Epidemiology of Type 1 Diabetes
Lars C. Stene
Department of Chronic Diseases, Norwegian Institute of Public Health, Oslo, Norway
Oslo Diabetes Research Centre, Oslo University Hospital, Oslo, Norway
Search for more papers by this authorJaakko Tuomilehto
Department of Public Health, University of Helsinki, Helsinki, Finland
National School of Public Health, Madrid, Spain
Diabetes Research Group, King Abdulaziz University, Jeddah, Saudi Arabia
Search for more papers by this authorLars C. Stene
Department of Chronic Diseases, Norwegian Institute of Public Health, Oslo, Norway
Oslo Diabetes Research Centre, Oslo University Hospital, Oslo, Norway
Search for more papers by this authorJaakko Tuomilehto
Department of Public Health, University of Helsinki, Helsinki, Finland
National School of Public Health, Madrid, Spain
Diabetes Research Group, King Abdulaziz University, Jeddah, Saudi Arabia
Search for more papers by this authorRichard I.G. Holt MA, MB BChir, PhD, FRCP, FHEA
Professor in Diabetes & Endocrinology Faculty of Medicine Honorary Consultant Physician
Human Development and Health
University of Southampton, Southampton, UK
Southampton National Institute for Health Research Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust, Southampton, UK
Search for more papers by this authorAllan Flyvbjerg MD, DMSc
Former CEO at Steno Diabetes Center Copenhagen (SDCC) Professor of Clinical Endocrinology
The Capital Region of Denmark
Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
Search for more papers by this authorSummary
Type 1 diabetes in most cases results from an immune-mediated destruction of the pancreatic β cells due to an unknown cause leading to a lifelong requirement for insulin treatment. This occurs after a pre-clinical period of varying length when autoantibodies to insulin, glutamine acid decarboxylase, insulinoma-associated antigen 2, and other islet autoantigens can be detected. Type 1 diabetes may occur at any age and the incidence rate varies by age. The incidence of type 1 diabetes among children shows a vast geographical variation worldwide, with high rates in the Nordic countries and Kuwait, and low in South-East Asia and parts of South America. Most countries have experienced an increasing incidence of type 1 diabetes among children over recent decades, with differences in time trends between countries and calendar periods.
References
- Atkinson , M.A. , Eisenbarth , G.S. , and Michels , A.W. ( 2014 ). Lancet 383 : 69 – 82 .
- Ziegler , A.G. , Rewers , M. , Simell , O. et al. ( 2013 ). JAMA 309 : 2473 – 2479 .
- Krischer , J.P. , Liu , X. , Lernmark , Å. et al. ( 2017 ). Diabetes 66 : 3122 – 3129 .
- Noble , J.A. and Erlich , H.A. ( 2012 ). Cold Spring Harb. Perspect. Med. 2 : a007732 .
- Todd , J.A. ( 2010 ). Immunity 32 : 457 – 467 .
- Diamond Project Group ( 2006 ). Diabet. Med. 23 : 857 – 866 .
- Patterson , C.C. , Harjutsalo , V. , Rosenbauer , J. et al. ( 2019 ). Diabetologia 62 : 408 – 417 .
- Tuomilehto , J. , Ogle , G.D. , Lund-Blix , N.A. , and Stene , L.C. ( 2020 ). Pediatr. Endocrinol. Rev. 17 : 198 – 209 .
- Pundziute-Lyckå , A. , Dahlquist , G. , Nyström , L. et al. ( 2002 ). Diabetologia 45 : 783 – 791 .
- Weng , J. , Zhou , Z. , Guo , L. et al. ( 2018 ). BMJ 360 : j5295 .
- Johnson , M.B. , Patel , K.A. , De Franco , E. et al. ( 2020 ). Diabetologia 63 : 2605 – 2615 .
- Christau , B. , Kromann , H. , Andersen , O.O. et al. ( 1977 ). Diabetologia 13 : 281 – 284 .
- Gamble , D.R. ( 1980 ). Epidemiol. Rev. 2 : 49 – 70 .
- Joner , G. and Søvik , O. ( 1991 ). Diabetologia 34 : 271 – 274 .
