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Jamie G, Elson W, Kar D, Wimalaratna R, Hoang U, Meza-Torres B, Forbes A, Hinton W, Anand S, Ferreira F, Byford R, Ordonez-Mena J, Agrawal U, de Lusignan S. Phenotype execution and modeling architecture to support disease surveillance and real-world evidence studies: English sentinel network evaluation. JAMIA Open 2024; 7:ooae034. [PMID: 38737141 PMCID: PMC11087727 DOI: 10.1093/jamiaopen/ooae034] [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: 01/04/2024] [Revised: 04/02/2024] [Accepted: 05/02/2024] [Indexed: 05/14/2024] Open
Abstract
Objective To evaluate Phenotype Execution and Modelling Architecture (PhEMA), to express sharable phenotypes using Clinical Quality Language (CQL) and intensional Systematised Nomenclature of Medicine (SNOMED) Clinical Terms (CT) Fast Healthcare Interoperability Resources (FHIR) valuesets, for exemplar chronic disease, sociodemographic risk factor, and surveillance phenotypes. Method We curated 3 phenotypes: Type 2 diabetes mellitus (T2DM), excessive alcohol use, and incident influenza-like illness (ILI) using CQL to define clinical and administrative logic. We defined our phenotypes with valuesets, using SNOMED's hierarchy and expression constraint language, and CQL, combining valuesets and adding temporal elements where needed. We compared the count of cases found using PhEMA with our existing approach using convenience datasets. We assessed our new approach against published desiderata for phenotypes. Results The T2DM phenotype could be defined as 2 intensionally defined SNOMED valuesets and a CQL script. It increased the prevalence from 7.2% to 7.3%. Excess alcohol phenotype was defined by valuesets that added qualitative clinical terms to the quantitative conceptual definitions we currently use; this change increased prevalence by 58%, from 1.2% to 1.9%. We created an ILI valueset with SNOMED concepts, adding a temporal element using CQL to differentiate new episodes. This increased the weekly incidence in our convenience sample (weeks 26-38) from 0.95 cases to 1.11 cases per 100 000 people. Conclusions Phenotypes for surveillance and research can be described fully and comprehensibly using CQL and intensional FHIR valuesets. Our use case phenotypes identified a greater number of cases, whilst anticipated from excessive alcohol this was not for our other variable. This may have been due to our use of SNOMED CT hierarchy. Our new process fulfilled a greater number of phenotype desiderata than the one that we had used previously, mostly in the modeling domain. More work is needed to implement that sharing and warehousing domains.
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Affiliation(s)
- Gavin Jamie
- Nuffield Department of Primary Health Care Sciences, University of Oxford, Oxford, OX2 6ED, United Kingdom
| | - William Elson
- Nuffield Department of Primary Health Care Sciences, University of Oxford, Oxford, OX2 6ED, United Kingdom
| | - Debasish Kar
- Nuffield Department of Primary Health Care Sciences, University of Oxford, Oxford, OX2 6ED, United Kingdom
| | - Rashmi Wimalaratna
- Nuffield Department of Primary Health Care Sciences, University of Oxford, Oxford, OX2 6ED, United Kingdom
| | - Uy Hoang
- Nuffield Department of Primary Health Care Sciences, University of Oxford, Oxford, OX2 6ED, United Kingdom
| | - Bernardo Meza-Torres
- Nuffield Department of Primary Health Care Sciences, University of Oxford, Oxford, OX2 6ED, United Kingdom
| | - Anna Forbes
- Nuffield Department of Primary Health Care Sciences, University of Oxford, Oxford, OX2 6ED, United Kingdom
| | - William Hinton
- Nuffield Department of Primary Health Care Sciences, University of Oxford, Oxford, OX2 6ED, United Kingdom
| | - Sneha Anand
- Nuffield Department of Primary Health Care Sciences, University of Oxford, Oxford, OX2 6ED, United Kingdom
| | - Filipa Ferreira
- Nuffield Department of Primary Health Care Sciences, University of Oxford, Oxford, OX2 6ED, United Kingdom
| | - Rachel Byford
- Nuffield Department of Primary Health Care Sciences, University of Oxford, Oxford, OX2 6ED, United Kingdom
| | - Jose Ordonez-Mena
- Nuffield Department of Primary Health Care Sciences, University of Oxford, Oxford, OX2 6ED, United Kingdom
| | - Utkarsh Agrawal
- Nuffield Department of Primary Health Care Sciences, University of Oxford, Oxford, OX2 6ED, United Kingdom
| | - Simon de Lusignan
- Nuffield Department of Primary Health Care Sciences, University of Oxford, Oxford, OX2 6ED, United Kingdom
