A model for predicting the resolution of type 2 diabetes in severely obese subjects following Roux-en y gastric bypass surgery

Obesity Surgery

Volumn 21, Issue 7, 2011, Pages 910-916

  Hayes, Mark Thomas ^b   Hunt, Lynette Anne ^c   Foo, Jonathan ^a,b   Tychinskaya, Yulia ^a   Stubbs, Richard Strawson ^a,b  

^a Wakefield Clinic   (New Zealand)

^b UNIVERSITY OF OTAGO   (New Zealand)

^c UNIVERSITY OF WAIKATO   (New Zealand)

Author keywords

Diabetes resolution; Gastric bypass surgery; Mathematical model

Indexed keywords

GLUCOSE; HEMOGLOBIN A1C; INSULIN; ORAL ANTIDIABETIC AGENT;

ADULT; ARTICLE; BIOCHEMISTRY; BODY MASS; CONTROLLED STUDY; DIET RESTRICTION; DIET THERAPY; DISCRIMINANT ANALYSIS; DISEASE SEVERITY; DRUG WITHDRAWAL; FEMALE; FOLLOW UP; GLUCOSE BLOOD LEVEL; HOSPITAL DISCHARGE; HUMAN; HYPERTENSION; MAJOR CLINICAL STUDY; MALE; MATHEMATICAL MODEL; NON INSULIN DEPENDENT DIABETES MELLITUS; OBESITY; PREDICTION; PREDICTIVE VALUE; PREOPERATIVE EVALUATION; PRIORITY JOURNAL; PROSPECTIVE STUDY; STOMACH BYPASS; TREATMENT OUTCOME; WEIGHT REDUCTION;

ADULT; BLOOD GLUCOSE; DIABETES MELLITUS, TYPE 2; FEMALE; GASTRIC BYPASS; HUMANS; LOGISTIC MODELS; MALE; MIDDLE AGED; MODELS, BIOLOGICAL; OBESITY; PROGNOSIS; PROSPECTIVE STUDIES;

EID: 79960222185     PISSN: 09608923     EISSN: 17080428     Source Type: Journal    
DOI: 10.1007/s11695-011-0370-9     Document Type: Article

References (27)

