A Diet-Dependent Microbiota Profile Associated with Incident Type 2 Diabetes: From the CORDIOPREV Study

被引:11
作者
Camargo, Antonio [1 ,2 ,3 ,4 ]
Vals-Delgado, Cristina [1 ,2 ,3 ,4 ]
Alcala-Diaz, Juan F. [1 ,2 ,3 ,4 ]
Villasanta-Gonzalez, Alejandro [1 ,2 ,3 ,4 ]
Gomez-Delgado, Francisco [1 ,2 ,3 ,4 ]
Haro, Carmen [5 ]
Leon-Acuna, Ana [1 ,2 ,3 ,4 ]
Cardelo, Magdalena P. [1 ,2 ,3 ,4 ]
Torres-Pena, Jose D. [1 ,2 ,3 ,4 ]
Guler, Ipek [6 ]
Malagon, Maria M. [2 ,4 ,7 ]
Ordovas, Jose M. [8 ,9 ,10 ]
Perez-Martinez, Pablo [1 ,2 ,3 ,4 ]
Delgado-Lista, Javier [1 ,2 ,3 ,4 ]
Lopez-Miranda, Jose [1 ,2 ,3 ,4 ]
机构
[1] Reina Sofia Univ Hosp, Lipids & Atherosclerosis Res Unit, Internal Med Unit, Cordoba 14004, Spain
[2] Maimonides Biomed Res Inst Cordoba IMIBIC, Cordoba, Spain
[3] Univ Cordoba, Dept Med, Cordoba 14004, Spain
[4] Inst Salud Carlos III, CIBER Fisiopatol Obesidad & Nutr CIBEROBN, Madrid 28029, Spain
[5] CSIC, Inst Sustainable Agr IAS, Cordoba 14080, Spain
[6] Maimonides Biomed Res Inst Cordoba IMIBIC, Unit Biostat, Cordoba 14004, Spain
[7] Univ Cordoba, Dept Cell Biol Physiol & Immunol, Cordoba 14071, Spain
[8] Tufts Univ, Nutr & Genom Lab, JM US Dept Agr Human Nutr Res Ctr, Boston, MA 02111 USA
[9] IMDEA Food Inst, Madrid 28049, Spain
[10] Spanish Natl Ctr Cardiovasc Res CNIC, Spain 28029, Spain
关键词
CORDIOPREV; diet; intestinal microbiota; predictive model; type; 2; diabetes; GUT MICROBIOTA; INSULIN-RESISTANCE; INTESTINAL MICROBIOTA; INTERVENTION; SENSITIVITY; PREVENTION; METAGENOME;
D O I
10.1002/mnfr.202000730
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
Scope The differences between the baseline gut microbiota of patients who developed type 2 diabetes (T2D) consuming a low-fat (LF) or a Mediterranean (Med) diet are explored and risk scores are developed to predict the individual risk of developing T2D associated with the consumption of LF or Med diet. Methods and Results All the patients from the CORDIOPREV study without T2D at baseline (n = 462) whose fecal sample are available, are included. Gut microbiota is analyzed by 16S sequencing and the risk of T2D after a median follow-up of 60 months assessed by Cox analysis. Linear discriminant analysis effect size (LEfSe) analysis shows a different baseline gut microbiota in patients who developed T2D consuming LF and Med diets. A higher abundance of Paraprevotella, and lower Gammaproteobacteria and B. uniformis are associated with T2D risk when an LF diet is consumed. In contrast, higher abundances of Saccharibacteria, Betaproteobacteria, and Prevotella are associated with T2D risk when a Med diet is consumed. Conclusion The results suggest that different interactions between the microbiome and dietary patterns may partially determine the risk of T2D development, which may be used for selecting personalized dietary models to prevent T2D.
引用
收藏
页数:13
相关论文
共 48 条
[1]  
Amer Diabet Assoc, 2013, DIABETES CARE, V36, pS67, DOI [10.2337/dc11-S062, 10.2337/dc11-S011, 10.2337/dc12-s011, 10.2337/dc13-S011, 10.2337/dc10-S011, 10.2337/dc13-S067, 10.2337/dc10-S062, 10.2337/dc14-S081, 10.2337/dc12-s064]
[2]  
[Anonymous], 2018, BMJ BRIT MED J, DOI DOI 10.1136/bmj.k2234
[3]   Human postprandial responses to food and potential for precision nutrition [J].