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Wo E, Trulli C, Wilczynski J, Gonzalez J. Evaluation of Sodium-Glucose Transport Protein 2 (SGLT2) Inhibitor Prescribing Patterns in Heart Failure Patients at Hospital Discharge. J Pharm Pract 2024:8971900241256772. [PMID: 38803216 DOI: 10.1177/08971900241256772] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/29/2024]
Abstract
Background: Sodium-glucose cotransporter-2 inhibitors (SGLT2i) dapagliflozin and empagliflozin are indicated for heart failure with reduced ejection fraction (HFrEF) for cardiovascular death and heart failure hospitalization risk reduction. Due to the recent nature of these data, prescribing of SGLT2is may be suboptimal. Objective: This study sought to assess the prevalence of SGLT2i prescriptions at hospital discharge for HFrEF. Methods: A retrospective chart review was conducted on HFrEF patients discharged from April 1st to December 31st, 2021 from one academic medical center in the United States. The primary objective was to determine the percentage of eligible patients prescribed SGLT2i at discharge and the secondary objective was to characterize covariates impacting prescription. Results: Overall, 115 patients were included. The mean age was 72 ± 14.25 years. The majority were male (73.9%) and Caucasian (74.8%). At discharge, 15.7% of patients were prescribed an SGLT2i, although 94.8% were eligible. Baseline characteristics and concomitant medications did not differ significantly, although the mean number of discharge medications differed significantly between those prescribed an SGLT2i (15.78 ± 6.77) and those not (12.05 ± 5.28) (P = 0.023). Conclusions: SGLT2is are under-prescribed at discharge for HFrEF patients, despite many being eligible. Further studies should be done to elucidate factors that influence the under-prescription of SGLT2is.
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Affiliation(s)
- Emily Wo
- Department of Pharmacy Practice and Administration, Ernest Mario School of Pharmacy, Rutgers University, Piscataway, NJ, USA
| | | | - Jessica Wilczynski
- Department of Pharmacy Practice and Administration, Ernest Mario School of Pharmacy, Rutgers University, Piscataway, NJ, USA
- Department of Pharmacy, Jersey Shore University Medical Center, Neptune, NJ, USA
| | - Jimmy Gonzalez
- Department of Pharmacy Practice and Administration, Ernest Mario School of Pharmacy, Rutgers University, Piscataway, NJ, USA
- Department of Pharmacy, Jersey Shore University Medical Center, Neptune, NJ, USA
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Sodium-Glucose Co-transporter 2 Inhibitors Versus Metformin as the First-Line Treatment for Type 2 Diabetes: Is It Time for a Revolution? Cardiovasc Drugs Ther 2023; 37:315-321. [PMID: 34476668 DOI: 10.1007/s10557-021-07249-0] [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] [Accepted: 08/23/2021] [Indexed: 10/20/2022]
Abstract
Sodium-glucose co-transporter 2 inhibitors (SGLT2i) have emerged as a promising therapeutic option for hyperglycemia and its complications. However, metformin remains the first-line pharmacological treatment in most algorithms for type 2 diabetes (T2D). Although metformin is generally believed to exert positive effects on cardiovascular (CV) outcomes, relevant data are mainly observational and potentially overinterpreted. Yet, it exerts numerous pleiotropic actions that favorably affect metabolism and diabetes comorbidities. CV outcome trials have demonstrated cardiorenal protection with SGLT2i among people at high CV risk and mostly on concomitant metformin therapy. However, post hoc analyses of these trials suggest that the cardiorenal effects of gliflozins are independent of background treatment and consistent across the full spectrum of CV risk. Considering the importance of addressing hyperglycemia as a means of preventing diabetic complications and significant knowledge gaps, particularly regarding the cost-effectiveness of SGLT2i in drug-naïve populations with T2D, the position of metformin in the management of people with diabetes at low CV risk remains solid for the moment. On the other hand, available evidence-despite its limitations-suggests that specific groups of people with T2D, particularly those with heart failure and kidney disease, could probably benefit more from treatment with SGLT2i. This narrative mini-review aims to discuss whether current evidence justifies the use of SGLT2i as the first-line treatment for T2D.
