Trajectory of glycated haemoglobin over time, using real-world data, in type 2 diabetes patients with obesity on a U-100 basal-bolus insulin regimen
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作者:
Chen, Jieling
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Eli Lilly & Co, Value Evidence & Outcomes Real World Analyt, Indianapolis, IN USAEli Lilly & Co, Value Evidence & Outcomes Real World Analyt, Indianapolis, IN USA
Chen, Jieling
[1
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Fan, Ludi
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Eli Lilly & Co, Value Evidence & Outcomes Real World Analyt, Indianapolis, IN USAEli Lilly & Co, Value Evidence & Outcomes Real World Analyt, Indianapolis, IN USA
Fan, Ludi
[1
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Maughn, Keisha
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STATinMED Res, Real World Evidence, Plano, TX USAEli Lilly & Co, Value Evidence & Outcomes Real World Analyt, Indianapolis, IN USA
Maughn, Keisha
[2
]
Rey, Gabriel G.
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STATinMED Res, Real World Evidence, Plano, TX USAEli Lilly & Co, Value Evidence & Outcomes Real World Analyt, Indianapolis, IN USA
Rey, Gabriel G.
[2
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Liu, Yi
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STATinMED Res, Real World Evidence, Plano, TX USAEli Lilly & Co, Value Evidence & Outcomes Real World Analyt, Indianapolis, IN USA
Liu, Yi
[2
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Nelson, David R.
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Eli Lilly & Co, Value Evidence & Outcomes Real World Analyt, Indianapolis, IN USA
Eli Lilly & Co, Lilly Corp Ctr, Value Evidence Value Evidence & Outcomes Real Worl, Indianapolis, IN 46285 USAEli Lilly & Co, Value Evidence & Outcomes Real World Analyt, Indianapolis, IN USA
Nelson, David R.
[1
,4
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Hood, Robert C.
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Endocrine Clin Southeast Texas, Beaumont, TX USAEli Lilly & Co, Value Evidence & Outcomes Real World Analyt, Indianapolis, IN USA
Hood, Robert C.
[3
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机构:
[1] Eli Lilly & Co, Value Evidence & Outcomes Real World Analyt, Indianapolis, IN USA
[2] STATinMED Res, Real World Evidence, Plano, TX USA
[3] Endocrine Clin Southeast Texas, Beaumont, TX USA
[4] Eli Lilly & Co, Lilly Corp Ctr, Value Evidence Value Evidence & Outcomes Real Worl, Indianapolis, IN 46285 USA
Aims: To identify patient clusters with poor glucose control among type 2 diabetes mellitus (T2DM) patients with obesity who are receiving basal-bolus insulin and to identify the potential therapeutic inertia factors associated with poor control.Methods: Glycated haemoglobin (HbA1c) trajectories across a 3-year period were structured at 6-month intervals for a retrospective cohort of T2DM patients with obesity on basal-bolus insulin from the Veterans' Health Administration database. Based on each patient's longitudinal HbA1c features, an unsupervised clustering procedure was used to determine the numbers of clusters and associated trajectory patterns. Multinomial logistic regression was used to examine the association between HbA1c trajectory clusters and patient characteristics/treatment patterns.Results: A total of 51 273 patients were included, of whom 11.2% were in a subgroup with persistent missingness of HbA1c values. For those with sufficient HbA1c observations, cluster analysis indicated six distinct HbA1c trajectories: stable low (35.8%); stable high (20.8%); descending low (10.5%); ascending low (10.2%); descending high (5.7%); and ascending high (5.7%). Being of Black ethnicity, not initiating noninsulin antihyperglycaemic agents (sodium-glucose cotransporter-2 inhibitors, glucagon-like peptide-1 receptor agonists or thiazolidinediones) or concentrated insulin, low adherence (measured by proportion of days covered), and reduced insulin prescription refills were factors associated with poorer HbA1c clusters; similar factors were associated with persistent HbA1c missingness.Conclusion: The present study found the potential for therapeutic inertia among a significant proportion of T2DM patients with obesity on basal-bolus insulin. Subgrouping T2DM patients based on HbA1c missingness and HbA1c trajectories can inform disease management strategies.
