1
|
Stamati A, Christoforidis A. Automated insulin delivery in pregnant women with type 1 diabetes mellitus: a systematic review and meta-analysis. Acta Diabetol 2025:10.1007/s00592-025-02446-x. [PMID: 39792171 DOI: 10.1007/s00592-025-02446-x] [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: 10/07/2024] [Accepted: 12/31/2024] [Indexed: 01/12/2025]
Abstract
AIMS To assess the efficacy and safety of automated insulin delivery (AID) systems compared to standard care in managing glycaemic control during pregnancy in women with Type 1 Diabetes Mellitus (T1DM). METHODS We searched MEDLINE, Cochrane Library, registries and conference abstracts up to June 2024 for randomized controlled trials (RCTs) and observational studies comparing AID to standard care in pregnant women with T1DM. We conducted random effects meta-analyses for % of 24-h time in range of 63-140 mg/dL (TIR), time in hyperglycaemia (> 140 mg/dl and > 180 mg/dL), hypoglycaemia (< 63 mg/dl and < 54 mg/dL), total insulin dose (units/kg/day), glycemic variability (%), changes in HbA1c (%), maternal and fetal outcomes. RESULTS Thirteen studies (450 participants) were included. AID significantly increased TIR (Mean difference, MD 7.01%, 95% CI 3.72-10.30) and reduced time in hyperglycaemia > 140 mg/dL and > 180 mg/dL (MD - 5.09%, 95% CI - 9.41 to - 0.78 and MD - 2.44%, 95% CI - 4.69 to - 0.20, respectively). Additionally, glycaemic variability was significantly reduced (MD - 1.66%, 95% CI - 2.73 to - 0.58). Other outcomes did not differ significantly. CONCLUSION AID systems effectively improve glycaemic control during pregnancy in women with T1DM by increasing TIR and reducing hyperglycaemia without any observed adverse short-term effects on maternal and fetal outcomes.
Collapse
Affiliation(s)
- Athina Stamati
- School of Medicine, Faculty of Health Science, Aristotle University of Thessaloniki, 106, Mitropoleos Str, 54621, Thessaloniki, Greece.
| | - Athanasios Christoforidis
- 1st Paediatric Department, School of Medicine, Faculty of Health Sciences, Ippokratio General Hospital, Aristotle University of Thessaloniki, Thessaloniki, Greece
| |
Collapse
|
2
|
Masuda S, Fukasawa T, Matsuda S, Yoshida S, Kawakami K. Author response to: OSIN-D-24-01586, "Revisiting the safety of romosozumab in Japan: the need for clear contraindications for patients with cardiovascular risk". Osteoporos Int 2025:10.1007/s00198-024-07348-2. [PMID: 39777490 DOI: 10.1007/s00198-024-07348-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/08/2024] [Accepted: 12/10/2024] [Indexed: 01/11/2025]
Affiliation(s)
- Soichiro Masuda
- Department of Orthopedic Surgery, Kyoto City Hospital, Kyoto, Japan
- Department of Pharmacoepidemiology, Graduate School of Medicine and Public Health, Kyoto University, Kyoto, Japan
| | - Toshiki Fukasawa
- Department of Pharmacoepidemiology, Graduate School of Medicine and Public Health, Kyoto University, Kyoto, Japan
| | - Shuichi Matsuda
- Department of Orthopaedic Surgery, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Satomi Yoshida
- Department of Pharmacoepidemiology, Graduate School of Medicine and Public Health, Kyoto University, Kyoto, Japan
| | - Koji Kawakami
- Department of Pharmacoepidemiology, Graduate School of Medicine and Public Health, Kyoto University, Kyoto, Japan.
| |
Collapse
|
3
|
D'Andrea E, Schneeweiss S, Franklin JM, Kim SC, Glynn RJ, Lee SB, Wang SV. Efficacy Versus Effectiveness: The HORIZON-Pivotal Fracture Trial and Its Emulation in Claims Data. Arthritis Rheumatol 2025; 77:12-21. [PMID: 39129266 DOI: 10.1002/art.42968] [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: 01/04/2024] [Revised: 06/13/2024] [Accepted: 07/16/2024] [Indexed: 08/13/2024]
Abstract
OBJECTIVE The objective of this study is to evaluate the concordance of results between the Health Outcomes and Reduced Incidence with Zoledronic Acid Once Yearly (HORIZON)-Pivotal Fracture Trial (PFT) and a nonrandomized database study designed to emulate the trial. METHODS HORIZON-PFT evaluated the efficacy of zoledronic acid versus placebo in reducing the risk of hip fractures and found a 41% risk reduction over a three-year treatment period (hazard ratio [HR] = 0.59; 95% confidence interval [95% CI] 0.42-0.83). Using two US claims databases from August 2007 to December 2020 or June 2021, we applied eligibility criteria from HORIZON-PFT and identified women with osteoporosis who initiated zoledronic acid or raloxifene as a proxy for placebo. The study protocol was registered on ClinicalTrials.gov (NCT04736693) before inferential analyses. We compared HORIZON-PFT and database study results using prespecified metrics. RESULTS Because of low adherence in clinical practice, on-treatment follow-up was truncated at 18 months in the database study. The hip fracture risk after 18 months was 9.3 in 1,000 in the trial and 8.3 in 1,000 in the database analysis. In the database study, zoledronic acid was associated with a 28% reduction in hip fractures risk compared with raloxifene (HR = 0.72; 95% CI 0.51-0.92). The attenuated effect of zoledronic acid in the database study may be explained by its shorter follow-up, because the interpolated estimate of the effect in HORIZON-PFT at 18 months was HRRCT (randomized controlled trial), 0.74, nearly identical to the observational estimate HRdatabase 0.72. CONCLUSION Real-world emulation of the HORIZON-PFT found that zoledronic acid reduced hip fractures risk over an 18-month follow-up period. Limited adherence in clinical practice diminished the magnitude of its preventive effect and precluded long-term estimation of effectiveness in this setting.
Collapse
Affiliation(s)
- Elvira D'Andrea
- Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | | | - Jessica M Franklin
- Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Seoyoung C Kim
- Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Robert J Glynn
- Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Su Been Lee
- Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Shirley V Wang
- Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| |
Collapse
|
4
|
Fukasawa T, Matsumoto K, Sasaki K, Nakagami Y, Goto Y, Sakamoto Y, Washimi Y, Tanaka-Mizuno S, Yoshida S, Mizuno K, Kamada Y, Ishii M, Kawakami K. Initiation of Psychotropic Drugs in Spouses of Patients With Early-Onset Alzheimer's Disease: A Matched Cohort Study. Int J Geriatr Psychiatry 2025; 40:e70041. [PMID: 39754353 DOI: 10.1002/gps.70041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/22/2024] [Revised: 12/13/2024] [Accepted: 12/28/2024] [Indexed: 01/06/2025]
Abstract
OBJECTIVES The diagnosis of early-onset Alzheimer's disease (EOAD) can cause emotional stress not only to the patients themselves but also to their spouses. This study aimed to evaluate the risk of psychiatric disorders in spouses of EOAD patients, using psychotropic drug initiation as a surrogate indicator. METHODS A cohort study was conducted using a Japanese claims database, with spouses of EOAD patients (exposed spouses) matched with spouses of non-EOAD individuals (reference spouses) up to a 1:10 ratio. Primary outcome was the initiation of mood disorder drugs, and secondary outcomes were the initiation of drugs for anxiety disorders, sleep disorders, and schizophrenia spectrum disorders. Four study cohorts were created according to each outcome analysis. Multivariable Cox regression models were used to estimate adjusted hazard ratios (aHRs) and their 95% confidence intervals (CIs) for study outcomes. RESULTS The analysis of mood disorder drugs included 395 exposed spouses and 3711 reference spouses. The proportion of patients excluded from the analysis due to prescription of mood disorder drugs during the baseline period was 4.3% higher among exposed spouses than reference spouses. There was no major difference between groups with respect to mood disorder drug initiation after 1 year (aHR, 2.08 [95% CI, 0.61 to 7.13]). In subgroup analysis of females and dependents, exposed spouses showed a higher rate of initiation (females: aHR, 6.39 [95% CI, 1.24 to 32.80]; dependents: aHR, 6.47 [95% CI, 1.25 to 33.55]). No substantial differences in secondary outcomes were observed in any comparison. CONCLUSIONS This study does not conclusively demonstrate an increase in mood disorder drug initiation among spouses of EOAD patients overall; however, initiation rates may be higher among female or dependent spouses. Our findings also suggest that exposed spouses experience significant psychological stress prior to their partners' EOAD diagnoses.
Collapse
Affiliation(s)
- Toshiki Fukasawa
- Department of Pharmacoepidemiology, Graduate School of Medicine and Public Health, Kyoto University, Kyoto, Japan
- Department of Digital Health and Epidemiology, Graduate School of Medicine and Public Health, Kyoto University, Kyoto, Japan
| | - Kota Matsumoto
- Clinical Planning and Development Department, Medical Headquarters, Eisai Co., Ltd., Tokyo, Japan
| | - Kotaro Sasaki
- Human Biology Integration Foundation, Deep Human Biology Learning, Eisai Co., Ltd., Tokyo, Japan
| | - Yukako Nakagami
- Agency for Student Support and Disability Resources, Kyoto University, Kyoto, Japan
| | - Yuta Goto
- Clinical Planning and Development Department, Medical Headquarters, Eisai Co., Ltd., Tokyo, Japan
| | - Yusuke Sakamoto
- Clinical Planning and Development Department, Medical Headquarters, Eisai Co., Ltd., Tokyo, Japan
| | - Yukihiko Washimi
- Obu Center for Dementia Care Research and Practices, Aichi, Japan
| | - Sachiko Tanaka-Mizuno
- Department of Pharmacoepidemiology, Graduate School of Medicine and Public Health, Kyoto University, Kyoto, Japan
- Laboratory of Epidemiology and Prevention, Kobe Pharmaceutical University, Kobe, Japan
| | - Satomi Yoshida
- Department of Pharmacoepidemiology, Graduate School of Medicine and Public Health, Kyoto University, Kyoto, Japan
- Department of Clinical Medicine, Institute of Medicine, University of Tsukuba, Tsukuba, Japan
| | - Kayoko Mizuno
- Department of Pharmacoepidemiology, Graduate School of Medicine and Public Health, Kyoto University, Kyoto, Japan
- Department of Digital Health and Epidemiology, Graduate School of Medicine and Public Health, Kyoto University, Kyoto, Japan
| | - Yuta Kamada
- Global Alzheimer's Disease Office, Eisai Co., Ltd., Tokyo, Japan
| | - Mika Ishii
- Clinical Planning and Development Department, Medical Headquarters, Eisai Co., Ltd., Tokyo, Japan
| | - Koji Kawakami
- Department of Pharmacoepidemiology, Graduate School of Medicine and Public Health, Kyoto University, Kyoto, Japan
| |
Collapse
|
5
|
Olaker VR, Fry S, Terebuh P, Davis PB, Tisch DJ, Xu R, Miller MG, Dorney I, Palchuk MB, Kaelber DC. With big data comes big responsibility: Strategies for utilizing aggregated, standardized, de-identified electronic health record data for research. Clin Transl Sci 2025; 18:e70093. [PMID: 39740190 DOI: 10.1111/cts.70093] [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: 08/17/2024] [Revised: 10/31/2024] [Accepted: 11/04/2024] [Indexed: 01/02/2025] Open
Abstract
Electronic health records (EHRs), though they are maintained and utilized for clinical and billing purposes, may provide a wealth of information for research. Currently, sources are available that offer insight into the health histories of well over a quarter of a billion people. Their use, however, is fraught with hazards, including introduction or reinforcement of biases, clarity of disease definitions, protection of patient privacy, definitions of covariates or confounders, accuracy of medication usage compared with prescriptions, the need to introduce other data sources such as vaccination or death records and the ensuing potential for inaccuracy, duplicative records, and understanding and interpreting the outcomes of data queries. On the other hand, the possibility of study of rare disorders or the ability to link apparently disparate events are extremely valuable. Strategies for avoiding the worst pitfalls and hewing to conservative interpretations are essential. This article summarizes many of the approaches that have been used to avoid the most common pitfalls and extract the maximum information from aggregated, standardized, and de-identified EHR data. This article describes 26 topics broken into three major areas: (1) 14 topics related to design issues for observational study using EHR data, (2) 7 topics related to analysis issues when analyzing EHR data, and (3) 5 topics related to reporting studies using EHR data.
Collapse
Affiliation(s)
- Veronica R Olaker
- Center for Artificial Intelligence in Drug Discovery, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA
| | - Sarah Fry
- Center for Artificial Intelligence in Drug Discovery, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA
| | - Pauline Terebuh
- Center for Artificial Intelligence in Drug Discovery, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA
| | - Pamela B Davis
- Center for Community Health Integration, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA
| | - Daniel J Tisch
- Department of Population and Quantitative Health Sciences, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA
| | - Rong Xu
- Center for Artificial Intelligence in Drug Discovery, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA
| | - Margaret G Miller
- Center for Artificial Intelligence in Drug Discovery, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA
| | - Ian Dorney
- The Center for Clinical Informatics Research and Education, The MetroHealth System, Cleveland, Ohio, USA
| | | | - David C Kaelber
- The Center for Clinical Informatics Research and Education, The MetroHealth System, Cleveland, Ohio, USA
- The Departments of Internal Medicine, Pediatrics and Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, Ohio, USA
| |
Collapse
|
6
|
Gronroos NN, Swift C, Frazer MS, Sargent A, Leszko M, Buysman E, Alvarez S, Dunn TJ, Noone J. Real-World HbA1c Changes Among Type 2 Diabetes Mellitus Patients Initiating Treatment With a 1.0 Mg Weekly Dose of Semaglutide for Diabetes. JOURNAL OF HEALTH ECONOMICS AND OUTCOMES RESEARCH 2024; 11:118-124. [PMID: 39507603 PMCID: PMC11539928 DOI: 10.36469/001c.124111] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/31/2024] [Accepted: 09/30/2024] [Indexed: 11/08/2024]
Abstract
Background: Medical management of patients with type 2 diabetes mellitus (T2DM) is complex because of the chronic nature of the disease and its associated comorbidities. Injectable once-weekly semaglutide for diabetes (OW sema T2D) is a type of glucagon-like peptide-1 receptor agonist approved for the treatment of patients with T2DM. Objectives: To describe patient characteristics and HbA1c changes for patients prescribed 1.0 mg maintenance dose OW sema T2D. Methods: This retrospective study included adult patients with T2DM with a pre-index glycated hemoglobin (HbA1c) of at least 7%, initiating treatment with OW sema T2D between January 1, 2018, and December 31, 2019, and prescribed a 1.0 mg maintenance dose. Patients were identified in the Optum Research Database and were included if they had continuous health plan enrollment for at least 12 months prior to (pre-index) and at least 12 months following (post-index) the date of the first OW sema T2D claim (index). Dose at initiation and prescriber specialty were captured. Change in HbA1c between the latest post-index and pre-index HbA1c measurement was calculated among all patients and among those with at least 90 days of continuous treatment (persistent patients). Results: A total of 2168 patients were included in this study. On average, patients were taking 13.5 different classes of medications. The majority of patients had lipid metabolism disorder (90.8%), hypertension (86.6%), diabetes with complications (86.8%), or other nutritional/endocrine/metabolic disorders (72.5%). The mean HbA1c reduction was 1.2% (P < .001). Patients persistent with OW sema T2D (n =1280) had a mean HbA1c reduction of 1.4% (P < .001). The mean (SD) days covered with a 1.0 mg maintenance dose was 236.1 (94.1) days. Discussion: Despite being medically complex, the patients in this real-world study experienced significant reductions in HbA1c following initiation of OW sema T2D. Conclusions: A 1.0 mg maintenance dose of OW sema T2D is an effective treatment for T2DM in the real world.
Collapse
Affiliation(s)
| | | | | | | | | | | | | | | | - Josh Noone
- Novo Nordisk Inc., Plainsboro, New Jersey, USA
| |
Collapse
|
7
|
Schneeweiss S. Enhancing External Control Arm Analyses through Data Calibration and Hybrid Designs. Clin Pharmacol Ther 2024; 116:1168-1173. [PMID: 38952236 DOI: 10.1002/cpt.3364] [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: 03/29/2024] [Accepted: 06/08/2024] [Indexed: 07/03/2024]
Abstract
Almost all external control arm analyses to contextualize findings of a single arm trial struggle with two key issues: the lack of baseline randomization, and equally important, the difference in data collection between the experimental arm with its primary data collection, and the external control arm using secondary data. We illustrate the data calibration design to remedy issues arising from differential measurements in the two arms, and discuss the hybrid design that expands an underpowered randomized internal control arm with real-world data to mitigate the lack of randomization of the external control arm. We show how the two approaches fit into an evidence-development strategy that naturally builds on the incremental insights gained.
