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Tian X, Chen S, Zhang Y, Xu Q, Xia X, Wu S, Wang A. Age-Specific Effect and Pathways of Risk Factors on the Risk of Incident Type 2 Diabetes: A 13-Year Prospective Cohort Study. Diabetes Metab Res Rev 2025; 41:e70028. [PMID: 39742467 DOI: 10.1002/dmrr.70028] [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: 04/15/2024] [Revised: 10/25/2024] [Accepted: 11/28/2024] [Indexed: 01/03/2025]
Abstract
AIM To assess risk profiles and pathways for incident type 2 diabetes by age at onset. MATERIALS AND METHODS Based on the Kailaun study, 92,020 participants without type 2 diabetes were enrolled and classified into four age-onset groups as < 55, 55 to < 65, 65 to < 75, and ≥ 75 years. Clinical risk factors and serum biomarkers were examined. Cox regression and Bayesian network analysis were performed. RESULTS Of the clinical risk factors, metabolic syndrome had the highest hazard ratio [HR] for type 2 diabetes onset at any age, ranging from 4.17; 95% confidence interval [CI], 3.89-4.06) at onset in those < 55 years to 2.97 (95% CI, 2.57-3.44) at onset in those ≥ 75 years. Among biomarkers, insulin resistance evaluated by triglyceride-glucose index had the highest HR (1.66; 95% CI, 1.61-1.70) for onset < 55 years. In comparison, weaker but significant associations with diabetes in onset < 55 years were noted for most lipids, metabolic, and inflammatory biomarkers. Most risk factors had attenuated relative rates at older ages. Bayesian network showed that the most important pathway to incident diabetes was through insulin resistance and metabolic syndrome, with conditional probabilities ranging from 62.1% in onset < 55 years, and attenuated to 16.3% for onset ≥ 75 years. CONCLUSIONS Most risk factors for diabetes had attenuated relative rates at older ages. Metabolic syndrome and insulin resistance, in addition to prediabetes, obesity, hypertension, and dyslipidemia, tended to be stronger risk factors.
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Affiliation(s)
- Xue Tian
- Department of Epidemiology, Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
- China National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
- Department of Clinical Epidemiology and Clinical Trial, Capital Medical University, Beijing, China
- Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, Beijing, China
| | - Shuohua Chen
- Department of Cardiology, Kailuan Hospital, North China University of Science and Technology, Tangshan, China
| | - Yijun Zhang
- Department of Epidemiology, Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
- China National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
- Department of Clinical Epidemiology and Clinical Trial, Capital Medical University, Beijing, China
- Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, Beijing, China
| | - Qin Xu
- Department of Epidemiology, Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
- China National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
- Department of Clinical Epidemiology and Clinical Trial, Capital Medical University, Beijing, China
| | - Xue Xia
- Department of Epidemiology, Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
- China National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
- Department of Clinical Epidemiology and Clinical Trial, Capital Medical University, Beijing, China
| | - Shouling Wu
- Department of Cardiology, Kailuan Hospital, North China University of Science and Technology, Tangshan, China
| | - Anxin Wang
- Department of Epidemiology, Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
- China National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
- Department of Clinical Epidemiology and Clinical Trial, Capital Medical University, Beijing, China
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Fisher A, Kim JD, Dormuth C. The Impact of Mandatory Nonmedical Switching From Originator to Biosimilar Insulin Glargine. Clin Ther 2022; 44:957-970.e12. [PMID: 35691731 DOI: 10.1016/j.clinthera.2022.05.003] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Revised: 04/14/2022] [Accepted: 05/05/2022] [Indexed: 11/03/2022]
Abstract
PURPOSE This study monitors for early changes in health services utilization after a mandatory policy to switch patients from originator to biosimilar insulin glargine in British Columbia, Canada. METHODS We conducted a prospective cohort study of patients treated with originator insulin glargine. The policy cohort included patients treated with originator insulin glargine in the 6 months before the policy change (May 27, 2019). Three historical control cohorts included users of originator insulin glargine during the 6 months before May 27 each year in 2016, 2017, and 2018. Patients who discontinued or switched use of the originator insulin glargine and those without cost coverage by the provincial drug plan were excluded. Using likelihood ratios, we compared the daily use of medications, outpatient visits, and hospitalizations in the 12 months after the policy change with the daily use in 3 historical control cohorts. A sustained likelihood ratio above a predefined threshold of 7.1 was interpreted as an early signal of a possible policy impact. FINDINGS Each cohort included 15,344 to 17,310 patients. In the first year of the policy, we observed increases in (1) insulin glargine use (the cumulative incidence increased by 2.5% compared with the mean of the 3 historical cohorts), (2) oral antidiabetic medication use (increased by 2.8%), and (3) outpatient visits (increased by 1.4%). Likelihood ratios greater than the threshold of 7.1 were detected for these 3 outcomes. IMPLICATIONS We observed marginal changes in health services utilization without detecting signals of negative health impacts on patients targeted by the British Columbia policy of mandatory switching from originator to biosimilar insulin glargine.
