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Puig J, Blasco G, Daunis-i-Estadella J, Moreno M, Molina X, Alberich-Bayarri A, Xifra G, Pedraza S, Ricart W, Fernández-Aranda F, Fernández-Real JM. Lower serum osteocalcin concentrations are associated with brain microstructural changes and worse cognitive performance. Clin Endocrinol (Oxf) 2016; 84:756-63. [PMID: 26406918 DOI: 10.1111/cen.12954] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/23/2015] [Revised: 07/13/2015] [Accepted: 09/21/2015] [Indexed: 11/28/2022]
Abstract
OBJECTIVE Rodent models have found that osteocalcin crosses the blood-brain barrier and regulates behaviour. No data are available on osteocalcin's effects on brain microstructure and cognitive performance in humans. We evaluated the association between serum osteocalcin concentrations and (i) brain microstructural changes on magnetic resonance imaging (MRI) and (ii) neuropsychological performance. DESIGN, PATIENTS AND MEASUREMENTS We studied 24 consecutive obese subjects (13 women; age, 49·8 ± 8·1 years; body mass index [BMI], 43·9 ± 4·54 kg/m(2) ) and 20 healthy volunteers (10 women; age, 48·8 ± 9·5 years; BMI, 24·3 ± 3·54 kg/m(2) ) in a cross-sectional study within the multicentre FLORINASH Project. FLAIR signal intensity and DTI-metrics (primary (λ1 ), secondary (λ2 ) and tertiary (λ3 ) eigenvalues; fractional anisotropy (FA); and mean diffusivity) in the caudate, hypothalamus, thalamus and putamen, and in subcortical white matter were assessed. Cognitive performance evaluated by neuropsychological test battery. RESULTS Lower osteocalcin concentrations were associated with BMI, higher λ1, λ2 and λ3 values at the caudate and lower FLAIR signal intensity at the caudate and putamen. Obese patients with lower osteocalcin concentrations had higher FA at putamen and thalamus. Lower osteocalcin concentrations were associated with higher Iowa Gambling Task (IGT) scores. FLAIR signal intensity at the caudate <601·832 yielded 85·7% sensitivity, 64·3% specificity, 70·6% negative predictive value and 81·8% positive predictive value for IGT score. Lower osteocalcin was an independent predictor of worse cognitive performance on multivariate analysis (F = 3·551, P = 0·01343; R(2) = 0·103). Bayesian information criterion demonstrated that osteocalcin had the predominant role in predicting IGT score. CONCLUSIONS Lower serum osteocalcin concentrations are associated with brain microstructural changes and worse cognitive performance.
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Affiliation(s)
- Josep Puig
- Department of Radiology (IDI), Research Unit, Girona Biomedical Research Institute (IDIBGI), Hospital Universitari de Girona Dr Josep Trueta, Girona, Spain
- Department of Computer Science, Applied Mathematics and Statistics, University of Girona, Girona, Spain
| | - Gerard Blasco
- Department of Radiology (IDI), Research Unit, Girona Biomedical Research Institute (IDIBGI), Hospital Universitari de Girona Dr Josep Trueta, Girona, Spain
| | - Josep Daunis-i-Estadella
- Department of Computer Science, Applied Mathematics and Statistics, University of Girona, Girona, Spain
| | - María Moreno
- Department of Diabetes, Endocrinology and Nutrition, Girona Biomedical Research Institute (IDIBGI), Hospital Universitari de Girona Dr Josep Trueta, and CIBER Fisiopatología de la Obesidad y Nutrición (CIBERobn), Girona, Spain
| | - Xavier Molina
- Department of Radiology (IDI), Research Unit, Girona Biomedical Research Institute (IDIBGI), Hospital Universitari de Girona Dr Josep Trueta, Girona, Spain
| | - Angel Alberich-Bayarri
- Biomedical Imaging Research Group (GIBI230), La Fe Polytechnics and University Hospital, La Fe Health Research Institute, Valencia, Spain
| | - Gemma Xifra
- Department of Diabetes, Endocrinology and Nutrition, Girona Biomedical Research Institute (IDIBGI), Hospital Universitari de Girona Dr Josep Trueta, and CIBER Fisiopatología de la Obesidad y Nutrición (CIBERobn), Girona, Spain
| | - Salvador Pedraza
- Department of Radiology (IDI), Research Unit, Girona Biomedical Research Institute (IDIBGI), Hospital Universitari de Girona Dr Josep Trueta, Girona, Spain
| | - Wifredo Ricart