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Ng NM, Ng YS, Chu TK, Lau P. Factors affecting prescription of sodium-glucose co-transporter 2 inhibitors in patients with type 2 diabetes mellitus with established cardiovascular disease/ chronic kidney disease in Hong Kong: a qualitative study. BMC PRIMARY CARE 2022; 23:317. [PMID: 36476327 PMCID: PMC9730654 DOI: 10.1186/s12875-022-01928-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Accepted: 11/25/2022] [Indexed: 12/13/2022]
Abstract
BACKGROUND Sodium-glucose co-transporter 2 inhibitors (SGLT2 I) has cardiorenal protective properties and are recommended for patients with diabetes and established atherosclerotic cardiovascular disease (ASCVD) and/or chronic kidney disease (CKD). Although cardiorenal complications are high in diabetes and pose a significant financial burden on the Hong Kong health care system, the use of SGLT2 I in these populations remains low. And yet this issue has not been explored in Hong Kong primary care. This study aimed to explore factors affecting primary care doctors' prescribing of SGLT2 I in patients with diabetes and established ASCVD/CKD in Hong Kong. METHODS A phenomenological qualitative research using semi-structured interviews was conducted between January and May 2021 in one Hospital Authority cluster in Hong Kong. Purposive sampling was employed to recruit primary care doctors in the cluster. The Theoretical Domains Framework (TDF) underpinned the study and guided the development of the interview questions. Data was analysed using both inductive and deductive approaches. The Consolidated criteria for reporting qualitative research (COREQ) checklist was used to guide the reporting. RESULTS Interviews were conducted with 17 primary care doctors. Four overarching themes were inductively identified: knowledge and previous practice patterns influence prescription, balancing risks and benefits, doctors' professional responsibilities, and system barriers. The four themes were then deductively mapped to the nine specific domains of the TDF: knowledge; intention; memory; beliefs about capabilities; beliefs about consequences; goals; role and identity; emotion; and environmental constraints. Most interviewees, to varying extent, were aware of the cardio-renal advantages and safety profile of SGLT2 I but are reluctant to prescribe or change their patients to SGLT2 I because of their knowledge gap that the cardio-renal benefits of SGLT2 I was independent of glyacemic efficacy. Other barriers included their considerations of patients' age and renal impairment, and patients' perceptions and preferences. CONCLUSIONS Despite evidence-based recommendations of the utilisation of SGLT2 I in patients with established ASCVD/CKD, the prescription behaviour among primary care doctors was affected by various factors, most of which were amendable. Our findings will inform the development of structured interventions to address these factors to improve patients' cardio-renal outcomes.
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Affiliation(s)
- Ngai Mui Ng
- grid.417336.40000 0004 1771 3971Department of Family Medicine and Primary Health Care, Tuen Mun Hospital, 23 Tsing Chung Koon Road, Tuen Mun, New Territories, Hong Kong SAR, China
| | - Yeung Shing Ng
- grid.417336.40000 0004 1771 3971Department of Family Medicine and Primary Health Care, Tuen Mun Hospital, 23 Tsing Chung Koon Road, Tuen Mun, New Territories, Hong Kong SAR, China
| | - Tsun Kit Chu
- grid.417336.40000 0004 1771 3971Department of Family Medicine and Primary Health Care, Tuen Mun Hospital, 23 Tsing Chung Koon Road, Tuen Mun, New Territories, Hong Kong SAR, China
| | - Phyllis Lau
- grid.1008.90000 0001 2179 088XDepartment of General Practice, University of Melbourne, 780, Elizabeth Street, Melbourne, VIC 3010 Australia ,grid.1029.a0000 0000 9939 5719School of Medicine, Western Sydney University, Locked Bag 1797, Penrith, NSW 2751 Australia
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Brust-Sisti L, Rudawsky N, Gonzalez J, Brunetti L. The Role of Sodium-Glucose Cotransporter-2 Inhibition in Heart Failure with Preserved Ejection Fraction. PHARMACY 2022; 10:pharmacy10060166. [PMID: 36548322 PMCID: PMC9788031 DOI: 10.3390/pharmacy10060166] [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: 09/11/2022] [Revised: 11/19/2022] [Accepted: 11/23/2022] [Indexed: 12/03/2022] Open
Abstract
Sodium-glucose cotransporter-2 (SGLT2) inhibitors are a novel class of antidiabetic mediations found to also reduce cardiovascular morbidity and mortality and hospitalization for heart failure. Positive results from the EMPEROR-Preserved (empagliflozin) and PRESERVED-HF (dapagliflozin) studies led to recommendations for SGLT2 inhibitors in HFpEF within major international heart failure guidelines. However, studies of ipragliflozin and luseogliflozin, agents approved outside the United States (U.S.), reported different outcomes relative to pivotal trials and failed to realize benefits in the HFpEF population. Varying definitions of HFpEF and outcomes studied complicate the interpretation of study results. SGLT2 inhibitors may cause common adverse events (genital mycotic infections, volume depletion) in addition to rare but severe sequela, including euglycemic diabetic ketoacidosis, Fournier's gangrene, and lower limb amputation. While evidence of CV benefits grows, SGLT2 inhibitor prescribing has lagged, particularly among patients without diabetes. In the U.S., high cost and administrative hurdles may contribute to decreased patient and clinician uptake of this drug class. Future trial results and clinical experience with SGLT2 inhibitors may lead to expanded use and greater uptake among patients with heart failure.