- Kyvik , K.O. , Nystrom , L. , Gorus , F. et al. ( 2004 ). Diabetologia 47 : 377 – 384 .
- Diaz-Valencia , P.A. , Bougneres , P. , and Valleron , A.J. ( 2015 ). BMC Public Health 15 : 255 .
- Bruno , G. , Runzo , C. , Cavallo-Perin , P. et al. ( 2005 ). Diabetes Care 28 : 2613 – 2619 .
- Weets , I. , De Leeuw , I.H. , Du Caju , M.V. et al. ( 2002 ). Diabetes Care 25 : 840 – 846 .
- Pundziute-Lyckå , A. , Urbonaite , B. , Ostrauskas , R. et al. ( 2003 ). Diabetes Care 26 : 671 – 676 .
- Melton , L.J. , Palumbo , P. , and Chu-Pin , C. ( 1983 ). Diabetes Care 6 : 75 – 86 .
- Mølbak , A.G. , Christau , B. , Marner , B. et al. ( 1994 ). Diabet. Med. 11 : 650 – 655 .
- Cartee , A.K. , Owens , L.A. , Lahr , B.D. et al. ( 2016 ). Mayo Clin. Proc. 91 : 1066 – 1073 .
- Arnqvist , H.J. , Littorin , B. , Nyström , L. et al. ( 1993 ). Diabet. Med. 10 : 606 – 613 .
- Littorin , B. , Sundkvist , G. , Hagopian , W. et al. ( 1999 ). Diabetes Care 22 : 409 – 412 .
- Lammi , N. , Taskinen , O. , Moltchanova , E. et al. ( 2007 ). Diabetologia 50 : 1393 – 1400 .
- Lammi , N. , Blomstedt , P.A. , Moltchanova , E. et al. ( 2008 ). Diabetologia 51 : 897 – 899 .
- Leslie , R.D. , Palmer , J. , Schloot , N.C. , and Lernmark , Å. ( 2016 ). Diabetologia 59 : 13 – 20 .
-
Karvonen , M.
,
Pitkaniemi , M.
,
Pitkaniemi , J.
et al. (
1997
).
Diabetes Metab. Rev.
13
:
275
–
291
.
10.1002/(SICI)1099-0895(199712)13:4<275::AID-DMR197>3.0.CO;2-V CAS PubMed Web of Science® Google Scholar
- Gale , E.A. and Gillespie , K.M. ( 2001 ). Diabetologia 44 : 3 – 15 .
- Harjutsalo , V. , Sjöberg , L. , and Tuomilehto , J. ( 2008 ). Lancet 371 : 1777 – 1782 .
- Parviainen , A. , But , A. , Siljander , H. , and Knip , M. ( 2020 ). Diabetes Care 43 : 2953 – 2958 .
- Green , A. and Patterson , C.C. ( 2001 ). Diabetologia 44 ( Suppl 3 ): B3 – B8 .
- Grzywa , M.A. and Sobel , A.K. ( 1995 ). Diabetes Care 18 : 542 – 544 .
- Bruno , G. , Merletti , F. , Biggeri , A. et al. Diabetologia 2001 ( 44 ): 22 – 25 .
-
Christau , B.
,
Kromann , H.
,
Christy , M.
et al. (
1979
; Suppl 624).
Acta Med. Scand.
54
–
60
.
10.1111/j.0954-6820.1979.tb00719.x Google Scholar
- Strøm , H. , Selmer , R. , Birkeland , K.I. et al. ( 2014 ). BMC Public Health 14 : 520 .
- Rawshani , A. , Landin-Olsson , M. , Svensson , A.M. et al. ( 2014 ). Diabetologia 57 : 1375 – 1381 .
- Divers , J. , Mayer-Davis , E.J. , Lawrence , J.M. et al. ( 2020 ). MMWR Morb. Mortal. Wkly Rep. 69 : 161 – 165 .
- Correya , T.A. , Ashraf , A.P. , Griffin , R. et al. ( 2020 ). Pediatr. Diabetes 21 : 40 – 47 .
- Rush , T. , McGeary , M. , Sicignano , N. , and Buryk , M.A. ( 2018 ). Pediatr. Diabetes 19 : 917 – 922 .