1. K Wickremesekera G Miller TD Naotunne, et al. 2005 Loss of insulin resistance after Roux-en-Y gastric bypass surgery: a time course study Obes Surg 15 4 474 481 15946424 10.1381/0960892053723402 (Pubitemid 40605068)
2. WJ Pories MS Swanson KG MacDonald, et al. 1995 Who would have thought it? An operation proves to be the most effective therapy for adult-onset diabetes mellitus Ann Surg 222 3 339 350 7677463 10.1097/00000658-199509000-00011 1:STN:280:DyaK2Mvgsl2ltA%3D%3D discussion 350-332
3. SR Kashyap S Daud KR Kelly, et al. 2010 Acute effects of gastric bypass versus gastric restrictive surgery on beta-cell function and insulinotropic hormones in severely obese patients with type 2 diabetes Int J Obes (Lond) 34 3 462 471 10.1038/ijo.2009.254 1:CAS:528:DC%2BC3cXjt1GntLw%3D
4. H Buchwald Y Avidor E Braunwald, et al. 2004 Bariatric surgery: a systematic review and meta-analysis JAMA 292 14 1724 1737 15479938 10.1001/jama.292.14.1724 1:CAS:528:DC%2BD2cXos1OjtLg%3D (Pubitemid 39346675)
5. WJ Pories KG MacDonald Jr. EJ Morgan, et al. 1992 Surgical treatment of obesity and its effect on diabetes: 10-y follow-up Am J Clin Nutr 55 2 Suppl 582S 585S 1733132 1:STN:280:DyaK387isFaksw%3D%3D
6. PR Schauer B Burguera S Ikramuddin, et al. 2003 Effect of laparoscopic Roux-en Y gastric bypass on type 2 diabetes mellitus Ann Surg 238 4 467 484 14530719 discussion 484-465
7. WJ Lee KH Ser K Chong, et al. 2010 Laparoscopic sleeve gastrectomy for diabetes treatment in nonmorbidly obese patients: efficacy and change of insulin secretion Surgery 147 5 664 669 20004451 10.1016/j.surg.2009.10.059
8. MA Fobi H Lee 1994 SILASTIC ring vertical banded gastric bypass for the treatment of obesity: two years of follow-up in 84 patients [corrected] J Natl Med Assoc 86 2 125 128 8169987 1:STN:280:DyaK2c3itlOhsQ%3D%3D
9. MA Fobi H Lee 1998 The surgical technique of the Fobi-Pouch operation for obesity (the transected silastic vertical gastric bypass) Obes Surg 8 3 283 288 9678195 10.1381/096089298765554485 1:STN:280:DyaK1czktlWltA%3D%3D (Pubitemid 28334124)
10. Witten IH, Frank E, editors. Data Mining: Practical Machine Learning Tools and Techniques. San Francisco, Ca, Morgan Kaufmann; 2005.
11. Cohen WW. Fast effective rule induction. Proceedings of the Twelfth International Conference of Machine Learning, Tahoe City, CA, Morgan Kaufmann; 1995.
12. S Wild G Roglic A Green, et al. 2004 Global prevalence of diabetes Diab Care 27 1047 1053 10.2337/diacare.27.5.1047 (Pubitemid 38579764)
13. EL Barr PZ Zimmet TA Welborn, et al. 2007 Risk of cardiovascular and all-cause mortality in individuals with diabetes mellitus, impaired fasting glucose, and impaired glucose tolerance: the Australian Diabetes, Obesity, and Lifestyle Study (AusDiab) Circulation 116 2 151 157 17576864 10.1161/CIRCULATIONAHA.106.685628 1:CAS:528:DC%2BD2sXntlWqurg%3D (Pubitemid 47057520)
14. Standards of medical care in diabetes-2008. Diabetes Care. Jan 2008; 31 Suppl 1:S12-54.
15. SH Saydah J Fradkin CC Cowie 2004 Poor control of risk factors for vascular disease among adults with previously diagnosed diabetes JAMA 291 3 335 342 14734596 10.1001/jama.291.3.335 1:CAS:528:DC%2BD2cXmtlentQ%3D%3D (Pubitemid 38101606)
16. HC Gerstein ME Miller RP Byington, et al. 2008 Effects of intensive glucose lowering in type 2 diabetes N Engl J Med 358 24 2545 2559 18539917 10.1056/NEJMoa0802743 1:CAS:528:DC%2BD1cXnt1Wjs7s%3D (Pubitemid 351831356)
17. A Patel S MacMahon J Chalmers, et al. 2008 Intensive blood glucose control and vascular outcomes in patients with type 2 diabetes N Engl J Med 358 24 2560 2572 18539916 10.1056/NEJMoa0802987 1:CAS:528:DC%2BD1cXnt1yht7s%3D (Pubitemid 351831357)
18. W Duckworth C Abraira T Moritz, et al. 2009 Glucose control and vascular complications in veterans with type 2 diabetes N Engl J Med 360 2 129 139 19092145 10.1056/NEJMoa0808431 1:CAS:528:DC%2BD1MXnsFWkug%3D%3D
19. F Rubino A Forgione DE Cummings, et al. 2006 The mechanism of diabetes control after gastrointestinal bypass surgery reveals a role of the proximal small intestine in the pathophysiology of type 2 diabetes Ann Surg 244 5 741 749 17060767 10.1097/01.sla.0000224726.61448.1b (Pubitemid 44629948)
20. B Laferrere J Teixeira J McGinty, et al. 2008 Effect of weight loss by gastric bypass surgery versus hypocaloric diet on glucose and incretin levels in patients with type 2 diabetes J Clin Endocrinol Metab 93 7 2479 2485 18430778 10.1210/jc.2007-2851 1:CAS:528:DC%2BD1cXoslyktb8%3D (Pubitemid 352008510)
21. H Buchwald R Estok K Fahrbach, et al. 2009 Weight and type 2 diabetes after bariatric surgery: systematic review and meta-analysis Am J Med 122 3 248 256 19272486 10.1016/j.amjmed.2008.09.041 e245
22. DM Nathan JB Buse MB Davidson, et al. 2009 Medical management of hyperglycemia in type 2 diabetes: a consensus algorithm for the initiation and adjustment of therapy Clin Diabetes 27 1 4 16 10.2337/diaclin.27.1.4
23. R Cohen JS Pinheiro JL Correa, et al. 2006 Laparoscopic Roux-en-Y gastric bypass for BMI<35 kg/m(2): a tailored approach Surg Obes Relat Dis 2 3 401 404 16925363 10.1016/j.soard.2006.02.011 discussion 404 (Pubitemid 43812096)
24. AL DePaula AL Macedo N Rassi, et al. 2008 Laparoscopic treatment of type 2 diabetes mellitus for patients with a body mass index less than 35 Surg Endosc 22 3 706 716 17704886 10.1007/s00464-007-9472-9 1:STN:280: DC%2BD1c7lsFeqsg%3D%3D (Pubitemid 351341683)
25. N Scopinaro F Papadia G Marinari, et al. 2007 Long-term control of type 2 diabetes mellitus and the other major components of the metabolic syndrome after biliopancreatic diversion in patients with BMI<35 kg/m2 Obes Surg 17 2 185 192 17476869 10.1007/s11695-007-9045-y (Pubitemid 47091579)
26. HJ Sugerman LG Wolfe DA Sica, et al. 2003 Diabetes and hypertension in severe obesity and effects of gastric bypass-induced weight loss Ann Surg 237 6 751 756 12796570 discussion 757-758
27. TD Adams RE Gress SC Smith, et al. 2007 Long-term mortality after gastric bypass surgery N Engl J Med 357 8 753 761 17715409 10.1056/NEJMoa066603 1:CAS:528:DC%2BD2sXpsF2iu7k%3D (Pubitemid 47295642)