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Affiliation(s)
- Lindsay Brust-Sisti
- Department of Pharmacy Practice and Administration, Ernest Mario School of Pharmacy, Rutgers, The State University of New Jersey, 160 Frelinghuysen Road, Piscataway, NJ 08854, USA
| | - Nicole Rudawsky
- Department of Pharmacy Practice and Administration, Ernest Mario School of Pharmacy, Rutgers, The State University of New Jersey, 160 Frelinghuysen Road, Piscataway, NJ 08854, USA
| | - Jimmy Gonzalez
- Department of Pharmacy Practice and Administration, Ernest Mario School of Pharmacy, Rutgers, The State University of New Jersey, 160 Frelinghuysen Road, Piscataway, NJ 08854, USA
| | - Luigi Brunetti
- Department of Pharmacy Practice and Administration, Ernest Mario School of Pharmacy, Rutgers, The State University of New Jersey, 160 Frelinghuysen Road, Piscataway, NJ 08854, USA
- Department of Pharmaceutics, Ernest Mario School of Pharmacy, Rutgers, The State University of New Jersey, 160 Frelinghuysen Road, Piscataway, NJ 08854, USA
- Correspondence: ; Tel.: +1-848-445-6815
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Liu AYL, Low S, Yeoh E, Lim EK, Renaud CJ, Teoh STY, Tan GFL, Chai CC, Liu B, Subramaniam T, Sum CF, Lim SC. A read-world study on SGLT2 inhibitors and diabetic kidney disease progression. Clin Kidney J 2022; 15:1403-1414. [PMID: 35756732 PMCID: PMC9217649 DOI: 10.1093/ckj/sfac044] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2021] [Indexed: 11/12/2022] Open
Abstract
Background Randomized controlled trials have demonstrated the benefits of sodium–glucose cotransporter 2 inhibitors (SGLT2is) in people with type 2 diabetes mellitus (T2DM) and chronic kidney disease (CKD). However, real-world data on CKD progression and the development of end-stage kidney disease (ESKD) remains scarce. Our aim was to study renal outcomes of people with diabetic kidney disease (DKD) using SGLT2is in a highly prevalent DKD population. Methods Between 2016 and 2019 we recruited T2DM patients in the renal and diabetic clinics in a regional hospital in Singapore. Patients prescribed SGLT2is were compared with those on standard anti-diabetic and renoprotective treatment. The outcome measures were CKD progression [a ≥25% decrease from baseline and worsening of estimated glomerular filtration rate (eGFR) categories according to the Kidney Disease: Improving Global Outcomes guidelines] and ESKD (eGFR <15 mL/min/1.73 m2). Results We analysed a total of 4446 subjects; 1598 were on SGLT2is. There was a significant reduction in CKD progression {hazard ratio [HR] 0.60 [95% confidence interval (CI) 0.49–0.74]} with SGLT2is. The HR for eGFR ≥45 mL/min/1.73 m2 and 15–44 mL/min/1.73 m2 was 0.60 (95% CI 0.47–0.76) and 0.43 (95% CI 0.23–0.66), respectively. There was also a reduction in risk for developing ESKD for the entire cohort [HR 0.33 (95% CI 0.17–0.65)] and eGFR 15–44 mL/min/1.73 m2 [HR 0.24 (95% CI 0.09–0.66)]. Compared with canagliflozin and dapagliflozin, empagliflozin showed a sustained risk reduction of renal outcomes across CKD stages 1–4. Conclusions This real-world study demonstrates the benefits of SGLT2is on CKD progression and ESKD. The effect is more pronounced in moderate to advanced CKD patients.
