Lipidomic risk score independently and cost-effectively predicts risk of future type 2 diabetes: results from diverse cohorts
被引:43
作者:
Mamtani, Manju
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机构:
Univ Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USAUniv Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USA
Mamtani, Manju
[1
]
Kulkarni, Hemant
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机构:
Univ Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USAUniv Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USA
Kulkarni, Hemant
[1
]
Wong, Gerard
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机构:
Baker IDI Heart & Diabet Inst, Melbourne, Vic, AustraliaUniv Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USA
Wong, Gerard
[2
]
Weir, Jacquelyn M.
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h-index: 0
机构:
Baker IDI Heart & Diabet Inst, Melbourne, Vic, AustraliaUniv Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USA
Weir, Jacquelyn M.
[2
]
Barlow, Christopher K.
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机构:
Baker IDI Heart & Diabet Inst, Melbourne, Vic, AustraliaUniv Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USA
Barlow, Christopher K.
[2
]
Dyer, Thomas D.
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h-index: 0
机构:
Univ Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USAUniv Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USA
Dyer, Thomas D.
[1
]
Almasy, Laura
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h-index: 0
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Univ Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USAUniv Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USA
Almasy, Laura
[1
]
Mahaney, Michael C.
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h-index: 0
机构:
Univ Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USAUniv Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USA
Mahaney, Michael C.
[1
]
Comuzzie, Anthony G.
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h-index: 0
机构:
Texas Biomed Res Inst, Dept Genet, San Antonio, TX USAUniv Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USA
Comuzzie, Anthony G.
[3
]
Glahn, David C.
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h-index: 0
机构:
Yale Univ, Sch Med, Dept Psychiat, New Haven, CT USA
Hartford Hosp, Inst Living, Olin Neuropsychiat Res Ctr, 200 Retreat Ave, New Haven, CT USAUniv Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USA
Glahn, David C.
[4
,5
]
Magliano, Dianna J.
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h-index: 0
机构:
Baker IDI Heart & Diabet Inst, Melbourne, Vic, AustraliaUniv Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USA
Magliano, Dianna J.
[2
]
Zimmet, Paul
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h-index: 0
机构:
Baker IDI Heart & Diabet Inst, Melbourne, Vic, AustraliaUniv Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USA
Zimmet, Paul
[2
]
Shaw, Jonathan
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h-index: 0
机构:
Baker IDI Heart & Diabet Inst, Melbourne, Vic, AustraliaUniv Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USA
Shaw, Jonathan
[2
]
Williams-Blangero, Sarah
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机构:
Univ Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USAUniv Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USA
Williams-Blangero, Sarah
[1
]
Duggirala, Ravindranath
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机构:
Univ Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USAUniv Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USA
Duggirala, Ravindranath
[1
]
Blangero, John
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h-index: 0
机构:
Univ Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USAUniv Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USA
Blangero, John
[1
]
Meikle, Peter J.
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h-index: 0
机构:
Baker IDI Heart & Diabet Inst, Melbourne, Vic, AustraliaUniv Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USA
Meikle, Peter J.
[2
]
Curran, Joanne E.
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h-index: 0
机构:
Univ Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USAUniv Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USA
Curran, Joanne E.
[1
]
机构:
[1] Univ Texas Rio Grande Valley, Sch Med, South Texas Diabet & Obes Inst, Brownsville, TX 78520 USA
[2] Baker IDI Heart & Diabet Inst, Melbourne, Vic, Australia
[3] Texas Biomed Res Inst, Dept Genet, San Antonio, TX USA
[4] Yale Univ, Sch Med, Dept Psychiat, New Haven, CT USA
[5] Hartford Hosp, Inst Living, Olin Neuropsychiat Res Ctr, 200 Retreat Ave, New Haven, CT USA
Background: Detection of type 2 diabetes (T2D) is routinely based on the presence of dysglycemia. Although disturbed lipid metabolism is a hallmark of T2D, the potential of plasma lipidomics as a biomarker of future T2D is unknown. Our objective was to develop and validate a plasma lipidomic risk score (LRS) as a biomarker of future type 2 diabetes and to evaluate its cost-effectiveness for T2D screening. Methods: Plasma LRS, based on significantly associated lipid species from an array of 319 lipid species, was developed in a cohort of initially T2D-free individuals from the San Antonio Family Heart Study (SAFHS). The LRS derived from SAFHS as well as its recalibrated version were validated in an independent cohort from Australia - the AusDiab cohort. The participants were T2D-free at baseline and followed for 9197 person-years in the SAFHS cohort (n = 771) and 5930 person-years in the AusDiab cohort (n = 644). Statistically and clinically improved T2D prediction was evaluated with established statistical parameters in both cohorts. Modeling studies were conducted to determine whether the use of LRS would be cost-effective for T2D screening. The main outcome measures included accuracy and incremental value of the LRS over routinely used clinical predictors of T2D risk; validation of these results in an independent cohort and cost-effectiveness of including LRS in screening/intervention programs for T2D. Results: The LRS was based on plasma concentration of dihydroceramide 18: 0, lysoalkylphosphatidylcholine 22:1 and triacyglycerol 16:0/18:0/18:1. The score predicted future T2D independently of prediabetes with an accuracy of 76 %. Even in the subset of initially euglycemic individuals, the LRS improved T2D prediction. In the AusDiab cohort, the LRS continued to predict T2D significantly and independently. When combined with risk-stratification methods currently used in clinical practice, the LRS significantly improved the model fit (p < 0.001), information content (p < 0.001), discrimination (p < 0.001) and reclassification (p < 0.001) in both cohorts. Modeling studies demonstrated that LRS-based risk-stratification combined with metformin supplementation for high-risk individuals was the most cost-effective strategy for T2D prevention. Conclusions: Considering the novelty, incremental value and cost-effectiveness of LRS it should be used for risk-stratification of future T2D.