- Newhook , L.A. , Curtis , J. , Hagerty , D. et al. ( 2004 ). Diabetes Care. 27 : 885 – 888 .
- Shaltout , A.A. , Wake , D. , Thanaraj , T.A. et al. ( 2017 ). Pediatr. Diabetes 18 : 761 – 766 .
- Atun , R. , Davies , J.I. , Gale , E.A.M. et al. ( 2017 ). Lancet Diabetes Endocrinol. 5 : 622 – 667 .
- Tuomilehto , J. , Karvonen , M. , Pitkäniemi , J. et al. ( 1999 ). Diabetologia 42 : 655 – 660 .
- Harjutsalo , V. , Sund , R. , Knip , M. , and Groop , P.H. ( 2013 ). JAMA 310 : 427 – 428 .
- Hussen , H.I. , Persson , M. , and Moradi , T. ( 2013 ). BMJ Open 3 : e003418 .
- Joner , G. and Søvik , O. ( 1989 ). Diabetologia 32 : 79 – 83 .
- Skrivarhaug , T. , Stene , L.C. , Drivvoll , A.K. et al. ( 2014 ). Diabetologia 57 : 57 – 62 .
- Haynes , A. , Bulsara , M.K. , Jones , T.W. , and Davis , E.A. ( 2018 ). Pediatr. Diabetes 19 : 690 – 692 .
- Niar , S. , Naceur , M. , Bessahraaoui , M. et al. ( 2015 ). Médicine des Maladies Métaboliques. 9 : 529 – 532 .
- Chobot , A. , Polanska , J. , Brandt , A. et al. ( 2017 ). Diabet. Med. 34 : 1252 – 1258 .
- Wacher , N.H. , Gomez-Diaz , R.A. , Ascencio-Montiel , I.J. et al. ( 2019 ). Diabetes Res. Clin. Pract. 159 : 107949 .
- Kawasaki , E. , Matsuura , N. , and Eguchi , K. ( 2006 ). Diabetologia 49 : 828 – 836 .
- Onda , Y. , Sugihara , S. , Ogata , T. et al. ( 2017 ). Diabet. Med. 34 : 909 – 915 .
- Krolewski , A.S. , Warram , J.H. , Rand , L.I. , and Kahn , C.R. ( 1987 ). N. Engl. J. Med. 317 : 1390 – 1398 .
- Gale , E.A. ( 2002 ). Diabetes 51 : 3353 – 3361 .
- Onkamo , P. , Väänänen , S. , Karvonen , M. , and Tuomilehto , J. ( 1999 ). Diabetologia 42 : 1395 – 1403 .
- Charkaluk , M.L. , Czernichow , P. , and Lévy-Marchal , C. ( 2002 ). Pediatr. Res. 52 : 859 – 862 .
- Feltbower , R.G. , McKinney , P.A. , Parslow , R.C. et al. ( 2003 ). Diabet. Med. 20 : 437 – 441 .
- Gale , E.A. ( 2005 ). Diabetologia 48 ( 12 ): 2445 – 2450 .
- Haynes , A. , Bulsara , M.K. , Bergman , P. et al. ( 2020 ). Pediatr. Diabetes 21 : 707 – 712 .
- Berhan , Y. , Waernbaum , I. , Lind , T. et al. ( 2011 ). Diabetes 60 : 577 – 581 .
- Ehehalt , S. , Neu , A. , Michaelis , D. et al. ( 2012 ). Exp. Clin. Endocrinol. Diabetes 120 : 441 – 444 .
- Blumenfeld , O. , Dichtiar , R. , and Shohat , T. ( 2014 ). Pediatr. Diabetes 15 : 422 – 427 .
- Lawrence , J.M. , Imperatore , G. , Dabelea , D. et al. ( 2014 ). Diabetes 63 : 3938 – 3945 .
- Harron , K.L. , McKinney , P.A. , Feltbower , R.G. et al. ( 2011 ). Diabet. Med. 28 : 1508 – 1513 .
- Zhao , Z. , Sun , C. , Wang , C. et al. ( 2014 ). Acta Diabetol. 51 : 947 – 953 .
-
Serrano-Rìos , M.
,
Goday , A.
, and
Martinez , L.T.
(
1999
).
Diabetes Metab. Res. Rev.