- Department of Diabetes, Endocrinology and Nutrition, Girona Biomedical Research Institute (IDIBGI), Hospital Universitari de Girona Dr Josep Trueta, and CIBER Fisiopatología de la Obesidad y Nutrición (CIBERobn), Girona, Spain
| | - Fernando Fernández-Aranda
- Department of Psychiatry, Hospital Universitari de Bellvitge, and CIBER Fisiopatología de la Obesidad y Nutrición (CIBERobn), Barcelona, Spain
| | - José Manuel Fernández-Real
- Department of Diabetes, Endocrinology and Nutrition, Girona Biomedical Research Institute (IDIBGI), Hospital Universitari de Girona Dr Josep Trueta, and CIBER Fisiopatología de la Obesidad y Nutrición (CIBERobn), Girona, Spain
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Fernandez-Real JM, Serino M, Blasco G, Puig J, Daunis-i-Estadella J, Ricart W, Burcelin R, Fernández-Aranda F, Portero-Otin M. Gut Microbiota Interacts With Brain Microstructure and Function. J Clin Endocrinol Metab 2015; 100:4505-13. [PMID: 26445114 DOI: 10.1210/jc.2015-3076] [Citation(s) in RCA: 101] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
CONTEXT Evidence from animals suggests that gut microbiota affects brain structure and function but evidence in humans is scarce. OBJECTIVE This study sought to evaluate potential interactions among gut microbiota composition, brain microstructure, and cognitive tests in obese and nonobese subjects. DESIGN, SETTING, AND PARTICIPANTS This was a cross-sectional study at a tertiary hospital including 20 consecutive obese and 19 nonobese subjects similar in age and sex. MAIN OUTCOME MEASURES Gut microbiota (16S bacterial gene pyrosequencing), brain microstructure (diffusion tensor imaging of brain white and gray matter and R2* sequences in magnetic resonance imaging) and cognitive tests. RESULTS Hierarchical clustering revealed a specific gut microbiota-brain map profile for obese individuals who could be discriminated from nonobese subjects (accuracy of 0.81). Strikingly, Shannon index was linked to R2* and fractional anisotropy of the hypothalamus, caudate nucleus, and hippocampus, suggesting sparing of these brain structures with increased bacterial biodiversity. Microbiota profile also clustered with cognitive function. The relative abundance of Actinobacteria phylum was linked not only to magnetic resonance imaging diffusion tensor imaging variables in the thalamus, hypothalamus, and amygdala but also to cognitive test scores related to speed, attention, and cognitive flexibility. CONCLUSIONS In sum, obesity status affects microbiota-brain microstructure and function crosstalk.
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Affiliation(s)
- José-Manuel Fernandez-Real
- Department of Diabetes, Endocrinology and Nutrition (J.-M.F.-R., W.R.), Institut d'Investigació Biomédica de Girona, CIBER de la Fisiopatología de la Obesidad y la Nutrición (CIBERobn, CB06/03/0010) and Instituto de Salud Carlos III, Girona, 17007 Spain; Institut National de la Santé et de la Recherche Médicale (M.S., R.B.), Toulouse, France; Unité Mixte de Recherche 1048 (M.S., R.B.), Institut de Maladies Métaboliques et Cardiovasculaires, Université Paul Sabatier, F-31432 Toulouse Cedex 4, France; Girona Biomedical Research Institute, Department of Radiology-Institut de Diagnostic per la Imatge (G.B., J.P.), Hospital Universitari Dr Josep Trueta, Girona, 17007 Spain; Department of Computer Science, Applied Mathematics, and Statistics (J.D.-E.), University of Girona, Girona, 17071 Spain; Department of Psychiatry (F.F.-A.), University Hospital of Bellvitge-IDIBELL, Barcelona, CIBERobn, Instituto Salud Carlos III, Barcelona, 08908 Spain; and Nutren Group, Department of Experimental Medicine (M.P.-O.), PCiTAL-IRBLleida-Universitat de Lleida, Lleida, 25198 Spain
| | - Matteo Serino