Collapse
Affiliation(s)
- Sebastian Schneeweiss
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
| |
Collapse
|
8
|
Patorno E. Well-Conducted Real-World Evidence Studies Can Complement Essential Evidence From Clinical Trials. Circulation 2024; 150:1412-1415. [PMID: 39466890 DOI: 10.1161/circulationaha.124.069220] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/30/2024]
Affiliation(s)
- Elisabetta Patorno
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA
| |
Collapse
|
9
|
Dekker P, van den Heuvel T, Arrieta A, Castañeda J, Mul D, Veeze H, Cohen O, Aanstoot HJ. Twelve-Month Real-World Use of an Advanced Hybrid Closed-Loop System Versus Previous Therapy in a Dutch Center For Specialized Type 1 Diabetes Care. J Diabetes Sci Technol 2024:19322968241290259. [PMID: 39465557 PMCID: PMC11571609 DOI: 10.1177/19322968241290259] [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] [Indexed: 10/29/2024]
Abstract
BACKGROUND Complexity of glucose regulation in persons with type 1 diabetes (PWDs) necessitates increased automation of insulin delivery (AID). This study aimed to analyze real-world data over 12 months from PWDs who started using the MiniMed 780G (MM780G) advanced hybrid closed-loop (aHCL) AID system at the Diabeter clinic, focusing on glucometrics and clinical outcomes. METHODS Persons with type 1 diabetes switching to the MM780G system were included. Clinical data (e.g. HbA1c, previous modality) was collected from Diabeter's electronic health records and glucometrics (time in range [TIR], time in tight range [TITR], time above range [TAR], time below range [TBR], glucose management indicator [GMI]) from CareLink Personal for a 12-month post-initiation period of the MM780G system. Outcomes were age-stratified, and the MM780G system was compared with previous use of older systems (MM640G and MM670G). Longitudinal changes in glucometrics were also evaluated. RESULTS A total of 481 PWDs were included, with 219 having prior pump/sensor system data and 334 having monthly longitudinal data. After MM780G initiation, HbA1c decreased from 7.6 to 7.1% (P < .0001) and the percentage of PWDs with HbA1c <7% increased from 30% to 50%. Glucose management indicator and TIR remained stable with mean GMI of 6.9% and TIR >70% over 12 months. Age-stratified analysis showed consistent improvements of glycemic control across all age groups, with older participants achieving better outcomes. Participants using recommended system settings achieved better glycemic outcomes, reaching TIR up to 77% and TTIR up to 55%. CONCLUSIONS Use of MM780G system results in significant and sustained glycemic improvements, consistent across age groups and irrespective of previous treatment modalities.
Collapse
Affiliation(s)
- Pim Dekker
- Centre for Pediatric and Adult Diabetes Care and Research, Diabeter, Rotterdam, The Netherlands
| | | | - Arcelia Arrieta
- Medtronic Bakken Research Center, Maastricht, The Netherlands
| | | | - Dick Mul
- Centre for Pediatric and Adult Diabetes Care and Research, Diabeter, Rotterdam, The Netherlands
| | - Henk Veeze
- Centre for Pediatric and Adult Diabetes Care and Research, Diabeter, Rotterdam, The Netherlands
| | - Ohad Cohen
- Medtronic International Trading Sàrl, Tolochenaz, Switzerland
| | - Henk-Jan Aanstoot
- Centre for Pediatric and Adult Diabetes Care and Research, Diabeter, Rotterdam, The Netherlands
| |
Collapse
|
10
|
Alkabbani W, Suissa K, Gu KD, Cromer SJ, Paik JM, Bykov K, Hobai I, Thompson CC, Wexler DJ, Patorno E. Glucagon-like peptide-1 receptor agonists before upper gastrointestinal endoscopy and risk of pulmonary aspiration or discontinuation of procedure: cohort study. BMJ 2024; 387:e080340. [PMID: 39438043 PMCID: PMC11494456 DOI: 10.1136/bmj-2024-080340] [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] [Accepted: 08/13/2024] [Indexed: 10/25/2024]
Abstract
OBJECTIVE To assess whether use of glucagon-like peptide-1 (GLP-1) receptor agonists before upper gastrointestinal endoscopy is associated with increased risk of pulmonary aspiration or discontinuation of the procedure compared with sodium-glucose cotransporter-2 (SGLT-2) inhibitors. DESIGN Cohort study. SETTING Two deidentified US commercial healthcare databases. PARTICIPANTS 43 365 adults (≥18 years) with type 2 diabetes who used a GLP-1 receptor agonist or SGLT-2 inhibitor within 30 days before upper gastrointestinal endoscopy. MAIN OUTCOME MEASURES The primary outcome was pulmonary aspiration on the day of or the day after endoscopy, defined using diagnostic codes. The secondary outcome was discontinuation of endoscopy. Risk ratios and corresponding 95% confidence intervals (CIs) were estimated after fine stratification weighting based on propensity score. RESULTS After weighting, 24 817 adults used a GLP-1 receptor agonist (mean age 59.9 years; 63.6% female) and 18 537 used an SGLT-2 inhibitor (59.8 years; 63.7% female). Among users of GLP-1 receptor agonists and SGLT-2 inhibitors, the weighted risk per 1000 people was, respectively, 4.15 and 4.26 for pulmonary aspiration and 9.79 and 4.91 for discontinuation of endoscopy. Compared with SGLT-2 inhibitor use, GLP-1 receptor agonist use was not associated with an increased risk of pulmonary aspiration (pooled risk ratio 0.98, 95% CI 0.73 to 1.31), although it was associated with a higher risk for discontinuation of endoscopy (1.99, 1.56 to 2.53). CONCLUSIONS In this comparative cohort study, no increased risk of pulmonary aspiration during upper gastrointestinal endoscopy was observed among adults with type 2 diabetes using GLP-1 receptor agonists compared with SGLT-2 inhibitors within 30 days of the procedure; however, GLP-1 receptor agonists were associated with a higher risk of discontinuation of endoscopy, possibly owing to a higher risk of retained gastric content. In the absence of evidence from randomized trials, these findings could inform future practice recommendations on the preprocedural protocol for patients requiring endoscopy.
Collapse
Affiliation(s)
- Wajd Alkabbani
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Karine Suissa
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Kristine D Gu
- Diabetes Unit, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Sara J Cromer
- Diabetes Unit, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Julie M Paik
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Division of Renal (Kidney) Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
- New England Geriatric Research Education and Clinical Center, VA Boston Healthcare System, Boston, MA, USA
| | - Katsiaryna Bykov
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Ion Hobai
- Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Christopher C Thompson
- Division of Gastroenterology, Hepatology and Endoscopy, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Deborah J Wexler
- Diabetes Unit, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Elisabetta Patorno
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| |
Collapse
|
11
|
Oberprieler NG, Pladevall-Vila M, Johannes C, Layton JB, Golozar A, Lavallee M, Liu F, Kubin M, Vizcaya D. FOUNTAIN: a modular research platform for integrated real-world evidence generation. BMC Med Res Methodol 2024; 24:224. [PMID: 39354358 PMCID: PMC11445988 DOI: 10.1186/s12874-024-02344-w] [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: 10/24/2023] [Accepted: 09/17/2024] [Indexed: 10/03/2024] Open
Abstract
BACKGROUND Real-world evidence (RWE) plays a key role in regulatory and healthcare decision-making, but the potentially fragmentated nature of generated evidence may limit its utility for clinical decision-making. Heterogeneity and a lack of reproducibility in RWE resulting from inconsistent application of methodologies across data sources should be minimized through harmonization. METHODS This paper's aim is to describe and reflect upon a multidisciplinary research platform (FOUNTAIN; FinerenOne mUlti-database NeTwork for evidence generAtIoN) with coordinated studies using diverse RWE generation approaches and explore the platform's strengths and limitations. With guidance from an executive advisory committee of multidisciplinary experts and patient representatives, the goal of the FOUNTAIN platform is to harmonize RWE generation across a portfolio of research projects, including research partner collaborations and a common data model (CDM)-based program. FOUNTAIN's overarching objectives as a research platform are to establish long-term collaborations among pharmacoepidemiology research partners and experts and to integrate diverse approaches for RWE generation, including global protocol execution by research partners in local data sources and common protocol execution in multiple data sources through federated data networks, while ensuring harmonization of medical definitions, methodology, and reproducible artifacts across all studies. Specifically, the aim of the multiple studies run within the frame of FOUNTAIN is to provide insight into the real-world utilization, effectiveness, and safety of finerenone across its life-cycle. RESULTS Currently, the FOUNTAIN platform includes 9 research partner collaborations and 8 CDM-mapped data sources from 7 countries (United States, United Kingdom, China, Japan, The Netherlands, Spain, and Denmark). These databases and research partners were selected after a feasibility fit-for-purpose evaluation. Six multicountry, multidatabase, cohort studies are ongoing to describe patient populations, current standard of care, comorbidity profiles, healthcare resource use, and treatment effectiveness and safety in different patient populations with chronic kidney disease and type 2 diabetes. Strengths and potential limitations of FOUNTAIN are described in the context of valid RWE generation. CONCLUSION The establishment of the FOUNTAIN platform has allowed harmonized execution of multiple studies, promoting consistency both within individual studies that employ multiple data sources and across all studies run within the platform's framework. FOUNTAIN presents a proposal to efficiently improve the consistency and generalizability of RWE on finerenone.
Collapse
Affiliation(s)
| | - Manel Pladevall-Vila
- RTI Health Solutions, Barcelona, Spain
- The Center for Health Policy and Health Services Research, Henry Ford Health System, Detroit, MI, USA
| | | | | | | | | | | | | | | |
Collapse
|
12
|
Nyström T. Key results from observational studies and real-world evidence of sodium-glucose cotransporter-2 inhibitor effectiveness and safety in reducing cardio-renal risk. Diabetes Obes Metab 2024; 26 Suppl 5:35-57. [PMID: 38859661 DOI: 10.1111/dom.15696] [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: 03/21/2024] [Revised: 05/09/2024] [Accepted: 05/20/2024] [Indexed: 06/12/2024]
Abstract
Sodium-glucose cotransporter 2 (SGLT2) inhibitors, originally designed to manage blood sugar levels in individuals with type 2 diabetes (T2D), have emerged as a crucial class of drugs for managing cardio-renal diseases. These drugs work by targeting the SGLT2 protein in the kidneys, promoting the excretion of glucose and influencing metabolic pathways beyond glucose control. The relationship between cardio-renal diseases and SGLT2 inhibitors has been explored through landmark trials and real-world evidence (RWE) studies, demonstrating significant reductions in cardio-renal complications. This review discusses the importance of RWE studies alongside randomized controlled trials in understanding the real-world effectiveness and safety of SGLT2 inhibitors. It outlines the advantages and disadvantages of RWE compared to RCTs, highlighting their complementary roles in providing comprehensive insights into treatment outcomes. By examining a range of RWE studies, the review underscores the cardio-renal benefits of SGLT2 inhibitors across various patient populations. Safety assessments indicate that SGLT2 inhibitors are generally well tolerated, with severe adverse events being rare. Common issues, such as genital mycotic infections and urinary tract infections, are acknowledged, alongside less frequent but significant adverse events including diabetic ketoacidosis, lower-limb amputations, and bone fractures. In summary, SGLT2 inhibitors show promising cardio-renal protective effects in real-world scenarios across diverse populations in T2D, indicating their potential as early intervention measures. Continued research is essential for gaining a thorough understanding of their long-term effects and safety profiles.
Collapse
Affiliation(s)
- Thomas Nyström
- Department of Clinical Science and Education, Karolinska Institutet, Södersjukhuset, Stockholm, Sweden
- Department of Internal Medicine, Section of Endocrinology and Diabetology, Södersjukhuset, Stockholm, Sweden
| |
Collapse
|
13
|
Huang T, Bosi A, Faucon AL, Grams ME, Sjölander A, Fu EL, Xu Y, Carrero JJ. GLP-1RA vs DPP-4i Use and Rates of Hyperkalemia and RAS Blockade Discontinuation in Type 2 Diabetes. JAMA Intern Med 2024; 184:1195-1203. [PMID: 39133509 PMCID: PMC11320332 DOI: 10.1001/jamainternmed.2024.3806] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/21/2024] [Accepted: 06/15/2024] [Indexed: 08/13/2024]
Abstract
Importance Hyperkalemia is a common complication in people with type 2 diabetes (T2D) that may limit the use of guideline-recommended renin-angiotensin system inhibitors (RASis). Emerging evidence suggests that glucagon-like peptide-1 receptor agonists (GLP-1RAs) increase urinary potassium excretion, which may translate into reduced hyperkalemia risk. Objective To compare rates of hyperkalemia and RASi persistence among new users of GLP-1RAs vs dipeptidyl peptidase-4 inhibitors (DPP-4is). Design, Setting, and Participants This cohort study included all adults with T2D in the region of Stockholm, Sweden, who initiated GLP-1RA or DPP-4i treatment between January 1, 2008, and December 31, 2021. Analyses were conducted between October 1, 2023, and April 29, 2024. Exposures GLP-1RAs or DPP-4is. Main Outcomes and Measures The primary study outcome was time to any hyperkalemia (potassium level >5.0 mEq/L) and moderate to severe (potassium level >5.5 mEq/L) hyperkalemia. Time to discontinuation of RASi use among individuals using RASis at baseline was assessed. Inverse probability of treatment weights served to balance more than 70 identified confounders. Marginal structure models were used to estimate per-protocol hazard ratios (HRs). Results A total of 33 280 individuals (13 633 using GLP-1RAs and 19 647 using DPP-4is; mean [SD] age, 63.7 [12.6] years; 19 853 [59.7%] male) were included. The median (IQR) time receiving treatment was 3.9 (1.0-10.9) months. Compared with DPP-4i use, GLP-1RA use was associated with a lower rate of any hyperkalemia (HR, 0.61; 95% CI, 0.50-0.76) and moderate to severe (HR, 0.52; 95% CI, 0.28-0.84) hyperkalemia. Of 21 751 participants who were using RASis, 1381 discontinued this therapy. The use of GLP-1RAs vs DPP-4is was associated with a lower rate of RASi discontinuation (HR, 0.89; 95% CI, 0.82-0.97). Results were consistent in intention-to-treat analyses and across strata of age, sex, cardiovascular comorbidity, and baseline kidney function. Conclusions In this study of patients with T2D managed in routine clinical care, the use of GLP-1RAs was associated with lower rates of hyperkalemia and sustained RASi use compared with DPP-4i use. These findings suggest that GLP-1RA treatment may enable wider use of guideline-recommended medications and contribute to clinical outcomes in this population.
Collapse
Affiliation(s)
- Tao Huang
- Department of Pharmacy Administration and Clinical Pharmacy, School of Pharmaceutical Sciences, Peking University, Beijing, China
| | - Alessandro Bosi
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Anne-Laure Faucon
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
- Department of Clinical Epidemiology, Centre for Research in Epidemiology and Population Health, Paris-Saclay University, Paris, France
| | - Morgan E. Grams
- Division of Precision Medicine, Department of Medicine, New York University Grossman School of Medicine, New York
| | - Arvid Sjölander
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Edouard L. Fu
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Yang Xu
- Department of Pharmacy Administration and Clinical Pharmacy, School of Pharmaceutical Sciences, Peking University, Beijing, China
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Juan Jesus Carrero
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
- Nephrology Clinic, Danderyd University Hospital, Stockholm, Sweden
| |
Collapse
|
14
|
Fan W, Sun X, Leder BZ, Lee H, Ly TV, Pu CT, Franco-Garcia E, Bolster MB. Zoledronic acid for hip fracture during initial hospitalization. J Bone Miner Res 2024; 39:1061-1070. [PMID: 38952014 DOI: 10.1093/jbmr/zjae101] [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: 04/01/2024] [Revised: 05/24/2024] [Accepted: 06/11/2024] [Indexed: 07/03/2024]
Abstract
Inpatient zoledronic acid (IP-ZA) administered during the initial fracture hospitalization significantly improves the osteoporosis treatment rate. Clinical outcomes of IP-ZA after hip fracture remain uncertain. Here we report a cohort study that emulated a randomized controlled trial using real-world data and evaluated the risk of all-cause-mortality and radiologically confirmed subsequent new fractures among patients hospitalized for a hip fracture who had received IP-ZA as compared with propensity-matched controls. A total of 654 patients who had received IP-ZA and 6877 controls (for whom anti-osteoporosis treatment was indicated but no IP-ZA started during index hospitalization) were included in the study. The primary cohort comprised 652 IP-ZA patients (IP-ZA group) and 1926 matched controls (untreated group), with 71.7% female 92.1% White participants, with a mean age of 80.9 years. Cumulative all-cause mortality over the 24-month follow-up for the IP-ZA group was 12.3% and 20.7% for the untreated group (hazard ratio [HR], 0.62; 95% CI, 0.49-0.78, p < .001). A total of 585 (89.7%) patients in IP-ZA group received only a single dose of ZA during the 24 months, and the death rate of this single dose group was 13.3%, which was significantly lower than that of the untreated group (HR, 0.70; 95% CI, 0.55-0.89, p = .003). Rates of radiologically confirmed cumulative subsequent new vertebral fractures were 2.0% in the IP-ZA group and 5.4% in the untreated group (HR, 0.40; 95% CI, 0.22-0.71, p = .001). A similarly lower rate of new vertebral fractures was seen in the single dose subgroup (1.9% vs 5.4%; HR, 0.44; 95% 0.24-0.82, p = .008). IP-ZA, administered during the initial hospitalization for hip fracture, was associated with lower all-cause-mortality and risk of radiologically confirmed subsequent new vertebral fractures, and thus offers a mechanism to narrow the treatment gap in patients having sustained a hip fragility fracture.