15
:
113
–
132
.
10.1002/(SICI)1520-7560(199903/04)15:2<113::AID-DMRR25>3.0.CO;2-I CAS PubMed Web of Science® Google Scholar
- Tuomi , T. , Santoro , N. , Caprio , S. et al. ( 2014 ). Lancet 383 : 1084 – 1094 .
-
Lipton , R.B.
(
2008
).
Epidemiology of childhood diabetes mellitus in non-caucasian populations
. In:
The Epidemiology of Diabetes Mellitus
,
2e
(ed.
J.-M. Ekoé
,
M. Rewers
,
R. Williams
and
P. Zimmet
),
385
–
402
.
Chichester
:
Wiley-Blackwell
.
10.1002/9780470779750.ch25 Google Scholar
- Nyström , L. , Dahlquist , G. , Östman , J. et al. ( 1992 ). Int. J. Epidemiol. 21 : 352 – 358 .
- Rytkönen , M. , Ranta , J. , Tuomilehto , J. , and Karvonen , M. ( 2001 ). Diabetologia 44 : B37 – B44 .
- Aamodt , G. , Stene , L.C. , Njølstad , P.R. et al. ( 2007 ). Diabetes Care 30 : 884 – 889 .
- Bruno , G. , Maule , M. , Merletti , F. et al. ( 2010 ). Diabetes 59 : 2281 – 2287 .
- Muntoni , S. , Fonte , M.T. , Stoduto , S. et al. ( 1997 ). Lancet 349 : 160 – 162 .
- Campbell-Stokes , P.L. and Taylor , B.J. ( 2005 ). Diabetologia 48 : 643 – 648 .
- Yang , Z. , Wang , K. , Li , T. et al. ( 1998 ). Diabetes Care 21 : 525 – 529 .
- Neu , A. , Willasch , A. , Ehehalt , S. et al. ( 2001 ). Diabetologia 44 ( Suppl 3 ): B21 – B26 .
- Hjern , A. and Söderström , U. ( 2008 ). Pediatr. Diabetes 9 : 35 – 39 .
- Raymond , N.T. , Jones , J.R. , Swift , P.G. et al. ( 2001 ). Diabetologia 44 ( Suppl 3 ): B32 – B36 .
- Feltbower , R.G. , Bodansky , H.J. , McKinney , P.A. et al. ( 2002 ). Diabet. Med. 19 : 162 – 166 .
- Lorenzen , T. , Pociot , F. , Hougaard , P. , and Nerup , J. ( 1994 ). Diabetologia 37 : 321 – 327 .
- Gillespie , K.M. , Gale , E.A. , and Bingley , P.J. ( 2002 ). Diabetes 51 : 210 – 214 .
- Harjutsalo , V. , Podar , T. , and Tuomilehto , J. ( 2005 ). Diabetes 54 : 563 – 569 .
- Warram , J.H. , Krolewski , A.S. , Gottlieb , M.S. , and Kahn , C.R. ( 1984 ). N. Engl. J. Med. 311 : 149 – 152 .
- Harjutsalo , V. , Reunanen , A. , and Tuomilehto , J. ( 2006 ). Diabetes 55 : 1517 – 1524 .
- Kyvik , K.O. , Green , A. , and Beck-Nielsen , H. ( 1995 ). BMJ 311 : 913 – 917 .
- Hyttinen , V. , Kaprio , J. , Kinnunen , L. et al. ( 2003 ). Diabetes 52 : 1052 – 1055 .
- Kumar , D. , Gemayel , N.S. , Deapen , D. et al. ( 1993 ). Diabetes 42 : 1351 – 1363 .
- Redondo , M.J. , Yu , L. , Hawa , M. et al. ( 2001 ). Diabetologia 44 : 354 – 362 .
- Redondo , M.J. , Jeffrey , J. , Fain , P.R. et al. ( 2008 ). N. Engl. J. Med. 359 : 2849 – 2850 .
- Katz , J.D. , Wang , B. , Haskins , K. et al. ( 1993 ). Cell 74 : 1089 – 1100 .
- Rønningen , K.S. , Keiding , N. , and Green , A. ( 2001 ). Diabetologia 44 ( Suppl 3 ): B51 – B59 .
