Stephen O'Neill, Patrick Bidulka, David G Lugo-Palacios, Orlagh Carroll, Ignacio Leiva-Escobar, Richard Silverwood, Andrew Briggs, Amanda I Adler, Kamlesh Khunti, Richard Grieve
{"title":"2型糖尿病替代二线口服降糖疗法的比较疗效:应用于常规数据的精准医学方法","authors":"Stephen O'Neill, Patrick Bidulka, David G Lugo-Palacios, Orlagh Carroll, Ignacio Leiva-Escobar, Richard Silverwood, Andrew Briggs, Amanda I Adler, Kamlesh Khunti, Richard Grieve","doi":"10.1007/s00125-025-06447-x","DOIUrl":null,"url":null,"abstract":"<p><strong>Aims/hypothesis: </strong>National clinical guidelines recommend that second-line treatment for type 2 diabetes mellitus is chosen according to individuals' characteristics but there is limited evidence available to inform this choice. This paper's aim is to compare the effects on HbA<sub>1c</sub> of sulfonylureas (SU), dipeptidyl peptidase-4 inhibitors (DPP4i) or sodium-glucose cotransporter-2 inhibitors (SGLT2i) added to metformin as second-line oral glucose-lowering treatments according to an individual's age, baseline HbA<sub>1c</sub> and presence of multiple long-term conditions (MLTCs).</p><p><strong>Methods: </strong>We accessed primary care-hospital linked data for 41,790 individuals from the Clinical Practice Research Datalink (CPRD) in England who initiated second-line treatment after metformin between 2015 and 2021. We combined target trial emulation with instrumental variable analysis to reduce the risk of confounding. The outcome was change in HbA<sub>1c</sub> between baseline and 1 year follow-up. We reported results stratified by age (18-49 years, 50-69 years and ≥70 years), baseline HbA<sub>1c</sub> (<67 mmol/mol [<8.3%], 67-77 mmol/mol [8.3-9.2%] and >77 mmol/mol [>9.2%]) and presence of MLTCs.</p><p><strong>Results: </strong>The mean (95% CI) difference in HbA<sub>1c</sub> change for SGLT2i vs SU was larger for people aged 18-49 years (-5.74 mmol/mol [-7.47, -4.01]) (-0.5% [-0.7, -0.4]) than for those aged 50-69 years (-4.03 mmol/mol [-5.61, -2.44]) (-0.4% [-0.5, -0.2]) and for those aged 70 years or over (-2.68 mmol/mol [-4.50, -0.86]) (-0.3% [-0.4, -0.07]). The mean (95% CI) difference in HbA<sub>1c</sub> change for SGLT2i vs DPP4i was -5.80 mmol/mol (-7.60, -4.00) (-0.5% [-0.7, -0.4]) for those aged 18-49 years, -4.13 mmol/mol (-5.82, -2.45) (-0.4% [-0.5, -0.2]) for those aged 50-69 years and -3.13 mmol/mol (-5.01, -1.24) (-0.3% [-0.4, -0.1]) for those aged ≥70 years. The mean difference (improvement) in HbA<sub>1c</sub> was similar across subgroups defined by baseline HbA<sub>1c</sub> or presence of MLTCs. For SGLT2i vs SU, the mean (95% CI) difference was -5.37 mmol/mol (-7.13, -3.62) (-0.5% [-0.6, -0.3]) for people without MLTC and -3.72 mmol/mol (-5.34, -2.10]) (-0.3% [-0.5, -0.2]) for people with MLTC. For SGLT2i vs DPP4i the corresponding estimated differences (95% CI) were -5.44 mmol/mol (-7.27, -3.61) (-0.5% [-0.7, -0.3]) for those without MLTC and -3.93 mmol/mol (-5.64, -2.21) (-0.3% [-0.5, -0.2]) for those with MLTC.</p><p><strong>Conclusions/interpretation: </strong>Second-line treatment with SGLT2i is more effective than SU or DPP4i in reducing HbA<sub>1c</sub> across subgroups of people defined by age, baseline HbA<sub>1c</sub> and presence of MLTCs. Our evidence complements RCTs in using routinely available information on demographic characteristics, biomarkers and comorbidities to inform an individualised approach.</p>","PeriodicalId":11164,"journal":{"name":"Diabetologia","volume":" ","pages":""},"PeriodicalIF":8.4000,"publicationDate":"2025-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Comparative effectiveness of alternative second-line oral glucose-lowering therapies for type 2 diabetes: a precision medicine approach applied to routine data.