Collapse
Affiliation(s)
- WuQiang Fan
- Endocrine Division, Massachusetts General Hospital, Boston, MA 02114, United States
| | - Xiaoxu Sun
- Endocrine Division, Massachusetts General Hospital, Boston, MA 02114, United States
| | - Benjamin Z Leder
- Endocrine Division, Massachusetts General Hospital, Boston, MA 02114, United States
| | - Hang Lee
- Biostatistics Center, Massachusetts General Hospital, Boston, MA 02114, United States
| | - Thuan V Ly
- Harvard Orthopaedic Trauma Initiative, Massachusetts General Hospital, Boston, MA 02114, United States
| | - Charles T Pu
- Division of Palliative Care and Geriatric Medicine, Massachusetts General Hospital, Boston, MA 02114, United States
| | - Esteban Franco-Garcia
- Division of Palliative Care and Geriatric Medicine, Massachusetts General Hospital, Boston, MA 02114, United States
| | - Marcy B Bolster
- Division of Rheumatology, Massachusetts General Hospital, Boston, MA 02114, United States
| |
Collapse
|
15
|
Alfakhri A, Almadani O, Althunian T, Alrwisan A, Badreldin H, Albogami Y. Treatment modification patterns of glucose-lowering agents in Saudi Arabia: A retrospective real-world data analysis. Diabetes Res Clin Pract 2024; 214:111770. [PMID: 38971376 DOI: 10.1016/j.diabres.2024.111770] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2024] [Revised: 06/25/2024] [Accepted: 07/03/2024] [Indexed: 07/08/2024]
Abstract
AIM The growing number of antidiabetics has broadened therapeutic options, leading to heterogeneity in prescribing patterns. Studies identifying antidiabetics modification patterns are lacking in Saudi Arabia. Therefore, the aim of this study is to describe modification patterns in Saudi patients. METHODS Patients ≥ 18 years old with at least one antidiabetic between 2016 and 2022 were included. Follow-up started from the earliest to the last prescription.Two modification types were evaluated: "add-on," prescribing new antidiabetics within a treatment episode, and "switching", starting a new treatment episode after the preceding ends. Descriptive statistics were used to characterize patients and estimate events proportions. RESULTS Of 122,291 patients, 47.2 % had treatment interruption or modification, totaling 303,781 events. Interruptions accounted for 54 %, add-on for 11 %, and switching for 35 %. The median time to first event was 159 days. The most add-on included dipeptidyl peptidase-4 inhibitor (DPP-4) inhibitors to biguanide and sulfonylurea (8 %), and sulfonylurea to biguanide (8 %). Among 106,405 switching events, 23 % shifted from dual to monotherapy and 17 % from monotherapy to dual therapy. CONCLUSION Nearly half of patients experienced modifications or interruptions, with notable shifts between monotherapies and dual therapies. These findings highlight the evolving landscape of treatment patterns in Saudi Arabia and guide future research and decision-making.
Collapse
Affiliation(s)
| | | | - Turki Althunian
- Saudi Food and Drug Authority, Riyadh, Saudi Arabia; College of Medicine, Alfaisal University, Riyadh, Saudi Arabia
| | | | - Hisham Badreldin
- Department of Pharmacy Practice, College of Pharmacy, King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia; King Abdullah Internatioanl Medical Research Center, Riyadh, Saudi Arabia; Pharmaceutical Care Department, King Abdulaziz Medical City, Riyadh, Saudi Arabia
| | - Yasser Albogami
- Department of Clinical Pharmacy, College of Pharmacy, King Saud University, Riyadh, Saudi Arabia.
| |
Collapse
|
16
|
Zhang J, Peng M, Li J, Li L, Bai X, Thabane L, Yh Lip G, Van Spall HG, Li G. Enrollment of Black, Indigenous and People of Color (BIPOC) and female participants in the US diabetes trials spanning 2000 to 2020: A chronological survey. Diabetes Metab Syndr 2024; 18:103074. [PMID: 39033649 DOI: 10.1016/j.dsx.2024.103074] [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: 12/14/2023] [Revised: 07/11/2024] [Accepted: 07/14/2024] [Indexed: 07/23/2024]
Abstract
AIMS Little is known about the enrollment practice of both Black, Indigenous and People of Color (BIPOC) and females in the US diabetes trials. We aimed to perform a chronological survey to evaluate the enrollment of BIPOC and female participants in the US diabetes randomized controlled trials (RCTs) over the past two decades. METHODS We searched databases to systematically include the US diabetes RCTs from 2000 January 1st to 2020 December 31st. Primary outcome was the adequate enrollment of both BIPOC and females, defined by the participation to prevalence ratio (PPR) > 0.8. We tested the temporal trend in adequate enrollment over time and used logistic regression analysis to explore the relationship between adequate enrollment and trial characteristics. RESULTS A total of 69 US diabetes trials were included for analyses, with a median BIPOC and female enrollment percentage of 29.0 % and 45.4 % respectively. There were 22 (31.9 %) trials with adequate enrollment of both BIPOC and females. No significant trend of adequate enrollment percentage of BIPOC and females over time was observed (P = 0.16). Of trial types, those with medication interventions were significantly related to decreased odds of adequate enrollment, when compared to trials with non-drug interventions (odds ratio = 0.29, 95 % confidence interval: 0.11-0.84). CONCLUSIONS Less than one third of the US diabetes trials adequately enrolled both BIPOC and females over the past two decades, and no temporal improvement in BIPOC and female participant enrollment was observed. These results highlight the need for more endeavors to mitigate inadequate representation regarding BIPOC and female enrollment in diabetes trials.
Collapse
Affiliation(s)
- Jingyi Zhang
- Center for Clinical Epidemiology and Methodology (CCEM), The Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China
| | - Miaoguan Peng
- Department of Endocrinology, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, Guangdong-Hong Kong-Macao Greater Bay Area Higher Education Joint Laboratory of Maternal-Fetal Medicine, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510150, China
| | - Jianfeng Li
- Department of Epidemiology and Health Statistics, School of Public Health, Guangdong Medical University, Dongguan, China
| | - Likang Li
- Center for Clinical Epidemiology and Methodology (CCEM), The Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China
| | - Xuerui Bai
- Department of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou, China
| | - Lehana Thabane
- Father Sean O'Sullivan Research Centre, St Joseph's Healthcare Hamilton, Hamilton, ON, Canada; Faculty of Health Sciences, University of Johannesburg, Johannesburg, South Africa; Department of Health Research Methods, Evidence, and Impact (HEI), McMaster University, Hamilton, ON, Canada
| | - Gregory Yh Lip
- Liverpool Centre for Cardiovascular Science at University of Liverpool, Liverpool John Moores University and Liverpool Heart & Chest Hospital, Liverpool, United Kingdom; Danish Center for Health Services Research, Department of Clinical Medicine, Aalborg University, Aalborg, Denmark
| | - Harriette Gc Van Spall
- Department of Health Research Methods, Evidence, and Impact (HEI), McMaster University, Hamilton, ON, Canada; Department of Medicine, McMaster University, Hamilton, ON, Canada
| | - Guowei Li
- Center for Clinical Epidemiology and Methodology (CCEM), The Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China; Father Sean O'Sullivan Research Centre, St Joseph's Healthcare Hamilton, Hamilton, ON, Canada.
| |
Collapse
|
17
|
Malik RA, Hwu CM, Jammah AA, Arteaga-Díaz JM, Djaballah K, Pilorget V, Alvarez A, Vera C, Vikulova O. Real-world effectiveness and safety of insulin glargine 100 U/mL plus lixisenatide in adults with type 2 diabetes: An international, multicentre, 12-month, prospective observational study. Diabetes Obes Metab 2024; 26:2811-2819. [PMID: 38637981 DOI: 10.1111/dom.15599] [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: 12/13/2023] [Revised: 03/19/2024] [Accepted: 03/30/2024] [Indexed: 04/20/2024]
Abstract
AIM To assess the impact of insulin glargine (100 U/mL) and lixisenatide (iGlarLixi) fixed-ratio combination therapy on the overall management of glycaemia in patients with type 2 diabetes (T2D), previously inadequately controlled with oral antidiabetic drugs ± basal insulin or glucagon-like peptide-1 receptor agonists (GLP-1 RAs). MATERIALS AND METHODS This 12-month, international, multicentre, prospective, observational study included patients (age ≥ 18 years) with T2D who had initiated iGlarLixi within 1 month prior to study inclusion. Data were collected at study inclusion, month 3, month 6 and month 12 from patient diaries, self-measured plasma glucose, and questionnaires. The primary endpoint was change in HbA1c from baseline to month 6. RESULTS Of the 737 eligible participants (mean age: 57.8 [standard deviation: 11.2] years; male: 49%), 685 had baseline and post-baseline HbA1c data available. The least squares mean change in HbA1c from baseline to month 6 was -1.4% (standard error [95% confidence interval (CI)]: 0.05 [-1.5, -1.3]). The absolute change from baseline at month 12 was -1.7% ± 1.9% (95% CI: -1.9, -1.5). There were 72 hypoglycaemia events reported during the study period, with a very low incidence of severe hypoglycaemia (two participants [rate: 0.003 events per patient-year]). CONCLUSIONS This real-world observational study shows that initiation of iGlarLixi in people with T2D inadequately controlled on oral antidiabetic drugs ± basal insulin or GLP-1 RAs improves glycaemic control with a low incidence of hypoglycaemia.
Collapse
Affiliation(s)
- Rayaz A Malik
- Research Division, Weill Cornell Medicine-Qatar, Qatar Foundation, Education City, Qatar
| | - Chii-Min Hwu
- Section of Endocrinology and Metabolism, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Anwar A Jammah
- Endocrinology and DM Division, Department of Medicine, King Saud University, King Saud University Medical City, Riyadh, Saudi Arabia
| | - Juan M Arteaga-Díaz
- Division of Endocrinology, Department of Internal Medicine, School of Medicine, Universidad Nacional de Colombia, Bogotá, Colombia
| | | | | | | | - Carine Vera
- Ividata Life Sciences, Levallois-Perret, France
| | - Olga Vikulova
- Endocrinology Research Centre, Moscow, Russian Federation
| |
Collapse
|
18
|
Fu EL, Wexler DJ, Cromer SJ, Bykov K, Paik JM, Patorno E. SGLT-2 inhibitors, GLP-1 receptor agonists, and DPP-4 inhibitors and risk of hyperkalemia among people with type 2 diabetes in clinical practice: population based cohort study. BMJ 2024; 385:e078483. [PMID: 38925801 PMCID: PMC11200155 DOI: 10.1136/bmj-2023-078483] [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] [Accepted: 04/22/2024] [Indexed: 06/28/2024]
Abstract
OBJECTIVES To evaluate the comparative effectiveness of sodium-glucose cotransporter-2 (SGLT-2) inhibitors, glucagon-like peptide-1 (GLP-1) receptor agonists, and dipeptidyl peptidase-4 (DPP-4) inhibitors in preventing hyperkalemia in people with type 2 diabetes in routine clinical practice. DESIGN Population based cohort study with active-comparator, new user design. SETTING Claims data from Medicare and two large commercial insurance databases in the United States from April 2013 to April 2022. PARTICIPANTS 1:1 propensity score matched adults with type 2 diabetes newly starting SGLT-2 inhibitors versus DPP-4 inhibitors (n=778 908), GLP-1 receptor agonists versus DPP-4 inhibitors (n=729 820), and SGLT-2 inhibitors versus GLP-1 receptor agonists (n=873 460). MAIN OUTCOME MEASURES Hyperkalemia diagnosis in the inpatient or outpatient setting. Secondary outcomes were hyperkalemia defined as serum potassium levels ≥5.5 mmol/L and hyperkalemia diagnosis in the inpatient or emergency department setting. RESULTS Starting SGLT-2 inhibitor treatment was associated with a lower rate of hyperkalemia than DPP-4 inhibitor treatment (hazard ratio 0.75, 95% confidence interval (CI) 0.73 to 0.78) and a slight reduction in rate compared with GLP-1 receptor agonists (0.92, 0.89 to 0.95). Use of GLP-1 receptor agonists was associated with a lower rate of hyperkalemia than DPP-4 inhibitors (0.79, 0.77 to 0.82). The three year absolute risk was 2.4% (95% CI 2.1% to 2.7%) lower for SGLT-2 inhibitors than DPP-4 inhibitors (4.6% v 7.0%), 1.8% (1.4% to 2.1%) lower for GLP-1 receptor agonists than DPP-4 inhibitors (5.7% v 7.5%), and 1.2% (0.9% to 1.5%) lower for SGLT-2 inhibitors than GLP-1 receptor agonists (4.7% v 6.0%). Findings were consistent for the secondary outcomes and among subgroups defined by age, sex, race, medical conditions, other drug use, and hemoglobin A1c levels on the relative scale. Benefits for SGLT-2 inhibitors and GLP-1 receptor agonists on the absolute scale were largest for those with heart failure, chronic kidney disease, or those using mineralocorticoid receptor antagonists. Compared with DPP-4 inhibitors, the lower rate of hyperkalemia was consistently observed across individual agents in the SGLT-2 inhibitor (canagliflozin, dapagliflozin, empagliflozin) and GLP-1 receptor agonist (dulaglutide, exenatide, liraglutide, semaglutide) classes. CONCLUSIONS In people with type 2 diabetes, SGLT-2 inhibitors and GLP-1 receptor agonists were associated with a lower risk of hyperkalemia than DPP-4 inhibitors in the overall population and across relevant subgroups. The consistency of associations among individual agents in the SGLT-2 inhibitor and GLP-1 receptor agonist classes suggests a class effect. These ancillary benefits of SGLT-2 inhibitors and GLP-1 receptor agonists further support their use in people with type 2 diabetes, especially in those at risk of hyperkalemia.
Collapse
Affiliation(s)
- Edouard L Fu
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Deborah J Wexler
- Diabetes Center, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Sara J Cromer
- Diabetes Center, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Katsiaryna Bykov
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Julie M Paik
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Division of Renal (Kidney) Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
- New England Geriatric Research Education and Clinical Center, VA Boston Healthcare System, Boston, MA, USA
| | - Elisabetta Patorno
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| |
Collapse
|
19
|
Frazer M, Swift C, Sargent A, Leszko M, Buysman E, Gronroos NN, Alvarez S, Dunn TJ, Noone J, Gamble CL. Real-world HbA 1c changes and prescription characteristics among type 2 diabetes mellitus patients initiating treatment with once weekly semaglutide for diabetes. J Diabetes Metab Disord 2024; 23:727-737. [PMID: 38932879 PMCID: PMC11196477 DOI: 10.1007/s40200-023-01341-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/21/2023] [Accepted: 10/31/2023] [Indexed: 06/28/2024]
Abstract
Purpose The purpose of this study was to evaluate patient, prescriber, and dose characteristics and evaluate changes in glycated hemoglobin (HbA1c) for patients prescribed once weekly semaglutide for diabetes (OW sema T2D). Methods This study was a retrospective claims-based study using the Optum Research Database. The sample included adult patients who had at least one claim for OW sema T2D between Jan 1, 2018, and Dec 31, 2019, were continuously enrolled in the health plan and had a diagnosis of type 2 diabetes (T2DM) during the pre-index or post-index periods. Demographic and clinical characteristics of patients using OW sema T2D were collected, as were the dose and prescriber specialty and the change between pre-index and post-index HbA1c measures was calculated. Results were stratified by the latest pre-index HbA1c measurement (HbA1c greater than or equal to 9.0%, uncontrolled vs. HbA1c less than 9%, controlled). Statistical comparisons between HbA1c groups were conducted. Results Most patients, 76.3%, were prescribed a 0.25/0.50 mg dose of OW sema T2D. Patients had an overall decrease in HbA1c of 0.8% and patients with uncontrolled diabetes had a greater reduction in mean HbA1c compared to those with controlled diabetes (-2.1% vs. -0.3%, p < 0.001). Most patients had their index dose of OW sema T2D prescribed by endocrinologists (27.6%) primary care providers (24.6%) and internal medicine providers (21.6%). Conclusions OW sema T2D is an effective real-world T2DM treatment. Future research should further investigate real-world use patterns of this medication.
