Progression of type 1 diabetes from latency to symptomatic disease is predicted by distinct autoimmune trajectories

被引:18
作者
Kwon, Bum Chul [1 ]
Anand, Vibha [1 ]
Achenbach, Peter [2 ]
Dunne, Jessica L. [3 ]
Hagopian, William [4 ]
Hu, Jianying [5 ]
Koski, Eileen [5 ]
Lernmark, Ake [6 ]
Lundgren, Markus [6 ]
Ng, Kenney [1 ]
Toppari, Jorma [7 ,8 ,9 ]
Veijola, Riitta [10 ,11 ]
Frohnert, Brigitte, I [12 ]
机构
[1] IBM Res, Ctr Computat Hlth, Cambridge, MA 02142 USA
[2] German Res Ctr Environm Hlth, Helmholtz Zentrum Munchen, Inst Diabet Res, Munich, Germany
[3] JDRF, New York, NY USA
[4] Pacific Northwest Res Inst, 720 Broadway, Seattle, WA 98122 USA
[5] IBM Res, Ctr Computat Hlth, Yorktown Hts, NY USA
[6] Lund Univ, CRC, Dept Clin Sci Malmo, Skane Univ Hosp, Malmo, Sweden
[7] Univ Turku, Inst Biomed, Turku, Finland
[8] Univ Turku, Ctr Populat Hlth Res, Turku, Finland
[9] Turku Univ Hosp, Dept Pediat, Turku, Finland
[10] Univ Oulu, Oulu, Finland
[11] Oulu Univ Hosp, Dept Pediat, PEDEGO Res Unit, Oulu, Finland
[12] Univ Colorado, Denver, CO 80202 USA
基金
芬兰科学院; 瑞典研究理事会;
关键词
AUTOANTIBODY APPEARANCE; ISLET AUTOANTIBODIES; RISK; CHILDREN; HLA;
D O I
10.1038/s41467-022-28909-1
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Development of islet autoimmunity precedes the onset of type 1 diabetes in children, however, the presence of autoantibodies does not necessarily lead to manifest disease and the onset of clinical symptoms is hard to predict. Here we show, by longitudinal sampling of islet autoantibodies (IAb) to insulin, glutamic acid decarboxylase and islet antigen-2 that disease progression follows distinct trajectories. Of the combined Type 1 Data Intelligence cohort of 24662 participants, 2172 individuals fulfill the criteria of two or more follow-up visits and IAb positivity at least once, with 652 progressing to type 1 diabetes during the 15 years course of the study. Our Continuous-Time Hidden Markov Models, that are developed to discover and visualize latent states based on the collected data and clinical characteristics of the patients, show that the health state of participants progresses from 11 distinct latent states as per three trajectories (TR1, TR2 and TR3), with associated 5-year cumulative diabetes-free survival of 40% (95% confidence interval [CI], 35% to 47%), 62% (95% CI, 57% to 67%), and 88% (95% CI, 85% to 91%), respectively (p < 0.0001). Age, sex, and HLA-DR status further refine the progression rates within trajectories, enabling clinically useful prediction of disease onset.
引用
收藏
页数:9
相关论文
共 30 条
[2]   Islet Autoimmunity and HLA Markers of Presymptomatic and Clinical Type 1 Diabetes: Joint Analyses of Prospective Cohort Studies in Finland, Germany, Sweden, and the US [J].
Anand, Vibha ;
Li, Ying ;
Liu, Bin ;
Ghalwash, Mohamed ;
Koski, Eileen ;
Ng, Kenney ;
Dunne, Jessica L. ;
Jonsson, Josefine ;
Winkler, Christiane ;
Knip, Mikael ;
Toppari, Jorma ;
Ilonen, Jorma ;
Killian, Michael B. ;
Frohnert, Brigitte I. ;
Lundgren, Markus ;
Ziegler, Anette-Gabriele ;
Hagopian, William ;
Veijola, Riitta ;
Rewers, Marian .
DIABETES CARE, 2021, 44 (10) :2269-2276
[3]   Age at Seroconversion, HLA Genotype, and Specificity of Autoantibodies in Progression of Islet Autoimmunity in Childhood [J].
Bauer, Witold ;
Veijola, Riitta ;
Lempainen, Johanna ;
Kiviniemi, Minna ;
Harkonen, Taina ;
Toppari, Jorma ;
Knip, Mikael ;
Gyenesei, Attila ;
Ilonen, Jorma .
