Literature DB >> 33159534

Increased particle size of triacylglycerol-enriched remnant lipoproteins, but not their plasma concentration or lipid content, augments risk prediction of incident type 2 diabetes.

Luiz Sérgio F Carvalho1,2,3, Isabela M Benseñor4, Ana C C Nogueira5, Bruce B Duncan6, Maria I Schmidt6, Michael J Blaha7, Peter P Toth7,8, Steven R Jones7, Raul D Santos4,9, Paulo A Lotufo4, Andrei C Sposito10.   

Abstract

AIMS/HYPOTHESIS: Type 2 diabetes prevention requires the accurate identification of those at high risk. Beyond the association of fasting serum triacylglycerols with diabetes, triacylglycerol-enriched remnant lipoproteins (TRLs) more accurately reflect pathophysiological changes that underlie progression to diabetes, such as hepatic insulin resistance, pancreatic steatosis and systemic inflammation. We hypothesised that TRL-related factors could improve risk prediction for incident diabetes.
METHODS: We included individuals from the Brazilian Longitudinal Study of Adult Health cohort. We trained a logistic regression model for the risk of incident diabetes in 80% of the cohort using tenfold cross-validation, and tested the model in the remaining 20% of the cohort (test set). Variables included medical history and traits of the metabolic syndrome, followed by TRL-related measurements (plasma concentration, TRL particle diameter, cholesterol and triacylglycerol content). TRL features were measured using NMR spectroscopy. Discrimination was assessed using the area under the receiver operating characteristic curve (AUROC) and the area under the precision-recall curve (AUPRC).
RESULTS: Among 4463 at-risk individuals, there were 366 new cases of diabetes after a mean (±SD) of 3.7 (±0.63) years of follow-up. We derived an 18-variable model with a global AUROC of 0.846 (95% CI: 0.829, 0.869). Overall TRL-related markers were not associated with diabetes. However, TRL particle diameter increased the AUROC, particularly in individuals with HbA1c <39 mmol/mol (5.7%) (hold-out test set [n = 659]; training-validation set [n = 2638]), but not in individuals with baseline HbA1c 39-46 mmol/mol (5.7-6.4%) (hold-out test set [n = 233]; training-validation set [n = 933]). In the subgroup with baseline HbA1c <39 mmol/mol (5.7%), AUROC in the test set increased from 0.717 (95% CI 0.603, 0.818) to 0.794 (95% CI 0.731, 0.862), and AUPRC in the test set rose from 0.582 to 0.701 when using the baseline model and the baseline model plus TRL particle diameter, respectively. TRL particle diameter was highly correlated with obesity, insulin resistance and inflammation in those with impaired fasting glucose at baseline, but less so in those with HbA1c <39 mmol/mol (5.7%). CONCLUSIONS/
INTERPRETATION: TRL particle diameter improves the prediction of diabetes, but only in individuals with HbA1c <39 mmol/mol (5.7%) at baseline. These data support TRL particle diameter as a risk factor that is changed early in the course of the pathophysiological processes that lead to the development of type 2 diabetes, even before glucose abnormalities are established. Graphical abstract.

Entities:  

Keywords:  Particle diameter; Risk prediction; Triacylglycerol-enriched remnant lipoprotein; Triacylglycerol-rich lipoprotein; Type 2 diabetes

Mesh:

Substances:

Year:  2020        PMID: 33159534     DOI: 10.1007/s00125-020-05322-1

Source DB:  PubMed          Journal:  Diabetologia        ISSN: 0012-186X            Impact factor:   10.122


  27 in total

Review 1.  Hepatic steatosis and very low density lipoprotein secretion: the involvement of apolipoprotein E.

Authors:  A R Mensenkamp; L M Havekes; J A Romijn; F Kuipers
Journal:  J Hepatol       Date:  2001-12       Impact factor: 25.083

2.  Lipotoxicity of beta-cells in obesity and in other causes of fatty acid spillover.

Authors:  R H Unger; Y T Zhou
Journal:  Diabetes       Date:  2001-02       Impact factor: 9.461

3.  Brazilian Longitudinal Study of Adult Health (ELSA-Brasil): objectives and design.

Authors:  Estela M L Aquino; Sandhi Maria Barreto; Isabela M Bensenor; Marilia S Carvalho; Dóra Chor; Bruce B Duncan; Paulo A Lotufo; José Geraldo Mill; Maria Del Carmen Molina; Eduardo L A Mota; Valéria Maria Azeredo Passos; Maria Inês Schmidt; Moyses Szklo
Journal:  Am J Epidemiol       Date:  2012-01-10       Impact factor: 4.897

Review 4.  Long-term Sustainability of Diabetes Prevention Approaches: A Systematic Review and Meta-analysis of Randomized Clinical Trials.