Collapse
Affiliation(s)
- Monica Frazer
- QualityMetric, Johnston, RI USA
- Optum, 11000 Optum Circle Eden Prairie, Eden Prairie, MN 55344 USA
| | | | - Andrew Sargent
- Optum, 11000 Optum Circle Eden Prairie, Eden Prairie, MN 55344 USA
| | - Michael Leszko
- Optum, 11000 Optum Circle Eden Prairie, Eden Prairie, MN 55344 USA
| | - Erin Buysman
- Optum, 11000 Optum Circle Eden Prairie, Eden Prairie, MN 55344 USA
| | | | | | | | | | | |
Collapse
|
20
|
Tanaka Y, Tanaka S, Fukasawa T, Inokuchi S, Uenaka H, Kimura T, Takahashi T, Kato N. Glucocorticoid treatment and clinical outcomes in patients with polymyalgia rheumatica: A cohort study using routinely collected health data. Joint Bone Spine 2024; 91:105680. [PMID: 38143016 DOI: 10.1016/j.jbspin.2023.105680] [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: 07/04/2023] [Revised: 11/15/2023] [Accepted: 12/19/2023] [Indexed: 12/26/2023]
Abstract
OBJECTIVE We aimed to describe the following in patients with polymyalgia rheumatica (PMR): (1) real-world glucocorticoid (GC) therapy, (2) improvement in inflammatory parameters associated with disease activity (C-reactive protein [CRP] level and erythrocyte sedimentation rate [ESR]), and (3) incidence of GC-related adverse events (AEs). METHODS A cohort study was conducted using a Japanese electronic medical records database. We included newly diagnosed PMR patients aged≥50years with baseline CRP levels≥10mg/L and/or ESR>30mm/h and an initial GC dose of≥5mg/day. The outcomes were GC dose, inflammatory parameters, and GC-related AEs. RESULTS A total of 373 PMR patients (mean age, 77.3 years) were analyzed. The median initial GC dose was 15.0mg/day, which gradually decreased to 3.5mg/day by week 52. The median cumulative GC dose at week 52 was 2455.0mg. The median CRP level on day 0 was 64.3mg/L, which decreased during weeks 4-52 (1.4-3.2mg/L). At week 52, 39.0% of patients had a CRP level>3.0mg/L. The cumulative incidence of GC-related AEs at week 52 was 49.0% for osteoporosis, 30.2% for diabetes, 14.9% for hypertension, 12.2% for peptic ulcer, 11.3% for dyslipidemia, 2.9% for glaucoma, and 4.3% for serious infection. The incidence of osteoporosis and diabetes increased with the GC dose. CONCLUSION The incidence of GC-related AEs was associated with the GC dose in PMR patients. Further research is required to identify treatment strategies that can effectively control PMR disease activity while minimizing GC use.
Collapse
Affiliation(s)
- Yoshiya Tanaka
- First Department of Internal Medicine, School of Medicine, University of Occupational and Environmental Health, Japan, 1-1 Iseigaoka, Yahatanishi-ku, Kitakyushu, Fukuoka, 807-8555 Japan
| | - Shinichi Tanaka
- Medical Affairs Department, Asahi Kasei Pharma Corporation, 1-1-2 Yurakucho, Chiyoda-ku, Tokyo, 100-0006 Japan
| | - Toshiki Fukasawa
- Research and Analytics Department, Real World Data Co., Ltd., Shiseido Kyoto Bld.4F, 480, Aburanokojidori Kizuyabashi-sagaru Kitafudondocho Shimogyo-ku kyoto-shi, Kyoto, 600-8233 Japan
| | - Shoichiro Inokuchi
- Research and Analytics Department, Real World Data Co., Ltd., Shiseido Kyoto Bld.4F, 480, Aburanokojidori Kizuyabashi-sagaru Kitafudondocho Shimogyo-ku kyoto-shi, Kyoto, 600-8233 Japan
| | - Hidetoshi Uenaka
- Research and Analytics Department, Real World Data Co., Ltd., Shiseido Kyoto Bld.4F, 480, Aburanokojidori Kizuyabashi-sagaru Kitafudondocho Shimogyo-ku kyoto-shi, Kyoto, 600-8233 Japan
| | - Takeshi Kimura
- Research and Analytics Department, Real World Data Co., Ltd., Shiseido Kyoto Bld.4F, 480, Aburanokojidori Kizuyabashi-sagaru Kitafudondocho Shimogyo-ku kyoto-shi, Kyoto, 600-8233 Japan
| | - Toshiya Takahashi
- Medical Affairs Department, Asahi Kasei Pharma Corporation, 1-1-2 Yurakucho, Chiyoda-ku, Tokyo, 100-0006 Japan; Specialty Care Medical, Sanofi K.K., 3-20-2, Nishi-Shinjuku, Shinjuku-ku, Tokyo, 163-1488 Japan
| | - Naoto Kato
- Medical Affairs Department, Asahi Kasei Pharma Corporation, 1-1-2 Yurakucho, Chiyoda-ku, Tokyo, 100-0006 Japan.
| |
Collapse
|
21
|
Folk S, Zappe J, Wyne K, Dungan KM. Comparative Effectiveness of Hybrid Closed-Loop Automated Insulin Delivery Systems Among Patients with Type 1 Diabetes. J Diabetes Sci Technol 2024:19322968241234948. [PMID: 38557128 PMCID: PMC11571516 DOI: 10.1177/19322968241234948] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
Abstract
BACKGROUND Clinical trials have demonstrated the efficacy and safety of hybrid closed-loop (HCL) systems, yet few studies have compared outcomes in the real-world setting. METHOD This retrospective study analyzed patients from an academic endocrinology practice between January 1, 2018, and November 18, 2022. The inclusion criteria were diagnosis code for type I diabetes (T1D), >18 years of age, new to any HCL system [Medtronic 670G/770G (MT), Tandem Control IQ (CIQ), or Omnipod 5 (OP5)], and availability of a pump download within three months. The outcomes included %time in range (TIR) of 70 to 180 mg/dL, %time below range (TBR) <70 mg/dL at 90 days, and HbA1c for 91 to 180 days. RESULT Of the 176 participants, 47 were MT, 74 CIQ, and 55 OP5. Median (25%, 75%) change in HbA1c was -0.1 (-0.8, 0.3), -0.6 (-1.1, -0.15), and -0.55 (-0.98, 0)% for MT, CIQ, and OP5, respectively, (P = .04). TIR was 70 (57, 76), 67 (59, 75), and 68 (60, 76)% (P = .95) at 90 days while TBR was 2 (1, 3), 1 (0, 2), and 1 (0, 1)%, respectively, (P = .002). The %time in automated delivery was associated with TIR and change in HbA1c. After controlling other factors including %time in automated delivery, HCL type was not an independent predictor of change in HbA1c nor TIR but remained a significant predictor of TBR. CONCLUSION There were significant reductions in HbA1c in CIQ and OP5. TIR was similar across pumps, but TBR was highest with MT. The %time in automated delivery likely explains differences in change in HbA1c but not TBR between HCL systems.
Collapse
Affiliation(s)
- Sara Folk
- The Ohio State University College of Medicine, Columbus, OH, USA
| | - Janet Zappe
- Division of Endocrinology, Diabetes and Metabolism, The Ohio State University College of Medicine, Columbus, OH, USA
| | - Kathleen Wyne
- Division of Endocrinology, Diabetes and Metabolism, The Ohio State University College of Medicine, Columbus, OH, USA
| | - Kathleen M. Dungan
- Division of Endocrinology, Diabetes and Metabolism, The Ohio State University College of Medicine, Columbus, OH, USA
| |
Collapse
|
22
|
Schneeweiss S, Wang SV. Hypothetical Assessments of Trial Emulations. JAMA Intern Med 2024; 184:446. [PMID: 38345785 DOI: 10.1001/jamainternmed.2023.7945] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
Affiliation(s)
- Sebastian Schneeweiss
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| | - Shirley V Wang
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| |
Collapse
|
23
|
Ziser KED, Wood S, Tan GSQ, Morton JI, Shaw JE, Bell JS, Ilomaki J. The association between sodium glucose cotransporter-2 inhibitors vs dipeptidyl peptidase-4 inhibitors and renal outcomes in people discharged from hospital with type 2 diabetes: A population-based cohort study. J Diabetes 2024; 16:e13507. [PMID: 38599885 PMCID: PMC11006598 DOI: 10.1111/1753-0407.13507] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Revised: 09/29/2023] [Accepted: 11/08/2023] [Indexed: 04/12/2024] Open
Abstract
BACKGROUND We investigated the association between post-hospital discharge use of sodium glucose cotransporter-2 inhibitors (SGLT-2is) compared to dipeptidyl peptidase-4 inhibitors (DPP-4is) and the incidence of hospitalization for acute renal failure (ARF) and chronic kidney disease (CKD) in people with type 2 diabetes. METHODS We conducted a retrospective cohort study using linked hospital and prescription data. Our cohort included people aged ≥30 years with type 2 diabetes discharged from a hospital in Victoria, Australia, from December 2013 to June 2018. We compared new users of SGLT-2is with new users of DPP-4is following discharge. People were followed from first dispensing of a SGLT-2i or DPP-4i to a subsequent hospital admission for ARF or CKD. We used competing risk models with inverse probability of treatment weighting (IPTW) to estimate subhazard ratios. RESULTS In total, 9620 people initiated SGLT-2is and 9962 initiated DPP-4is. The incidence rate of ARF was 12.3 per 1000 person-years (median years of follow-up [interquartile range [IQR] 1.4 [0.7-2.2]) among SGLT-2i initiators and 18.9 per 1000 person-years (median years of follow-up [IQR] 1.7 [0.8-2.6]) among DPP-4i initiators (adjusted subhazard ratio with IPTW 0.78; 95% confidence interval [CI] 0.70-0.86). The incidence rate of CKD was 6.0 per 1000 person-years (median years of follow-up [IQR] 1.4 [0.7-2.2]) among SGLT-2i initiators and 8.9 per 1000 person-years (median years of follow-up [IQR] 1.7 [0.8-2.6]) among DPP-4i initiators (adjusted subhazard ratio with IPTW 0.83; 95% CI 0.73-0.94). CONCLUSIONS Real-world data support using SGLT-2is over DPP-4is for preventing acute and chronic renal events in people with type 2 diabetes.
Collapse
Affiliation(s)
- Kate E. D. Ziser
- Centre for Medicine Use and Safety, Faculty of Pharmacy and Pharmaceutical SciencesMonash UniversityMelbourneVictoriaAustralia
| | - Stephen Wood
- Centre for Medicine Use and Safety, Faculty of Pharmacy and Pharmaceutical SciencesMonash UniversityMelbourneVictoriaAustralia
| | - George S. Q. Tan
- Centre for Medicine Use and Safety, Faculty of Pharmacy and Pharmaceutical SciencesMonash UniversityMelbourneVictoriaAustralia
| | - Jedidiah I. Morton
- Centre for Medicine Use and Safety, Faculty of Pharmacy and Pharmaceutical SciencesMonash UniversityMelbourneVictoriaAustralia
- Clinical Diabetes and Epidemiology, Baker Heart and Diabetes InstituteMelbourneVictoriaAustralia
| | - Jonathan E. Shaw
- Clinical Diabetes and Epidemiology, Baker Heart and Diabetes InstituteMelbourneVictoriaAustralia
| | - J. Simon Bell
- Centre for Medicine Use and Safety, Faculty of Pharmacy and Pharmaceutical SciencesMonash UniversityMelbourneVictoriaAustralia
| | - Jenni Ilomaki
- Centre for Medicine Use and Safety, Faculty of Pharmacy and Pharmaceutical SciencesMonash UniversityMelbourneVictoriaAustralia
| |
Collapse
|
24
|
Wu CY, Swardfager W. Reply to: Comment on: Association of sulfonylureas with the risk of dementia: A population-based cohort study. J Am Geriatr Soc 2024; 72:1290-1291. [PMID: 38243725 DOI: 10.1111/jgs.18769] [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: 12/19/2023] [Accepted: 12/25/2023] [Indexed: 01/21/2024]
Abstract
AbstractThis letter comments on the letter by Wei‐Min Chu.
Collapse
Affiliation(s)
- Che-Yuan Wu
- Department of Pharmacology and Toxicology, University of Toronto, Toronto, Ontario, Canada
- Sandra Black Centre for Brain Resilience and Recovery, Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Ontario, Canada
| | - Walter Swardfager
- Department of Pharmacology and Toxicology, University of Toronto, Toronto, Ontario, Canada
- Sandra Black Centre for Brain Resilience and Recovery, Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Ontario, Canada
- KITE University Health Network Toronto Rehabilitation Institute, Toronto, Ontario, Canada
| |
Collapse
|
25
|
Fu EL, Mastrorilli J, Bykov K, Wexler DJ, Cervone A, Lin KJ, Patorno E, Paik JM. A population-based cohort defined risk of hyperkalemia after initiating SGLT-2 inhibitors, GLP1 receptor agonists or DPP-4 inhibitors to patients with chronic kidney disease and type 2 diabetes. Kidney Int 2024; 105:618-628. [PMID: 38101515 PMCID: PMC10922914 DOI: 10.1016/j.kint.2023.11.025] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Revised: 11/02/2023] [Accepted: 11/10/2023] [Indexed: 12/17/2023]
Abstract
Hyperkalemia is a common adverse event in patients with chronic kidney disease (CKD) and type 2 diabetes and limits the use of guideline-recommended therapies such as renin-angiotensin system inhibitors. Here, we evaluated the comparative effects of sodium-glucose cotransporter-2 inhibitors (SGLT-2i), glucagon-like peptide-1 receptor agonists (GLP-1RA) and dipeptidyl peptidase-4 inhibitors (DPP-4i) on the risk of hyperkalemia. We conducted a population-based active-comparator, new-user cohort study using claims data from Medicare and two large United States commercial insurance databases (April 2013-April 2022). People with CKD stages 3-4 and type 2 diabetes who newly initiated SGLT-2i vs. DPP-4i (141671 patients), GLP-1RA vs. DPP-4i (159545 patients) and SGLT-2i vs. GLP-1RA (93033 patients) were included. The primary outcome was hyperkalemia diagnosed in inpatient or outpatient settings. Secondary outcomes included hyperkalemia diagnosed in inpatient or emergency department setting, and serum potassium levels of 5.5 mmol/L or more. Pooled hazard ratios and rate differences were estimated after propensity score matching to adjust for over 140 potential confounders. Initiation of SGLT-2i was associated with a lower risk of hyperkalemia compared with DPP-4i (hazard ratio 0.74; 95% confidence interval 0.68-0.80) and contrasted to GLP-1RA (0.92; 0.86-0.99). Compared with DPP-4i, GLP-1RA were also associated with a lower risk of hyperkalemia (0.80; 0.75-0.86). Corresponding absolute rate differences/1000 person-years were -24.8 (95% confidence interval -31.8 to -17.7), -5.0 (-10.9 to 0.8), and -17.7 (-23.4 to -12.1), respectively. Similar findings were observed for the secondary outcomes, among subgroups, and across single agents within the SGLT-2i and GLP-1RA classes. Thus, SGLT-2i and GLP-1RA are associated with a lower risk of hyperkalemia than DPP-4i in patients with CKD and type 2 diabetes, further supporting the use of these drugs in this population.
Collapse
Affiliation(s)
- Edouard L Fu
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Julianna Mastrorilli
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Katsiaryna Bykov
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Deborah J Wexler
- Diabetes Center, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Alexander Cervone
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Kueiyu Joshua Lin
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA; Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Elisabetta Patorno
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Julie M Paik
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA; Division of Renal (Kidney) Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA; New England Geriatric Research Education and Clinical Center, VA Boston Healthcare System, Boston, Massachusetts, USA.
| |
Collapse
|
26
|
Alexander GC, Budnitz D, Hughes C, Maas R, Mair A, McDonald EG, Meid AD, Payne R, Seidling HM, Shakir S, Suissa S, Tannenbaum C, Schneeweiss S, Dreischulte T. Proceedings of the International Ambulatory Drug Safety Symposium: Munich, Germany, June 2023. Drug Saf 2024; 47:103-111. [PMID: 37917316 DOI: 10.1007/s40264-023-01362-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/05/2023] [Indexed: 11/04/2023]
Affiliation(s)
- G Caleb Alexander
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, 615 N. Wolfe Street W6035, Baltimore, MD, 21205, USA.