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Affiliation(s)
- Allen Yan Lun Liu
- Department of General Medicine, Khoo Teck Puat Hospital, Singapore, 90 Yishun Central, Singapore
| | - Serena Low
- Clinical Research Unit, Khoo Teck Puat Hospital, Singapore, 90 Yishun Central,Singapore
| | - Ester Yeoh
- Diabetes Centre, Admiralty Medical Centre, Singapore, Block 676, Level 4, Kampung Admiralty, Woodlands Drive 71, Singapore
| | - Eng Kuang Lim
- Department of General Medicine, Khoo Teck Puat Hospital, Singapore, 90 Yishun Central, Singapore
| | - Claude Jeffrey Renaud
- Department of General Medicine, Khoo Teck Puat Hospital, Singapore, 90 Yishun Central, Singapore
| | - Selene Tse Yen Teoh
- Department of General Medicine, Khoo Teck Puat Hospital, Singapore, 90 Yishun Central, Singapore
| | - Grace Feng Ling Tan
- Department of General Medicine, Khoo Teck Puat Hospital, Singapore, 90 Yishun Central, Singapore
| | - Chung Cheen Chai
- Department of General Medicine, Khoo Teck Puat Hospital, Singapore, 90 Yishun Central, Singapore
| | - Bo Liu
- Department of General Medicine, Khoo Teck Puat Hospital, Singapore, 90 Yishun Central, Singapore
| | - Tavintharan Subramaniam
- Diabetes Centre, Admiralty Medical Centre, Singapore, Block 676, Level 4, Kampung Admiralty, Woodlands Drive 71, Singapore
| | - Chee Fang Sum
- Diabetes Centre, Admiralty Medical Centre, Singapore, Block 676, Level 4, Kampung Admiralty, Woodlands Drive 71, Singapore
| | - Su Chi Lim
- Clinical Research Unit, Khoo Teck Puat Hospital, Singapore, 90 Yishun Central,Singapore
- Diabetes Centre, Admiralty Medical Centre, Singapore, Block 676, Level 4, Kampung Admiralty, Woodlands Drive 71, Singapore
- Lee Kong Chian School of Medicine, Nayang Technological University, Singapore
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Hitchen SA, Lan NSR, Rankin JM, Larbalestier R, Yeap BB, Fegan PG. Real-world barriers and safety of initiating sodium-glucose co-transporter 2 inhibitor treatment immediately following an acute cardiac event in people with diabetes. J Diabetes Complications 2021; 35:108057. [PMID: 34610888 DOI: 10.1016/j.jdiacomp.2021.108057] [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: 07/22/2021] [Revised: 09/01/2021] [Accepted: 09/25/2021] [Indexed: 11/24/2022]
Abstract
In this real-world study, the main barriers for not initiating SGLT2 inhibitor therapy early after an acute cardiac event are prescribing criteria around glycated haemoglobin and renal function. Initiation of SGLT2 inhibitors near to, or at, hospital discharge following the cardiac event was not associated with 30-day diabetic ketoacidosis readmissions.
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Affiliation(s)
- Sarah A Hitchen
- Department of Endocrinology and Diabetes, Fiona Stanley Hospital, Western Australia, Australia; Department of Pharmacy, Fiona Stanley Hospital, Western Australia, Australia.
| | - Nick S R Lan
- Department of Endocrinology and Diabetes, Fiona Stanley Hospital, Western Australia, Australia; Medical School, The University of Western Australia, Western Australia, Australia; Department of Cardiology, Fiona Stanley Hospital, Western Australia, Australia
| | - James M Rankin
- Department of Cardiology, Fiona Stanley Hospital, Western Australia, Australia
| | - Robert Larbalestier
- Department of Cardiothoracic Surgery, Fiona Stanley Hospital, Western Australia, Australia
| | - Bu B Yeap
- Department of Endocrinology and Diabetes, Fiona Stanley Hospital, Western Australia, Australia; Medical School, The University of Western Australia, Western Australia, Australia
| | - P Gerry Fegan
- Department of Endocrinology and Diabetes, Fiona Stanley Hospital, Western Australia, Australia; Medical School, Curtin University, Western Australia, Australia
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