- Department of Diabetes, Endocrinology and Nutrition (J.-M.F.-R., W.R.), Institut d'Investigació Biomédica de Girona, CIBER de la Fisiopatología de la Obesidad y la Nutrición (CIBERobn, CB06/03/0010) and Instituto de Salud Carlos III, Girona, 17007 Spain; Institut National de la Santé et de la Recherche Médicale (M.S., R.B.), Toulouse, France; Unité Mixte de Recherche 1048 (M.S., R.B.), Institut de Maladies Métaboliques et Cardiovasculaires, Université Paul Sabatier, F-31432 Toulouse Cedex 4, France; Girona Biomedical Research Institute, Department of Radiology-Institut de Diagnostic per la Imatge (G.B., J.P.), Hospital Universitari Dr Josep Trueta, Girona, 17007 Spain; Department of Computer Science, Applied Mathematics, and Statistics (J.D.-E.), University of Girona, Girona, 17071 Spain; Department of Psychiatry (F.F.-A.), University Hospital of Bellvitge-IDIBELL, Barcelona, CIBERobn, Instituto Salud Carlos III, Barcelona, 08908 Spain; and Nutren Group, Department of Experimental Medicine (M.P.-O.), PCiTAL-IRBLleida-Universitat de Lleida, Lleida, 25198 Spain
| | - Gerard Blasco
- Department of Diabetes, Endocrinology and Nutrition (J.-M.F.-R., W.R.), Institut d'Investigació Biomédica de Girona, CIBER de la Fisiopatología de la Obesidad y la Nutrición (CIBERobn, CB06/03/0010) and Instituto de Salud Carlos III, Girona, 17007 Spain; Institut National de la Santé et de la Recherche Médicale (M.S., R.B.), Toulouse, France; Unité Mixte de Recherche 1048 (M.S., R.B.), Institut de Maladies Métaboliques et Cardiovasculaires, Université Paul Sabatier, F-31432 Toulouse Cedex 4, France; Girona Biomedical Research Institute, Department of Radiology-Institut de Diagnostic per la Imatge (G.B., J.P.), Hospital Universitari Dr Josep Trueta, Girona, 17007 Spain; Department of Computer Science, Applied Mathematics, and Statistics (J.D.-E.), University of Girona, Girona, 17071 Spain; Department of Psychiatry (F.F.-A.), University Hospital of Bellvitge-IDIBELL, Barcelona, CIBERobn, Instituto Salud Carlos III, Barcelona, 08908 Spain; and Nutren Group, Department of Experimental Medicine (M.P.-O.), PCiTAL-IRBLleida-Universitat de Lleida, Lleida, 25198 Spain
| | - Josep Puig
- Department of Diabetes, Endocrinology and Nutrition (J.-M.F.-R., W.R.), Institut d'Investigació Biomédica de Girona, CIBER de la Fisiopatología de la Obesidad y la Nutrición (CIBERobn, CB06/03/0010) and Instituto de Salud Carlos III, Girona, 17007 Spain; Institut National de la Santé et de la Recherche Médicale (M.S., R.B.), Toulouse, France; Unité Mixte de Recherche 1048 (M.S., R.B.), Institut de Maladies Métaboliques et Cardiovasculaires, Université Paul Sabatier, F-31432 Toulouse Cedex 4, France; Girona Biomedical Research Institute, Department of Radiology-Institut de Diagnostic per la Imatge (G.B., J.P.), Hospital Universitari Dr Josep Trueta, Girona, 17007 Spain; Department of Computer Science, Applied Mathematics, and Statistics (J.D.-E.), University of Girona, Girona, 17071 Spain; Department of Psychiatry (F.F.-A.), University Hospital of Bellvitge-IDIBELL, Barcelona, CIBERobn, Instituto Salud Carlos III, Barcelona, 08908 Spain; and Nutren Group, Department of Experimental Medicine (M.P.-O.), PCiTAL-IRBLleida-Universitat de Lleida, Lleida, 25198 Spain
| | - Josep Daunis-i-Estadella
- Department of Diabetes, Endocrinology and Nutrition (J.-M.F.-R., W.R.), Institut d'Investigació Biomédica de Girona, CIBER de la Fisiopatología de la Obesidad y la Nutrición (CIBERobn, CB06/03/0010) and Instituto de Salud Carlos III, Girona, 17007 Spain; Institut National de la Santé et de la Recherche Médicale (M.S., R.B.), Toulouse, France; Unité Mixte de Recherche 1048 (M.S., R.B.), Institut de Maladies Métaboliques et Cardiovasculaires, Université Paul Sabatier, F-31432 Toulouse Cedex 4, France; Girona Biomedical Research Institute, Department of Radiology-Institut de Diagnostic per la Imatge (G.B., J.P.), Hospital Universitari Dr Josep Trueta, Girona, 17007 Spain; Department of Computer Science, Applied Mathematics, and Statistics (J.D.-E.), University of Girona, Girona, 17071 Spain; Department of Psychiatry (F.F.-A.), University Hospital of Bellvitge-IDIBELL, Barcelona, CIBERobn, Instituto Salud Carlos III, Barcelona, 08908 Spain; and Nutren Group, Department of Experimental Medicine (M.P.-O.), PCiTAL-IRBLleida-Universitat de Lleida, Lleida, 25198 Spain
| | - Wifredo Ricart
