022.28.11.1253] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
BACKGROUND: Although metformin is generally universally recommended as a first-line pharmacologic therapy for most people living with type 2 diabetes, second-line and third-line choices can require a tailored approach to achieve optimal blood glucose and glycated hemoglobin levels. OBJECTIVE: To examine national trends in second- and third-line antihyperglycemic medications following metformin monotherapy, comparing 2015 and 2019. METHODS: This retrospective cohort analysis of deidentified pharmacy claims from a large national pharmacy benefits manager from January 1, 2015, to December 31, 2015, and again in January 1, 2019, to December 31, 2019, included adults (aged ≥ 18 years) continuously enrolled in commercial or Medicare insurance plans who filled an index metformin prescription in either year. Proportions of patients by second-line and third-line antihyperglycemic class were calculated. RESULTS: Second-line use of sulfonylureas (-10.1%; P < 0.001), combination drugs (-3.0%; P < 0.001), and dipeptidyl peptidase-4 inhibitors (-2.0%; P = 0.031) significantly declined, whereas second-line use of sodium-glucose cotransporter 2 inhibitors (SGLT2is) (+4.9%; P < 0.001) and glucagon-like peptide-1 receptor agonists (GLP-1Ras) (+10.0%; P < 0.001) significantly increased. Similarly, third-line use of sulfonylureas declined (-5.5%; P = 0.005), whereas third-line use of SGLT2is (+3.4%; P = 0.005) and GLP-1RAs (+8.3%; P < 0.001) increased. Similar trends between 2015 and 2019 were found in commercial and Medicare subgroups. Among all groups in 2015 compared with 2019, sulfonylureas were the most prescribed second-line class and insulins the most common third-line class. Although SGLT2i and GLP-1RA together represented more than one-third of second-line and third-line prescriptions for commercially insured patients in 2019 (34.3% and 35.0%, respectively), these classes were less frequently prescribed in the Medicare subgroup (18% and 25.6%, respectively). CONCLUSIONS: This report provides updated second-line and third-line antihyperglycemic medication prescribing trends in the United States, which suggests that evidence-based guidelines are being used in practice to prevent complications and individualize diabetes care. DISCLOSURES: Ms Swart and Drs Peasah and Good are employed by UPMC Health Plan. Dr Neilson was employed by UPMC Health Plan at the time of the study. Drs Munshi and Henderson were employed by Evernorth at the time of the study.
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Affiliation(s)
- Elizabeth CS Swart
- Centers for High-Value Health Care and Value-Based Pharmacy Initiatives, UPMC Health Plan, Pittsburgh, PA
| | - Lynn M Neilson
- Centers for High-Value Health Care and Value-Based Pharmacy Initiatives, UPMC Health Plan, Pittsburgh, PA
| | | | - Samuel K Peasah
- Centers for High-Value Health Care and Value-Based Pharmacy Initiatives, UPMC Health Plan, Pittsburgh, PA
| | | | - Chester B Good
- Centers for High-Value Health Care and Value-Based Pharmacy Initiatives, UPMC Health Plan, Pittsburgh, PA
- Division of General Internal Medicine, School of Medicine, University of Pittsburgh, PA
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Initiating second-line antidiabetic medication among older adults with type 2 diabetes on Metformin. BMC Geriatr 2022; 22:97. [PMID: 35114955 PMCID: PMC8815155 DOI: 10.1186/s12877-022-02792-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Accepted: 01/24/2022] [Indexed: 11/12/2022] Open
Abstract
Background Antidiabetic medications (ADM), especially sulfonylureas (SFU) and basal insulin (BI), are associated with increased risk of hypoglycemia, which is especially concerning among older adults in poor health. The objective of this study was to investigate prescribing patterns of ADM in older adults according to their health status. Methods This case control study analyzed administrative claims between 2013 and 2017 from a large national payer. The study population was derived from a nationwide database of 84,720 U.S. adults aged ≥65, who were enrolled in Medicare Advantage health insurance plans. Participants had type 2 diabetes on metformin monotherapy, and started a second-line ADM during the study period. The exposure was a binary variable for health status, with poor health defined by end-stage medical conditions, dementia, or residence in a long-term nursing facility. The outcome was a variable identifying which second-line ADM class was started, categorized as SFU, BI, or other (i.e. all other ADM classes combined). Results Over half of participants (54%) received SFU as initial second-line ADM, 14% received BI, and 32% received another ADM. In multivariable models, the odds of filling SFU or BI was higher for participants in poor health than those in good or intermediate health [OR 1.13 (95% CI 1.05-1.21) and OR 2.34 (95% CI 2.14-2.55), respectively]. SFU and BI were also more commonly filled by older adults with poor glycemic control. Conclusions Despite clinical consensus to use caution prescribing SFU and BI among older adults in poor health, these medications remain frequently used in this particularly vulnerable population.
