血糖性
生物
糖尿病
生物信息学
计算生物学
内分泌学
作者
David Zeevi,Tal Korem,Niv Zmora,David Israeli,Daphna Rothschild,Adina Weinberger,Orly Ben-Yacov,Dar Lador,Tali Avnit-Sagi,Maya Lotan‐Pompan,Jotham Suez,Jemal Ali Mahdi,Elad Matot,Gal Malka,Noa Kosower,Michal Rein,Gili Zilberman-Schapira,Lenka Dohnalová,Meirav Pevsner‐Fischer,Rony Bikovsky
出处
期刊:Cell
[Cell Press]
日期:2015-11-01
卷期号:163 (5): 1079-1094
被引量:2786
标识
DOI:10.1016/j.cell.2015.11.001
摘要
Elevated postprandial blood glucose levels constitute a global epidemic and a major risk factor for prediabetes and type II diabetes, but existing dietary methods for controlling them have limited efficacy. Here, we continuously monitored week-long glucose levels in an 800-person cohort, measured responses to 46,898 meals, and found high variability in the response to identical meals, suggesting that universal dietary recommendations may have limited utility. We devised a machine-learning algorithm that integrates blood parameters, dietary habits, anthropometrics, physical activity, and gut microbiota measured in this cohort and showed that it accurately predicts personalized postprandial glycemic response to real-life meals. We validated these predictions in an independent 100-person cohort. Finally, a blinded randomized controlled dietary intervention based on this algorithm resulted in significantly lower postprandial responses and consistent alterations to gut microbiota configuration. Together, our results suggest that personalized diets may successfully modify elevated postprandial blood glucose and its metabolic consequences.Video AbstracteyJraWQiOiI4ZjUxYWNhY2IzYjhiNjNlNzFlYmIzYWFmYTU5NmZmYyIsImFsZyI6IlJTMjU2In0.eyJzdWIiOiIxYmM1NDU4YmU2YjYzNWU0OTM0NWNhMWM5YmEwZjdmYyIsImtpZCI6IjhmNTFhY2FjYjNiOGI2M2U3MWViYjNhYWZhNTk2ZmZjIiwiZXhwIjoxNjc3ODM4OTI0fQ.Sxzd8Q_not4E8lx3mWXsid6Y6j4UOiEJBPbko8RnPL61gxq-ZXzpfUBv3J-x36JWl0xe6a9SuF_zwqKhzpMioRok93pOwuAGfV78XHVWeW_ak2LQ0wkqfntaUy2OZpzRe1BYA6efmshLmDs7dyNEhrWs9h3Ec6rT93VQcVbglLuGLHHVGz7-6jAxbvS8VL9yRNeG0VdWAiyGNEu8t9Grmwvxp_OcLY0mXRcxQVXG0PX9Pa89K1EoOrZuEjmRMYsKGOUjW9MzFmgE-tvGD1h9uhf6IZMNGdVyQaduHHglJ7Ua5PPNSnlhNqPD5A_RrOcPKUDqg9cgEYHLLs0QMJV3Sg(mp4, (73.51 MB) Download video
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