4
|
Belmokhtar K, Robert T, Ortillon J, Braconnier A, Vuiblet V, Boulagnon-Rombi C, Diebold MD, Pietrement C, Schmidt AM, Rieu P, Touré F. Signaling of Serum Amyloid A Through Receptor for Advanced Glycation End Products as a Possible Mechanism for Uremia-Related Atherosclerosis. Arterioscler Thromb Vasc Biol 2016; 36:800-9. [PMID: 26988587 DOI: 10.1161/atvbaha.115.306349] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2015] [Accepted: 02/29/2016] [Indexed: 12/22/2022]
Abstract
OBJECTIVE Cardiovascular disease is the leading cause of death in patients with end-stage renal disease. Serum amyloid A (SAA) is an acute phase protein and a binding partner for the multiligand receptor for advanced glycation end products (RAGE). We investigated the role of the interaction between SAA and RAGE in uremia-related atherogenesis. APPROACH AND RESULTS We used a mouse model of uremic vasculopathy, induced by 5 of 6 nephrectomy in the Apoe(-/-) background. Sham-operated mice were used as controls. Primary cultures of Ager(+/+) and Ager(-/-) vascular smooth muscle cells (VSMCs) were stimulated with recombinant SAA, S100B, or vehicle alone. Relevance to human disease was assessed with human VSMCs. The surface area of atherosclerotic lesions at the aortic roots was larger in uremic Apoe(-/-) than in sham-operated Apoe(-/-) mice (P<0.001). Furthermore, atherosclerotic lesions displayed intense immunostaining for RAGE and SAA, with a pattern similar to that of α-SMA. Ager transcript levels in the aorta were 6× higher in uremic animals than in controls (P<0.0001). Serum SAA concentrations were higher in uremic mice, not only after 4 weeks of uremia but also at 8 and 12 weeks of uremia, than in sham-operated animals. We investigated the functional role of RAGE in uremia-induced atherosclerosis further, in animals lacking RAGE. We found that the induction of uremia in Apoe(-/-) Ager(-/-) mice did not accelerate atherosclerosis. In vitro, the stimulation of Ager(+/+) but not of Ager(-/-) VSMCs with SAA or S100B significantly induced the production of reactive oxygen species, the phosphorylation of AKT and mitogen-activated protein kinase-extracellular signal-regulated kinases and cell migration. Reactive oxygen species inhibition with N-acetyl cysteine significantly inhibited both the phosphorylation of AKT and the migration of VSMCs. Similar results were obtained for human VSMCs, except that the phosphorylation of mitogen-activated protein kinase-extracellular signal-regulated kinases, rather than of AKT, was subject to specific redox-regulation by SAA and S100B. Furthermore, human aortic atherosclerotic sections were positively stained for RAGE and SAA. CONCLUSIONS Uremia upregulates SAA and RAGE expression in the aortic wall and in atherosclerotic lesions in mice. Ager(-/-) animals are protected against the uremia-induced acceleration of atherosclerosis. SAA modulates the functions of murine and human VSMCs in vitro in a RAGE-dependent manner. This study, therefore, identifies SAA as a potential new uremic toxin involved in uremia-related atherosclerosis through interaction with RAGE.
Collapse
Affiliation(s)
- Karim Belmokhtar
- From the UFR Medecine, Laboratoire de néphrologie, Faculté de Médecine, Université de Reims Champagne-Ardenne, CNRS UMR 7369 (Matrice Extracellulaire et Dynamique Cellulaire, MEDyC), Reims, France (K.B., T.R., J.O., V.V., M.D.D., C.P., P.R., F.T.); Division of Nephrology (T.R., A.B., V.V., P.R., F.T.), Division of Anatomopathology (C.B.-R., M.D.D.), and Division of Pediatrics (C.P.), CHU Reims, Reims, France; and Diabetes Research Program, New York University, New York (A.M.S.)
| | - Thomas Robert
- From the UFR Medecine, Laboratoire de néphrologie, Faculté de Médecine, Université de Reims Champagne-Ardenne, CNRS UMR 7369 (Matrice Extracellulaire et Dynamique Cellulaire, MEDyC), Reims, France (K.B., T.R., J.O., V.V., M.D.D., C.P., P.R., F.T.); Division of Nephrology (T.R., A.B., V.V., P.R., F.T.), Division of Anatomopathology (C.B.-R., M.D.D.), and Division of Pediatrics (C.P.), CHU Reims, Reims, France; and Diabetes Research Program, New York University, New York (A.M.S.)