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Elhussein A, Anderson A, Bancks MP, Coday M, Knowler WC, Peters A, Vaughan EM, Maruthur NM, Clark JM, Pilla S. Racial/ethnic and socioeconomic disparities in the use of newer diabetes medications in the Look AHEAD study. LANCET REGIONAL HEALTH. AMERICAS 2022; 6:100111. [PMID: 35291207 PMCID: PMC8920048 DOI: 10.1016/j.lana.2021.100111] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/26/2021] [Revised: 10/19/2021] [Accepted: 10/21/2021] [Indexed: 12/31/2022]
Abstract
Background Among patients with type 2 diabetes, minority racial/ethnic groups have a higher burden of cardiovascular disease, chronic kidney disease, and hypoglycaemia. These groups may especially benefit from newer diabetes medication classes, but high cost may limit access. We examined the association of race/ethnicity with the initiation of newer diabetes medications (GLP-1 receptor agonists, DPP-4 inhibitors, SGLT-2 inhibitors). Methods We conducted a secondary analysis of the Look AHEAD (Action for Health in Diabetes) trial including participants with at least one study visit after April 28, 2005. Cox proportional hazards models were used to estimate the association between race/ethnicity and socioeconomic factors with time to initiation of any newer diabetes medication from April 2005 to February 2020. Models were adjusted for demographic and clinical characteristics. Findings Among 4,892 participants, 63.6%, 15.7%, 12.6%, 5.2%, and 2.9% were White, Black, Hispanic, American Indian or Alaskan Native (AI/AN), or other race/ethnicity, respectively. During a median follow-up of 8.3 years, 2,180 (45.2%) participants were initiated on newer diabetes medications. Race/ethnicity was associated with newer diabetes medication initiation (p=.019). Specifically, initiation was lower among Black (HR 0.81, 95% CI 0.70 -0.94) and AI/AN participants (HR 0.51, 95% CI 0.26-0.99). Yearly family income was inversely associated with initiation of newer diabetes medications (HR 0.78, 95% CI 0.62-0.98) comparing the lowest and highest income groups. Findings were mostly driven by GLP-1 receptor agonists. Interpretation These findings provide evidence of racial/ethnic disparities in the initiation of newer diabetes medications, independent of socioeconomic factors, which may contribute to worse health outcomes.