JOURNAL OF CLINICAL ENDOCRINOLOGY & METABOLISM, 2019, 104 (10) :4521-4530
[4]   Recommendations for the Definition of Clinical Responder in Insulin Preservation Studies [J].
Beam, Craig A. ;
Gitelman, Stephen E. ;
Palmer, Jerry P. .
DIABETES, 2014, 63 (09) :3120-3127
[5]  
Claeskens G., 2008, MODEL SELECTION MODE, DOI DOI 10.1017/CBO9780511790485
[6]   Time-Resolved Autoantibody Profiling Facilitates Stratification of Preclinical Type 1 Diabetes in Children [J].
Endesfelder, David ;
zu Castell, Wolfgang ;
Bonifacio, Ezio ;
Rewers, Marian ;
Hagopian, William A. ;
She, Jin-Xiong ;
Lernmark, Ake ;
Toppari, Jorma ;
Vehik, Kendra ;
Williams, Alistair J. K. ;
Yu, Liping ;
Akolkar, Beena ;
Krischer, Jeffrey P. ;
Ziegler, Anette-G. ;
Achenbach, Peter .
DIABETES, 2019, 68 (01) :119-130
[7]   A novel approach for the analysis of longitudinal profiles reveals delayed progression to type 1 diabetes in a subgroup of multiple-islet-autoantibody-positive children [J].
Endesfelder, David ;
Hagen, Michael ;
Winkler, Christiane ;
Haupt, Florian ;
Zillmer, Stephanie ;
Knopff, Annette ;
Bonifacio, Ezio ;
Ziegler, Anette-G. ;
Castell, Wolfgang Zu ;
Achenbach, Peter .
DIABETOLOGIA, 2016, 59 (10) :2172-2180
[8]   Effect of Oral Insulin on Prevention of Diabetes in Relatives of Patients With Type 1 Diabetes A Randomized Clinical Trial [J].
Greenbaum, C. ;
Atkinson, M. ;
Baidal, D. ;
Battaglia, M. ;
Bingley, P. ;
Bosi, E. ;
Buckner, J. ;
Clements, M. ;
Colman, P. ;
DiMeglio, L. ;
Evans-Molina, C. ;
Gitelman, S. ;
Goland, R. ;
Gottlieb, P. ;
Herold, K. ;
Knip, M. ;
Krischer, J. ;
Lernmark, A. ;
Moore, W. ;
Moran, A. ;
Muir, A. ;
Palmer, J. ;
Peakman, M. ;
Philipson, L. ;
Raskin, P. ;
Redondo, M. ;
Rodriguez, H. ;
Russell, W. ;
Spain, L. ;
Schatz, D. A. ;
Sosenko, J. ;
Wherrett, D. ;
Wilson, D. ;
Winter, W. ;
Ziegler, A. ;
Anderson, M. ;
Antinozzi, P. ;
Benoist, C. ;
Blum, J. ;
Bourcier, K. ;
Chase, P. ;
Clare-Salzler, M. ;
Clynes, R. ;
Cowie, C. ;
Eisenbarth, G. ;
Fathman, C. G. ;
Grave, G. ;
Harrison, L. ;
Hering, B. ;
Insel, R. .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2017, 318 (19) :1891-1902
[9]   An Anti-CD3 Antibody, Teplizumab, in Relatives at Risk for Type 1 Diabetes [J].
Herold, Kevan C. ;
Bundy, Brian N. ;
Long, S. Alice ;
Bluestone, Jeffrey A. ;
DiMeglio, Linda A. ;
Dufort, Matthew J. ;
Gitelman, Stephen E. ;
Gottlieb, Peter A. ;
Krischer, Jeffrey P. ;
Linsley, Peter S. ;
Marks, Jennifer B. ;
Moore, Wayne ;
Moran, Antoinette ;
Rodriguez, Henry ;
Russell, William E. ;
Schatz, Desmond ;
Skyler, Jay S. ;
Tsalikian, Eva ;
Wherrett, Diane K. ;
Ziegler, Anette-Gabriele ;
Greenbaum, Carla J. .
NEW ENGLAND JOURNAL OF MEDICINE, 2019, 381 (07) :603-613
[10]   Patterns of β-Cell Autoantibody Appearance and Genetic Associations During the First Years of Life [J].
Ilonen, Jorma ;
Hammais, Anna ;
Laine, Antti-Pekka ;
Lempainen, Johanna ;
Vaarala, Outi ;
Veijola, Riitta ;
Simell, Olli ;
Knip, Mikael .
DIABETES, 2013, 62 (10) :3636-3640