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Affiliation(s)
- Anat Fisher
- Department of Anesthesiology, Pharmacology, and Therapeutics, University of British Columbia, Vancouver, British Columbia, Canada.
| | - Jason D Kim
- Department of Anesthesiology, Pharmacology, and Therapeutics, University of British Columbia, Vancouver, British Columbia, Canada
| | - Colin Dormuth
- Department of Anesthesiology, Pharmacology, and Therapeutics, University of British Columbia, Vancouver, British Columbia, Canada
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Wang H, Zhou Y, Zhai X, Ding B, Jing T, Su X, Li H, Ma J. Evaluating Glycemic Control During Basalin or Lantus Administration in Adults With Controlled Type 2 Diabetes Mellitus Using Continuous Glucose Monitoring. Front Endocrinol (Lausanne) 2021; 12:754820. [PMID: 34917025 PMCID: PMC8670238 DOI: 10.3389/fendo.2021.754820] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/17/2021] [Accepted: 11/10/2021] [Indexed: 11/13/2022] Open
Abstract
AIM This study aims at evaluating glycemic control during Basalin or Lantus administration in adults with controlled type 2 diabetes mellitus using continuous glucose monitoring system (CGM). METHODS 47 patients with well-controlled T2DM using both Basalin and oral hypoglycemic drugs were recruited. CGM were applied from day 1 to day 3 with the unchanged dose of Basalin and then removed from day 4. A washout was performed with Lantus at the same dose as Basalin from day 4 to day 10. Then patients were continued to install the CGM under Lantus administration from day 11 to day 13. Variables of CGM, such as the area under the curve (AUC) for both hyperglycemia and hypoglycemia, 24h mean blood glucose (24h MBG), 24h standard deviation of blood glucose (24h SDBG), 24h mean amplitude of glycemic excursion (24h MAGE), PT (percentage of time), and time in range (TIR), were calculated and compared between Basalin group and Lantus group. RESULTS The group of Lantus showed lower 24h MBG (p<0.01), 24h MAGE (p<0.05), and lower 24h SDBG (p<0.01) than the Basalin group. Lantus-treated patients had a lower PT and AUC when the cut-off point for blood glucose was 10 mmol/L (p<0.05) and 13.9 mmol/L (p<0.05), respectively. In this study, no patient developed symptomatic hypoglycemia, few hypoglycemia was observed and there was no difference of hypoglycemia between the two groups. CONCLUSION In patients with well-controlled T2DM who were treated with insulin glargine, Lantus group showed lower MBG, GV, and lower PT (BG > 10.0 mmol/L, BG > 13.9 mmol/L) than Basalin group. In summary, for T2DM population with HbA1c ≤ 7%, Lantus may be a better choice compared with Basalin.