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Affiliation(s)
- Ahmed Elhussein
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Andrea Anderson
- Department of Biostatistics and Data Science, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Michael P Bancks
- Department of Epidemiology and Prevention, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Mace Coday
- Department of Preventive Medicine, The University of Tennessee Health Science Center, Memphis, TN, USA
| | - William C Knowler
- National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Phoenix, AZ, USA
| | - Anne Peters
- Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | | | - Nisa M. Maruthur
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
- Department of Medicine, Division of General Internal Medicine, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Welch Center for Prevention, Epidemiology and Clinical Research, Baltimore, MD, USA
| | - Jeanne M Clark
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
- Department of Medicine, Division of General Internal Medicine, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Welch Center for Prevention, Epidemiology and Clinical Research, Baltimore, MD, USA
| | - Scott Pilla
- Department of Medicine, Division of General Internal Medicine, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Welch Center for Prevention, Epidemiology and Clinical Research, Baltimore, MD, USA
| | - The Look AHEAD Research Group
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
- Department of Biostatistics and Data Science, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Epidemiology and Prevention, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Preventive Medicine, The University of Tennessee Health Science Center, Memphis, TN, USA
- National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Phoenix, AZ, USA
- Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Department of Medicine, Baylor College of Medicine, Houston, TX, USA
- Department of Medicine, Division of General Internal Medicine, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Welch Center for Prevention, Epidemiology and Clinical Research, Baltimore, MD, USA
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Chen-Ku CH, Grimaldo de Sucre P, Vinocour M, Ramírez-Zamora LC, Andrés-Jiménez F, Slon-Hitti C, Cob A, Rodríguez G. Diabetes Second-Line Medication Prescription Patterns in Costa Rica and Panama: Evidence From the DISCOVER Registry. Cureus 2021; 13:e16060. [PMID: 34354876 PMCID: PMC8328805 DOI: 10.7759/cureus.16060] [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] [Accepted: 06/30/2021] [Indexed: 12/05/2022] Open
Abstract
AIM This study aimed to describe the prescription patterns of second-line medications for patients with diabetes from selected centers in Costa Rica and Panama. METHODS DISCOVER is a registry of patients with type 2 diabetes switching from first- to second-line medications. We analyzed medication choice and the reasons to switch for each country. Results: A total of 219 patients were included during 2014-2016, 127 in Costa Rica and 92 in Panama. The most frequently prescribed first-line medication was metformin, followed by sulphonylureas in Panama, and a combination of metformin and dipeptidyl peptidase-4 inhibitor (iDPP4) in Costa Rica. DPP4 inhibitors plus metformin was the most commonly prescribed second-line medication, followed by metformin combined with sodium-glucose transport protein-2 inhibitor (iSGLT2) in Costa Rica and iDPP4 in monotherapy in Panama. The main reason to switch being efficacy. When choosing the second-line medication, the main reasons behind the switch were efficacy, weight loss, and hypoglycemia risk in both countries (tolerability being also common in Panama). CONCLUSIONS According to the DISCOVER registry, in Costa Rica and Panama, efficacy is the most common reason to switch to second-line medication. Metformin plus iDPP4 was the most commonly prescribed agent.
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Abstract
Hypoglycemia and acute metabolic complications (AMCs; ketoacidosis, hyperosmolarity, and coma) are glycemic outcomes that have high cost and high morbidity; these outcomes must be taken into consideration when choosing initial second-line therapy after metformin. We conducted a retrospective cohort study analyzing national administrative data from adults with type 2 diabetes mellitus who started a second-line diabetes medication (sulfonylureas [SFUs], thiazolidinediones [TZDs], glucagon-like peptide 1 [GLP-1] agonists, dipeptidyl peptidase 4 [DPP-4] inhibitors, basal insulin, or sodium-glucose contransporter 2 [SGLT-2] inhibitors) between April 1, 2011 and September 30, 2015 (N=43,288) and compared rates of hypoglycemia and AMCs. Most patients (24,506 [56.6%]) were prescribed sulfonylurea as second-line treatment, followed by DPP-4 inhibitors (7953 [18.4%]), GLP-1 agonists (3854 [8.9%]), basal insulin (2542 [5.9%]), SGLT-2 inhibitors (2537 [5.9%), and TZDs (1896 [4.4%]). Baseline rates of hypoglycemia varied more than 5-fold across initial second-line antidiabetic medication classes, and rates of AMCs varied 7-fold. Compared with patients taking an SFU, lower adjusted rates of hypoglycemia were associated with taking a DPP-4 inhibitor (63% lower rate; incidence rate ratio [IRR], 0.37; 95% CI, 0.25 to 0.57), SGLT-2 inhibitor (54% lower; IRR, 0.46; 95% CI, 0.22 to 0.94), or TZD (79% lower; IRR, 0.21; 95% CI, 0.08 to 0.56) but not a glucagon-like peptide 1 agonist or basal insulin. For AMCs, only initiation of a DPP-4 inhibitor (43% lower rate; IRR, 0.57; 95% CI, 0.41 to 0.81) was associated with a lower adjusted rate compared with SFU. Use of SGLT-2 inhibitors was not associated with a substantially increased rate of acute metabolic complications compared with SFU. Special attention still needs to be paid to glycemic outcomes when choosing a second-line diabetes therapy following metformin.
