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Julla JB, Girard D, Diedisheim M, Saulnier PJ, Tran Vuong B, Blériot C, Carcarino E, De Keizer J, Orliaguet L, Nemazanyy I, Potier C, Khider K, Tonui DC, Ejlalmanesh T, Ballaire R, Mambu Mambueni H, Germain S, Gaborit B, Vidal-Trécan T, Riveline JP, Garchon HJ, Fenaille F, Lemoine S, Carlier A, Castelli F, Potier L, Masson D, Roussel R, Vandiedonck C, Hadjadj S, Alzaid F, Gautier JF, Venteclef N. Blood Monocyte Phenotype Is A Marker of Cardiovascular Risk in Type 2 Diabetes. Circ Res 2024; 134:189-202. [PMID: 38152893 DOI: 10.1161/circresaha.123.322757] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/04/2023] [Accepted: 12/13/2023] [Indexed: 12/29/2023]
Abstract
BACKGROUND Diabetes is a major risk factor for atherosclerotic cardiovascular diseases with a 2-fold higher risk of cardiovascular events in people with diabetes compared with those without. Circulating monocytes are inflammatory effector cells involved in both type 2 diabetes (T2D) and atherogenesis. METHODS We investigated the relationship between circulating monocytes and cardiovascular risk progression in people with T2D, using phenotypic, transcriptomic, and metabolomic analyses. cardiovascular risk progression was estimated with coronary artery calcium score in a cohort of 672 people with T2D. RESULTS Coronary artery calcium score was positively correlated with blood monocyte count and frequency of the classical monocyte subtype. Unsupervised k-means clustering based on monocyte subtype profiles revealed 3 main endotypes of people with T2D at varying risk of cardiovascular events. These observations were confirmed in a validation cohort of 279 T2D participants. The predictive association between monocyte count and major adverse cardiovascular events was validated through an independent prospective cohort of 757 patients with T2D. Integration of monocyte transcriptome analyses and plasma metabolomes showed a disruption of mitochondrial pathways (tricarboxylic acid cycle, oxidative phosphorylation pathway) that underlined a proatherogenic phenotype. CONCLUSIONS In this study, we provide evidence that frequency and monocyte phenotypic profile are closely linked to cardiovascular risk in patients with T2D. The assessment of monocyte frequency and count is a valuable predictive marker for risk of cardiovascular events in patients with T2D. REGISTRATION URL: https://www.clinicaltrials.gov; Unique identifier: NCT04353869.
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Affiliation(s)
- Jean-Baptiste Julla
- INSERM, Necker Enfants Malades (INEM), INSERM U1151, CNRS UMR 8253, IMMEDIAB Laboratory (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., I.N., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Cordeliers Research Centre, INSERM, IMMEDIAB Laboratory, Sorbonne Université (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetes Institute (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., T.V.-T., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetology, Endocrinology and Nutrition Department, Lariboisière Hospital, Fédération de Diabétologie, France (J.-B.J., T.V.-T., J.-P.R., J.-F.G.)
| | - Diane Girard
- INSERM, Necker Enfants Malades (INEM), INSERM U1151, CNRS UMR 8253, IMMEDIAB Laboratory (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., I.N., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Cordeliers Research Centre, INSERM, IMMEDIAB Laboratory, Sorbonne Université (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetes Institute (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., T.V.-T., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
| | - Marc Diedisheim
- INSERM, Necker Enfants Malades (INEM), INSERM U1151, CNRS UMR 8253, IMMEDIAB Laboratory (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., I.N., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Cordeliers Research Centre, INSERM, IMMEDIAB Laboratory, Sorbonne Université (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetes Institute (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., T.V.-T., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Clinique Saint Gatien Alliance (NCT+), Saint-Cyr-sur-Loire, France (M.D.)
| | - Pierre-Jean Saulnier
- Poitiers Université, CHU Poitiers, INSERM, Centre d'Investigation Clinique CIC1402, Poitiers, France (P.-J.S.)