- Institute of General Practice and Family Medicine, University Hospital, LMU Munich, Munich, Germany.
| | - Daniel Budnitz
- Kenvue, Fort Washington, PA, USA
- Department of Emergency Medicine, Emory University School of Medicine, Atlanta, GA, USA
- United States Public Health Service (Retired), Atlanta, GA, USA
| | - Carmel Hughes
- School of Pharmacy, Queen's University Belfast, Belfast, UK
| | - Renke Maas
- Institute of Experimental and Clinical Pharmacology and Toxicology, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany
| | - Alpana Mair
- Effective Prescribing and Therapeutics, Health and Social Care Directorate, Scottish Government, Edinburgh, UK
| | - Emily G McDonald
- Centre for Outcomes Research and Evaluation, McGill University Health Centre, Montreal, QC, Canada
| | - Andreas D Meid
- Department of Clinical Pharmacology and Pharmacoepidemiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Rupert Payne
- Exeter Collaboration for Academic Primary Care (APEx), Exeter Medical School, University of Exeter, Exeter, UK
| | - Hanna M Seidling
- Department of Clinical Pharmacology and Pharmacoepidemiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Saad Shakir
- Drug Safety Research Unit, University of Portsmouth, Southampton, UK
| | - Samy Suissa
- Department of Epidemiology and Biostatistics, and Department of Medicine, McGill University, Montreal, QC, Canada
| | - Cara Tannenbaum
- Faculty of Medicine, Université de Montréal, Montréal, QC, Canada
| | | | - Tobias Dreischulte
- Institute of General Practice and Family Medicine, University Hospital, LMU Munich, Munich, Germany
| |
Collapse
|
27
|
Dwivedi J, Wal P, Dash B, Ovais M, Sachan P, Verma V. Diabetic Pneumopathy- A Novel Diabetes-associated Complication: Pathophysiology, the Underlying Mechanism and Combination Medication. Endocr Metab Immune Disord Drug Targets 2024; 24:1027-1052. [PMID: 37817659 DOI: 10.2174/0118715303265960230926113201] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/06/2023] [Revised: 07/03/2023] [Accepted: 07/20/2023] [Indexed: 10/12/2023]
Abstract
BACKGROUND The "diabetic lung" has been identified as a possible target organ in diabetes, with abnormalities in ventilation control, bronchomotor tone, lung volume, pulmonary diffusing capacity, and neuroadrenergic bronchial innervation. OBJECTIVE This review summarizes studies related to diabetic pneumopathy, pathophysiology and a number of pulmonary disorders including type 1 and type 2 diabetes. METHODS Electronic searches were conducted on databases such as Pub Med, Wiley Online Library (WOL), Scopus, Elsevier, ScienceDirect, and Google Scholar using standard keywords "diabetes," "diabetes Pneumopathy," "Pathophysiology," "Lung diseases," "lung infection" for review articles published between 1978 to 2023 very few previous review articles based their focus on diabetic pneumopathy and its pathophysiology. RESULTS Globally, the incidence of diabetes mellitus has been rising. It is a chronic, progressive metabolic disease. The "diabetic lung" may serve as a model of accelerated ageing since diabetics' rate of respiratory function deterioration is two to three-times higher than that of normal, non-smoking people. CONCLUSION Diabetes-induced pulmonary dysfunction has not gained the attention it deserves due to a lack of proven causality and changes in cellular properties. The mechanism underlying a particular lung illness can still only be partially activated by diabetes but there is evidence that hyperglycemia is linked to pulmonary fibrosis in diabetic people.
Collapse
Affiliation(s)
- Jyotsana Dwivedi
- PSIT- Pranveer Singh Institute of Technology (Pharmacy), Kanpur, India
| | - Pranay Wal
- PSIT- Pranveer Singh Institute of Technology (Pharmacy), Kanpur, India
| | - Biswajit Dash
- Department of Pharmaceutical Technology, ADAMAS University, West Bengal, India
| | | | - Pranjal Sachan
- PSIT- Pranveer Singh Institute of Technology (Pharmacy), Kanpur, India
| | | |
Collapse
|
28
|
Guo L, Li L, Yu Q, Wang N, Chen J, Xi Y, Wang H, Wang Y, Xu J. Safety and effectiveness of dulaglutide in Chinese adults with type 2 diabetes mellitus in a real-world setting: A prospective, observational post-marketing study. Diabetes Obes Metab 2023; 25:3578-3588. [PMID: 37612876 DOI: 10.1111/dom.15252] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/26/2023] [Revised: 07/25/2023] [Accepted: 08/02/2023] [Indexed: 08/25/2023]
Abstract
AIM To our knowledge, this is the first real-world study to investigate the safety and effectiveness of a glucagon-like peptide-1 receptor agonist in Chinese patients with type 2 diabetes mellitus (T2DM). MATERIALS AND METHODS This prospective, observational, post-marketing study conducted at 46 hospitals in China included adults with T2DM prescribed dulaglutide in routine clinical practice. The primary endpoint was the incidence of treatment-emergent adverse events (TEAEs) and serious AEs in patients who received ≥1 dose of dulaglutide, for up to 24 weeks. Exploratory endpoints included changes in patient-reported glycated haemoglobin (HbA1c) and body weight. Post hoc analyses and multivariate regression were also performed. RESULTS From 20 January 2020 to 24 November 2021, 3291 patients received dulaglutide and entered the safety analysis. TEAEs were reported in 1333 (40.5%) patients; the most commonly reported were nausea (n = 193, 5.9%), diarrhoea (n = 183, 5.6%) and decreased appetite (n = 179, 5.4%). serious AEs were reported in 160 (4.9%) patients. TEAEs led to treatment discontinuation in 212 (6.4%) patients. The mean absolute change in HbA1c from baseline to week 24 was -1.65% (p < .001). Greater reductions in HbA1c at week 24 were observed in patients with T2DM duration ≤5 years (p = .002), baseline HbA1c ≥8.5% (p < .001), and without atherosclerotic cardiovascular disease (p = .002). The mean absolute change in body weight from baseline at week 24 was -2.62 kg (p < .001). CONCLUSION Dulaglutide showed a safety profile consistent with previous reports and significantly reduced HbA1c in a real-world setting. These findings support the clinical use of dulaglutide and inform the individualized treatment of patients with T2DM in China.
Collapse
Affiliation(s)
- Lixin Guo
- Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Science, Beijing, China
| | - Li Li
- Department of Endocrinology, Ningbo First Hospital, Zhejiang, China
| | - Qiurong Yu
- Department of Endocrinology, Changshu Second People's Hospital, Suzhou, China
| | - Na Wang
- Department of Endocrinology, Qingdao Endocrine and Diabetes Hospital, Qingdao, China
| | - Jun Chen
- Department of Endocrinology, Xiaoshan Affiliate Hospital of Wenzhou Medical University, Hangzhou, China
| | - Yue Xi
- Department of Endocrinology, The Third Affiliated Hospital of Jinzhou Medical University, Liaoning, China
| | - Huan Wang
- Eli Lilly Suzhou Pharmaceutical Co. Ltd, Shanghai, China
| | - Yihua Wang
- Eli Lilly Suzhou Pharmaceutical Co. Ltd, Shanghai, China
| | - Jiawei Xu
- Eli Lilly Suzhou Pharmaceutical Co. Ltd, Shanghai, China
| |
Collapse
|
29
|
Schneeweiss S, Schneeweiss M. Concepts of Designing and Implementing Pharmacoepidemiology Studies on the Safety of Systemic Treatments in Dermatology Practice. JID INNOVATIONS 2023; 3:100226. [PMID: 37744690 PMCID: PMC10514213 DOI: 10.1016/j.xjidi.2023.100226] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2023] [Revised: 08/07/2023] [Accepted: 08/08/2023] [Indexed: 09/26/2023] Open
Abstract
The U.S. Food and Drug Administration and clinical guidelines use evidence from pharmacoepidemiology studies to inform prescribing decisions and fill evidence gaps left by randomized controlled trials (RCTs). The long-term safety and infrequent adverse reactions are not well-understood when RCTs are short and involve few patients, as is the case for most systemic immunomodulating drugs in dermatology. A better understanding of the design and implementation of pharmacoepidemiology studies will help practitioners assess the accuracy of etiologic findings and use them with confidence in clinical practice. Conducting pharmacoepidemiology studies follows a structured approach, which we discuss in this article: (i) a design layer connects the research question with the appropriate study design, and considering which hypothetical RCT one ideally would want to conduct reduces inadvertent investigator errors; (ii) a measurement layer transforms longitudinal patient-level data into variables that identify the study population, patient characteristics, treatment, and outcomes; and (iii) the analysis focuses on the causal treatment effect estimation. The review and interpretation of pharmacoepidemiology studies should consider issues beyond a typical review of RCTs, chiefly the lack of baseline randomization and the use of secondary data. Well-designed and well-conducted pharmacoepidemiologic studies complement dermatology practice with critical information on prescribing systemic medications.
Collapse
Affiliation(s)
- Sebastian Schneeweiss
- Dermato-Pharmacoepidemiology Work Group, Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Maria Schneeweiss
- Dermato-Pharmacoepidemiology Work Group, Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA
| |
Collapse
|
30
|
Mendivil JM, Henderson LC, Olivas OS, Deanda MA, Johnson ML. Retrospective Data Analysis of the Use of an Autologous Multilayered Leukocyte, Platelet, and Fibrin Patch for Diabetic Foot Ulcers Treatment in Daily Clinical Practice. Adv Skin Wound Care 2023; 36:579-585. [PMID: 37861663 DOI: 10.1097/asw.0000000000000054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2023]
Abstract
OBJECTIVE To describe the healing outcome of chronic, hard-to-heal diabetic foot ulcers (DFUs) treated with an autologous multilayered leukocyte, platelet, and fibrin (MLPF) patch in addition to the best standard of care, in a real-world clinical setting of two US amputation preventive centers. METHODS In this retrospective study of patients treated between September 2021 and October 2022, the authors analyzed DFU healing outcomes based on Wound, Ischemia, and foot Infection-derived amputation risk. RESULTS All 36 patients had a diagnosis of type 2 diabetes and 29 (81%) were male. Their average age was 61.4 years, body mass index was 29.2 kg/m2, and glycated hemoglobin was 7.9. Twenty-seven patients (78%) were diagnosed with peripheral vascular disease, 20 (56%) underwent a peripheral vascular procedure, 15 (42%) had a prior amputation, and 6 (17%) were on hemodialysis. Average wound size was 4.9 cm2, and wound age was 9.5 months. Twelve patients (32%) were classified as low risk, 15 (39%) as moderate risk, and 11 (29%) as high risk for amputation. Within 12 weeks of the first MLPF patch application, nine wounds (24%) healed. After 20 weeks, 23 wounds (61%) were closed, and by follow-up, 30 wounds (79%) healed. No amputations were noted. Compared with published data, 40% fewer patients underwent readmission within 30 days, with 72% shorter admission duration. CONCLUSIONS Real-world clinical experiences using the MLPF patch to treat hard-to-heal DFUs resulted in the majority of wounds healing. Few patients experienced a readmission within 30 days, and the average admission duration was short.
Collapse
Affiliation(s)
- Jason M Mendivil
- At PULSE Amputation Prevention Centers, El Paso, Texas, USA, Jason M. Mendivil, DPM, is Medical Director; and Lorena C. Henderson, APRN, MSN, FNP-C, is Clinical Research Coordinator. Orion S. Olivas is Pre-medical Student, Houston Christian University, Texas. Mia A. Deanda is Undergraduate Student, University of Texas at El Paso. Martin L. Johnson, MD, MPH, FACS, is Plastic Surgeon, Casa Colina Hospital and Centers for Healthcare, Casa Colina Hyperbaric Medicine & Wound Care Center, Casa Colina, California. The authors have disclosed no financial relationships related to this article. Submitted January 6, 2023; accepted in revised form March 24, 2023
| | | | | | | | | |
Collapse
|
31
|
Khunti K, Almalki M, Chan JCN, Amod A. The Role of Real-World Evidence in Treatment Decision-Making, Regulatory Assessment, and Understanding the Perspectives of People with Type 2 Diabetes: Examples with Gliclazide MR. Diabetes Ther 2023; 14:1609-1625. [PMID: 37603144 PMCID: PMC10499769 DOI: 10.1007/s13300-023-01458-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/04/2023] [Accepted: 07/28/2023] [Indexed: 08/22/2023] Open
Abstract
Real-world evidence (RWE) plays an important role in the management of type 2 diabetes (T2D). It provides data about the effectiveness and safety of an intervention from outside the randomised controlled trial (RCT) setting and allows healthcare professionals (HCPs) to determine if RCT data are applicable to their patients in routine clinical practice. This review provides a discussion of the value of RWE in T2D management in day-to-day clinical practice, with a focus on RWE with sulfonylureas (SUs), and presents two examples of a new generation of international real-world studies in people with T2D managed in routine clinical practice. RWE plays a valuable role in advising HCPs in the day-to-day management of T2D, informing regulatory authorities with regard to pharmacovigilance and post-approval updates, and providing insights with regard to patients' treatment adherence and preference. RWE should be used alongside RCTs to increase HCP awareness and understanding of their patients' perspectives, potentially allowing for improvements in treatment adherence, glycaemic control and health-related quality of life (HRQoL). In addition, real-world studies must be conducted in a way that generates robust RWE by limiting the risks of bias and confounding as much as possible. A growing body of RWE is emerging from Asia. For example, in a preliminary HRQoL analysis of the Joint Asia Diabetes Evaluation (JADE) Register, Asian people with T2D had better HRQoL with gliclazide-based treatment than with other SU agents, despite being older and having more diabetes-related complications.
Collapse
Affiliation(s)
- Kamlesh Khunti
- Diabetes Research Centre, University of Leicester, Leicester General Hospital, Leicester, LE5 4PW, UK.
| | - Mussa Almalki
- King Fahad Medical City, Obesity, Endocrine and Metabolism Centre, Riyadh, Saudi Arabia
| | - Juliana C N Chan
- Department of Medicine and Therapeutics, Hong Kong Institute of Diabetes and Obesity and Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong, China
| | - Aslam Amod
- Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
| |
Collapse
|
32
|
Hirsch G, Velentgas P, Curtis JR, Larholt K, Park JJH, Pashos CL, Trinquart L. Extending the vision of adaptive point-of-care platform trials to improve targeted use of drug therapy regimens: An agile approach in the learning healthcare system toolkit. Contemp Clin Trials 2023; 133:107327. [PMID: 37652359 DOI: 10.1016/j.cct.2023.107327] [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: 04/13/2023] [Revised: 07/24/2023] [Accepted: 08/28/2023] [Indexed: 09/02/2023]
Abstract
OBJECTIVES Improving the targeted use of drug regimens requires robust real-world evidence (RWE) to address the uncertainties that remain regarding their real-world performance following market entry. However, challenges in the current state of RWE production limit its impact on clinical decisions, as well as its operational scalability and sustainability. We propose an adaptive point-of-care (APoC) platform trial as an approach to RWE production that improves both clinical and operational efficiencies. METHODS AND FINDINGS We explored design innovations, operational challenges, and infrastructure needs within a multi-stakeholder consortium to evaluate the potential of an APoC platform trial for studying chronic disease treatment regimens using rheumatoid arthritis as a case study. The concept integrates elements from adaptive clinical trials (dynamic treatment regimen strategies) and point-of-care trials (research embedded into routine clinical care) under a perpetual platform infrastructure. The necessary components to implement an APoC platform trial within outpatient settings exist, and present an opportunity for a cross-disciplinary, multi-stakeholder approach. Effective engagement of key stakeholders involved in and impacted by the platform is critical to success. Our collaborative design process identified three high-impact stakeholder-engagement areas: (1) focus on research question(s), (2) design and implementation planning such that it is feasible and fit-for-purpose, and (3) measurement, or meaningful metrics for both clinical (patient outcomes) and system (operational efficiencies) impact. CONCLUSIONS An APoC platform trial for rheumatoid arthritis integrating innovative design elements in a scalable infrastructure has the potential to reduce important uncertainties about the real-world performance of biomedical innovations and improve clinical decisions.
Collapse
Affiliation(s)
- Gigi Hirsch
- Center for Biomedical System Design & NEWDIGS, Tufts Medical Center, Boston, MA, USA.
| | | | - Jeffrey R Curtis
- Division of Clinical Immunology and Rheumatology, Department of Medicine, University of Alabama at Birmingham, Birmingham, AL, USA; Illumination Health, Hoover, AL, USA
| | - Kay Larholt
- Center for Biomedical System Design & NEWDIGS, Tufts Medical Center, Boston, MA, USA
| | - Jay J H Park
- Core Clinical Sciences Inc, Vancouver, BC, Canada; Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada
| | | | - Ludovic Trinquart
- Institute for Clinical Research and Health Policy Studies, Tufts Medical Center, Boston, MA, USA; Tufts Clinical and Translational Science Institute, Tufts University, Boston, MA, USA
| |
Collapse
|
33
|
Fu EL. Target Trial Emulation to Improve Causal Inference from Observational Data: What, Why, and How? J Am Soc Nephrol 2023; 34:1305-1314. [PMID: 37131279 PMCID: PMC10400102 DOI: 10.1681/asn.0000000000000152] [Citation(s) in RCA: 36] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Accepted: 04/17/2023] [Indexed: 05/04/2023] Open
Abstract
ABSTRACT Target trial emulation has drastically improved the quality of observational studies investigating the effects of interventions. Its ability to prevent avoidable biases that have plagued many observational analyses has contributed to its recent popularity. This review explains what target trial emulation is, why it should be the standard approach for causal observational studies that investigate interventions, and how to do a target trial emulation analysis. We discuss the merits of target trial emulation compared with often used, but biased analyses, as well as potential caveats, and provide clinicians and researchers with the tools to better interpret results from observational studies investigating the effects of interventions.
