Development of a simple tool to predict the risk of postpartum diabetes in women with gestational diabetes mellitus

Acta Diabetologica

Volumn 53, Issue 3, 2016, Pages 433-437

  Kohler M ^a,b   Ziegler, A G ^a,b,c   Beyerlein, A ^a,b  

^a INSTITUTE OF EPIDEMIOLOGY   (Germany)

^b TECHNICAL UNIVERSITY OF MUNICH   (Germany)

^c Forschergruppe Diabetes eV   (Germany)

Author keywords

Gestational diabetes; Postpartum diabetes; Risk prediction; Risk score

Indexed keywords

ARTICLE; BODY MASS; FAMILY HISTORY; FEMALE; FIRST TRIMESTER PREGNANCY; FOLLOW UP; HUMAN; INSULIN TREATMENT; LACTATION; MAJOR CLINICAL STUDY; MATERNAL AGE; MEDICAL HISTORY; POSTPARTUM DIABETES; PREDICTION; PREDICTOR VARIABLE; PREGNANCY DIABETES MELLITUS; PRIORITY JOURNAL; PROSPECTIVE STUDY; RISK ASSESSMENT; RISK FACTOR; RISK SCORE; ADULT; DIABETES MELLITUS, TYPE 2; DIABETES, GESTATIONAL; PREGNANCY; PROCEDURES; PUERPERIUM;

ADULT; DIABETES MELLITUS, TYPE 2; DIABETES, GESTATIONAL; FEMALE; HUMANS; POSTPARTUM PERIOD; PREGNANCY; RISK ASSESSMENT; RISK FACTORS;

EID: 84944521408     PISSN: 09405429     EISSN: 14325233     Source Type: Journal    
DOI: 10.1007/s00592-015-0814-0     Document Type: Article

References (25)

1. American Diabetes Association (2011) Standards of medical care in diabetes—2011. Diabetes Care 34(Suppl 1):S11–S61. doi:10.2337/dc11-S011
2. Bellamy L, Casas JP, Hingorani AD, Williams D (2009) Type 2 diabetes mellitus after gestational diabetes: a systematic review and meta-analysis. Lancet 373(9677):1773–1779. doi:10.1016/S0140-6736(09)60731-5
3. Kim C, Newton KM, Knopp RH (2002) Gestational diabetes and the incidence of type 2 diabetes: a systematic review. Diabetes Care 25(10):1862–1868
4. Ziegler AG, Wallner M, Kaiser I et al (2012) Long-term protective effect of lactation on the development of type 2 diabetes in women with recent gestational diabetes mellitus. Diabetes 61(12):3167–3171. doi:10.2337/db12-0393
5. Füchtenbusch M, Ferber K, Standl E, Ziegler A-G (1997) Prediction of type 1 diabetes postpartum in patients with gestational diabetes mellitus by combined islet cell autoantibody screening: a prospective multicenter study. Diabetes 46(9):1459–1467
6. Löbner K, Knopff A, Baumgarten A et al (2006) Predictors of postpartum diabetes in women with gestational diabetes mellitus. Diabetes 55(3):792–797
7. Henry OA, Beischer NA (1991) 11 Long-term implications of gestational diabetes for the mother. Baillière’s Clin Obstet Gynaecol 5(2):461–483. doi:10.1016/S0950-3552(05)80107-5
8. Tibshirani R (1997) The lasso method for variable selection in the Cox model. Stat Med 16(4):385–395
9. Gerds TA, Cai T, Schumacher M (2008) The performance of risk prediction models. Biom J 50(4):457–479. doi:10.1002/bimj.200810443
10. Gerds TA, Kattan MW, Schumacher M, Yu C (2013) Estimating a time-dependent concordance index for survival prediction models with covariate dependent censoring. Stat Med 32(13):2173–2184. doi:10.1002/sim.5681
11. Steyerberg E (2010) Clinical prediction models: a practical approach to development, validation, and updating. Springer, New York
12. Team RC (2014) R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna
13. Lee AJ, Hiscock RJ, Wein P, Walker SP, Permezel M (2007) Gestational diabetes mellitus: clinical predictors and long-term risk of developing type 2 diabetes: a retrospective cohort study using survival analysis. Diabetes Care 30(4):878–883. doi:10.2337/dc06-1816
14. Stuebe AM, Rich-Edwards JW, Willett WC, Manson JE, Michels KB (2005) Duration of lactation and incidence of type 2 diabetes. JAMA 294(20):2601–2610. doi:10.1001/jama.294.20.2601
15. Kwak SH, Choi SH, Kim K et al (2013) Prediction of type 2 diabetes in women with a history of gestational diabetes using a genetic risk score. Diabetologia 56(12):2556–2563. doi:10.1007/s00125-013-3059-x
16. Noctor E, Crowe C, Carmody LA et al (2015) ATLANTIC-DIP: prevalence of metabolic syndrome and insulin resistance in women with previous gestational diabetes mellitus by International Association of Diabetes in Pregnancy Study Groups criteria. Acta Diabetol 52(1):153–160. doi:10.1007/s00592-014-0621-z
17. Hippisley-Cox J, Coupland C (2011) Development and validation of risk prediction algorithm (QThrombosis) to estimate future risk of venous thromboembolism: prospective cohort study. BMJ 343:d4656. doi:10.1136/bmj.d4656
18. Barden A, Singh R, Walters B, Phillips M, Beilin LJ (2013) A simple scoring method using cardiometabolic risk measurements in pregnancy to determine 10-year risk of type 2 diabetes in women with gestational diabetes. Nutr Diabetes 3(6):e72. doi:10.1038/nutd.2013.15
19. Coustan DR, Carpenter MW, O’Sullivan PS, Carr SR (1993) Gestational diabetes: predictors of subsequent disordered glucose metabolism. Am J Obstet Gynecol 168(4):1139–1144. doi:10.1016/0002-9378(93)90358-P
20. Damm P, Kühl C, Bertelsen A, Mølsted-Pedersen L (1992) Predictive factors for the development of diabetes in women with previous gestational diabetes mellitus. Am J Obstet Gynecol 167(3):607–616. doi:10.1016/S0002-9378(11)91559-2
21. Schaefer-Graf UM, Buchanan TA, Xiang AH, Peters RK, Kjos SL (2002) Clinical predictors for a high risk for the development of diabetes mellitus in the early puerperium in women with recent gestational diabetes mellitus. Am J Obstet Gynecol 186(4):751–756. doi:10.1067/mob.2002.121895
22. de Seymour JV, Conlon CA, Sulek K et al (2014) Early pregnancy metabolite profiling discovers a potential biomarker for the subsequent development of gestational diabetes mellitus. Acta Diabetol 51(5):887–890. doi:10.1007/s00592-014-0626-7
23. Ratner RE (2007) Prevention of type 2 diabetes in women with previous gestational diabetes. Diabetes Care 30(Supplement_2):S242–S245. doi:10.2337/dc07-s223
24. Baptiste-Roberts K, Barone BB, Gary TL et al (2009) Risk factors for type 2 diabetes among women with gestational diabetes: a systematic review. Am J Med 122(3):207.e204–214.e204. doi:10.1016/j.amjmed.2008.09.034
25. Kahn HS, Cheng YJ, Thompson TJ, Imperatore G, Gregg EW (2009) Two risk-scoring systems for predicting incident diabetes mellitus in US adults age 45 to 64 years. Ann Intern Med 150(11):741–751