- Kondrashova , A. , Viskari , H. , Kulmala , P. et al. ( 2007 ). Diabetes Care 30 : 95 – 100 .
- Rewers , M. and Zimmet , P. ( 2004 ). Lancet 364 : 1645 – 1647 .
- Stene , L.C. and Gale , E.A. ( 2013 ). Diabetologia 56 : 1888 – 1897 .
- Krischer , J.P. , Lynch , K.F. , Lernmark , A. et al. ( 2017 ). Diabetes Care 40 : 1194 – 1202 .
- Brown , R.J. and Rother , K.I. ( 2008 ). Pediatr. Diabetes 9 : 14 – 22 .
- Pang , T.T. and Narendran , P. ( 2008 ). Diabet. Med. 25 : 1015 – 1024 .
- Norris , J.M. , Johnson , R.K. , and Stene , L.C. ( 2020 ). Lancet Diabetes Endocrinol. 8 : 226 – 238 .
- Taylor , K.W. , Hyöty , H. , Toniolo , A. , and Zuckerman , A.J. ( 2012 ). Diabetes and viruses . New York : Springer .
- Op de Beeck , A. and Eizirik , D.L. ( 2016 ). Nat. Rev. Endocrinol. 12 : 263 – 273 .
- Skog , O. , Klingel , K. , Roivainen , M. , and Korsgren , O. ( 2019 ). Diabetologia 62 : 1097 – 1099 .
- Ylipaasto , P. , Klingel , K. , Lindberg , A.M. et al. ( 2004 ). Diabetologia 47 : 225 – 239 .
- von Herrath , M. ( 2009 ). Diabetes 58 : 2 – 11 .
- Yoon , J.W. , Austin , M. , Onodera , T. , and Notkins , A.L. ( 1979 ). N. Engl. J. Med. 300 : 1173 – 1179 .
- Dotta , F. , Censini , S. , van Halteren , A.G. et al. ( 2007 ). Proc. Natl. Acad. Sci. U. S. A. 104 : 5115 – 5120 .
- Richardson , S.J. , Willcox , A. , Bone , A.J. et al. ( 2009 ). Diabetologia 52 : 1143 – 1151 .
- Krogvold , L. , Edwin , B. , Buanes , T. et al. ( 2015 ). Diabetes 64 : 1682 – 1687 .
- Green , J. , Casabonne , D. , and Newton , R. ( 2004 ). Diabet. Med. 21 : 507 – 514 .
- Stene , L.C. , Oikarinen , S. , Hyöty , H. et al. ( 2010 ). Diabetes 59 : 3174 – 3180 .
- Stene , L.C. and Rewers , M. ( 2012 ). Clin. Exp. Immunol. 168 : 12 – 23 .
- Forrest , J.M. , Turnbull , F.M. , Sholler , G.F. et al. ( 2002 ). Med. J. Aust. 177 : 664 – 667 .
-
Stene , L.C.
,
Tuomilehto , J.
, and
Rewers , M.
(
2008
).
Global epidemiology of type 1 diabetes
. In:
The Epidemiology of Diabetes Mellitus
,
2e
(ed.
J.-M. Ekoé
,
M. Rewers
,
R. Williams
and
P. Zimmet
),
355
–
383
.
Chichester
:
Wiley-Blackwell
.
10.1002/9780470779750.ch24 Google Scholar
- Gale , E.A. ( 2008 ). Diabetologia 51 : 1559 – 1566 .
- Viskari , H. , Knip , M. , Tauriainen , S. et al. ( 2012 ). Diabetes Care 35 : 1328 – 1332 .
- Oikarinen , S. , Martiskainen , M. , Tauriainen , S. et al. ( 2011 ). Diabetes 60 : 276 – 279 .
- Honkanen , H. , Oikarinen , S. , Nurminen , N. et al. ( 2017 ). Diabetologia 60 : 424 – 431 .
- Vehik , K. , Lynch , K.F. , Wong , M.C. et al. ( 2019 ). Nat. Med. 25 : 1865 – 1872 .
- Faulkner , C.L. , Luo , Y.X. , Isaacs , S. et al. ( 2021 ). Rev. Med. Virol. 31 ( 5 ): 1 – 14 .