Collapse
Affiliation(s)
- Edouard L Fu
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| |
Collapse
|
34
|
Gregg EW, Patorno E, Karter AJ, Mehta R, Huang ES, White M, Patel CJ, McElvaine AT, Cefalu WT, Selby J, Riddle MC, Khunti K. Use of Real-World Data in Population Science to Improve the Prevention and Care of Diabetes-Related Outcomes. Diabetes Care 2023; 46:1316-1326. [PMID: 37339346 PMCID: PMC10300521 DOI: 10.2337/dc22-1438] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/22/2022] [Accepted: 04/11/2023] [Indexed: 06/22/2023]
Abstract
The past decade of population research for diabetes has seen a dramatic proliferation of the use of real-world data (RWD) and real-world evidence (RWE) generation from non-research settings, including both health and non-health sources, to influence decisions related to optimal diabetes care. A common attribute of these new data is that they were not collected for research purposes yet have the potential to enrich the information around the characteristics of individuals, risk factors, interventions, and health effects. This has expanded the role of subdisciplines like comparative effectiveness research and precision medicine, new quasi-experimental study designs, new research platforms like distributed data networks, and new analytic approaches for clinical prediction of prognosis or treatment response. The result of these developments is a greater potential to progress diabetes treatment and prevention through the increasing range of populations, interventions, outcomes, and settings that can be efficiently examined. However, this proliferation also carries an increased threat of bias and misleading findings. The level of evidence that may be derived from RWD is ultimately a function of the data quality and the rigorous application of study design and analysis. This report reviews the current landscape and applications of RWD in clinical effectiveness and population health research for diabetes and summarizes opportunities and best practices in the conduct, reporting, and dissemination of RWD to optimize its value and limit its drawbacks.
Collapse
Affiliation(s)
- Edward W. Gregg
- School of Population Health, RRCSI University of Medicine and Health Sciences, Dublin, Ireland
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, U.K
| | - Elisabetta Patorno
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA
| | - Andrew J. Karter
- Division of Research, Kaiser Permanente, Oakland, CA
- Department of Health Systems and Population Health, University of Washington, Seattle, WA
| | - Roopa Mehta
- Metabolic Research Unit (UIEM), Department of Endocrinology and Metabolism, Instituto Nacional de Ciencias Medicas y Nutricion, Salvador Zubiran (INCMNSZ), Mexico City, Mexico
| | - Elbert S. Huang
- Section of General Internal Medicine, Center for Chronic Disease Research and Policy (CDRP), The University of Chicago, Chicago, IL
| | - Martin White
- Medical Research Council Epidemiology Unit, University of Cambridge, Cambridge, U.K
| | - Chirag J. Patel
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA
| | | | - William T. Cefalu
- Division of Diabetes, Endocrinology, and Metabolic Diseases, National Institute of Diabetes, Digestive, and Kidney Diseases, National Institutes of Health, Bethesda, MD
| | - Joseph Selby
- Patient-Centered Outcomes Institute, Washington, DC
| | - Matthew C. Riddle
- Division of Endocrinology, Diabetes, and Clinical Nutrition, Oregon Health & Science University, Portland, OR
| | - Kamlesh Khunti
- Leicester Real World Evidence Unit, Diabetes Research Centre, University of Leicester, Leicester, U.K
| |
Collapse
|
35
|
Fu EL, D'Andrea E, Wexler DJ, Patorno E, Paik JM. Safety of Sodium-Glucose Cotransporter-2 Inhibitors in Patients with CKD and Type 2 Diabetes: Population-Based US Cohort Study. Clin J Am Soc Nephrol 2023; 18:592-601. [PMID: 36827225 PMCID: PMC10278835 DOI: 10.2215/cjn.0000000000000115] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2022] [Accepted: 02/14/2023] [Indexed: 02/25/2023]
Abstract
BACKGROUND Limited information exists regarding the safety of sodium-glucose cotransporter-2 inhibitors (SGLT2i) in patients with CKD treated in routine care. We evaluated the safety of SGLT2i in patients with CKD and type 2 diabetes treated in US routine practice. METHODS Using claims data from Medicare and two large US commercial databases (April 2013-December 2021), we included 96,128 adults with CKD stages 3-4 and type 2 diabetes who newly filled prescriptions for SGLT2i versus glucagon-like peptide-1 receptor agonists (GLP-1RA). Safety outcomes included diabetic ketoacidosis (DKA), lower limb amputations, nonvertebral fractures, genital infections, hypovolemia, AKI, hypoglycemia, and severe urinary tract infections (UTIs). Hazard ratios (HRs) and incidence rate differences per 1000 person-years were estimated after 1:1 propensity score matching, adjusted for >120 baseline characteristics. RESULTS Compared with GLP-1RA, SGLT2i initiators had a higher risk of nonvertebral fractures (HR, 1.30 [95% confidence interval (CI), 1.03 to 1.65]; incidence rate difference, 2.13 [95% CI, 0.28 to 3.97]), lower limb amputations (HR, 1.65 [95% CI, 1.22 to 2.23]; incidence rate difference, 2.46 [95% CI, 1.00 to 3.92]), and genital infections (HR, 3.08 [95% CI, 2.73 to 3.48]; incidence rate difference, 41.26 [95% CI, 37.06 to 45.46]). Similar risks of DKA (HR, 1.07 [95% CI, 0.74 to 1.54]; incidence rate difference, 0.29 [95% CI, -0.89 to 1.46]), hypovolemia (HR, 0.99 [95% CI, 0.86 to 1.14]; incidence rate difference, 0.20 [95% CI, -2.85 to 3.25]), hypoglycemia (HR, 1.08 [95% CI, 0.92 to 1.26]; incidence rate difference, 1.46 [95% CI, -1.31 to 4.23]), and severe UTI (HR, 1.02 [95% CI, 0.87 to 1.19]; incidence rate difference, 0.35 [95% CI, -2.51 to 3.21]) were observed. SGLT2i had lower risk for AKI (HR, 0.93 [95% CI, 0.87 to 0.99]; incidence rate difference, -6.75 [95% CI, -13.69 to 0.20]). CONCLUSIONS In US patients with CKD and type 2 diabetes receiving routine care, SGLT2i use was associated with higher risks of genital infections and potentially lower limb amputations and nonvertebral fractures.
Collapse
Affiliation(s)
- Edouard L. Fu
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Elvira D'Andrea
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Deborah J. Wexler
- Diabetes Center, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Elisabetta Patorno
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Julie M. Paik
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
- Division of Renal (Kidney) Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts
- New England Geriatric Research Education and Clinical Center, VA Boston Healthcare System, Boston, Massachusetts
| |
Collapse
|
36
|
Hydroxychloroquine lowers Alzheimer's disease and related dementias risk and rescues molecular phenotypes related to Alzheimer's disease. Mol Psychiatry 2023; 28:1312-1326. [PMID: 36577843 PMCID: PMC10005941 DOI: 10.1038/s41380-022-01912-0] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/09/2022] [Revised: 12/03/2022] [Accepted: 12/07/2022] [Indexed: 12/29/2022]
Abstract
We recently nominated cytokine signaling through the Janus-kinase-signal transducer and activator of transcription (JAK/STAT) pathway as a potential AD drug target. As hydroxychloroquine (HCQ) has recently been shown to inactivate STAT3, we hypothesized that it may impact AD pathogenesis and risk. Among 109,124 rheumatoid arthritis patients from routine clinical care, HCQ initiation was associated with a lower risk of incident AD compared to methotrexate initiation across 4 alternative analyses schemes addressing specific types of biases including informative censoring, reverse causality, and outcome misclassification (hazard ratio [95% confidence interval] of 0.92 [0.83-1.00], 0.87 [0.81-0.93], 0.84 [0.76-0.93], and 0.87 [0.75-1.01]). We additionally show that HCQ exerts dose-dependent effects on late long-term potentiation (LTP) and rescues impaired hippocampal synaptic plasticity prior to significant accumulation of amyloid plaques and neurodegeneration in APP/PS1 mice. Additionally, HCQ treatment enhances microglial clearance of Aβ1-42, lowers neuroinflammation, and reduces tau phosphorylation in cell culture-based phenotypic assays. Finally, we show that HCQ inactivates STAT3 in microglia, neurons, and astrocytes suggesting a plausible mechanism associated with its observed effects on AD pathogenesis. HCQ, a relatively safe and inexpensive drug in current use may be a promising disease-modifying AD treatment. This hypothesis merits testing through adequately powered clinical trials in at-risk individuals during preclinical stages of disease progression.
Collapse
|
37
|
An Attempt to Replicate Randomized Trials of Diabetes Treatments Using a Japanese Administrative Claims and Health Checkup Database: A Feasibility Study. Drugs Real World Outcomes 2023:10.1007/s40801-023-00353-7. [PMID: 36725811 DOI: 10.1007/s40801-023-00353-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/08/2023] [Indexed: 02/03/2023] Open
Abstract
BACKGROUND Use of real-world evidence (RWE) has been limited for evaluating effectiveness because of the lack of confidence in its reliability. Examining whether a rigorously designed observational study using real-world data (RWD) can reproduce the results of a randomized controlled trial (RCT) will provide insights into the implementation of high-quality RWE studies that can produce valid conclusions. OBJECTIVE We aimed to replicate published RCTs using a Japanese claims and health checkup database and examine whether the emulated RWE studies' results agree with those of the original RCTs. METHODS We selected three RCTs on diabetes medications for replication in patients with type 2 diabetes. The study outcome was either the change or percentage change in HbA1c levels from baseline. We designed three observational studies using the RWD to mimic the critical study elements of the respective RCTs as closely as possible. We performed 1:1 propensity score nearest-neighbor matching to balance the groups for potential confounders. The differences in outcomes between the groups and their 95% confidence intervals (CIs) were calculated in each RWE study, and the results were compared with those of the RCT. RESULTS Patient characteristics, such as age, sex, and duration of diabetes, differed between the RWE studies and RCTs. In Trial 1 emulation, the percentage changes in HbA1c levels were larger in the treatment group than in the comparator group (difference -6.21, 95% confidence interval (CI) -11.01 to -1.40). In Trial 2, the change in HbA1c level was larger in the treatment group (difference -0.01; 95% CI -0.25 to 0.23), and in Trial 3, it was smaller in the treatment group (difference 0.46; 95% CI -0.01 to 0.94). These results did not show regulatory or estimate agreement with the RCTs. CONCLUSIONS None of the three emulated RWE studies using this claims and health checkup database reproduced the same conclusions as the RCTs. These discrepancies could largely be attributed to design differences between RWE studies and RCTs, primarily due to the lack of necessary data in the database. This particular RWD source may not be the best fit for evaluating treatment effects using laboratory data as the study outcome.
Collapse
|
38
|
Thurin NH, Jové J, Lassalle R, Rouyer M, Lamarque S, Bosco-Levy P, Segalas C, Schneeweiss S, Blin P, Droz-Perroteau C. Strong instrumental variables biased propensity scores in comparative effectiveness research: A case study in oncology. J Clin Epidemiol 2023; 155:31-38. [PMID: 36657590 DOI: 10.1016/j.jclinepi.2023.01.002] [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: 09/16/2022] [Revised: 12/10/2022] [Accepted: 01/11/2023] [Indexed: 01/18/2023]
Abstract
BACKGROUND AND OBJECTIVES Some medications require specific medical procedures in the weeks before their start. Such procedures may meet the definition of instrumental variables (IVs). We examined how they may influence treatment effect estimation in propensity score (PS)-adjusted comparative studies, and how to remedy. STUDY DESIGN AND SETTING Different covariate assessment periods (CAPs) did and did not include the month preceding treatment start were used to compute PS in the French claims database (Sytème National des Données de Santé-SNDS), and 1:1 match patients with metastatic castration resistant prostate cancer initiating abiraterone acetate or docetaxel. The 36-month survival was assessed. RESULTS Among 1, 213 docetaxel and 2, 442 abiraterone initiators, the PS distribution resulting from the CAP [-12; 0 months] distinctly separated populations (c = 0.93; 273 matched pairs). The CAPs [-12;-1 months] identified 765 pairs (c = 0.81). Strong docetaxel treatment predictors during the month before treatment start were implantable delivery systems (1% vs. 59%), which fulfilled IV conditions. The 36-month survival was not meaningfully different under the [-12; 0 months] CAP but differed by 10% points (38% vs. 28%) after excluding month -1. CONCLUSION In the setting of highly predictive pretreatment procedures, excluding the immediate pre-exposure time from the CAP will reduce the risk of including potential IVs in PS models and may reduce bias.
Collapse
Affiliation(s)
- Nicolas H Thurin
- University of Bordeaux, INSERM CIC-P 1401, Bordeaux PharmacoEpi, Bordeaux, France.
| | - Jérémy Jové
- University of Bordeaux, INSERM CIC-P 1401, Bordeaux PharmacoEpi, Bordeaux, France
| | - Régis Lassalle
- University of Bordeaux, INSERM CIC-P 1401, Bordeaux PharmacoEpi, Bordeaux, France
| | - Magali Rouyer
- University of Bordeaux, INSERM CIC-P 1401, Bordeaux PharmacoEpi, Bordeaux, France
| | - Stéphanie Lamarque
- University of Bordeaux, INSERM CIC-P 1401, Bordeaux PharmacoEpi, Bordeaux, France
| | - Pauline Bosco-Levy
- University of Bordeaux, INSERM CIC-P 1401, Bordeaux PharmacoEpi, Bordeaux, France
| | - Corentin Segalas
- University of Paris Cité, Centre of Epidemiology and Statistics (CRESS) INSERM, Paris, France
| | - Sebastian Schneeweiss
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Patrick Blin
- University of Bordeaux, INSERM CIC-P 1401, Bordeaux PharmacoEpi, Bordeaux, France
| | | |
Collapse
|
39
|
Lim LL, Lau ESH, Cheung JTK, Chan SP, Ji L, Lim S, Sirinvaravong S, Unnikrishnan AG, Luk AOY, Cortese V, Durocher A, Chan JCN. Real-world usage of sulphonylureas in Asian patients with type 2 diabetes using the Joint Asia Diabetes Evaluation (JADE) register. Diabetes Obes Metab 2023; 25:208-221. [PMID: 36082513 PMCID: PMC10087907 DOI: 10.1111/dom.14865] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Revised: 08/24/2022] [Accepted: 09/04/2022] [Indexed: 12/14/2022]
Abstract
AIMS To explore the patterns of use of oral glucose-lowering drugs (OGLDs) in Asian patients with type 2 diabetes (T2D), focusing on sulphonylureas (SUs), and to describe patient profiles according to treatment regimen. METHODS We conducted a cross-sectional analysis of data from adults with T2D from 11 Asian countries/regions with structured assessment enrolled in the prospective Joint Asia Diabetes Evaluation (JADE) register between November 2007 and December 2019. Patients receiving insulin and/or injectable glucagon-like peptide-1 receptor agonists were excluded. RESULTS Amongst 62 512 patients (mean ± standard deviation age: 57.3 ± 11.8 years; 53.6% men), 54 783 (87.6%) were treated with OGLDs at enrolment. Most received one (37.5%) or two (44.2%) OGLDs. In the entire cohort, 59.4% of treated patients received SU-based therapy with variations amongst countries/regions. Overall, 79.5% of SU regimens were based on SUs plus metformin, and 22.1% on SUs plus dipeptidyl peptidase-4 inhibitors. Among SU users, gliclazide was most commonly prescribed (46.7%), followed by glimepiride (40.0%) and glibenclamide (8.1%). More gliclazide users entered the cohort with glycated haemoglobin levels <53 mmol/mol (7%) than non-gliclazide SU users (odds ratio [OR] 1.09, 95% CI 1.02-1.17), with less frequent self-reported hypoglycaemia in the 3 months before registration (OR 0.81, 95% CI 0.72-0.92; adjusted for sociodemographic factors, cardiometabolic risk factors, complications, use of other OGLDs, country/region and year of registration). CONCLUSION In Asia, SUs are a popular OGLD class, often combined with metformin. Good glycaemic control and safety profiles associated with the use of SUs, including gliclazide, support their position as a key treatment option in patients with T2D.