机构:
Indiana Univ, Sch Med, Dept Med, Indianapolis, IN 46204 USAIndiana Univ, Sch Med, Dept Med, Indianapolis, IN 46204 USA
Ackermann, Ronald T.
Edelstein, Sharon L.
论文数: 0引用数: 0
h-index: 0
机构:
George Washington Univ, Diabet Prevent Program Coordinating Ctr, Ctr Biostat, Washington, DC USAIndiana Univ, Sch Med, Dept Med, Indianapolis, IN 46204 USA
Edelstein, Sharon L.
Narayan, K. M. Venkat
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h-index: 0
机构:
Ctr Dis Control & Prevent, Atlanta, GA USAIndiana Univ, Sch Med, Dept Med, Indianapolis, IN 46204 USA
Narayan, K. M. Venkat
Zhang, Ping
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h-index: 0
机构:
Ctr Dis Control & Prevent, Atlanta, GA USAIndiana Univ, Sch Med, Dept Med, Indianapolis, IN 46204 USA
Zhang, Ping
Engelgau, Michael M.
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h-index: 0
机构:
Ctr Dis Control & Prevent, Atlanta, GA USAIndiana Univ, Sch Med, Dept Med, Indianapolis, IN 46204 USA
Engelgau, Michael M.
Herman, William H.
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h-index: 0
机构:
Univ Michigan Hlth Syst, Dept Internal Med, Ann Arbor, MI USA
Univ Michigan Hlth Syst, Dept Epidemiol, Ann Arbor, MI USA
Univ Michigan Hlth Syst, Michigan Diabet Res & Training Ctr, Ann Arbor, MI USAIndiana Univ, Sch Med, Dept Med, Indianapolis, IN 46204 USA
Herman, William H.
Marrero, David G.
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h-index: 0
机构:
Indiana Univ, Sch Med, Dept Med, Indianapolis, IN 46204 USAIndiana Univ, Sch Med, Dept Med, Indianapolis, IN 46204 USA
机构:
Univ Illinois, Coll Med Peoria, Ctr Outcomes Res, Peoria, IL 61656 USAUniv Illinois, Coll Med Peoria, Ctr Outcomes Res, Peoria, IL 61656 USA
Asche, Carl V.
Hippler, Stephen E.
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h-index: 0
机构:
OSF Healthcare, Peoria, IL 61615 USAUniv Illinois, Coll Med Peoria, Ctr Outcomes Res, Peoria, IL 61656 USA
Hippler, Stephen E.
Eurich, Dean T.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alberta, Li Ka Shing Ctr Hlth Res Innovat 2 040, Sch Publ Hlth, Edmonton, AB, CanadaUniv Illinois, Coll Med Peoria, Ctr Outcomes Res, Peoria, IL 61656 USA
机构:
Univ York, Ctr Hlth Econ, York YO10 5DD, N Yorkshire, England
Univ York, Dept Econ & Related Studies, York YO10 5DD, N Yorkshire, EnglandUniv York, Ctr Hlth Econ, York YO10 5DD, N Yorkshire, England
Claxton, Karl
Paulden, Mike
论文数: 0引用数: 0
h-index: 0
机构:
Univ York, Ctr Hlth Econ, York YO10 5DD, N Yorkshire, EnglandUniv York, Ctr Hlth Econ, York YO10 5DD, N Yorkshire, England
Paulden, Mike
Gravelle, Hugh
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h-index: 0
机构:
Univ York, Ctr Hlth Econ, York YO10 5DD, N Yorkshire, England
Univ York, Natl Primary Care Res & Dev Ctr, York YO10 5DD, N Yorkshire, EnglandUniv York, Ctr Hlth Econ, York YO10 5DD, N Yorkshire, England
Gravelle, Hugh
Brouwer, Werner
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h-index: 0
机构:
Erasmus Univ, Med Ctr, Dept Hlth Policy & Management, Rotterdam, NetherlandsUniv York, Ctr Hlth Econ, York YO10 5DD, N Yorkshire, England
Brouwer, Werner
Culyer, Anthony J.