- Foulis , A.K. , McGill , M. , Farquharson , M.A. , and Hilton , D.A. ( 1997 ). Diabetologia 40 : 53 – 61 .
- Laitinen , O.H. , Honkanen , H. , Pakkanen , O. et al. ( 2014 ). Diabetes 63 : 446 – 455 .
- Bach , J.F. ( 2002 ). N. Engl. J. Med. 347 : 911 – 920 .
- Drescher , K.M. and von Tracy , H.M., S. ( 2015 ). Rev. Med. Virol. 25 ( 1 ): 19 – 32 .
- Kaila , B. and Taback , S.P. ( 2001 ). Diabetes Care 24 : 1353 – 1358 .
- Viskari , H.R. , Koskela , P. , Lönnrot , M. et al. ( 2000 ). Diabetes Care 23 : 414 – 416 .
- Kilkkinen , A. , Virtanen , S.M. , Klaukka , T. et al. ( 2006 ). Diabetologia 49 : 66 – 70 .
- Hviid , A. and Svanström , H. ( 2009 ). Am. J. Epidemiol. 169 : 1079 – 1084 .
- Clausen , T.D. , Bergholt , T. , Bouaziz , O. et al. ( 2016 ). PLoS One 11 : e0161654 .
- Mikkelsen , K.H. , Knop , F.K. , Vilsboll , T. et al. ( 2017 ). Diabet. Med. 34 : 272 – 277 .
- Tapia , G. , Størdal , K. , Mårild , K. et al. ( 2018 ). Int. J. Epidemiol. 47 : 1538 – 1548 .
- Virtanen , S.M. , Takkinen , H.M. , Nwaru , B.I. et al. ( 2014 ). JAMA Pediatr. 168 : 755 – 763 .
- Kemppainen , K.M. , Vehik , K. , Lynch , K.F. et al. ( 2017 ). JAMA Pediatr. 171 : 1217 – 1225 .
- Haupt-Jørgensen , M. , Morgen , C.S. , Jess , T. et al. ( 2018 ). Diabetes Care 41 : e155 – e157 .
- Wernroth , M.L. , Fall , K. , Svennblad , B. et al. ( 2020 ). Diabetes Care 43 : 991 – 999 .
- Kostic , A.D. , Gevers , D. , Siljander , H. et al. ( 2015 ). Cell Host Microbe 17 : 260 – 273 .
- Stewart , C.J. , Ajami , N.J. , O'Brien , J.L. et al. ( 2018 ). Nature 562 : 583 – 588 .
- Vatanen , T. , Franzosa , E.A. , Schwager , R. et al. ( 2018 ). Nature 562 : 589 – 594 .
- Morgan , E. , Halliday , S.R. , Campbell , G.R. et al. ( 2016 ). Diabetologia 59 : 237 – 243 .
- Vaarala , O. , Jokinen , J. , Lahdenkari , M. , and Leino , T. ( 2017 ). Pediatr. Infect. Dis. J. 36 : 674 – 675 .
- Perrett , K.P. , Jachno , K. , Nolan , T.M. , and Harrison , L.C. ( 2019 ). JAMA Pediatr. 173 : 280 – 282 .
- Rogers , M.A.M. , Basu , T. , and Kim , C. ( 2019 ). Sci. Rep. 9 : 7727 .
- Hemming-Harlo , M. , Lähdeaho , M.L. , Mäki , M. , and Vesikari , T. ( 2019 ). Pediatr. Infect. Dis. J. 38 : 539 – 541 .
- Stone , V.M. , Hankaniemi , M.M. , Laitinen , O.H. et al. ( 2020 ). Sci. Adv. 6 : eaaz2433 .
- Kamrath , C. , Rosenbauer , J. , Eckert , A.J. et al. ( 2022 ). Diabetes Care 45 : 1762 – 1771 .
- McKeigue , P.M. , McGurnaghan , S. , Blackbourn , L. et al. ( 2022 ). Diabetes Care dc220385 .
-
Noorzae , R.
,
Junker , T.G.
,
Hviid , A.P.
et al. (
2022
).
medRxiv
https://doi.org/10.1101/2022.12.05.22283089
.