\",\"authors\":\"Stephen O'Neill, Patrick Bidulka, David G Lugo-Palacios, Orlagh Carroll, Ignacio Leiva-Escobar, Richard Silverwood, Andrew Briggs, Amanda I Adler, Kamlesh Khunti, Richard Grieve\",\"doi\":\"10.1007/s00125-025-06447-x\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Aims/hypothesis: </strong>National clinical guidelines recommend that second-line treatment for type 2 diabetes mellitus is chosen according to individuals' characteristics but there is limited evidence available to inform this choice. This paper's aim is to compare the effects on HbA<sub>1c</sub> of sulfonylureas (SU), dipeptidyl peptidase-4 inhibitors (DPP4i) or sodium-glucose cotransporter-2 inhibitors (SGLT2i) added to metformin as second-line oral glucose-lowering treatments according to an individual's age, baseline HbA<sub>1c</sub> and presence of multiple long-term conditions (MLTCs).</p><p><strong>Methods: </strong>We accessed primary care-hospital linked data for 41,790 individuals from the Clinical Practice Research Datalink (CPRD) in England who initiated second-line treatment after metformin between 2015 and 2021. We combined target trial emulation with instrumental variable analysis to reduce the risk of confounding. The outcome was change in HbA<sub>1c</sub> between baseline and 1 year follow-up. We reported results stratified by age (18-49 years, 50-69 years and ≥70 years), baseline HbA<sub>1c</sub> (<67 mmol/mol [<8.3%], 67-77 mmol/mol [8.3-9.2%] and >77 mmol/mol [>9.2%]) and presence of MLTCs.</p><p><strong>Results: </strong>The mean (95% CI) difference in HbA<sub>1c</sub> change for SGLT2i vs SU was larger for people aged 18-49 years (-5.74 mmol/mol [-7.47, -4.01]) (-0.5% [-0.7, -0.4]) than for those aged 50-69 years (-4.03 mmol/mol [-5.61, -2.44]) (-0.4% [-0.5, -0.2]) and for those aged 70 years or over (-2.68 mmol/mol [-4.50, -0.86]) (-0.3% [-0.4, -0.07]). The mean (95% CI) difference in HbA<sub>1c</sub> change for SGLT2i vs DPP4i was -5.80 mmol/mol (-7.60, -4.00) (-0.5% [-0.7, -0.4]) for those aged 18-49 years, -4.13 mmol/mol (-5.82, -2.45) (-0.4% [-0.5, -0.2]) for those aged 50-69 years and -3.13 mmol/mol (-5.01, -1.24) (-0.3% [-0.4, -0.1]) for those aged ≥70 years. The mean difference (improvement) in HbA<sub>1c</sub> was similar across subgroups defined by baseline HbA<sub>1c</sub> or presence of MLTCs. For SGLT2i vs SU, the mean (95% CI) difference was -5.37 mmol/mol (-7.13, -3.62) (-0.5% [-0.6, -0.3]) for people without MLTC and -3.72 mmol/mol (-5.34, -2.10]) (-0.3% [-0.5, -0.2]) for people with MLTC. For SGLT2i vs DPP4i the corresponding estimated differences (95% CI) were -5.44 mmol/mol (-7.27, -3.61) (-0.5% [-0.7, -0.3]) for those without MLTC and -3.93 mmol/mol (-5.64, -2.21) (-0.3% [-0.5, -0.2]) for those with MLTC.</p><p><strong>Conclusions/interpretation: </strong>Second-line treatment with SGLT2i is more effective than SU or DPP4i in reducing HbA<sub>1c</sub> across subgroups of people defined by age, baseline HbA<sub>1c</sub> and presence of MLTCs. Our evidence complements RCTs in using routinely available information on demographic characteristics, biomarkers and comorbidities to inform an individualised approach.</p>\",\"PeriodicalId\":11164,\"journal\":{\"name\":\"Diabetologia\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":8.4000,\"publicationDate\":\"2025-05-31\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Diabetologia\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1007/s00125-025-06447-x\",\"RegionNum\":1,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ENDOCRINOLOGY & METABOLISM\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Diabetologia","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1007/s00125-025-06447-x","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENDOCRINOLOGY & METABOLISM","Score":null,"Total":0}
Comparative effectiveness of alternative second-line oral glucose-lowering therapies for type 2 diabetes: a precision medicine approach applied to routine data.
