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
被引:0
|
作者:
Chen, Jieling
论文数: 0引用数: 0
h-index: 0
机构:
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
]
Fan, Ludi
论文数: 0引用数: 0
h-index: 0
机构:
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
]
Maughn, Keisha
论文数: 0引用数: 0
h-index: 0
机构:
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.
论文数: 0引用数: 0
h-index: 0
机构:
STATinMED Res, Real World Evidence, Plano, TX USAEli Lilly & Co, Value Evidence & Outcomes Real World Analyt, Indianapolis, IN USA
Rey, Gabriel G.
[2
]
Liu, Yi
论文数: 0引用数: 0
h-index: 0
机构:
STATinMED Res, Real World Evidence, Plano, TX USAEli Lilly & Co, Value Evidence & Outcomes Real World Analyt, Indianapolis, IN USA
Liu, Yi
[2
]
Nelson, David R.
论文数: 0引用数: 0
h-index: 0
机构:
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
]
Hood, Robert C.
论文数: 0引用数: 0
h-index: 0
机构:
Endocrine Clin Southeast Texas, Beaumont, TX USAEli Lilly & Co, Value Evidence & Outcomes Real World Analyt, Indianapolis, IN USA
Hood, Robert C.
[3
]
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:
Hokkaido Univ, Div Diabet & Obes, Fac Med, Sapporo, Hokkaido, Japan
Hokkaido Univ, Grad Sch Med, Sapporo, Hokkaido, JapanHokkaido Univ, Div Diabet & Obes, Fac Med, Sapporo, Hokkaido, Japan
Miyoshi, Hideaki
Baxter, Mike
论文数: 0引用数: 0
h-index: 0
机构:
Sanofi, Reading, Berks, EnglandHokkaido Univ, Div Diabet & Obes, Fac Med, Sapporo, Hokkaido, Japan
Baxter, Mike
Kimura, Takeshi
论文数: 0引用数: 0
h-index: 0
机构:
Real World Data Co Ltd, Res & Analyt Dept, Kyoto, JapanHokkaido Univ, Div Diabet & Obes, Fac Med, Sapporo, Hokkaido, Japan
Kimura, Takeshi
Hattori, Masakatsu
论文数: 0引用数: 0
h-index: 0
机构:
Real World Data Co Ltd, Sales & Business Solut, Kyoto, JapanHokkaido Univ, Div Diabet & Obes, Fac Med, Sapporo, Hokkaido, Japan
Hattori, Masakatsu
Morimoto, Yukiko
论文数: 0引用数: 0
h-index: 0
机构:
Sanofi KK, Tokyo, JapanHokkaido Univ, Div Diabet & Obes, Fac Med, Sapporo, Hokkaido, Japan
Morimoto, Yukiko
Marinkovich, Dion
论文数: 0引用数: 0
h-index: 0
机构:
Sanofi Australia & New Zealand, Sydney, NSW, AustraliaHokkaido Univ, Div Diabet & Obes, Fac Med, Sapporo, Hokkaido, Japan
Marinkovich, Dion
Tamiwa, Masami
论文数: 0引用数: 0
h-index: 0
机构:
Sanofi KK, Tokyo, JapanHokkaido Univ, Div Diabet & Obes, Fac Med, Sapporo, Hokkaido, Japan
Tamiwa, Masami
Hirose, Takahisa
论文数: 0引用数: 0
h-index: 0
机构:
Toho Univ, Grad Sch Med, Dept Internal Med, Div Diabet Metab & Endocrinol, Tokyo, JapanHokkaido Univ, Div Diabet & Obes, Fac Med, Sapporo, Hokkaido, Japan
机构:
Univ Nottingham, Sch Med, Div Med Sci & Grad Entry Med, Nottingham, EnglandUniv Nottingham, Sch Med, Div Med Sci & Grad Entry Med, Nottingham, England
Mamza, J.
Gordon, J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nottingham, Sch Med, Div Med Sci & Grad Entry Med, Nottingham, EnglandUniv Nottingham, Sch Med, Div Med Sci & Grad Entry Med, Nottingham, England
Gordon, J.
Donnelly, R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nottingham, Sch Med, Div Med Sci & Grad Entry Med, Nottingham, EnglandUniv Nottingham, Sch Med, Div Med Sci & Grad Entry Med, Nottingham, England
Donnelly, R.
Idris, I.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nottingham, Sch Med, Div Med Sci & Grad Entry Med, Nottingham, EnglandUniv Nottingham, Sch Med, Div Med Sci & Grad Entry Med, Nottingham, England