10.1101/2022.12.05.22283089 Google Scholar
- Gulseth , H.L. , Ruiz , P.L.D. , Størdal , K. et al. ( 2022 ). Diabetologia 65 : S123 .
- Bodin , J. , Stene , L.C. , and Nygaard , U.C. ( 2015 ). Biomed. Res. Int. 2015 : 208947 .
- Karam , J.H. , Lewitt , P.A. , Young , C.W. et al. ( 1980 ). Diabetes 29 : 971 – 978 .
- Rignell-Hydbom , A. , Elfving , M. , Ivarsson , S.A. et al. ( 2010 ). PLoS One 5 : e11281 .
- Howard , S.G. ( 2019 ). J. Epidemiol. Community Health 73 : 483 – 488 .
- Virtanen , S.M. ( 2016 ). Pediatr. Diabetes 17 ( Suppl 22 ): 49 – 55 .
- Cardwell , C.R. , Stene , L.C. , Ludvigsson , J. et al. ( 2012 ). Diabetes Care 35 : 2215 – 2225 .
- Lund-Blix , N.A. , Dydensborg Sander , S. , Størdal , K. et al. ( 2017 ). Diabetes Care 40 : 920 – 927 .
- Hakola , L. , Takkinen , H.M. , Niinistö , S. et al. ( 2018 ). Am. J. Epidemiol. 187 : 34 – 44 .
- Uusitalo , U. , Lee , H.S. , Andren Aronsson , C. et al. ( 2018 ). Diabetes Care 41 : 522 – 530 .
- Knip , M. , Åkerblom , H.K. , Al Taji , E. et al. ( 2018 ). JAMA 319 : 38 – 48 .
- Takiishi , T. , Ding , L. , Baeke , F. et al. ( 2014 ). Diabetes 63 : 2026 – 2036 .
- Miettinen , M.E. , Reinert , L. , Kinnunen , L. et al. ( 2012 ). Diabetologia 55 : 1291 – 1294 .
- Jacobsen , R. , Thorsen , S.U. , Cohen , A.S. et al. ( 2016 ). Diabetologia 59 : 1871 – 1881 .
- Thorsen , S.U. , Mårild , K. , Olsen , S.F. et al. ( 2018 ). Am. J. Epidemiol. 187 : 1174 – 1181 .
- Norris , J.M. , Lee , H.S. , Frederiksen , B. et al. ( 2018 ). Diabetes 67 : 146 – 154 .
- Miettinen , M.E. , Niinistö , S. , Erlund , I. et al. ( 2020 ). Diabetologia 63 : 780 – 787 .
- Manousaki , D. , Harroud , A. , Mitchell , R.E. et al. ( 2021 ). PLoS Med. 18 : e1003536 .
- Stene , L.C. , Magnus , P. , Lie , R.T. et al. ( 2001 ). BMJ 323 : 369 – 371 .
- Cardwell , C.R. , Stene , L.C. , Joner , G. et al. ( 2010 ). Diabetes 59 : 486 – 494 .
- Cardwell , C.R. , Carson , D.J. , and Patterson , C.C. ( 2005 ). Diabet. Med. 22 : 200 – 206 .
- Cardwell , C.R. , Stene , L.C. , Joner , G. et al. ( 2011 ). Int. J. Epidemiol. 40 : 363 – 374 .
- Cardwell , C.R. , Stene , L.C. , Joner , G. et al. ( 2008 ). Diabetologia 51 : 726 – 735 .
- Khashan , A.S. , Kenny , L.C. , Lundholm , C. et al. ( 2014 ). Pediatrics 134 : e806 – e813 .
- Cardwell , C.R. , Stene , L.C. , Joner , G. et al. ( 2010 ). Diabetologia 53 : 641 – 651 .
- Verbeeten , K.C. , Elks , C.E. , Daneman , D. , and Ong , K.K. ( 2011 ). Diabet. Med. 28 : 10 – 18 .
- Censin , J.C. , Nowak , C. , Cooper , N. et al. ( 2017 ). PLoS Med 14 : e1002362 .
- Magnus , M.C. , Olsen , S.F. , Granström , C. et al. ( 2015 ). JAMA Pediatr. 169 : e153759 .