Authors:  J Sonya Haw; Karla I Galaviz; Audrey N Straus; Alysse J Kowalski; Matthew J Magee; Mary Beth Weber; Jingkai Wei; K M Venkat Narayan; Mohammed K Ali
Journal:  JAMA Intern Med       Date:  2017-12-01       Impact factor: 21.873

5.  Two risk-scoring systems for predicting incident diabetes mellitus in U.S. adults age 45 to 64 years.

Authors:  Henry S Kahn; Yiling J Cheng; Theodore J Thompson; Giuseppina Imperatore; Edward W Gregg
Journal:  Ann Intern Med       Date:  2009-06-02       Impact factor: 25.391

6.  Prediction of incident diabetes mellitus in middle-aged adults: the Framingham Offspring Study.

Authors:  Peter W F Wilson; James B Meigs; Lisa Sullivan; Caroline S Fox; David M Nathan; Ralph B D'Agostino
Journal:  Arch Intern Med       Date:  2007-05-28

7.  Overproduction of large VLDL particles is driven by increased liver fat content in man.

Authors:  M Adiels; M-R Taskinen; C Packard; M J Caslake; A Soro-Paavonen; J Westerbacka; S Vehkavaara; A Häkkinen; S-O Olofsson; H Yki-Järvinen; J Borén
Journal:  Diabetologia       Date:  2006-02-04       Impact factor: 10.122

8.  Acute suppression of VLDL1 secretion rate by insulin is associated with hepatic fat content and insulin resistance.

Authors:  M Adiels; J Westerbacka; A Soro-Paavonen; A M Häkkinen; S Vehkavaara; M J Caslake; C Packard; S O Olofsson; H Yki-Järvinen; M R Taskinen; J Borén
Journal:  Diabetologia       Date:  2007-09-12       Impact factor: 10.122

Review 9.  Annual incidence and relative risk of diabetes in people with various categories of dysglycemia: a systematic overview and meta-analysis of prospective studies.

Authors:  Hertzel C Gerstein; Pasqualina Santaguida; Parminder Raina; Katherine M Morrison; Cynthia Balion; Dereck Hunt; Hossein Yazdi; Lynda Booker
Journal:  Diabetes Res Clin Pract       Date:  2007-06-29       Impact factor: 5.602

10.  Plasma ApoE elevations are associated with NAFLD: The PREVEND Study.

Authors:  Eline H van den Berg; James P Corsetti; Stephan J L Bakker; Robin P F Dullaart
Journal:  PLoS One       Date:  2019-08-06       Impact factor: 3.240

View more
  6 in total

1.  The role of remnant cholesterol beyond low-density lipoprotein cholesterol in diabetes mellitus.

Authors:  Xiangming Hu; Qunzhi Liu; Xingyuan Guo; Weimian Wang; Bingyan Yu; Beijia Liang; Yingling Zhou; Haojian Dong; Jijin Lin
Journal:  Cardiovasc Diabetol       Date:  2022-06-27       Impact factor: 8.949

2.  Effect of Weight Loss by Low-Calorie Diet on Cardiovascular Health in Type 2 Diabetes: An Interventional Cohort Study.

Authors:  Shaden Melhem; Sarah Steven; Roy Taylor; Ahmad Al-Mrabeh
Journal:  Nutrients       Date:  2021-04-26       Impact factor: 5.717

3.  Predictive utilities of lipid traits, lipoprotein subfractions and other risk factors for incident diabetes: a machine learning approach in the Diabetes Prevention Program.

Authors:  Tibor V Varga; Jinxi Liu; Ronald B Goldberg; Guannan Chen; Samuel Dagogo-Jack; Carlos Lorenzo; Kieren J Mather; Xavier Pi-Sunyer; Søren Brunak; Marinella Temprosa
Journal:  BMJ Open Diabetes Res Care       Date:  2021-03

4.  Lipoprotein particle sizes and incident type 2 diabetes: the PREVEND cohort study.

Authors:  Sara Sokooti; José L Flores-Guerrero; Hiddo J L Heerspink; Erwin Garcia; Margery A Connelly; Stephan J L Bakker; Robin P F Dullaart
Journal:  Diabetologia       Date:  2021-11-20       Impact factor: 10.122

5.  The relationship of remnant cholesterol and abdominal obesity in children: A cross-sectional study.

Authors:  Jishuang Tong; Xinggui Li; Xiaoyue Liang; Fang Tang; Yanling Ren; Guang Hao; Xin Peng; Sunqing Luo; Ye Feng; Daochao Huang; Li Zhao; Xiaohua Liang
Journal:  Front Cardiovasc Med       Date:  2022-07-27

6.  Triglyceride-rich lipoprotein and LDL particle subfractions and their association with incident type 2 diabetes: the PREVEND study.

Authors:  Sara Sokooti; Jose L Flores-Guerrero; Hiddo J L Heerspink; Margery A Connelly; Stephan J L Bakker; Robin P F Dullaart
Journal:  Cardiovasc Diabetol       Date:  2021-07-28       Impact factor: 9.951

  6 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.