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Multi-omics analysis reveals drivers of loss of ß-cell function after newly diagnosed autoimmune type 1 diabetes: An INNODIA multicenter study.
Armenteros, Jose Juan Almagro; Brorsson, Caroline; Johansen, Christian Holm; Banasik, Karina; Mazzoni, Gianluca; Moulder, Robert; Hirvonen, Karoliina; Suomi, Tomi; Rasool, Omid; Bruggraber, Sylvaine F A; Marcovecchio, M Loredana; Hendricks, Emile; Al-Sari, Naba; Mattila, Ismo; Legido-Quigley, Cristina; Suvitaival, Tommi; Chmura, Piotr J; Knip, Mikael; Schulte, Anke M; Lee, Jeong Heon; Sebastiani, Guido; Grieco, Giuseppina Emanuela; Elo, Laura L; Kaur, Simranjeet; Pociot, Flemming; Dotta, Francesco; Tree, Tim; Lahesmaa, Riitta; Overbergh, Lut; Mathieu, Chantal; Peakman, Mark; Brunak, Søren.
Affiliation
  • Armenteros JJA; Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
  • Brorsson C; Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
  • Johansen CH; Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
  • Banasik K; Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
  • Mazzoni G; Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
  • Moulder R; Turku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, Finland.
  • Hirvonen K; InFLAMES Research Flagship Center, University of Turku, Turku, Finland.
  • Suomi T; Turku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, Finland.
  • Rasool O; InFLAMES Research Flagship Center, University of Turku, Turku, Finland.
  • Bruggraber SFA; Turku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, Finland.
  • Marcovecchio ML; InFLAMES Research Flagship Center, University of Turku, Turku, Finland.
  • Hendricks E; Turku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, Finland.
  • Al-Sari N; InFLAMES Research Flagship Center, University of Turku, Turku, Finland.
  • Mattila I; Department of Paediatrics, University of Cambridge, Cambridge, England.
  • Legido-Quigley C; Department of Paediatrics, University of Cambridge, Cambridge, England.
  • Suvitaival T; Department of Paediatrics, University of Cambridge, Cambridge, England.
  • Chmura PJ; Steno Diabetes Center Copenhagen, Systems Medicine, Herlev, Denmark.
  • Knip M; Steno Diabetes Center Copenhagen, Systems Medicine, Herlev, Denmark.
  • Schulte AM; Steno Diabetes Center Copenhagen, Systems Medicine, Herlev, Denmark.
  • Lee JH; Steno Diabetes Center Copenhagen, Systems Medicine, Herlev, Denmark.
  • Sebastiani G; Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
  • Grieco GE; Research Program for Clinical and Molecular Metabolism, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
  • Elo LL; Pediatric Research Center, New Children's Hospital, Helsinki University Hospital, Helsinki, Finland.
  • Kaur S; Bayer Pharmaceuticals, Berlin, Germany.
  • Pociot F; Immunology & Inflammation Research Therapeutic Area, Sanofi, Massachusetts, USA.
  • Dotta F; Department of Medicine, Surgery and Neuroscience, Università degli Studi di Siena, Siena, Italy.
  • Tree T; Fondazione Umberto di Mario, ONLUS - Toscana Life Sciences, Siena, Italy.
  • Lahesmaa R; Department of Medicine, Surgery and Neuroscience, Università degli Studi di Siena, Siena, Italy.
  • Overbergh L; Fondazione Umberto di Mario, ONLUS - Toscana Life Sciences, Siena, Italy.
  • Mathieu C; Turku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, Finland.
  • Peakman M; InFLAMES Research Flagship Center, University of Turku, Turku, Finland.
  • Brunak S; Institute of Biomedicine, University of Turku, Turku, Finland.
Diabetes Metab Res Rev ; 40(5): e3833, 2024 Jul.
Article in En | MEDLINE | ID: mdl-38961656
ABSTRACT

AIMS:

Heterogeneity in the rate of ß-cell loss in newly diagnosed type 1 diabetes patients is poorly understood and creates a barrier to designing and interpreting disease-modifying clinical trials. Integrative analyses of baseline multi-omics data obtained after the diagnosis of type 1 diabetes may provide mechanistic insight into the diverse rates of disease progression after type 1 diabetes diagnosis.

METHODS:

We collected samples in a pan-European consortium that enabled the concerted analysis of five different omics modalities in data from 97 newly diagnosed patients. In this study, we used Multi-Omics Factor Analysis to identify molecular signatures correlating with post-diagnosis decline in ß-cell mass measured as fasting C-peptide.

RESULTS:

Two molecular signatures were significantly correlated with fasting C-peptide levels. One signature showed a correlation to neutrophil degranulation, cytokine signalling, lymphoid and non-lymphoid cell interactions and G-protein coupled receptor signalling events that were inversely associated with a rapid decline in ß-cell function. The second signature was related to translation and viral infection was inversely associated with change in ß-cell function. In addition, the immunomics data revealed a Natural Killer cell signature associated with rapid ß-cell decline.

CONCLUSIONS:

Features that differ between individuals with slow and rapid decline in ß-cell mass could be valuable in staging and prediction of the rate of disease progression and thus enable smarter (shorter and smaller) trial designs for disease modifying therapies as well as offering biomarkers of therapeutic effect.
Subject(s)
Key words

Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Diabetes Mellitus, Type 1 / Insulin-Secreting Cells Limits: Adolescent / Adult / Child / Female / Humans / Male / Middle aged Language: En Journal: Diabetes Metab Res Rev Journal subject: ENDOCRINOLOGIA / METABOLISMO Year: 2024 Document type: Article Affiliation country: Dinamarca

Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Diabetes Mellitus, Type 1 / Insulin-Secreting Cells Limits: Adolescent / Adult / Child / Female / Humans / Male / Middle aged Language: En Journal: Diabetes Metab Res Rev Journal subject: ENDOCRINOLOGIA / METABOLISMO Year: 2024 Document type: Article Affiliation country: Dinamarca