- Larsson , H.E. , Vehik , K. , Haller , M.J. et al. ( 2016 ). Diabetes 65 : 1988 – 1995 .
- Borch-Johnsen , K. , Kreiner , S. , and Deckert , T. ( 1986 ). Diabetologia 29 : 767 – 772 .
- Morgan , E. , Cardwell , C.R. , Black , C.J. et al. ( 2015 ). Acta Diabetol. 52 : 801 – 807 .
- Gagnum , V. , Stene , L.C. , Sandvik , L. et al. ( 2015 ). Diabetologia 58 : 1779 – 1786 .
- Lind , M. , Svensson , A.M. , Kosiborod , M. et al. ( 2014 ). N. Engl. J. Med. 371 : 1972 – 1982 .
- Podar , T. , Solntsev , A. , Reunanen , A. et al. ( 2000 ). Diabetes Care 23 : 290 – 294 .
- Asao , K. , Sarti , C. , Forsen , T. et al. ( 2003 ). Diabetes Care 26 : 2037 – 2042 .
- Bosnyak , Z. , Nishimura , R. , Hagan , H.M. et al. ( 2005 ). Diabet. Med. 22 : 1636 – 1641 .
- Patterson , C.C. , Dahlquist , G. , Harjutsalo , V. et al. ( 2007 ). Diabetologia 50 : 2439 – 2442 .
- Soedamah-Muthu , S.S. , Fuller , J.H. , Mulnier , H.E. et al. ( 2006 ). Diabetologia 49 : 660 – 666 .
- Bruno , G. , Cerutti , F. , Merletti , F. et al. ( 2009 ). Nutr. Metab. Cardiovasc Dis. 19 : 340 – 344 .
- Gagnum , V. , Stene , L.C. , Jenssen , T.G. et al. ( 2017 ). Diabet. Med. 34 : 56 – 63 .
- Livingstone , S.J. , Looker , H.C. , Hothersall , E.J. et al. ( 2012 ). PLoS Med. 9 : e1001321 .
- Rawshani , A. , Sattar , N. , Franzen , S. et al. ( 2018 ). Lancet 392 : 477 – 486 .
- Orchard , T.J. , Costacou , T. , Kretowski , A. , and Nesto , R.W. ( 2006 ). Diabetes Care 29 : 2528 – 2538 .
- Groop , P.H. , Thomas , M.C. , Moran , J.L. et al. ( 2009 ). Diabetes 58 : 1651 – 1658 .
- Orchard , T.J. , Secrest , A.M. , Miller , R.G. , and Costacou , T. ( 2010 ). Diabetologia 53 : 2312 – 2319 .
- Barron , E. , Bakhai , C. , Kar , P. et al. ( 2020 ). Lancet Diabetes Endocrinol. 8 : 813 – 822 .
- Holman , N. , Knighton , P. , Kar , P. et al. ( 2020 ). Lancet Diabetes Endocrinol. 8 : 823 – 833 .
- de Ferranti , S.D. , de Boer , I.H. , Fonseca , V. et al. ( 2014 ). Diabetes Care 37 : 2843 – 2863 .
- Orchard , T.J. , Nathan , D.M. , Zinman , B. et al. ( 2015 ). JAMA 313 : 45 – 53 .
- Secrest , A.M. , Becker , D.J. , Kelsey , S.F. et al. ( 2010 ). Diabetes Care 33 : 2573 – 2579 .
- Harjutsalo , V. , Forsblom , C. , and Groop , P.H. ( 2011 ). BMJ 343 : d5364 .
- Jørgensen , M.E. , Almdal , T.P. , and Carstensen , B. ( 2013 ). Diabetologia 56 : 2401 – 2404 .
- Livingstone , S.J. , Levin , D. , Looker , H.C. et al. ( 2015 ). JAMA 313 : 37 – 44 .
- Huo , L. , Harding , J.L. , Peeters , A. et al. ( 2016 ). Diabetologia 59 : 1177 – 1185 .
- Stene , L.C. ( 2016 ). Diabetologia 59 : 1150 – 1152 .
- Marshall , S.L. , Edidin , D.V. , Arena , V.C. et al. ( 2017 ). Int. J. Diabetes Dev. Countries. 37 : 507 – 515 .