| | - Bao Tran Vuong
- INSERM, Necker Enfants Malades (INEM), INSERM U1151, CNRS UMR 8253, IMMEDIAB Laboratory (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., I.N., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Cordeliers Research Centre, INSERM, IMMEDIAB Laboratory, Sorbonne Université (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetes Institute (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., T.V.-T., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
| | - Camille Blériot
- INSERM, Necker Enfants Malades (INEM), INSERM U1151, CNRS UMR 8253, IMMEDIAB Laboratory (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., I.N., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Cordeliers Research Centre, INSERM, IMMEDIAB Laboratory, Sorbonne Université (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetes Institute (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., T.V.-T., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
| | - Elena Carcarino
- INSERM, Necker Enfants Malades (INEM), INSERM U1151, CNRS UMR 8253, IMMEDIAB Laboratory (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., I.N., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Cordeliers Research Centre, INSERM, IMMEDIAB Laboratory, Sorbonne Université (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetes Institute (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., T.V.-T., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
| | - Joe De Keizer
- Nantes Université, CHU Nantes, CNRS, INSERM, l'institut du thorax, Nantes, France (J.D.K., S.H.)
| | - Lucie Orliaguet
- INSERM, Necker Enfants Malades (INEM), INSERM U1151, CNRS UMR 8253, IMMEDIAB Laboratory (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., I.N., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Cordeliers Research Centre, INSERM, IMMEDIAB Laboratory, Sorbonne Université (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetes Institute (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., T.V.-T., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
| | - Ivan Nemazanyy
- INSERM, Necker Enfants Malades (INEM), INSERM U1151, CNRS UMR 8253, IMMEDIAB Laboratory (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., I.N., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
| | - Charline Potier
- INSERM, Necker Enfants Malades (INEM), INSERM U1151, CNRS UMR 8253, IMMEDIAB Laboratory (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., I.N., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Cordeliers Research Centre, INSERM, IMMEDIAB Laboratory, Sorbonne Université (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetes Institute (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., T.V.-T., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
| | - Kennan Khider
- INSERM, Necker Enfants Malades (INEM), INSERM U1151, CNRS UMR 8253, IMMEDIAB Laboratory (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., I.N., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Cordeliers Research Centre, INSERM, IMMEDIAB Laboratory, Sorbonne Université (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetes Institute (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., T.V.-T., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
| | - Dorothy Chepngenoh Tonui
- INSERM, Necker Enfants Malades (INEM), INSERM U1151, CNRS UMR 8253, IMMEDIAB Laboratory (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., I.N., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Cordeliers Research Centre, INSERM, IMMEDIAB Laboratory, Sorbonne Université (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetes Institute (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., T.V.-T., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
| | - Tina Ejlalmanesh
- INSERM, Necker Enfants Malades (INEM), INSERM U1151, CNRS UMR 8253, IMMEDIAB Laboratory (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., I.N., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Cordeliers Research Centre, INSERM, IMMEDIAB Laboratory, Sorbonne Université (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetes Institute (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., T.V.-T., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
| | - Raphaelle Ballaire
- INSERM, Necker Enfants Malades (INEM), INSERM U1151, CNRS UMR 8253, IMMEDIAB Laboratory (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., I.N., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Cordeliers Research Centre, INSERM, IMMEDIAB Laboratory, Sorbonne Université (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetes Institute (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., T.V.-T., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
| | - Hendrick Mambu Mambueni
- Genomics platform UFR Simone Veil 1173; U, University of Versailles Paris-Saclay; Inserm UMR 1173 (H.M.M., H.-J.G.)
| | - Stéphane Germain
- Center for Interdisciplinary Research in Biology (CIRB), College de France, CNRS, INSERM, Université PSL, Paris, France (S.G.)
| | - Bénédicte Gaborit
- C2VN, INRAE, INSERM, Aix Marseille University, Marseille, France (B.G.)
- Department of Endocrinology, Metabolic Diseases and Nutrition, Pôle ENDO, AP-HM, Marseille, France (B.G.)
| | - Tiphaine Vidal-Trécan
- Diabetes Institute (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., T.V.-T., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetology, Endocrinology and Nutrition Department, Lariboisière Hospital, Fédération de Diabétologie, France (J.-B.J., T.V.-T., J.-P.R., J.-F.G.)
| | - Jean-Pierre Riveline
- INSERM, Necker Enfants Malades (INEM), INSERM U1151, CNRS UMR 8253, IMMEDIAB Laboratory (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., I.N., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Cordeliers Research Centre, INSERM, IMMEDIAB Laboratory, Sorbonne Université (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetes Institute (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., T.V.-T., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetology, Endocrinology and Nutrition Department, Lariboisière Hospital, Fédération de Diabétologie, France (J.-B.J., T.V.-T., J.-P.R., J.-F.G.)
