Type 1 diabetes (T1D) is a progressive autoimmune disease in which the insulin-producing beta cells are destroyed by auto-reactive T cells. Recent studies suggest that microbiota are closely associated with disease development. We studied gut, oral and vaginal microbiota longitudinally in non-obese diabetic (NOD) mice. We showed that the composition of microbiota is very different at the different mucosal sites and between young and adult mice. Gut microbiota are more diverse than oral or vaginal microbiota and the changes were more evident in the mice before and after onset of diabetes. Using alpha-diversity, Gram-positive/Gram-negative ratio as well as the relative abundance of Bacteroidetes and Erysipelotrichaceae in the gut microbiota, at 8 weeks of age, we formulated a predictive algorithm for T1D development in a cohort of 63 female NOD mice. Using this algorithm, we obtained 80% accuracy of prediction of diabetes onset, in two independent experiments, totaling 29 mice, with Area Under the Curve of 0.776 by ROC analysis. Interestingly, we did not find differences in peripheral blood mononuclear cells of the mice at 8 weeks of age, regardless of later diabetes development. Our results suggest that the algorithm could potentially be used in early prediction of future T1D development.
机构:
Mem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Ludwig Ctr, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Program Immunol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Arpaia, Nicholas
Campbell, Clarissa
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机构:
Mem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Ludwig Ctr, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Program Immunol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Campbell, Clarissa
Fan, Xiying
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h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Ludwig Ctr, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Program Immunol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Fan, Xiying
Dikiy, Stanislav
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h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Ludwig Ctr, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Program Immunol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Dikiy, Stanislav
van der Veeken, Joris
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h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Ludwig Ctr, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Program Immunol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
van der Veeken, Joris
deRoos, Paul
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h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Ludwig Ctr, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Program Immunol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
deRoos, Paul
Liu, Hui
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h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Donald B & Catherine C Marron Canc Metab Ctr, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Liu, Hui
Cross, Justin R.
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机构:
Mem Sloan Kettering Canc Ctr, Donald B & Catherine C Marron Canc Metab Ctr, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Cross, Justin R.
Pfeffer, Klaus
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h-index: 0
机构:
Univ Dusseldorf, Inst Med Microbiol & Hosp Hyg, D-40225 Dusseldorf, GermanyMem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Pfeffer, Klaus
Coffer, Paul J.
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h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Ludwig Ctr, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Program Immunol, New York, NY 10065 USA
Univ Med Ctr Utrecht, Dept Cell Biol, NL-3584 CX Utrecht, NetherlandsMem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Coffer, Paul J.
Rudensky, Alexander Y.
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h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Ludwig Ctr, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Program Immunol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
机构:
ROYAL MELBOURNE HOSP,WALTER & ELIZA HALL INST MED RES,PARKVILLE,VIC 3050,AUSTRALIAROYAL MELBOURNE HOSP,WALTER & ELIZA HALL INST MED RES,PARKVILLE,VIC 3050,AUSTRALIA
BAXTER, AG
KOULMANDA, M
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h-index: 0
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ROYAL MELBOURNE HOSP,WALTER & ELIZA HALL INST MED RES,PARKVILLE,VIC 3050,AUSTRALIAROYAL MELBOURNE HOSP,WALTER & ELIZA HALL INST MED RES,PARKVILLE,VIC 3050,AUSTRALIA
KOULMANDA, M
MANDEL, TE
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h-index: 0
机构:
ROYAL MELBOURNE HOSP,WALTER & ELIZA HALL INST MED RES,PARKVILLE,VIC 3050,AUSTRALIAROYAL MELBOURNE HOSP,WALTER & ELIZA HALL INST MED RES,PARKVILLE,VIC 3050,AUSTRALIA
机构:
Mem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Ludwig Ctr, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Program Immunol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Arpaia, Nicholas
Campbell, Clarissa
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Ludwig Ctr, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Program Immunol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Campbell, Clarissa
Fan, Xiying
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Ludwig Ctr, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Program Immunol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Fan, Xiying
Dikiy, Stanislav
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Ludwig Ctr, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Program Immunol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Dikiy, Stanislav
van der Veeken, Joris
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Ludwig Ctr, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Program Immunol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
van der Veeken, Joris
deRoos, Paul
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Ludwig Ctr, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Program Immunol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
deRoos, Paul
Liu, Hui
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Donald B & Catherine C Marron Canc Metab Ctr, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Liu, Hui
Cross, Justin R.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Donald B & Catherine C Marron Canc Metab Ctr, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Cross, Justin R.
Pfeffer, Klaus
论文数: 0引用数: 0
h-index: 0
机构:
Univ Dusseldorf, Inst Med Microbiol & Hosp Hyg, D-40225 Dusseldorf, GermanyMem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Pfeffer, Klaus
Coffer, Paul J.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Ludwig Ctr, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Program Immunol, New York, NY 10065 USA
Univ Med Ctr Utrecht, Dept Cell Biol, NL-3584 CX Utrecht, NetherlandsMem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Coffer, Paul J.
Rudensky, Alexander Y.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Ludwig Ctr, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Program Immunol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Howard Hughes Med Inst, New York, NY 10065 USA
机构:
ROYAL MELBOURNE HOSP,WALTER & ELIZA HALL INST MED RES,PARKVILLE,VIC 3050,AUSTRALIAROYAL MELBOURNE HOSP,WALTER & ELIZA HALL INST MED RES,PARKVILLE,VIC 3050,AUSTRALIA
BAXTER, AG
KOULMANDA, M
论文数: 0引用数: 0
h-index: 0
机构:
ROYAL MELBOURNE HOSP,WALTER & ELIZA HALL INST MED RES,PARKVILLE,VIC 3050,AUSTRALIAROYAL MELBOURNE HOSP,WALTER & ELIZA HALL INST MED RES,PARKVILLE,VIC 3050,AUSTRALIA
KOULMANDA, M
MANDEL, TE
论文数: 0引用数: 0
h-index: 0
机构:
ROYAL MELBOURNE HOSP,WALTER & ELIZA HALL INST MED RES,PARKVILLE,VIC 3050,AUSTRALIAROYAL MELBOURNE HOSP,WALTER & ELIZA HALL INST MED RES,PARKVILLE,VIC 3050,AUSTRALIA