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Key Words
- AMC, acute metabolic complication
- DM, diabetes mellitus
- DPP-4, dipeptidyl peptidase 4
- GLP-1, glucagon-like peptide 1
- ICD-9, International Classification of Diseases, Ninth Revision
- IRR, incidence rate ratio
- SFU, sulfonylurea
- SGLT-2, sodium-glucose contransporter 2
- TZD, thiazolidinedione
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Abstract
PURPOSE OF REVIEW Community health centers (CHCs) provide care to millions of vulnerable patients in the USA, including a disproportionate number with diabetes. Policies affecting diabetes management in CHCs therefore have broad implications for clinical practice and patient outcomes nationwide. We describe prior policies that have influenced diabetes management in CHCs, discuss current policies and programs, as well as present emerging innovations and future directions for diabetes care in this setting. RECENT FINDINGS Domains for current diabetes policies and programs in CHCs include coverage requirements, quality reporting and incentives, prescription discounts, healthy behavior incentives, and team-based care. Policies in these areas affect the management of diabetes at multiple levels, from organizations that support CHCs to individual health centers, and the providers and patients based there. Several domains of interrelated policies and programs impact CHC diabetes management at multiple levels. Stakeholders' understanding of these policies and programs may identify opportunities to improve diabetes care.
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Affiliation(s)
- A Taylor Kelley
- Division of General Internal Medicine, Department of Internal Medicine, University of Utah School of Medicine, 50 North Medical Dr. 5R341, Salt Lake City, UT, 84132, USA.
- Informatics, Decision-Enhancement and Analytic Sciences (IDEAS) Center, VA Salt Lake City Health Care System, Salt Lake City, UT, USA.
| | - Robert S Nocon
- Department of Medicine, Section of General Internal Medicine, University of Chicago, Chicago, IL, USA
- Department of Public Health Sciences, University of Chicago, Chicago, IL, USA
| | - Matthew J O'Brien
- Department of Internal Medicine, Institute for Public Health and Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
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Karam SL, Dendy J, Polu S, Blonde L. Overview of Therapeutic Inertia in Diabetes: Prevalence, Causes, and Consequences. Diabetes Spectr 2020; 33:8-15. [PMID: 32116448 PMCID: PMC7026754 DOI: 10.2337/ds19-0029] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Many people with diabetes do not achieve individualized treatment targets. Therapeutic inertia, the underuse of effective therapies in preventing serious clinical end points, is a frequent, important contributor to this failure. Clinicians, patients, health systems, payors, and producers of medications, devices, and other products for those with diabetes all play a role in the development of therapeutic inertia and can all help to reduce it.
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Affiliation(s)
- Susan L Karam
- Frank Riddick Diabetes Institute, Department of Endocrinology, Ochsner Medical Center, New Orleans, LA
| | - Jared Dendy
- Frank Riddick Diabetes Institute, Department of Endocrinology, Ochsner Medical Center, New Orleans, LA
| | - Shruti Polu
- Frank Riddick Diabetes Institute, Department of Endocrinology, Ochsner Medical Center, New Orleans, LA
| | - Lawrence Blonde
- Frank Riddick Diabetes Institute, Department of Endocrinology, Ochsner Medical Center, New Orleans, LA
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Al-Rubeaan K, Bana FA, Alruwaily FG, Sheshah E, Alnaqeb D, AlQahtani AM, Ewais D, Al Juhani N, Hassan AH, Youssef AM. Physicians' choices in the first- and second-line management of type 2 diabetes in the Kingdom of Saudi Arabia. Saudi Pharm J 2020; 28:329-337. [PMID: 32194335 PMCID: PMC7078533 DOI: 10.1016/j.jsps.2020.01.014] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2019] [Accepted: 01/27/2020] [Indexed: 12/20/2022] Open
Abstract