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h-index: 0
机构:
Univ York, Dept Econ & Related Studies, York YO10 5DD, N Yorkshire, England
Univ Toronto, Dept Hlth Policy Management & Evaluat, Toronto, ON M5S 1A1, CanadaUniv York, Ctr Hlth Econ, York YO10 5DD, N Yorkshire, England
机构:
Indiana Univ, Sch Med, Dept Med, Indianapolis, IN 46204 USAIndiana Univ, Sch Med, Dept Med, Indianapolis, IN 46204 USA
Ackermann, Ronald T.
Edelstein, Sharon L.
论文数: 0引用数: 0
h-index: 0
机构:
George Washington Univ, Diabet Prevent Program Coordinating Ctr, Ctr Biostat, Washington, DC USAIndiana Univ, Sch Med, Dept Med, Indianapolis, IN 46204 USA
Edelstein, Sharon L.
Narayan, K. M. Venkat
论文数: 0引用数: 0
h-index: 0
机构:
Ctr Dis Control & Prevent, Atlanta, GA USAIndiana Univ, Sch Med, Dept Med, Indianapolis, IN 46204 USA
Narayan, K. M. Venkat
Zhang, Ping
论文数: 0引用数: 0
h-index: 0
机构:
Ctr Dis Control & Prevent, Atlanta, GA USAIndiana Univ, Sch Med, Dept Med, Indianapolis, IN 46204 USA
Zhang, Ping
Engelgau, Michael M.
论文数: 0引用数: 0
h-index: 0
机构:
Ctr Dis Control & Prevent, Atlanta, GA USAIndiana Univ, Sch Med, Dept Med, Indianapolis, IN 46204 USA
Engelgau, Michael M.
Herman, William H.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan Hlth Syst, Dept Internal Med, Ann Arbor, MI USA
Univ Michigan Hlth Syst, Dept Epidemiol, Ann Arbor, MI USA
Univ Michigan Hlth Syst, Michigan Diabet Res & Training Ctr, Ann Arbor, MI USAIndiana Univ, Sch Med, Dept Med, Indianapolis, IN 46204 USA
Herman, William H.
Marrero, David G.
论文数: 0引用数: 0
h-index: 0
机构:
Indiana Univ, Sch Med, Dept Med, Indianapolis, IN 46204 USAIndiana Univ, Sch Med, Dept Med, Indianapolis, IN 46204 USA
机构:
Univ Illinois, Coll Med Peoria, Ctr Outcomes Res, Peoria, IL 61656 USAUniv Illinois, Coll Med Peoria, Ctr Outcomes Res, Peoria, IL 61656 USA
Asche, Carl V.
Hippler, Stephen E.
论文数: 0引用数: 0
h-index: 0
机构:
OSF Healthcare, Peoria, IL 61615 USAUniv Illinois, Coll Med Peoria, Ctr Outcomes Res, Peoria, IL 61656 USA
Hippler, Stephen E.
Eurich, Dean T.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alberta, Li Ka Shing Ctr Hlth Res Innovat 2 040, Sch Publ Hlth, Edmonton, AB, CanadaUniv Illinois, Coll Med Peoria, Ctr Outcomes Res, Peoria, IL 61656 USA
机构:
Univ York, Ctr Hlth Econ, York YO10 5DD, N Yorkshire, England
Univ York, Dept Econ & Related Studies, York YO10 5DD, N Yorkshire, EnglandUniv York, Ctr Hlth Econ, York YO10 5DD, N Yorkshire, England
Claxton, Karl
Paulden, Mike
论文数: 0引用数: 0
h-index: 0
机构:
Univ York, Ctr Hlth Econ, York YO10 5DD, N Yorkshire, EnglandUniv York, Ctr Hlth Econ, York YO10 5DD, N Yorkshire, England
Paulden, Mike
Gravelle, Hugh
论文数: 0引用数: 0
h-index: 0
机构:
Univ York, Ctr Hlth Econ, York YO10 5DD, N Yorkshire, England
Univ York, Natl Primary Care Res & Dev Ctr, York YO10 5DD, N Yorkshire, EnglandUniv York, Ctr Hlth Econ, York YO10 5DD, N Yorkshire, England
Gravelle, Hugh
Brouwer, Werner
论文数: 0引用数: 0
h-index: 0
机构:
Erasmus Univ, Med Ctr, Dept Hlth Policy & Management, Rotterdam, NetherlandsUniv York, Ctr Hlth Econ, York YO10 5DD, N Yorkshire, England
Brouwer, Werner
Culyer, Anthony J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ York, Dept Econ & Related Studies, York YO10 5DD, N Yorkshire, England
Univ Toronto, Dept Hlth Policy Management & Evaluat, Toronto, ON M5S 1A1, CanadaUniv York, Ctr Hlth Econ, York YO10 5DD, N Yorkshire, England