Aims/hypothesis: National clinical guidelines recommend that second-line treatment for type 2 diabetes mellitus is chosen according to individuals' characteristics but there is limited evidence available to inform this choice. This paper's aim is to compare the effects on HbA1c of sulfonylureas (SU), dipeptidyl peptidase-4 inhibitors (DPP4i) or sodium-glucose cotransporter-2 inhibitors (SGLT2i) added to metformin as second-line oral glucose-lowering treatments according to an individual's age, baseline HbA1c and presence of multiple long-term conditions (MLTCs).
Methods: We accessed primary care-hospital linked data for 41,790 individuals from the Clinical Practice Research Datalink (CPRD) in England who initiated second-line treatment after metformin between 2015 and 2021. We combined target trial emulation with instrumental variable analysis to reduce the risk of confounding. The outcome was change in HbA1c between baseline and 1 year follow-up. We reported results stratified by age (18-49 years, 50-69 years and ≥70 years), baseline HbA1c (<67 mmol/mol [<8.3%], 67-77 mmol/mol [8.3-9.2%] and >77 mmol/mol [>9.2%]) and presence of MLTCs.
Results: The mean (95% CI) difference in HbA1c change for SGLT2i vs SU was larger for people aged 18-49 years (-5.74 mmol/mol [-7.47, -4.01]) (-0.5% [-0.7, -0.4]) than for those aged 50-69 years (-4.03 mmol/mol [-5.61, -2.44]) (-0.4% [-0.5, -0.2]) and for those aged 70 years or over (-2.68 mmol/mol [-4.50, -0.86]) (-0.3% [-0.4, -0.07]). The mean (95% CI) difference in HbA1c change for SGLT2i vs DPP4i was -5.80 mmol/mol (-7.60, -4.00) (-0.5% [-0.7, -0.4]) for those aged 18-49 years, -4.13 mmol/mol (-5.82, -2.45) (-0.4% [-0.5, -0.2]) for those aged 50-69 years and -3.13 mmol/mol (-5.01, -1.24) (-0.3% [-0.4, -0.1]) for those aged ≥70 years. The mean difference (improvement) in HbA1c was similar across subgroups defined by baseline HbA1c or presence of MLTCs. For SGLT2i vs SU, the mean (95% CI) difference was -5.37 mmol/mol (-7.13, -3.62) (-0.5% [-0.6, -0.3]) for people without MLTC and -3.72 mmol/mol (-5.34, -2.10]) (-0.3% [-0.5, -0.2]) for people with MLTC. For SGLT2i vs DPP4i the corresponding estimated differences (95% CI) were -5.44 mmol/mol (-7.27, -3.61) (-0.5% [-0.7, -0.3]) for those without MLTC and -3.93 mmol/mol (-5.64, -2.21) (-0.3% [-0.5, -0.2]) for those with MLTC.
Conclusions/interpretation: Second-line treatment with SGLT2i is more effective than SU or DPP4i in reducing HbA1c across subgroups of people defined by age, baseline HbA1c and presence of MLTCs. Our evidence complements RCTs in using routinely available information on demographic characteristics, biomarkers and comorbidities to inform an individualised approach.
期刊介绍:
Diabetologia, the authoritative journal dedicated to diabetes research, holds high visibility through society membership, libraries, and social media. As the official journal of the European Association for the Study of Diabetes, it is ranked in the top quartile of the 2019 JCR Impact Factors in the Endocrinology & Metabolism category. The journal boasts dedicated and expert editorial teams committed to supporting authors throughout the peer review process.