Objectives The DISCOVER study is a global, prospective, three- year- observational (non-interventional) study that was conducted in 37 countries throughout the world including Saudi Arabia and aimed to assess variations in treatment patterns and therapeutic outcomes in type 2 diabetic patients. The current manuscript is reporting data of DISCOVER study across different health sectors of various provinces in the Kingdom of Saudi Arabia. Methods In this study, 519 Saudi type 2 diabetics, non-insulin users, aged 18 years or older, initiating second line therapy, were selected from nine health institutes, in four out of five provinces in Saudi Arabia. Data was collected at baseline (initiation of 2nd line therapy) by the treating physician using an electronic case report form (eCRF) via a web-based data capture system. Each selected subject was asked to complete four self-administered questionnaires. Results The mean age of the studied population was 52.4 ± 11 years. Among the subjects selected from the nine medical centers, 55% were men, with almost 65% between the ages of 46 and 65 years. The oral agent used as 1st line in the majority of patients was metformin, prescribed in 89.2% of the study cohort. In the second line, sitagliptin was the most frequently used, at 61.8%. followed by gliclazide, glibenclamide, and glimepiride at 35.6%, 13.1%, and 12.7%, respectively. Conclusion Metformin, with or without sulfonylureas, is the most commonly prescribed first-line treatment for patients with type 2 diabetes, managed either in governmental institutions, or in the private sector. The most common second line drugs were DPP4 inhibitors, mainly sitagliptin, followed by the third and second generation of sulfonylureas. Drug affordability was not an issue, since the vast majority of the patients received medication free of charge.
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Affiliation(s)
- Khalid Al-Rubeaan
- University Diabetes Center, King Saud University, Riyadh, Saudi Arabia
| | - Faisal A Bana
- Armed Forces Hospital, Southern Region, Khamis Mushayt, Saudi Arabia
| | | | - Eman Sheshah
- King Salman bin Abdul-Aziz Hospital, Riyadh, Saudi Arabia
| | | | | | - Diaa Ewais
- Saudi German Hospital, Jeddah, Saudi Arabia
| | | | | | - Amira M Youssef
- Strategic Center for Diabetes Research, Riyadh, Saudi Arabia
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Zekarias K, Davey C, Seaquist E. Intensification of medical management in type 2 diabetes: A real-world look at primary care practice. J Diabetes Complications 2020; 34:107477. [PMID: 31711841 PMCID: PMC6920559 DOI: 10.1016/j.jdiacomp.2019.107477] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/23/2019] [Revised: 10/29/2019] [Accepted: 11/03/2019] [Indexed: 02/06/2023]
Abstract
AIMS To determine which drugs were selected to be added to metformin for patients on dual anti-diabetic medication in the management of type 2 diabetes and to assess HbA1c and BMI outcomes at 6 and 12 months after the initiation of a second anti-diabetic medication. METHODS A retrospective chart review of electronic medical record data. Second line anti-diabetic medication added to metformin between 7/1/2012 to 8/31/2017 in the primary care practice in Fairview Health System in Minnesota. RESULTS 3413 patients met the selection criteria of type 2 diabetes, 18 years and older, dual anti-diabetes therapy with metformin being the first prescribed. The most frequently prescribed medications added to metformin were sulfonylurea and basal insulin accounting for 51% (1724/3413) and 37% (1268/3413) respectively. Mean HbA1c reductions at 6 and 12 months among 2134 patients with baseline and follow-up HbA1c data respectively were: GLP-1 agonist (-1.3, P < 0.001; -1.2, P < 0.001), sulfonylurea (-1.1, P < 0.001; -0.9, P < 0.001), basal insulin (-1.1, P < 0.001; -1.0, P < 0.001), DPP4 inhibitor (-0.7, P = 0.223; -0.8, P = 0.049). Patients prescribed a GLP-1 agonist had a higher mean baseline BMI (BMI =40.3 kg/m2) and this was the only group with a statistically significant BMI reduction from baseline at 6 and 12 months (-1.5, P = 0.049 and -1.8, P = 0.041). CONCLUSION AND RELEVANCE Type 2 diabetes patients treated with sulfonylurea, basal insulin and GLP-1 agonist as an add on to metformin had significant reductions in HbA1c. Patients prescribed a GLP-1 agonist had a significant BMI reduction.