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Affiliation(s)
| | | | | | | | | | | | - Huiqin Li
- Department of Endocrinology, Nanjing First Hospital, Nanjing Medical University, Nanjing, China
| | - Jianhua Ma
- Department of Endocrinology, Nanjing First Hospital, Nanjing Medical University, Nanjing, China
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Barbier L, Ebbers HC, Declerck P, Simoens S, Vulto AG, Huys I. The Efficacy, Safety, and Immunogenicity of Switching Between Reference Biopharmaceuticals and Biosimilars: A Systematic Review. Clin Pharmacol Ther 2020; 108:734-755. [PMID: 32236956 PMCID: PMC7540323 DOI: 10.1002/cpt.1836] [Citation(s) in RCA: 94] [Impact Index Per Article: 18.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2019] [Accepted: 02/07/2020] [Indexed: 01/10/2023]
Abstract
To date, no consensus exists among stakeholders about switching patients between reference biological products (RPs) and biosimilars, which may have been curbing the implementation of biosimilars in clinical practice. This study synthesizes the available data on switching and assesses whether switching patients from a RP to its biosimilar or vice versa affects efficacy, safety, or immunogenicity outcomes. A total of 178 studies, in which switch outcomes from a RP to a biosimilar were reported, was identified. Data were derived from both randomized controlled trials and real-world evidence. Despite the limitations stemming from a lack of a robust design for most of the studies, the available switching data do not indicate that switching from a RP to a biosimilar is associated with any major efficacy, safety, or immunogenicity issues. Some open-label and observational studies reported increased discontinuation rates after switching, which were mainly attributed to nocebo effects. Involvement of the prescriber in any decision to switch should remain and attention should be paid to the mitigation of a potential nocebo effect.
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Affiliation(s)
- Liese Barbier
- Department of Pharmaceutical and Pharmacological SciencesKU LeuvenLeuvenBelgium
| | - Hans C. Ebbers
- Medicines Evaluation Board (MEB) AgencyUtrechtThe Netherlands
| | - Paul Declerck
- Department of Pharmaceutical and Pharmacological SciencesKU LeuvenLeuvenBelgium
| | - Steven Simoens
- Department of Pharmaceutical and Pharmacological SciencesKU LeuvenLeuvenBelgium
| | - Arnold G. Vulto
- Department of Pharmaceutical and Pharmacological SciencesKU LeuvenLeuvenBelgium
- Hospital PharmacyErasmus University Medical CenterRotterdamThe Netherlands
| | - Isabelle Huys
- Department of Pharmaceutical and Pharmacological SciencesKU LeuvenLeuvenBelgium
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A Propensity Score Matched Comparison of Brand and Biosimilar Basal Insulin in Non-Critical Hospitalized Patients with Type 2 Diabetes Mellitus. Adv Ther 2019; 36:1132-1142. [PMID: 30900200 PMCID: PMC6824369 DOI: 10.1007/s12325-019-00922-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2019] [Indexed: 01/04/2023]
Abstract
Introduction Comparisons between brand and biosimilar basal insulin in hospitalized patients are lacking. We aimed to compare the efficacy and safety of brand insulin glargine vs. biosimilar insulin glargine in non-critical hospitalized patients with type 2 diabetes mellitus (T2DM). Methods This retrospective study was conducted using the electronic medical records of 194,006 patients at the Qingdao Endocrine and Diabetes Hospital between January 2006 and December 2017. A total of 476 patients diagnosed with T2DM, hospitalized, and treated with subcutaneous insulin glargine were included. After propensity score matching (1:3), patients who received biosimilar insulin glargine (Basalin) (n = 34) were compared to a matched group of patients who received brand insulin glargine (Lantus) (n = 101). Outcome measures were changes in fasting blood glucose (FBG), the incidence of hypoglycemia, and insulin dose. Results Compared to patients who received Basalin, patients who received Lantus achieved more reduction in FBG during insulin treatment (− 1.24 mmol/L vs. − 2.20 mmol/L; p = 0.04) and had a lower mean FBG at the end of treatment (8.20 mmol/L vs. 7.26 mmol/L; p = 0.12). Patients in Basalin and Lantus groups had a comparable mean daily dose of basal insulin at initiation (0.19 vs. 0.18 IU/kg; p = 0.30) and end of treatment (0.21 vs. 0.21 IU/kg; p = 0.99), and a similar duration of basal insulin treatment (16.4 vs. 15.3 days; p = 0.74). Hypoglycemia was infrequent in both Basalin and Lantus treatment (one vs. four patients, respectively; p = 1.00) and no severe hypoglycemic events were reported. Conclusion In a non-critical hospital setting, subcutaneous treatment with Lantus brought significant FBG improvement without increased hypoglycemic risk.
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