| | - Henri-Jean Garchon
- Genomics platform UFR Simone Veil 1173; U, University of Versailles Paris-Saclay; Inserm UMR 1173 (H.M.M., H.-J.G.)
| | - François Fenaille
- Université Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé (MTS), MetaboHUB, France (F.F., F.C.)
| | - Sophie Lemoine
- Genomics core facility, Institut de Biologie de l'ENS (IBENS), Département de biologie, École Normale Supérieure, CNRS, INSERM, Université PSL, Paris, France (S.L.)
| | - Aurélie Carlier
- Diabetology and Endocrinology Department, Bichat Hospital, Fédération de Diabétologie, France (L.P., A.C., R.R.)
| | - Florence Castelli
- Université Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé (MTS), MetaboHUB, France (F.F., F.C.)
| | - Louis Potier
- INSERM, Necker Enfants Malades (INEM), INSERM U1151, CNRS UMR 8253, IMMEDIAB Laboratory (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., I.N., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Cordeliers Research Centre, INSERM, IMMEDIAB Laboratory, Sorbonne Université (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetes Institute (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., T.V.-T., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetology and Endocrinology Department, Bichat Hospital, Fédération de Diabétologie, France (L.P., A.C., R.R.)
| | - David Masson
- INSERM, LNC UMR1231, Dijon, France (D.M.)
- University of Bourgogne and Franche-Comté, LNC UMR1231, Dijon, France (D.M.)
- FCS Bourgogne-Franche Comté, LipSTIC LabEx, Dijon, France (D.M.)
- Plateau Automatisé de Biochimie, Dijon University Hospital, France (D.M.)
| | - Ronan Roussel
- INSERM, Necker Enfants Malades (INEM), INSERM U1151, CNRS UMR 8253, IMMEDIAB Laboratory (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., I.N., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Cordeliers Research Centre, INSERM, IMMEDIAB Laboratory, Sorbonne Université (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetes Institute (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., T.V.-T., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetology and Endocrinology Department, Bichat Hospital, Fédération de Diabétologie, France (L.P., A.C., R.R.)
| | - Claire Vandiedonck
- INSERM, Necker Enfants Malades (INEM), INSERM U1151, CNRS UMR 8253, IMMEDIAB Laboratory (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., I.N., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Cordeliers Research Centre, INSERM, IMMEDIAB Laboratory, Sorbonne Université (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetes Institute (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., T.V.-T., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
| | - Samy Hadjadj
- Nantes Université, CHU Nantes, CNRS, INSERM, l'institut du thorax, Nantes, France (J.D.K., S.H.)
| | - Fawaz Alzaid
- INSERM, Necker Enfants Malades (INEM), INSERM U1151, CNRS UMR 8253, IMMEDIAB Laboratory (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., I.N., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Cordeliers Research Centre, INSERM, IMMEDIAB Laboratory, Sorbonne Université (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetes Institute (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., T.V.-T., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Dasman Diabetes Institute, Kuwait (F.A.)
| | - Jean-François Gautier
- INSERM, Necker Enfants Malades (INEM), INSERM U1151, CNRS UMR 8253, IMMEDIAB Laboratory (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., I.N., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Cordeliers Research Centre, INSERM, IMMEDIAB Laboratory, Sorbonne Université (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetes Institute (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., T.V.-T., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetology, Endocrinology and Nutrition Department, Lariboisière Hospital, Fédération de Diabétologie, France (J.-B.J., T.V.-T., J.-P.R., J.-F.G.)
| | - Nicolas Venteclef
- INSERM, Necker Enfants Malades (INEM), INSERM U1151, CNRS UMR 8253, IMMEDIAB Laboratory (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., I.N., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Cordeliers Research Centre, INSERM, IMMEDIAB Laboratory, Sorbonne Université (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
- Diabetes Institute (J.-B.J., D.G., M.D., B.T.V., C.B., E.C., L.O., C.P., K.K., D.C.T., T.E., R.B., T.V.-T., J.-P.R., L.P., R.R., C.V., F.A., J.-F.G., N.V.), Université Paris Cité, France
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