Collapse
Affiliation(s)
- Lee-Ling Lim
- Department of Medicine, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, Hong Kong, China
- Asia Diabetes Foundation, Shatin, Hong Kong, China
| | - Eric S H Lau
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, Hong Kong, China
- Asia Diabetes Foundation, Shatin, Hong Kong, China
| | - Johnny T K Cheung
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, Hong Kong, China
| | - Siew Pheng Chan
- Department of Medicine, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia
| | - Linong Ji
- Department of Endocrinology and Metabolism, Peking University People's Hospital, Peking, China
| | - Soo Lim
- Department of Internal Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, South Korea
| | - Sirinart Sirinvaravong
- Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - A G Unnikrishnan
- Department of Endocrinology, Chellaram Diabetes Institute, Pune, India
| | - Andrea O Y Luk
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, Hong Kong, China
- Asia Diabetes Foundation, Shatin, Hong Kong, China
- Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Shatin, Hong Kong, China
- Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Shatin, Hong Kong, China
| | - Viviana Cortese
- Global Medical and Patient Affairs, Servier Affaires Médicales, Suresnes, France
| | - Alexandra Durocher
- Global Medical and Patient Affairs, Servier Affaires Médicales, Suresnes, France
| | - Juliana C N Chan
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, Hong Kong, China
- Asia Diabetes Foundation, Shatin, Hong Kong, China
- Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Shatin, Hong Kong, China
- Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Shatin, Hong Kong, China
| |
Collapse
|
40
|
Ruda AI, Ciobanu DM, Inceu G, Rusu A, Roman G. The effect of Dulaglutide on glycemic and weight control in patients with type 2 diabetes. Med Pharm Rep 2023; 96:52-57. [PMID: 36818328 PMCID: PMC9924803 DOI: 10.15386/mpr-2425] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2022] [Revised: 04/27/2022] [Accepted: 05/15/2022] [Indexed: 11/23/2022] Open
Abstract
Background and aims The objectives of type 2 diabetes treatment are to achieve adequate long-term glycemic control and to reduce the risk associated with comorbidities and complications. Once-weekly Dulaglutide showed a reduction in cardiovascular risk associated with diabetes in addition to improved glycemic control and bodyweight reduction in several clinical trials. We aimed to investigate the effect of Dulaglutide 1.5 mg on glycemic and weight control in type 2 diabetes patients inadequately controlled by antihyperglycemic treatment in real-world clinical practice. Methods We retrospectively reviewed the medical records of 50 patients with type 2 diabetes inadequately controlled by previous treatment and newly initiated on Dulaglutide. The data were collected at 6 months (n=50) and 12 months (n=40) after Dulaglutide therapy initiation. Results Dulaglutide treatment resulted in significant improvement of glycated hemoglobin (-1.3 %; p<0.001) after 6 months and after 12 months (-2.0 %; p<0.001). Significant bodyweight reduction was found after 6 months (-2.0 kg; p=0.002) and 12 months (-3.5 kg; p=0.001) of Dulaglutide treatment initiation. In addition, a reduction in insulin dose was observed. Conclusions Our clinical data showed that Dulaglutide 1.5 mg significantly improved glycemic and bodyweight control at 6 and 12 months after treatment initiation in patients with type 2 diabetes inadequately controlled by previous antihyperglycemic treatment.
Collapse
Affiliation(s)
- Alexandru Ioan Ruda
- Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, Cluj-Napoca, Romania
| | - Dana Mihaela Ciobanu
- Diabetes and Nutrition Diseases Department, Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, Cluj-Napoca, Romania,Center of Diabetes, Nutrition and Metabolic Diseases, Emergency Clinical County Hospital, Cluj-Napoca, Romania
| | - Georgeta Inceu
- Diabetes and Nutrition Diseases Department, Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, Cluj-Napoca, Romania,Center of Diabetes, Nutrition and Metabolic Diseases, Emergency Clinical County Hospital, Cluj-Napoca, Romania
| | - Adriana Rusu
- Diabetes and Nutrition Diseases Department, Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, Cluj-Napoca, Romania,Center of Diabetes, Nutrition and Metabolic Diseases, Emergency Clinical County Hospital, Cluj-Napoca, Romania
| | - Gabriela Roman
- Diabetes and Nutrition Diseases Department, Faculty of Medicine, Iuliu Hațieganu University of Medicine and Pharmacy, Cluj-Napoca, Romania,Center of Diabetes, Nutrition and Metabolic Diseases, Emergency Clinical County Hospital, Cluj-Napoca, Romania
| |
Collapse
|
41
|
Verma SK, Huang J, Hutchinson HG, Estevez I, Kuang K, Reynolds SL, Schneeweiss S. Statin Use and Severe Acute Liver Injury Among Patients with Elevated Alanine Aminotransferase. Clin Epidemiol 2022; 14:1535-1545. [PMID: 36540900 PMCID: PMC9759991 DOI: 10.2147/clep.s385712] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2022] [Accepted: 11/30/2022] [Indexed: 06/15/2024] Open
Abstract
INTRODUCTION While serious liver injury among statin users is extremely rare, baseline liver enzyme testing is still recommended prior to initiating therapy. The benefit of such screening should be reevaluated based on empirical evidence. This study compared the risk of severe acute liver injury (SALI) between statin initiators with an elevated ALT (>35U/L) matched to statin initiators with a normal ALT level (≤35U/L). Statin initiators with an elevated ALT were additionally compared against matched non-users. METHODS The study created cohorts from Optum and MarketScan claims data. Exposed and comparison cohorts were propensity score (PS) matched in each dataset and findings were pooled using meta-analysis. Proportional hazards regression was used to estimate hazard ratios (HRs), and a prespecified non-inferiority margin for SALI was set at a HR of 1.8. RESULTS 232,889 patients with elevated ALT were PS-matched to 232,889 with normal ALT level. The overall incidence rate of SALI was about 19/100,000 person-years among statin initiators. Statin initiators with elevated ALT had no meaningfully increased risk of SALI compared to those with normal ALT (HR=1.15; 95% CI 0.75 to 1.75). Comparing statin initiators with non-initiators with elevated ALT values equally yielded no increased risk (HR=0.76; 95% CI 0.52 to 1.11). CONCLUSION In this large population-based study, SALI in statin users was rare. Importantly, the results showed no evidence that baseline ALT status is a reliable indicator for an increased risk of severe liver injury among statin initiators.
Collapse
Affiliation(s)
- Santosh K Verma
- Science, Aetion, Inc, New York, NY, USA
- Department of Family Medicine and Community Health, University of Massachusetts Medical School, Worcester, MA, USA
| | - Joanna Huang
- Payer Evidence, AstraZeneca, Wilmington, DE, USA
| | | | | | | | | | - Sebastian Schneeweiss
- Science, Aetion, Inc, New York, NY, USA
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| |
Collapse
|
42
|
Swertz M, van Enckevort E, Oliveira JL, Fortier I, Bergeron J, Thurin NH, Hyde E, Kellmann A, Pahoueshnja R, Sturkenboom M, Cunnington M, Nybo Andersen AM, Marcon Y, Gonçalves G, Gini R. Towards an Interoperable Ecosystem of Research Cohort and Real-world Data Catalogues Enabling Multi-center Studies. Yearb Med Inform 2022; 31:262-272. [PMID: 36463884 PMCID: PMC9719789 DOI: 10.1055/s-0042-1742522] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/05/2022] Open
Abstract
OBJECTIVES Existing individual-level human data cover large populations on many dimensions such as lifestyle, demography, laboratory measures, clinical parameters, etc. Recent years have seen large investments in data catalogues to FAIRify data descriptions to capitalise on this great promise, i.e. make catalogue contents more Findable, Accessible, Interoperable and Reusable. However, their valuable diversity also created heterogeneity, which poses challenges to optimally exploit their richness. METHODS In this opinion review, we analyse catalogues for human subject research ranging from cohort studies to surveillance, administrative and healthcare records. RESULTS We observe that while these catalogues are heterogeneous, have various scopes, and use different terminologies, still the underlying concepts seem potentially harmonizable. We propose a unified framework to enable catalogue data sharing, with catalogues of multi-center cohorts nested as a special case in catalogues of real-world data sources. Moreover, we list recommendations to create an integrated community of metadata catalogues and an open catalogue ecosystem to sustain these efforts and maximise impact. CONCLUSIONS We propose to embrace the autonomy of motivated catalogue teams and invest in their collaboration via minimal standardisation efforts such as clear data licensing, persistent identifiers for linking same records between catalogues, minimal metadata 'common data elements' using shared ontologies, symmetric architectures for data sharing (push/pull) with clear provenance tracks to process updates and acknowledge original contributors. And most importantly, we encourage the creation of environments for collaboration and resource sharing between catalogue developers, building on international networks such as OpenAIRE and research data alliance, as well as domain specific ESFRIs such as BBMRI and ELIXIR.
Collapse
Affiliation(s)
- Morris Swertz
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands,Prof Morris Swertz Department of Genetics, HPC CB50, University Medical Center GroningenP.O. Box 30001, 9700 RB GroningenThe Netherlands
| | - Esther van Enckevort
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | | | - Isabel Fortier
- Research Institute of the McGill University Health Center, Montreal, Canada
| | - Julie Bergeron
- Research Institute of the McGill University Health Center, Montreal, Canada
| | - Nicolas H. Thurin
- Univ. Bordeaux, INSERM CIC-P 1401, Bordeaux PharmacoEpi, Bordeaux, France
| | - Eleanor Hyde
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Alexander Kellmann
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | | | - Miriam Sturkenboom
- Department of Datascience & Biostatistics, Julius Center, University Medical Center Utrecht, Utrecht, The Netherlands
| | | | | | | | - Gonçalo Gonçalves
- Human-Centered Computing and Information Science, INESC TEC, Portugal
| | - Rosa Gini
- ARS Toscana, Florence, Italy,Correspondence to: Rosa Gini Via Dazzi 1, 55141 FlorenceItaly
| |
Collapse
|
43
|
Wakabayashi R, Hirano T, Laurent T, Kuwatsuru Y, Kuwatsuru R. Impact of "time zero" of Follow-Up Settings in a Comparative Effectiveness Study Using Real-World Data with a Non-user Comparator: Comparison of Six Different Settings. Drugs Real World Outcomes 2022; 10:107-117. [PMID: 36441486 PMCID: PMC9944480 DOI: 10.1007/s40801-022-00343-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/06/2022] [Indexed: 11/29/2022] Open
Abstract
BACKGROUND Time-related bias can lead to misleading conclusions. Properly setting the "time zero" of follow-up is crucial for avoiding these biases. However, the time-zero setting is challenging when comparing users and non-users of a study drug because the latter do not have a time point for starting treatment. OBJECTIVE This methodological study aimed to illustrate the impact of different time-zero settings on effect estimates in a comparative effectiveness study using real-world data with a non-user comparator. METHODS Data for type 2 diabetes patients were extracted from an administrative claims database, and the onset of diabetic retinopathy (study outcome) was compared between users (treatment group) and non-users (non-use group) of lipid-lowering agents. We applied six time-zero settings to the same dataset. The adjusted hazard ratio (HR) for the outcome was estimated using a Cox regression model in each time-zero setting, and the obtained results were compared among the settings. RESULTS Of the six settings, three (study entry date [SED] vs SED [naïve approach], treatment initiation [TI] vs SED, TI vs Matched [random order]) showed that the treatment had a reduced risk of the outcome (HR [95% CI]: 0.65 [0.61-0.69], 0.92 [0.86-0.97], and 0.76 [0.71-0.82], respectively), one (TI vs Random) had an increased risk (HR [95% CI]: 1.52 [1.40-1.64]) , and two (SED vs SED [cloning method], and TI vs Matched [systematic order]) had neither increased nor decreased risk (HR [95% CI]: 0.95 [0.93-1.13], and 0.99 [0.93-1.07], respectively). CONCLUSIONS This study demonstrates that different time-zero settings can lead to different conclusions, even if the same dataset is analyzed for the same research question, probably because improper settings can introduce bias. To minimize such biases, researchers should carefully define time zero, particularly when designing a non-user comparator study using real-world data.
Collapse
Affiliation(s)
- Ryozo Wakabayashi
- Real-World Evidence and Data Assessment (READS), Graduate School of Medicine, Juntendo University, 2-1-1 Hongo, Bunkyo-ku, Tokyo, 113-8421, Japan. .,Clinical Study Support, Inc., Nagoya, Japan.
| | - Takahiro Hirano
- grid.258269.20000 0004 1762 2738Real-World Evidence and Data Assessment (READS), Graduate School of Medicine, Juntendo University, 2-1-1 Hongo, Bunkyo-ku, Tokyo, 113-8421 Japan ,Clinical Study Support, Inc., Nagoya, Japan
| | - Thomas Laurent
- grid.258269.20000 0004 1762 2738Real-World Evidence and Data Assessment (READS), Graduate School of Medicine, Juntendo University, 2-1-1 Hongo, Bunkyo-ku, Tokyo, 113-8421 Japan ,Clinical Study Support, Inc., Nagoya, Japan
| | - Yoshiki Kuwatsuru
- grid.258269.20000 0004 1762 2738Department of Radiology, School of Medicine, Juntendo University, Tokyo, Japan
| | - Ryohei Kuwatsuru
- grid.258269.20000 0004 1762 2738Real-World Evidence and Data Assessment (READS), Graduate School of Medicine, Juntendo University, 2-1-1 Hongo, Bunkyo-ku, Tokyo, 113-8421 Japan ,grid.258269.20000 0004 1762 2738Department of Radiology, School of Medicine, Juntendo University, Tokyo, Japan
| |
Collapse
|
44
|
Wang SV, Sreedhara SK, Bessette LG, Schneeweiss S. Understanding variation in the results of real-world evidence studies that seem to address the same question. J Clin Epidemiol 2022; 151:161-170. [PMID: 36075314 DOI: 10.1016/j.jclinepi.2022.08.012] [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: 02/07/2022] [Revised: 08/04/2022] [Accepted: 08/29/2022] [Indexed: 12/25/2022]
Abstract
OBJECTIVES Multiple database studies on the same question, conducted by different investigators using different approaches or different data sources, can be considered sensitivity analyses for the same causal treatment effect question. We evaluated the contribution of alternative study design parameters and analysis choices to variation in estimates of the risk of major bleeding with dabigatran compared with warfarin. STUDY DESIGN AND SETTING We followed a 7-step process: (1) identify published studies asking the same question, (2) independently reproduce selected studies in the same data sources as the original authors, (3) contact original authors, (4) evaluate validity, (5) document critical study parameter specifications, (6) implement a designed matrix of variations in study parameters based on the original studies, and (7) evaluate contributors to variation in results. RESULTS Most variation remained unexplained (60-88%). Of the explained variation, two-thirds were related to data and population differences, and one-third were related to the use of alternative study design and analysis parameters. Among these, the most prominent were differences in outcome algorithms and criteria used to define follow-up. CONCLUSION When making policy decisions based on database study findings, it is important to evaluate the validity, consistency, and robustness of results to alternative design and analysis decisions.
Collapse
Affiliation(s)
- Shirley V Wang
- Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital, Department of Medicine, Harvard Medical School, 1630 Tremont St Suite 303, Boston, MA 02120, USA; Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital; Department of Medicine, Harvard Medical School, Boston, MA, USA.
| | | | - Lily G Bessette
- Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital, Boston, MA, USA
| | - Sebastian Schneeweiss
- Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital; Department of Medicine, Harvard Medical School, Boston, MA, USA
| |
Collapse
|
45
|
Deng Y, Ghamsari F, Lu A, Yu J, Zhao L, Kho AN. Use of real-world evidence data to evaluate the comparative effectiveness of second-line type 2 diabetes medications on chronic kidney disease. J Clin Transl Endocrinol 2022; 30:100309. [PMID: 36620756 PMCID: PMC9816064 DOI: 10.1016/j.jcte.2022.100309] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Revised: 05/30/2022] [Accepted: 10/04/2022] [Indexed: 11/06/2022] Open
Abstract
Chronic kidney disease (CKD) is a common complication of type 2 diabetes mellitus (T2DM). Approximately-one-third of patients with T2DM also have CKD. In clinical trial studies, several anti-diabetic medications (ADM) show evidence of preventing the progression of CKD. Biguanides (e.g., metformin) are widely accepted as the first line medication. However, the comparative effectiveness of second line ADMs on CKD outcomes in T2DM is unclear. In addition, results from clinical trials may not generalize into routine clinical practice. In this study, we aimed to investigate the association of second line ADMs with diagnosed incident CKD, CKD hospitalization, and eGFR < 45 mL/min in T2DM patients using real-world data from electronic health records. Our study found that treatment with sodium-glucose cotransporter 2 (SGLT-2) inhibitors was significantly associated with lower risk of diagnosed CKD incidence in both primary analysis (hazard ratio, 0.43; 95 % CI, [0.22;0.87]; p-value,0.02) and secondary analysis (hazard ratio, 0.42; 95 % CI, [0.19;0.92]; p-value, 0.03) compared to use of Sulfonylureas (SU) as a second-line ADM. However, significant associations were not observed when using eGFR < 45 mL/min as the endpoint. Treatment with a dipeptidyl peptidase 4 (DPP-4) inhibitor was significantly associated with lower risk of diagnosed incident CKD (hazard ratio, 0.7; 95 % CI, [0.53;0.96]; p-value, 0.03) and lower risk of CKD hospitalization (hazard ratio, 0.6; 95 % CI, [0.37; 0.96]; p-value, 0.04) in the primary analysis. However, both associations were not significant in the sensitivity analysis. We did not observe significant association between use of glucagon-like peptide 1 receptor agonists (GLP-1RA), Thiazolidinediones (TZD), insulin and diagnosed CKD incidence, hospitalization or eGFR < 45 mL/min compared to use of SU as a second-line ADM.