Berry, Sarah E. ;
Valdes, Ana M. ;
Drew, David A. ;
Asnicar, Francesco ;
Mazidi, Mohsen ;
Wolf, Jonathan ;
Capdevila, Joan ;
Hadjigeorgiou, George ;
Davies, Richard ;
Al Khatib, Haya ;
Bonnett, Christopher ;
Ganesh, Sajaysurya ;
Bakker, Elco ;
Hart, Deborah ;
Mangino, Massimo ;
Merino, Jordi ;
Linenberg, Inbar ;
Wyatt, Patrick ;
Ordovas, Jose M. ;
Gardner, Christopher D. ;
Delahanty, Linda M. ;
Chan, Andrew T. ;
Segata, Nicola ;
Franks, Paul W. ;
Spector, Tim D. .
NATURE MEDICINE, 2020, 26 (06) :964-+
[4]   The insulin resistance phenotype (muscle or liver) interacts with the type of diet to determine changes in disposition index after 2 years of intervention: the CORDIOPREV-DIAB randomised clinical trial [J].
Blanco-Rojo, Ruth ;
Alcala-Diaz, Juan F. ;
Wopereis, Suzan ;
Perez-Martinez, Pablo ;
Quintana-Navarro, Gracia M. ;
Marin, Carmen ;
Ordovas, Jose M. ;
van Ommen, Ben ;
Perez-Jimenez, Francisco ;
Delgado-Lista, Javier ;
Lopez-Miranda, Jose .
DIABETOLOGIA, 2016, 59 (01) :67-76
[5]   Optimizing taxonomic classification of marker-gene amplicon sequences with QIIME 2′s q2-feature-classifier plugin [J].
Bokulich, Nicholas A. ;
Kaehler, Benjamin D. ;
Rideout, Jai Ram ;
Dillon, Matthew ;
Bolyen, Evan ;
Knight, Rob ;
Huttley, Gavin A. ;
Caporaso, J. Gregory .
MICROBIOME, 2018, 6
[6]   Reproducible, interactive, scalable and extensible microbiome data science using QIIME 2 [J].
Bolyen, Evan ;
Rideout, Jai Ram ;
Dillon, Matthew R. ;
Bokulich, NicholasA. ;
Abnet, Christian C. ;
Al-Ghalith, Gabriel A. ;
Alexander, Harriet ;
Alm, Eric J. ;
Arumugam, Manimozhiyan ;
Asnicar, Francesco ;
Bai, Yang ;
Bisanz, Jordan E. ;
Bittinger, Kyle ;
Brejnrod, Asker ;
Brislawn, Colin J. ;
Brown, C. Titus ;
Callahan, Benjamin J. ;
Caraballo-Rodriguez, Andres Mauricio ;
Chase, John ;
Cope, Emily K. ;
Da Silva, Ricardo ;
Diener, Christian ;
Dorrestein, Pieter C. ;
Douglas, Gavin M. ;
Durall, Daniel M. ;
Duvallet, Claire ;
Edwardson, Christian F. ;
Ernst, Madeleine ;
Estaki, Mehrbod ;
Fouquier, Jennifer ;
Gauglitz, Julia M. ;
Gibbons, Sean M. ;
Gibson, Deanna L. ;
Gonzalez, Antonio ;
Gorlick, Kestrel ;
Guo, Jiarong ;
Hillmann, Benjamin ;
Holmes, Susan ;
Holste, Hannes ;
Huttenhower, Curtis ;
Huttley, Gavin A. ;
Janssen, Stefan ;
Jarmusch, Alan K. ;
Jiang, Lingjing ;
Kaehler, Benjamin D. ;
Bin Kang, Kyo ;
Keefe, Christopher R. ;
Keim, Paul ;
Kelley, Scott T. ;
Knights, Dan .
NATURE BIOTECHNOLOGY, 2019, 37 (08) :852-857
[7]   Saccharibacteria (TM7) in the Human Oral Microbiome [J].
Bor, B. ;
Bedree, J. K. ;
Shi, W. ;
McLean, J. S. ;
He, X. .
JOURNAL OF DENTAL RESEARCH, 2019, 98 (05) :500-509
[8]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32
[9]  
Callahan BJ, 2016, NAT METHODS, V13, P581, DOI [10.1038/NMETH.3869, 10.1038/nmeth.3869]
[10]   Postprandial endotoxemia may influence the development of type 2 diabetes mellitus: From the CORDIOPREV study [J].
Camargo, Antonio ;
Jimenez-Lucena, Rosa ;
Alcala-Diaz, Juan F. ;
Rangel-Zuniga, Oriol A. ;
Garcia-Carpintero, Sonia ;
Lopez-Moreno, Javier ;
Blanco-Rojo, Ruth ;
Delgado-Lista, Javier ;
Perez-Martinez, Pablo ;
van Ommen, Ben ;
Malagon, Maria M. ;
Ordovas, Jose M. ;
Perez-Jimenez, Francisco ;
Lopez-Miranda, Jose .
CLINICAL NUTRITION, 2019, 38 (02) :529-538