Clinical Trajectories, Healthcare Resource Use, and Costs of Diabetic Nephropathy Among Patients with Type 2 Diabetes: A Latent Class Analysis

被引:11
|
作者
Jiang, Ruixuan [1 ]
Law, Ernest [1 ]
Zhou, Zhou [2 ]
Yang, Hongbo [2 ]
Wu, Eric Q. [2 ]
Seifeldin, Raafat [3 ]
机构
[1] Univ Illinois, Coll Pharm, Dept Pharm Syst Outcomes & Policy, Chicago, IL 60607 USA
[2] Anal Grp Inc, Boston, MA USA
[3] Takeda Dev Ctr Amer Inc, Deerfield, IL USA
关键词
Clinical outcomes; Costs; Diabetic nephropathy; Healthcare resource use; Type; 2; diabetes; NEPHROTIC-RANGE ALBUMINURIA; KIDNEY-DISEASE; SEVERE HYPOGLYCEMIA; SEVERITY INDEX; RISK; PROGRESSION; REMISSION; COMPLICATIONS; MICROALBUMINURIA; MELLITUS;
D O I
10.1007/s13300-018-0410-8
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Introduction: Patients with type 2 diabetes mellitus (T2DM) are clinically heterogeneous in terms of disease severity, treatment, and comorbidities, potentially resulting in differential diabetic nephropathy (DN) progression courses. In this exploratory study we used latent class analysis (LCA) to identify patient groups with distinct clinical profiles of T2DM severity and explored the association between disease severity, DN progression or reversal, and healthcare resource use (HRU) and costs. Methods: Latent class analysis was used to group adults with >= 2 medical claims with a diagnosis of T2DM and >= 2 urine albumin tests within the Truven MarketScan database (2004-2014), based on T2DM-related complications, comorbidities, and therapies. DN severity categories (normoalbuminuria, moderately increased albuminuria, and severely increased albuminuria) were determined based on urine albumin measure. The risks of DN progression and reversal (change to a more/less severe DN category) were compared among all identified latent classes using Kaplan-Meier analyses and log-rank tests. All-cause and DN-related costs and HRU were assessed and compared during the study period among the identified latent classes. Results: Four clinically distinct profiles were identified among the 23,235 eligible patients: low comorbidity/low treatment (46.5%), low comorbidity/high treatment (29.0%), moderate comorbidity/high insulin use (9.7%), and high comorbidity/moderate treatment (14.8%). The 5-year DN progression rates for these clinically distinct profiles were 11.8, 18, 16.5, and 27.7%, respectively. Compared with the low comorbidity/low treatment group, all other groups were associated with an increased risk of DN progression (all p < 0.001). Increasing comorbidity was significantly associated with higher all-cause and DN-related HRU and costs, primarily driven by higher pharmacy and inpatient costs. Conclusion: Patients with T2DM who have more comorbidities experienced higher rates of DN progression and HRU and incurred higher healthcare costs compared with patients with low comorbidity profiles. Future prospective studies are needed to confirm the significance of these groups on DN progression, HRU, and costs.
引用
收藏
页码:1021 / 1036
页数:16
相关论文
共 50 条
  • [1] Clinical Trajectories, Healthcare Resource Use, and Costs of Diabetic Nephropathy Among Patients with Type 2 Diabetes: A Latent Class Analysis
    Ruixuan Jiang
    Ernest Law
    Zhou Zhou
    Hongbo Yang
    Eric Q. Wu
    Raafat Seifeldin
    Diabetes Therapy, 2018, 9 : 1021 - 1036
  • [2] Healthcare Resource Use, Costs, and Disease Progression Associated with Diabetic Nephropathy in Adults with Type 2 Diabetes: A Retrospective Observational Study
    Zhou, Zhou
    Chaudhari, Paresh
    Yang, Hongbo
    Fang, Anna P.
    Zhao, Jing
    Law, Ernest H.
    Wu, Eric Q.
    Jiang, Ruixuan
    Seifeldin, Raafat
    DIABETES THERAPY, 2017, 8 (03) : 555 - 571
  • [3] Healthcare resource use and associated costs of hypoglycemia in patients with type 2 diabetes prescribed sulfonylureas
    Alemayehu, Berhanu
    Liu, Jinan
    Rajpathak, Swapnil
    Engel, Samuel S.
    JOURNAL OF DIABETES AND ITS COMPLICATIONS, 2017, 31 (11) : 1620 - 1623
  • [4] Healthcare Resource Use, Costs, and Disease Progression Associated with Diabetic Nephropathy in Adults with Type 2 Diabetes: A Retrospective Observational Study
    Zhou Zhou
    Paresh Chaudhari
    Hongbo Yang
    Anna P. Fang
    Jing Zhao
    Ernest H. Law
    Eric Q. Wu
    Ruixuan Jiang
    Raafat Seifeldin
    Diabetes Therapy, 2017, 8 : 555 - 571
  • [5] Serum lipoprotein(a) levels and diabetic nephropathy among Japanese patients with type 2 diabetes mellitus
    Senba, Hidenori
    Furukawa, Shinya
    Sakai, Takenori
    Niiya, Tetsuji
    Miyake, Teruki
    Yamamoto, Shin
    Ueda, Teruhisa
    Torisu, Masamoto
    Minami, Hisaka
    Miyaoka, Hiroaki
    Onji, Morikazu
    Tanaka, Keiko
    Matsuura, Bunzo
    Tanigawa, Takeshi
    Hiasa, Yoichi
    Miyake, Yoshihiro
    JOURNAL OF DIABETES AND ITS COMPLICATIONS, 2016, 30 (05) : 923 - 927
  • [6] Clinical significance of microscopic haematuria in diabetic nephropathy in type 2 diabetes patients with overt proteinuria
    Okada, Tomonari
    Nagao, Toshitaka
    Matsumoto, Hiroshi
    Nagaoka, Yume
    Wada, Toshikazu
    Nakao, Toshiyuki
    NEPHROLOGY, 2013, 18 (08) : 563 - 568
  • [7] Remnant Cholesterol and Cardiovascular Mortality in Patients With Type 2 Diabetes and Incident Diabetic Nephropathy
    Yu, Dahai
    Wang, Zheng
    Zhang, Xiaoxue
    Qu, Bingjie
    Cai, Yamei
    Ma, Shuang
    Zhao, Zhanzheng
    Simmons, David
    JOURNAL OF CLINICAL ENDOCRINOLOGY & METABOLISM, 2021, 106 (12) : 3546 - 3554
  • [8] Analysis of risk factors for progression of diabetic nephropathy in patients with type 2 diabetes
    Kovacevic, Marijana
    Kovacevic, Maksim
    Prodanovic, Verica
    Cancar, Olivera
    Malis, Snezana
    Cancar, Vladimir
    Dukanovic, Ljubica
    SRPSKI ARHIV ZA CELOKUPNO LEKARSTVO, 2021, 149 (5-6) : 295 - 300
  • [9] Prevalence of microalbuminuria and risk factor analysis in type 2 diabetes patients in Albania: the need for accurate and early diagnosis of diabetic nephropathy
    Pasko, N.
    Toti, F.
    Strakosha, A.
    Thengjilli, E.
    Shehu, A.
    Dedej, T.
    Ylli, A.
    Thereska, N.
    HIPPOKRATIA, 2013, 17 (04) : 337 - 341
  • [10] Triglyceride Glucose Index and the Risk of Diabetic Nephropathy in Patients with Type 2 Diabetes: A Meta-Analysis
    Deng, Sheng
    Peng, Ling
    HORMONE AND METABOLIC RESEARCH, 2025, 57 (02) : 106 - 116