Differences in imeglimin response in subgroups of patients with type 2 diabetes stratified by data-driven cluster analysis: A post-hoc analysis of imeglimin clinical trial data

被引:4
作者
Hagi, Katsuhiko [1 ]
Kochi, Kenji [2 ]
Watada, Hirotaka [3 ]
Kaku, Kohei [4 ]
Ueki, Kohjiro [5 ]
机构
[1] Sumitomo Pharm Co Ltd, Med Sci, 7-1 Nihonbashi 2 Chome,Chuo Ku, Tokyo 1036012, Japan
[2] Sumitomo Pharm Co Ltd, Data Sci, Tokyo, Japan
[3] Juntendo Univ, Dept Metab & Endocrinol, Grad Sch Med, Tokyo, Japan
[4] Kawasaki Med Sch, Dept Med, Okayama, Japan
[5] Natl Ctr Global Hlth & Med, Dept Diabet Endocrinol & Metab, Tokyo, Japan
关键词
data-driven clustering; imeglimin; treatment response; type; 2; diabetes; INSULIN SENSITIVITY; ETHNIC-DIFFERENCES; JAPANESE;
D O I
10.1111/dom.15716
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
AimTo explore differences in imeglimin response among type 2 diabetes (T2D) patient clusters using data-driven cluster analysis.MethodsData-driven cluster analysis (non-hierarchical k-means clustering) was performed on randomized, double-blind, imeglimin monotherapy and adjunctive (to insulin) therapy trials based on four baseline variables: (1) disease duration; (2) body mass index (BMI); (3) HbA1c; and (4a) homeostatic model assessment of beta-cell function (HOMA-beta) (monotherapy trials) or (4b) insulin total daily dose (adjunctive trial).ResultsFour clusters were identified with distinct clinical characteristics in both monotherapy (1-4) and adjunctive therapy (I-IV) trials; clusters 1 and I had lower values across all four indices versus the overall population, clusters 2 and II had a longer diabetes duration, cluster 3 had higher baseline BMI and HOMA-beta, and cluster III had higher baseline BMI and insulin total daily dose, while clusters 4 and IV had higher baseline HbA1c. Between-group differences in HbA1c change (95% confidence interval) and effect size (ES) at week 24 varied considerably by cluster (cluster 1: -0.82 [-1.00, -0.63], ES = 1.47; cluster 2: -0.64 [-0.89, -0.39], ES = 1.18; cluster 3: -0.86 [-1.38, -0.33], ES = 0.84; cluster 4: -1.27 [-1.73, -0.82], ES = 1.44). For imeglimin adjunctive therapy, HbA1c improvements were significant versus placebo at week 16, excluding cluster III (cluster I: -0.63 [-0.95, -0.31], ES = 0.88; cluster II: -0.66 [-1.02, -0.30], ES = 1.13; cluster III: -0.31 [-0.73, 0.11], ES = 0.46; cluster IV: -0.82 [-1.29, -0.35], ES = 0.99).ConclusionsDifferences in imeglimin response were observed among T2D patient clusters. Patient stratification may help with selection of those most probable to respond to imeglimin.
引用
收藏
页码:3732 / 3742
页数:11
相关论文
共 22 条
  • [1] Ahlqvist E, 2019, LANCET DIABETES ENDO, V7, P668, DOI 10.1016/S2213-8587(19)30257-8
  • [2] Novel subgroups of adult-onset diabetes and their association with outcomes: a data-driven cluster analysis of six variables
    Ahlqvist, Emma
    Storm, Petter
    Karajamaki, Annemari
    Martinell, Mats
    Dorkhan, Mozhgan
    Carlsson, Annelie
    Vikman, Petter
    Prasad, Rashmi B.
    Aly, Dina Mansour
    Almgren, Peter
    Wessman, Ylva
    Shaat, Nael
    Spegel, Peter
    Mulder, Hindrik
    Lindholm, Eero
    Melander, Olle
    Hansson, Ola
    Malmqvist, Ulf
    Lernmark, Ake
    Lahti, Kaj
    Forsen, Tom
    Tuomi, Tiinamaija
    Rosengren, Anders H.
    Groop, Leif
    [J]. LANCET DIABETES & ENDOCRINOLOGY, 2018, 6 (05) : 361 - 369
  • [3] [Anonymous], PROC FASTCLUS SASSTA
  • [4] Calinski T., 1974, Commun. Stat, V3, P1, DOI DOI 10.1080/03610927408827101
  • [5] Type 2 diabetes classification: a data-driven cluster study of the Danish Centre for Strategic Research in Type 2 Diabetes (DD2) cohort
    Christensen, Diana Hedevang
    Nicolaisen, Sia K.
    Ahlqvist, Emma
    Stidsen, Jacob, V
    Nielsen, Jens Steen
    Hojlund, Kurt
    Olsen, Michael H.
    Garcia-Calzon, Sonia
    Ling, Charlotte
    Rungby, Jorgen
    Brandslund, Ivan
    Vestergaard, Peter
    Jessen, Niels
    Hansen, Torben
    Brons, Charlotte
    Beck-Nielsen, Henning
    Sorensen, Henrik T.
    Thomsen, Reimar W.
    Vaag, Allan
    [J]. BMJ OPEN DIABETES RESEARCH & CARE, 2022, 10 (02)
  • [6] Disease progression and treatment response in data-driven subgroups of type 2 diabetes compared with models based on simple clinical features: an analysis using clinical trial data
    Dennis, John M.
    Shields, Beverley M.
    Henley, William E.
    Jones, Angus G.
    Hattersley, Andrew T.
    [J]. LANCET DIABETES & ENDOCRINOLOGY, 2019, 7 (06) : 442 - 451
  • [7] Doupis John, 2021, touchREV Endocrinol, V17, P88, DOI 10.17925/EE.2021.17.2.88
  • [8] Long-term safety and efficacy of imeglimin as monotherapy or in combination with existing antidiabetic agents in Japanese patients with type 2 diabetes (TIMES 2): A 52-week, open-label, multicentre phase 3 trial
    Dubourg, Julie
    Fouqueray, Pascale
    Quinslot, Damien
    Grouin, Jean-Marie
    Kaku, Kohei
    [J]. DIABETES OBESITY & METABOLISM, 2022, 24 (04) : 609 - 619
  • [9] Efficacy and Safety of Imeglimin Monotherapy Versus Placebo in Japanese Patients With Type 2 Diabetes (TIMES 1): A Double-Blind, Randomized, Placebo-Controlled, Parallel-Group, Multicenter Phase 3 Trial
    Dubourg, Julie
    Fouqueray, Pascale
    Thang, Carole
    Grouin, Jean-Marie
    Ueki, Kohjiro
    [J]. DIABETES CARE, 2021, 44 (04) : 952 - 959
  • [10] Efficacy and safety of imeglimin in Japanese patients with type 2 diabetes: A 24-week, randomized, double-blind, placebo-controlled, dose-ranging phase 2b trial
    Dubourg, Julie
    Ueki, Kohjiro
    Grouin, Jean-Marie
    Fouqueray, Pascale
    [J]. DIABETES OBESITY & METABOLISM, 2021, 23 (03) : 800 - 810