Collapse
Affiliation(s)
- Yu Deng
- Center for Health Information Partnerships, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA,Corresponding author at: Center for health information Partnerships (CHIP), Northwestern University Feinberg School of Medicin, 625 N. Michigan Ave, Suite 1500, Chicago, IL 60611, USA.
| | - Farhad Ghamsari
- Dept of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Alice Lu
- Center for Health Information Partnerships, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Jingzhi Yu
- Center for Health Information Partnerships, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Lihui Zhao
- Dept. of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Abel N. Kho
- Center for Health Information Partnerships, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| |
Collapse
|
46
|
Schweber AB, Agarunov E, Brooks C, Hur C, Gonda TA. New-Onset Diabetes Is a Potential Marker for the Malignant Transformation of Pancreatic Cysts: A Real-World Population Cohort Study. Pancreas 2022; 51:1186-1193. [PMID: 37078944 DOI: 10.1097/mpa.0000000000002161] [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: 04/21/2023]
Abstract
OBJECTIVES New-onset diabetes mellitus has been shown to be associated with pancreatic cancer (PC) in the general population. Our objective was to leverage real-world data to assess the association of new-onset diabetes (NODM) with malignant transformation in a large longitudinal cohort of pancreatic cyst patients. METHODS A retrospective longitudinal cohort study was conducted using IBM's MarketScan claims databases from 2009 to 2017. From 200 million database subjects, we selected patients with newly diagnosed cysts without prior pancreatic pathology. RESULTS Of the 137,970 patients with a pancreatic cyst, 14,279 had a new diagnosis. Median follow-up was 41.6 months. Patients with NODM progressed to PC at nearly 3 times the rate of patients without a diabetes history (hazard ratio, 2.80; 95% confidence interval, 2.05-3.83) and at a significantly higher rate than patients with preexisting diabetes (hazard ratio, 1.59; 95% confidence interval, 1.14-2.21). The mean interval between NODM and cancer diagnosis was 7.5 months. CONCLUSIONS Cyst patients who developed NODM progressed to PC at 3 times the rate of nondiabetics and at a greater rate than preexisting diabetics. The diagnosis of NODM preceded cancer detection by several months. These results support the inclusion of diabetes mellitus screening in cyst surveillance algorithms.
Collapse
Affiliation(s)
- Adam B Schweber
- From the Department of Medicine, Division of Digestive and Liver Diseases, Columbia University Irving Medical Center
| | - Emil Agarunov
- Division of Gastroenterology and Hepatology, New York University
| | | | - Chin Hur
- From the Department of Medicine, Division of Digestive and Liver Diseases, Columbia University Irving Medical Center
| | - Tamas A Gonda
- Division of Gastroenterology and Hepatology, New York University
| |
Collapse
|
47
|
Yang A, Lau ESH, Wu H, Ma RCW, Kong APS, So WY, Luk AOY, Fu AWC, Chan JCN, Chow E. Attenuated Risk Association of End-Stage Kidney Disease with Metformin in Type 2 Diabetes with eGFR Categories 1-4. Pharmaceuticals (Basel) 2022; 15:1140. [PMID: 36145361 PMCID: PMC9505840 DOI: 10.3390/ph15091140] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2022] [Revised: 08/07/2022] [Accepted: 08/19/2022] [Indexed: 11/16/2022] Open
Abstract
Type 2 diabetes (T2D)-associated end-stage kidney disease (ESKD) is a global burden, while the renoprotective effects of metformin remain controversial. In a population-based cohort (2002-2018) including 96,643 patients with T2D observed for 0.7 million person-years, we estimated the risk association of metformin and its dose-relationship with ESKD in a propensity-score overlap-weighting (PS-OW) cohort by eGFR categories. Amongst 96,643, 83,881 (86.8%) had eGFR-G1/G2 (≥60 mL/min/1.73 m2), 8762 (9.1%) had eGFR-G3a (≥45-60 mL/min/1.73 m2), 3051 (3.2%) had eGFR-G3b (≥30-45 mL/min/1.73 m2), and 949 (1.0%) had eGFR-G4 (≥15-30 mL/min/1.73 m2). The respective proportions of metformin users in these eGFR categories were 95.1%, 81.9%, 53.8%, and 20.8%. In the PS-OW cohort with 88,771 new-metformin and 7872 other oral glucose-lowering-drugs (OGLDs) users, the respective incidence rates of ESKD were 2.8 versus 22.4/1000 person-years. Metformin use associated with reduced risk of ESKD (hazard ratio (HR) = 0.43 [95% CI: 0.35-0.52] in eGFR-G1/G2, 0.64 [0.52-0.79] in eGFR-G3a, 0.67 [0.56-0.80] in eGFR-G3b, and 0.63 [0.48-0.83] in eGFR-G4). Metformin use was associated with reduced or neutral risk of major adverse cardiovascular events (MACE) (7.2 versus 16.0/1000 person-years) and all-cause mortality (14.6 versus 65.1/1000 person-years). Time-weighted mean daily metformin dose was 1000 mg in eGFR-G1/G2, 850 mg in eGFR-G3a, 650 mg in eGFR-G3b, and 500 mg in eGFR-G4. In a subcohort of 14,766 patients observed for 0.1 million person-years, the respective incidence rates of lactic acidosis and HR in metformin users and non-users were 42.5 versus 226.4 events/100,000 person-years (p = 0.03) for eGFR-G1/G2 (HR = 0.57, 0.25-1.30) and 54.5 versus 300.6 events/100,000 person-years (p = 0.01) for eGFR-G3/G4 (HR = 0.49, 0.19-1.30). These real-world data underscore the major benefits and low risk of lactic acidosis with metformin use down to an eGFR of 30 mL/min/1.73 m2 and possibly even 15 mL/min/1.73 m2, while reinforcing the importance of dose adjustment and frequent monitoring of eGFR.
Collapse
Affiliation(s)
- Aimin Yang
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong SAR 999077, China
- Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong SAR 999077, China
| | - Eric S. H. Lau
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong SAR 999077, China
- Asia Diabetes Foundation, Hong Kong SAR 999077, China
| | - Hongjiang Wu
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong SAR 999077, China
| | - Ronald C. W. Ma
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong SAR 999077, China
- Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong SAR 999077, China
- Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong SAR 999077, China
| | - Alice P. S. Kong
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong SAR 999077, China
- Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong SAR 999077, China
- Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong SAR 999077, China
| | - Wing Yee So
- Hong Kong Hospital Authority Head Office, Hong Kong SAR 999077, China
| | - Andrea O. Y. Luk
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong SAR 999077, China
- Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong SAR 999077, China
- Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong SAR 999077, China
- Phase 1 Clinical Trial Centre, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong SAR 999077, China
| | - Amy W. C. Fu
- Asia Diabetes Foundation, Hong Kong SAR 999077, China
| | - Juliana C. N. Chan
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong SAR 999077, China
- Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong SAR 999077, China
- Asia Diabetes Foundation, Hong Kong SAR 999077, China
- Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong SAR 999077, China
| | - Elaine Chow
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong SAR 999077, China
- Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong SAR 999077, China
- Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong SAR 999077, China
- Phase 1 Clinical Trial Centre, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong SAR 999077, China
| |
Collapse
|
48
|
Li G, Zhang J, Van Spall HGC, Douglas PS, Wang Y, Sun X, Thabane L. Exploring ethnic representativeness in diabetes clinical trial enrolment from 2000 to 2020: a chronological survey. Diabetologia 2022; 65:1461-1472. [PMID: 35705796 PMCID: PMC9200441 DOI: 10.1007/s00125-022-05736-z] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/12/2021] [Accepted: 04/07/2022] [Indexed: 02/05/2023]
Abstract
AIMS/HYPOTHESIS Ethnic representativeness of participant enrolment in diabetes RCTs involving multiple ethnicities remains unknown. The aims of this study were to evaluate the status and temporal trend of ethnic representativeness in enrolment to diabetes RCTs, and to assess under-enrolment of non-white ethnic groups and explore trial characteristics associated with under-enrolment. METHODS We conducted a chronological survey by systematically searching the literature to include eligible RCTs published between January 2000 and December 2020. We assessed temporal trends in enrolment of ethnic groups in the included trials. Univariable logistic regression was used to explore the association between trial characteristics and under-enrolment of non-white groups, using a participant to prevalence ratio of <0.8 to define under-enrolment. This study was registered in PROSPERO (CRD42021229100). RESULTS We included 405 RCTs for analysis (327 multi-country trials, 69 conducted in the USA and nine conducted in the UK). The median enrolment rate of all non-white groups was 24.0% in the overall RCTs. Trials conducted in the USA and the UK had median enrolment rates of 29.0% and 12.0% for all non-white groups, respectively. There was a temporal trend towards increased participation of non-white ethnic groups in the overall RCTs; however, no significant improvement over time was found in the US or UK trials. Non-white groups were under-enrolled in most included trials: 62.3% (43/69) in US trials and 77.8% (7/9) in UK trials. The US trials with a high female proportion were associated with lower odds of under-enrolment of all non-white groups (OR 0.22; 95% CI 0.07, 0.65), while trials receiving funding from industry showed increased odds of under-enrolment (OR 4.64; 95% CI 1.50, 14.35). Outpatient enrolment and intervention duration were significantly associated with under-enrolment of Black participants. Only a small proportion of trials reported subgroup results or explored the effect modification by ethnicity. CONCLUSIONS/INTERPRETATION A temporal trend towards increased non-white ethnic enrolment was found in diabetes RCTs globally, but not in the USA or the UK. Non-white ethnic groups were under-represented in the majority of diabetes trials conducted in the USA and the UK. Some trial characteristics may be associated with non-white under-enrolment in diabetes trials. These findings provide some evidence for non-white ethnic representativeness in diabetes trials over the past two decades, and highlight the need for more effective strategies and endeavours to alleviate under-enrolment of non-white ethnic groups.
Collapse
Affiliation(s)
- Guowei Li
- Center for Clinical Epidemiology and Methodology, Guangdong Second Provincial General Hospital, Guangzhou, China.
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON, Canada.
| | - Jingyi Zhang
- Center for Clinical Epidemiology and Methodology, Guangdong Second Provincial General Hospital, Guangzhou, China
| | - Harriette G C Van Spall
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON, Canada
- Department of Medicine, McMaster University, Hamilton, ON, Canada
| | - Pamela S Douglas
- Duke University Clinical Research Institute, Duke University, Durham, NC, USA
| | - Yaoyao Wang
- Department of Epidemiology, School of Medicine, Jinan University, Guangzhou, China
| | - Xin Sun
- Chinese Evidence-Based Medicine Center and Cochrane China Center, West China Hospital, Sichuan University, Chengdu, China.
| | - Lehana Thabane
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON, Canada
- St Joseph's Healthcare Hamilton, Hamilton, ON, Canada
- Faculty of Health Sciences, University of Johannesburg, Johannesburg, South Africa
| |
Collapse
|
49
|
Yang A, Wu H, Lau ESH, Shi M, Fan B, Kong APS, Ma RCW, Luk AOY, Chan JCN, Chow E. Effects of RAS inhibitors on all-site cancers and mortality in the Hong Kong diabetes surveillance database (2002-2019). EBioMedicine 2022; 83:104219. [PMID: 35970023 PMCID: PMC9399959 DOI: 10.1016/j.ebiom.2022.104219] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2022] [Revised: 07/19/2022] [Accepted: 07/29/2022] [Indexed: 11/30/2022] Open
Abstract
Background Cancer is replacing cardiovascular-disease as a leading cause of death in type 2 diabetes (T2D). The association of RAS-inhibitors (RASi) and cancer, including differences between angiotensin-converting-enzyme-inhibitor (ACEi) and angiotensin-receptor-blocker (ARBs) as well as their associations independent of blood pressure lowering, remains inconclusive in T2D. Methods We conducted a cohort study with new-user design in 253,491 patients in the Hong-Kong-Diabetes-Surveillance-Database (HKDSD) in 2002-2019. We evaluated the associations of time-varying RASi use (ACEi and ARBs) with all-site cancer, diabetes-related cancers, and cancer-specific mortality including comparison with new-users of calcium-channel-blockers (CCBs) as an active-comparator group. Findings Of 253,491, 133,730 (52.8%) were new-RASi and 119,761 (47.2%) were non-RASi users with a median follow-up period of 6.3 (interquartile ragne: 3.4-9.2) years (1,678,719 patient-years). After propensity-score weighting and adjustment for time-varying covariables, RASi use was associated with lower risk of all-site cancer (HR=0.76, 95%CI: 0.74-0.79), diabetes-related cancer (HR=0.79, 95%CI: 0.75-0.84), cancer-specific mortality (HR=0.50, 95%CI: 0.47-0.53), and diabetes-related cancer mortality (HR=0.49, 95%CI: 0.45-0.54) versus non-RASi. Amongst RASi users, ARBs use was associated with lower risk of cancer-specific mortality versus ACEi (HR=0.77, 95%CI: 0.66-0.91). Use of RASi was associated with an estimated-prevention of 2.6 (95%CI: 2.3-3.0) all-site cancer per-1000-person-years and 2.2 (95%CI: 2.0-2.5) cancer-related mortality per-1000-person-years. Lower risk of cancer-specific mortality was similarly observed in new-RASi compared with new-CCBs users. Interpretation RASi use was independently associated with lower cancer risk in T2D with stronger associations in users of ARBs than ACEi. The benefits of RASi in patients with diabetes might go beyond cardiovascular-renal protection if confirmed by other real-world studies and trials. Funding Dr. Aimin Yang was supported by a CUHK Impact-Research-Fellowship Scheme.
Collapse
Affiliation(s)
- Aimin Yang
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China; Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China
| | - Hongjiang Wu
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China
| | - Eric S H Lau
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China
| | - Mai Shi
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China; Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China
| | - Baoqi Fan
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China; Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China
| | - Alice Pik-Shan Kong
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China; Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China; Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China
| | - Ronald Ching-Wan Ma
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China; Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China; Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China
| | - Andrea On-Yan Luk
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China; Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China; Phase 1 Clinical Trial Centre, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China
| | - Juliana Chung-Ngor Chan
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China; Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China; Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China
| | - Elaine Chow
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China; Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China; Phase 1 Clinical Trial Centre, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong Special Administrative Region, China.
| |
Collapse
|
50
|
Merola D, Schneeweiss S, Sreedhara SK, Zabotka LE, Quinto K, Concato J, Wang SV. Real-World Evidence Prediction of a Phase IV Oncology Trial: Comparative Degarelix vs Leuprolide Safety. JNCI Cancer Spectr 2022; 6:pkac049. [PMID: 35947646 PMCID: PMC9403105 DOI: 10.1093/jncics/pkac049] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Revised: 05/06/2022] [Accepted: 05/09/2022] [Indexed: 01/07/2023] Open
Abstract
BACKGROUND Medical and regulatory communities are increasingly interested in the utility of real-world evidence (RWE) for answering questions pertaining to drug safety and effectiveness but concerns about validity remain. A principled approach to conducting RWE studies may alleviate concerns and increase confidence in findings. This study sought to predict the findings from the PRONOUNCE trial using a principled approach to generating RWE. METHODS This propensity-score (PS) matched observational cohort study utilized 3 claims databases to compare the occurrence of major adverse cardiovascular events (MACE) among initiators of degarelix vs. leuprolide. Patients were included if they had history of prostate cancer and atherosclerotic cardiovascular disease. Subjects were excluded if they didn't have continuous database enrollment in the year prior to treatment initiation, were exposed to androgen deprivation therapy or experienced an acute cardiovascular event within 30 days prior to treatment initiation, or had a history or risk factors of QT prolongation. RESULTS There were 12,448 leuprolide and 1,969 degarelix study-eligible patients before matching, with 1,887 in each arm after PS-matching. The results for MACE comparing degarelix to leuprolide in the observational analysis (hazard ratio= 1.35; 95% confidence interval = 0.94-1.93) was consistent with the subsequently released PRONOUNCE result (hazard ratio = 1.28; 95% confidence interval = 0.59-2.79). CONCLUSIONS This study successfully predicted the result of a comparative cardiovascular safety trial in the oncology setting. Although the findings are encouraging, limitations of measuring cancer stage and tumor progression are representative of challenges in attempting to generalize whether claims-based RWE can be used as actionable evidence.
Collapse
Affiliation(s)
- David Merola
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Sebastian Schneeweiss
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Sushama K Sreedhara
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Luke E Zabotka
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Kenneth Quinto
- Center for Drug Evaluation and Research, Food and Drug Administration, Silver Spring, MD, USA
| | - John Concato
- Center for Drug Evaluation and Research, Food and Drug Administration, Silver Spring, MD, USA
| | - Shirley V Wang
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| |
Collapse
|