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Affiliation(s)
| | - Cynthia Davey
- University of Minnesota, Minneapolis, MN, United States of America
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Lajara R. Combination therapy with SGLT-2 inhibitors and GLP-1 receptor agonists as complementary agents that address multi-organ defects in type 2 diabetes. Postgrad Med 2019; 131:555-565. [PMID: 31580737 DOI: 10.1080/00325481.2019.1670017] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Type 2 diabetes (T2D) has a complex pathophysiology composed of multiple underlying defects that lead to impaired glucose homeostasis and the development of macrovascular and microvascular complications. Of the currently available glucose-lowering therapies, sodium-glucose cotransporter-2 inhibitors (SGLT-2is) and glucagon-like peptide-1 receptor agonists (GLP-1RAs) both provide effective glycemic control and have been shown to reduce cardiovascular (CV) events in patients with T2D and a high CV risk or established CV disease. Because these agents have complementary mechanisms of action, they are able to act on multiple defects of T2D when used in combination. This review discusses the rationale for and potential benefits of SGLT-2i plus GLP-1RA combination therapy in patients with T2D. A search of the PubMed database was conducted for studies and reviews describing the combined use of SGLT-2is and GLP-1RAs, with a specific focus on identifying clinical studies of combination therapy in patients with T2D. In clinical studies, glycated hemoglobin (A1c) was significantly reduced over 28-52 weeks with SGLT-2i plus GLP-1RA therapy versus the individual agents or baseline. Several CV risk factors, including body weight, blood pressure, and lipid parameters, were also improved. SGLT-2i plus GLP-1RA therapy was generally well tolerated, with a low risk of hypoglycemia and no unexpected findings. Taken together with results from large CV outcomes trials of SGLT-2is and GLP-1RAs, combination therapy with these agents potentially provides effective durable glycemic control and CV benefits due to their complementary actions on the defects of T2D.
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O’Brien MJ, Karam SL, Wallia A, Kang RH, Cooper AJ, Lancki N, Moran MR, Liss DT, Prospect TA, Ackermann RT. Association of Second-line Antidiabetic Medications With Cardiovascular Events Among Insured Adults With Type 2 Diabetes. JAMA Netw Open 2018; 1:e186125. [PMID: 30646315 PMCID: PMC6324353 DOI: 10.1001/jamanetworkopen.2018.6125] [Citation(s) in RCA: 66] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/15/2018] [Accepted: 10/25/2018] [Indexed: 12/20/2022] Open
Abstract
Importance Understanding cardiovascular outcomes of initiating second-line antidiabetic medications (ADMs) may help inform treatment decisions after metformin alone is not sufficient or not tolerated. To date, no studies have compared the cardiovascular effects of all major second-line ADMs during this early decision point in the pharmacologic management of type 2 diabetes. Objective To examine the association of second-line ADM classes with major adverse cardiovascular events. Design, Setting, and Participants Retrospective cohort study among 132 737 insured adults with type 2 diabetes who started therapy with a second-line ADM after taking either metformin alone or no prior ADM. This study used 2011-2015 US nationwide administrative claims data. Data analysis was performed from January 2017 to October 2018. Exposures Dipeptidyl peptidase 4 (DPP-4) inhibitors, glucagon-like peptide-1 (GLP-1) receptor agonists, sodium-glucose cotransporter 2 (SGLT-2) inhibitors, thiazolidinediones (TZDs), basal insulin, and sulfonylureas or meglitinides (both referred to as sulfonylureas hereafter). The DPP-4 inhibitors served as the comparison group in all analyses. Main Outcomes and Measures The primary outcome was time to first cardiovascular event after starting the second-line ADM. This composite outcome was based on hospitalization for the following cardiovascular conditions: congestive heart failure, stroke, ischemic heart disease, or peripheral artery disease. Results Among 132 737 insured adult patients with type 2 diabetes (men, 55%; aged 45-64 years, 58%; white, 63%), there were 3480 incident cardiovascular events during 169 384 person-years of follow-up. Patients were censored after the first cardiovascular event, discontinuation of insurance coverage, transition from International Classification of Diseases, Ninth Revision (ICD-9) to end of ICD-9 coding, or 2 years of follow-up. After adjusting for