- Department of Diabetes, Endocrinology and Nutrition (J.-M.F.-R., W.R.), Institut d'Investigació Biomédica de Girona, CIBER de la Fisiopatología de la Obesidad y la Nutrición (CIBERobn, CB06/03/0010) and Instituto de Salud Carlos III, Girona, 17007 Spain; Institut National de la Santé et de la Recherche Médicale (M.S., R.B.), Toulouse, France; Unité Mixte de Recherche 1048 (M.S., R.B.), Institut de Maladies Métaboliques et Cardiovasculaires, Université Paul Sabatier, F-31432 Toulouse Cedex 4, France; Girona Biomedical Research Institute, Department of Radiology-Institut de Diagnostic per la Imatge (G.B., J.P.), Hospital Universitari Dr Josep Trueta, Girona, 17007 Spain; Department of Computer Science, Applied Mathematics, and Statistics (J.D.-E.), University of Girona, Girona, 17071 Spain; Department of Psychiatry (F.F.-A.), University Hospital of Bellvitge-IDIBELL, Barcelona, CIBERobn, Instituto Salud Carlos III, Barcelona, 08908 Spain; and Nutren Group, Department of Experimental Medicine (M.P.-O.), PCiTAL-IRBLleida-Universitat de Lleida, Lleida, 25198 Spain
| | - Remy Burcelin
- Department of Diabetes, Endocrinology and Nutrition (J.-M.F.-R., W.R.), Institut d'Investigació Biomédica de Girona, CIBER de la Fisiopatología de la Obesidad y la Nutrición (CIBERobn, CB06/03/0010) and Instituto de Salud Carlos III, Girona, 17007 Spain; Institut National de la Santé et de la Recherche Médicale (M.S., R.B.), Toulouse, France; Unité Mixte de Recherche 1048 (M.S., R.B.), Institut de Maladies Métaboliques et Cardiovasculaires, Université Paul Sabatier, F-31432 Toulouse Cedex 4, France; Girona Biomedical Research Institute, Department of Radiology-Institut de Diagnostic per la Imatge (G.B., J.P.), Hospital Universitari Dr Josep Trueta, Girona, 17007 Spain; Department of Computer Science, Applied Mathematics, and Statistics (J.D.-E.), University of Girona, Girona, 17071 Spain; Department of Psychiatry (F.F.-A.), University Hospital of Bellvitge-IDIBELL, Barcelona, CIBERobn, Instituto Salud Carlos III, Barcelona, 08908 Spain; and Nutren Group, Department of Experimental Medicine (M.P.-O.), PCiTAL-IRBLleida-Universitat de Lleida, Lleida, 25198 Spain
| | - Fernando Fernández-Aranda
- Department of Diabetes, Endocrinology and Nutrition (J.-M.F.-R., W.R.), Institut d'Investigació Biomédica de Girona, CIBER de la Fisiopatología de la Obesidad y la Nutrición (CIBERobn, CB06/03/0010) and Instituto de Salud Carlos III, Girona, 17007 Spain; Institut National de la Santé et de la Recherche Médicale (M.S., R.B.), Toulouse, France; Unité Mixte de Recherche 1048 (M.S., R.B.), Institut de Maladies Métaboliques et Cardiovasculaires, Université Paul Sabatier, F-31432 Toulouse Cedex 4, France; Girona Biomedical Research Institute, Department of Radiology-Institut de Diagnostic per la Imatge (G.B., J.P.), Hospital Universitari Dr Josep Trueta, Girona, 17007 Spain; Department of Computer Science, Applied Mathematics, and Statistics (J.D.-E.), University of Girona, Girona, 17071 Spain; Department of Psychiatry (F.F.-A.), University Hospital of Bellvitge-IDIBELL, Barcelona, CIBERobn, Instituto Salud Carlos III, Barcelona, 08908 Spain; and Nutren Group, Department of Experimental Medicine (M.P.-O.), PCiTAL-IRBLleida-Universitat de Lleida, Lleida, 25198 Spain
| | - Manuel Portero-Otin
- Department of Diabetes, Endocrinology and Nutrition (J.-M.F.-R., W.R.), Institut d'Investigació Biomédica de Girona, CIBER de la Fisiopatología de la Obesidad y la Nutrición (CIBERobn, CB06/03/0010) and Instituto de Salud Carlos III, Girona, 17007 Spain; Institut National de la Santé et de la Recherche Médicale (M.S., R.B.), Toulouse, France; Unité Mixte de Recherche 1048 (M.S., R.B.), Institut de Maladies Métaboliques et Cardiovasculaires, Université Paul Sabatier, F-31432 Toulouse Cedex 4, France; Girona Biomedical Research Institute, Department of Radiology-Institut de Diagnostic per la Imatge (G.B., J.P.), Hospital Universitari Dr Josep Trueta, Girona, 17007 Spain; Department of Computer Science, Applied Mathematics, and Statistics (J.D.-E.), University of Girona, Girona, 17071 Spain; Department of Psychiatry (F.F.-A.), University Hospital of Bellvitge-IDIBELL, Barcelona, CIBERobn, Instituto Salud Carlos III, Barcelona, 08908 Spain; and Nutren Group, Department of Experimental Medicine (M.P.-O.), PCiTAL-IRBLleida-Universitat de Lleida, Lleida, 25198 Spain
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