| | - Jeremy Ortillon
- From the UFR Medecine, Laboratoire de néphrologie, Faculté de Médecine, Université de Reims Champagne-Ardenne, CNRS UMR 7369 (Matrice Extracellulaire et Dynamique Cellulaire, MEDyC), Reims, France (K.B., T.R., J.O., V.V., M.D.D., C.P., P.R., F.T.); Division of Nephrology (T.R., A.B., V.V., P.R., F.T.), Division of Anatomopathology (C.B.-R., M.D.D.), and Division of Pediatrics (C.P.), CHU Reims, Reims, France; and Diabetes Research Program, New York University, New York (A.M.S.)
| | - Antoine Braconnier
- From the UFR Medecine, Laboratoire de néphrologie, Faculté de Médecine, Université de Reims Champagne-Ardenne, CNRS UMR 7369 (Matrice Extracellulaire et Dynamique Cellulaire, MEDyC), Reims, France (K.B., T.R., J.O., V.V., M.D.D., C.P., P.R., F.T.); Division of Nephrology (T.R., A.B., V.V., P.R., F.T.), Division of Anatomopathology (C.B.-R., M.D.D.), and Division of Pediatrics (C.P.), CHU Reims, Reims, France; and Diabetes Research Program, New York University, New York (A.M.S.)
| | - Vincent Vuiblet
- From the UFR Medecine, Laboratoire de néphrologie, Faculté de Médecine, Université de Reims Champagne-Ardenne, CNRS UMR 7369 (Matrice Extracellulaire et Dynamique Cellulaire, MEDyC), Reims, France (K.B., T.R., J.O., V.V., M.D.D., C.P., P.R., F.T.); Division of Nephrology (T.R., A.B., V.V., P.R., F.T.), Division of Anatomopathology (C.B.-R., M.D.D.), and Division of Pediatrics (C.P.), CHU Reims, Reims, France; and Diabetes Research Program, New York University, New York (A.M.S.)
| | - Camille Boulagnon-Rombi
- From the UFR Medecine, Laboratoire de néphrologie, Faculté de Médecine, Université de Reims Champagne-Ardenne, CNRS UMR 7369 (Matrice Extracellulaire et Dynamique Cellulaire, MEDyC), Reims, France (K.B., T.R., J.O., V.V., M.D.D., C.P., P.R., F.T.); Division of Nephrology (T.R., A.B., V.V., P.R., F.T.), Division of Anatomopathology (C.B.-R., M.D.D.), and Division of Pediatrics (C.P.), CHU Reims, Reims, France; and Diabetes Research Program, New York University, New York (A.M.S.)
| | - Marie Danièle Diebold
- From the UFR Medecine, Laboratoire de néphrologie, Faculté de Médecine, Université de Reims Champagne-Ardenne, CNRS UMR 7369 (Matrice Extracellulaire et Dynamique Cellulaire, MEDyC), Reims, France (K.B., T.R., J.O., V.V., M.D.D., C.P., P.R., F.T.); Division of Nephrology (T.R., A.B., V.V., P.R., F.T.), Division of Anatomopathology (C.B.-R., M.D.D.), and Division of Pediatrics (C.P.), CHU Reims, Reims, France; and Diabetes Research Program, New York University, New York (A.M.S.)
| | - Christine Pietrement
- From the UFR Medecine, Laboratoire de néphrologie, Faculté de Médecine, Université de Reims Champagne-Ardenne, CNRS UMR 7369 (Matrice Extracellulaire et Dynamique Cellulaire, MEDyC), Reims, France (K.B., T.R., J.O., V.V., M.D.D., C.P., P.R., F.T.); Division of Nephrology (T.R., A.B., V.V., P.R., F.T.), Division of Anatomopathology (C.B.-R., M.D.D.), and Division of Pediatrics (C.P.), CHU Reims, Reims, France; and Diabetes Research Program, New York University, New York (A.M.S.)
| | - Ann Marie Schmidt
- From the UFR Medecine, Laboratoire de néphrologie, Faculté de Médecine, Université de Reims Champagne-Ardenne, CNRS UMR 7369 (Matrice Extracellulaire et Dynamique Cellulaire, MEDyC), Reims, France (K.B., T.R., J.O., V.V., M.D.D., C.P., P.R., F.T.); Division of Nephrology (T.R., A.B., V.V., P.R., F.T.), Division of Anatomopathology (C.B.-R., M.D.D.), and Division of Pediatrics (C.P.), CHU Reims, Reims, France; and Diabetes Research Program, New York University, New York (A.M.S.)
| | - Philippe Rieu
- From the UFR Medecine, Laboratoire de néphrologie, Faculté de Médecine, Université de Reims Champagne-Ardenne, CNRS UMR 7369 (Matrice Extracellulaire et Dynamique Cellulaire, MEDyC), Reims, France (K.B., T.R., J.O., V.V., M.D.D., C.P., P.R., F.T.); Division of Nephrology (T.R., A.B., V.V., P.R., F.T.), Division of Anatomopathology (C.B.-R., M.D.D.), and Division of Pediatrics (C.P.), CHU Reims, Reims, France; and Diabetes Research Program, New York University, New York (A.M.S.)