机构:
Nanjing Univ, Nanjing Drum Tower Hosp, Endocrine & Metab Dis Med Ctr, Dept Endocrinol,Affiliated Hosp,Med Sch, 321 Zhongshan Rd, Nanjing 210095, Peoples R ChinaNanjing Univ, Nanjing Drum Tower Hosp, Endocrine & Metab Dis Med Ctr, Dept Endocrinol,Affiliated Hosp,Med Sch, 321 Zhongshan Rd, Nanjing 210095, Peoples R China
Li, Chenxi
Guo, Lixin
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机构:
Chinese Acad Nanjing Med Sci, Peking Union Med Coll, Dept Endocrinol, Beijing, Peoples R ChinaNanjing Univ, Nanjing Drum Tower Hosp, Endocrine & Metab Dis Med Ctr, Dept Endocrinol,Affiliated Hosp,Med Sch, 321 Zhongshan Rd, Nanjing 210095, Peoples R China
Guo, Lixin
Shi, Lixin
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机构:
Guizhou Med Univ, Affiliated Hosp, Dept Endocrinol, Guiyang, Peoples R ChinaNanjing Univ, Nanjing Drum Tower Hosp, Endocrine & Metab Dis Med Ctr, Dept Endocrinol,Affiliated Hosp,Med Sch, 321 Zhongshan Rd, Nanjing 210095, Peoples R China
Shi, Lixin
Chen, Li
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机构:
Shandong Univ, Dept Endocrinol, QILU Hosp, Jinan, Peoples R ChinaNanjing Univ, Nanjing Drum Tower Hosp, Endocrine & Metab Dis Med Ctr, Dept Endocrinol,Affiliated Hosp,Med Sch, 321 Zhongshan Rd, Nanjing 210095, Peoples R China
Chen, Li
Chen, Liming
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机构:
Tianjin Med Univ, Chu Hsien I Mem Hosp, Tianjin Key Lab Metabol Dis, NHC Key Lab Hormones & Dev, Tianjin, Peoples R China
Tianjin Med Univ, Tianjin Inst Endocrinol, Tianjin, Peoples R ChinaNanjing Univ, Nanjing Drum Tower Hosp, Endocrine & Metab Dis Med Ctr, Dept Endocrinol,Affiliated Hosp,Med Sch, 321 Zhongshan Rd, Nanjing 210095, Peoples R China
Chen, Liming
Xue, Yaoming
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机构:
Southern Med Univ, Nanfang Hosp, Dept Endocrinol & Metab, Guangzhou, Peoples R ChinaNanjing Univ, Nanjing Drum Tower Hosp, Endocrine & Metab Dis Med Ctr, Dept Endocrinol,Affiliated Hosp,Med Sch, 321 Zhongshan Rd, Nanjing 210095, Peoples R China
Xue, Yaoming
Li, Hong
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Kunming Med Univ, Affiliated Hosp 1, Dept Endocrinol & Metab, Kunming, Peoples R ChinaNanjing Univ, Nanjing Drum Tower Hosp, Endocrine & Metab Dis Med Ctr, Dept Endocrinol,Affiliated Hosp,Med Sch, 321 Zhongshan Rd, Nanjing 210095, Peoples R China
Li, Hong
Liang, Yuzhen
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Guangxi Med Univ, Affiliated Hosp 2, Dept Endocrinol, Nanjing, Peoples R ChinaNanjing Univ, Nanjing Drum Tower Hosp, Endocrine & Metab Dis Med Ctr, Dept Endocrinol,Affiliated Hosp,Med Sch, 321 Zhongshan Rd, Nanjing 210095, Peoples R China
Liang, Yuzhen
Yang, Jing
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机构:
Shanxi Med Univ, Hosp 1, Dept Endocrinol, Taiyuan, Peoples R ChinaNanjing Univ, Nanjing Drum Tower Hosp, Endocrine & Metab Dis Med Ctr, Dept Endocrinol,Affiliated Hosp,Med Sch, 321 Zhongshan Rd, Nanjing 210095, Peoples R China
Yang, Jing
Wang, Weimin
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机构:
Nanjing Univ, Nanjing Drum Tower Hosp, Endocrine & Metab Dis Med Ctr, Dept Endocrinol,Affiliated Hosp,Med Sch, 321 Zhongshan Rd, Nanjing 210095, Peoples R ChinaNanjing Univ, Nanjing Drum Tower Hosp, Endocrine & Metab Dis Med Ctr, Dept Endocrinol,Affiliated Hosp,Med Sch, 321 Zhongshan Rd, Nanjing 210095, Peoples R China
Wang, Weimin
Zhu, Dalong
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机构:
Nanjing Univ, Nanjing Drum Tower Hosp, Endocrine & Metab Dis Med Ctr, Dept Endocrinol,Affiliated Hosp,Med Sch, 321 Zhongshan Rd, Nanjing 210095, Peoples R ChinaNanjing Univ, Nanjing Drum Tower Hosp, Endocrine & Metab Dis Med Ctr, Dept Endocrinol,Affiliated Hosp,Med Sch, 321 Zhongshan Rd, Nanjing 210095, Peoples R China
机构:
Arezzo Toscana Sud Est Local Hlth Unit, Pharmaceut Dept, Complex Operat Unit, Arezzo, ItalyClicon Srl Hlth Econ & Outcomes Res, Ravenna, Italy
D'avella, Rosella
Gasperini, Gina
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Hosp Siena Terr Continu Care, Complex Operat Unit Hosp Pharm, Toscana Sud Est Local Hlth Unit, Siena, ItalyClicon Srl Hlth Econ & Outcomes Res, Ravenna, Italy
Gasperini, Gina
Lena, Fabio
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Toscana Sud Est Local Hlth Unit, Local Hlth Unit, Pharmaceut Dept Grosseto, Grosseto, ItalyClicon Srl Hlth Econ & Outcomes Res, Ravenna, Italy