patient, prescriber, and health plan characteristics, the risk of composite cardiovascular events after starting GLP-1 receptor agonists was lower than DPP-4 inhibitors (hazard ratio [HR], 0.78; 95% CI, 0.63-0.96), but this finding was not significant in all sensitivity analyses. Cardiovascular event rates after starting treatment with SGLT-2 inhibitors (HR, 0.81; 95% CI, 0.57-1.53) and TZDs (HR, 0.92; 95% CI, 0.76-1.11) were not statistically different from DPP-4 inhibitors. The comparative risk of cardiovascular events was higher after starting treatment with sulfonylureas (HR, 1.36; 95% CI, 1.23-1.49) or basal insulin (HR, 2.03; 95% CI, 1.81-2.27) than DPP-4 inhibitors. Conclusions and Relevance Among insured adult patients with type 2 diabetes initiating second-line ADM therapy, the short-term cardiovascular outcomes of GLP-1 receptor agonists, SGLT-2 inhibitors, and DPP-4 inhibitors were similar. Higher cardiovascular risk was associated with use of sulfonylureas or basal insulin compared with newer ADM classes. Clinicians may consider prescribing GLP-1 receptor agonists, SGLT-2 inhibitors, or DPP-4 inhibitors more routinely after metformin rather than sulfonylureas or basal insulin.
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Affiliation(s)
- Matthew J. O’Brien
- Institute of Public Health and Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Susan L. Karam
- Division of Endocrinology, Metabolism, and Molecular Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Amisha Wallia
- Institute of Public Health and Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
- Division of Endocrinology, Metabolism, and Molecular Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Raymond H. Kang
- Institute of Public Health and Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Andrew J. Cooper
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Nicola Lancki
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Margaret R. Moran
- Institute of Public Health and Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
- Now with Oak Street Health, Chicago, Illinois
| | - David T. Liss
- Institute of Public Health and Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | | | - Ronald T. Ackermann
- Institute of Public Health and Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
- Division of Endocrinology, Metabolism, and Molecular Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
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Cowart K, Sando K. Pharmacist Impact on Treatment Intensification and Hemoglobin A1C in Patients With Type 2 Diabetes Mellitus at an Academic Health Center. J Pharm Pract 2018; 32:648-654. [DOI: 10.1177/0897190018776178] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background: Achievement of treatment goals for patients with type 2 diabetes mellitus (T2DM) is suboptimal. This is in part driven by a lack of treatment intensification when warranted, termed “clinical inertia.” Objectives: To investigate time to treatment intensification and changes in A1C among pharmacist–physician managed (PPM) patients compared to usual medical care (UMC) in patients with T2DM. Methods: Retrospective matched cohort study at 2 academic family medicine clinics. Patients in each cohort were matched 1:1 based on age (±5 years), primary care provider, gender, and race. Results: A total of 50 patients met inclusion criteria. Mean time to treatment intensification was longer in the UMC cohort as compared with the PPM cohort (325 (66) days vs 200 (62) days [ P = .50]). A higher percentage of patients in the PPM cohort achieved ≥0.5% reduction in A1C in comparison to the UMC cohort (60% vs 44%, respectively [ P = .41]). Patients in the PPM cohort experienced a greater mean decrease in A1C from baseline when compared to patients in the UMC cohort (−1% (1.8%) vs −0.4% (2.2%) [ P = .24]). Conclusion: Patients exposed to a pharmacist in this retrospective matched cohort study experienced shorter time to treatment intensification and a greater reduction in A1C than those managed solely by a medical provider, although results were not statistically significant. Additional research is needed to evaluate the role of the pharmacist in improving clinical inertia in the management of T2DM.
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Affiliation(s)
- Kevin Cowart
- Department of Pharmacotherapeutics & Clinical Research, University of South Florida College of Pharmacy, Tampa, FL, USA
| | - Karen Sando
- Department of Pharmacy Practice, Nova Southeastern University College of Pharmacy, Davie, FL, USA
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