| | - Fatouma Touré
- From the UFR Medecine, Laboratoire de néphrologie, Faculté de Médecine, Université de Reims Champagne-Ardenne, CNRS UMR 7369 (Matrice Extracellulaire et Dynamique Cellulaire, MEDyC), Reims, France (K.B., T.R., J.O., V.V., M.D.D., C.P., P.R., F.T.); Division of Nephrology (T.R., A.B., V.V., P.R., F.T.), Division of Anatomopathology (C.B.-R., M.D.D.), and Division of Pediatrics (C.P.), CHU Reims, Reims, France; and Diabetes Research Program, New York University, New York (A.M.S.).
| |
Collapse
|
6
|
Laurila PP, Surakka I, Sarin AP, Yetukuri L, Hyötyläinen T, Söderlund S, Naukkarinen J, Tang J, Kettunen J, Mirel DB, Soronen J, Lehtimäki T, Ruokonen A, Ehnholm C, Eriksson JG, Salomaa V, Jula A, Raitakari OT, Järvelin MR, Palotie A, Peltonen L, Orešič M, Jauhiainen M, Taskinen MR, Ripatti S. Genomic, Transcriptomic, and Lipidomic Profiling Highlights the Role of Inflammation in Individuals With Low High-density Lipoprotein Cholesterol. Arterioscler Thromb Vasc Biol 2013; 33:847-57. [DOI: 10.1161/atvbaha.112.300733] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Objective—
Low high-density lipoprotein cholesterol (HDL-C) is associated with cardiometabolic pathologies. In this study, we investigate the biological pathways and individual genes behind low HDL-C by integrating results from 3 high-throughput data sources: adipose tissue transcriptomics, HDL lipidomics, and dense marker genotypes from Finnish individuals with low or high HDL-C (n=450).
Approach and Results—
In the pathway analysis of genetic data, we demonstrate that genetic variants within inflammatory pathways were enriched among low HDL-C associated single-nucleotide polymorphisms, and the expression of these pathways upregulated in the adipose tissue of low HDL-C subjects. The lipidomic analysis highlighted the change in HDL particle quality toward putatively more inflammatory and less vasoprotective state in subjects with low HDL-C, as evidenced by their decreased antioxidative plasmalogen contents. We show that the focal point of these inflammatory pathways seems to be the
HLA
region with its low HDL-associated alleles also associating with more abundant local transcript levels in adipose tissue, increased plasma vascular cell adhesion molecule 1 (VCAM1) levels, and decreased HDL particle plasmalogen contents, markers of adipose tissue inflammation, vascular inflammation, and HDL antioxidative potential, respectively. In a population-based look-up of the inflammatory pathway single-nucleotide polymorphisms in a large Finnish cohorts (n=11 211), no association of the
HLA
region was detected for HDL-C as quantitative trait, but with extreme HDL-C phenotypes, implying the presence of low or high HDL genes in addition to the population-genomewide association studies–identified HDL genes.
Conclusions—
Our study highlights the role of inflammation with a genetic component in subjects with low HDL-C and identifies novel
cis
-expression quantitative trait loci (
cis
-eQTL) variants in
HLA
region to be associated with low HDL-C.
Collapse
Affiliation(s)
- Pirkka-Pekka Laurila
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Ida Surakka
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Antti-Pekka Sarin
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Laxman Yetukuri
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Tuulia Hyötyläinen
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Sanni Söderlund
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Jussi Naukkarinen
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Jing Tang
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Johannes Kettunen
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Daniel B. Mirel
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Jarkko Soronen
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Terho Lehtimäki
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Aimo Ruokonen
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Christian Ehnholm
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Johan G. Eriksson
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Veikko Salomaa
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Antti Jula
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Olli T. Raitakari
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Marjo-Riitta Järvelin
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Aarno Palotie
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Leena Peltonen
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Matej Orešič
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Matti Jauhiainen
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Marja-Riitta Taskinen
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| | - Samuli Ripatti
- From the Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Finland (P-P.L., I.S., A-P.S., J.K., A.P., S.R.); Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland (P-P.L., I.S., A-P.S., J.N., J.K., J.S., C.E., M.J., S.R.); Department of Medical Genetics, University of Helsinki, Helsinki, Finland (P-P.L., A.P.); VTT Technical Research Centre of Finland, Espoo, Finland (L.Y., T.H., J.T., M.O.); Department of Medicine, Helsinki University
| |
Collapse
|