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Lyu YX, Fu Q, Wilczok D, Ying K, King A, Antebi A, Vojta A, Stolzing A, Moskalev A, Georgievskaya A, Maier AB, Olsen A, Groth A, Simon AK, Brunet A, Jamil A, Kulaga A, Bhatti A, Yaden B, Pedersen BK, Schumacher B, Djordjevic B, Kennedy B, Chen C, Huang CY, Correll CU, Murphy CT, Ewald CY, Chen D, Valenzano DR, Sołdacki D, Erritzoe D, Meyer D, Sinclair DA, Chini EN, Teeling EC, Morgen E, Verdin E, Vernet E, Pinilla E, Fang EF, Bischof E, Mercken EM, Finger F, Kuipers F, Pun FW, Gyülveszi G, Civiletto G, Zmudze G, Blander G, Pincus HA, McClure J, Kirkland JL, Peyer J, Justice JN, Vijg J, Gruhn JR, McLaughlin J, Mannick J, Passos J, Baur JA, Betts-LaCroix J, Sedivy JM, Speakman JR, Shlain J, von Maltzahn J, Andreasson KI, Moody K, Palikaras K, Fortney K, Niedernhofer LJ, Rasmussen LJ, Veenhoff LM, Melton L, Ferrucci L, Quarta M, Koval M, Marinova M, Hamalainen M, Unfried M, Ringel MS, Filipovic M, Topors M, Mitin N, Roy N, Pintar N, Barzilai N, Binetti P, Singh P, Kohlhaas P, Robbins PD, Rubin P, Fedichev PO, Kamya P, Muñoz-Canoves P, de Cabo R, Faragher RGA, Konrad R, Ripa R, Mansukhani R, et alLyu YX, Fu Q, Wilczok D, Ying K, King A, Antebi A, Vojta A, Stolzing A, Moskalev A, Georgievskaya A, Maier AB, Olsen A, Groth A, Simon AK, Brunet A, Jamil A, Kulaga A, Bhatti A, Yaden B, Pedersen BK, Schumacher B, Djordjevic B, Kennedy B, Chen C, Huang CY, Correll CU, Murphy CT, Ewald CY, Chen D, Valenzano DR, Sołdacki D, Erritzoe D, Meyer D, Sinclair DA, Chini EN, Teeling EC, Morgen E, Verdin E, Vernet E, Pinilla E, Fang EF, Bischof E, Mercken EM, Finger F, Kuipers F, Pun FW, Gyülveszi G, Civiletto G, Zmudze G, Blander G, Pincus HA, McClure J, Kirkland JL, Peyer J, Justice JN, Vijg J, Gruhn JR, McLaughlin J, Mannick J, Passos J, Baur JA, Betts-LaCroix J, Sedivy JM, Speakman JR, Shlain J, von Maltzahn J, Andreasson KI, Moody K, Palikaras K, Fortney K, Niedernhofer LJ, Rasmussen LJ, Veenhoff LM, Melton L, Ferrucci L, Quarta M, Koval M, Marinova M, Hamalainen M, Unfried M, Ringel MS, Filipovic M, Topors M, Mitin N, Roy N, Pintar N, Barzilai N, Binetti P, Singh P, Kohlhaas P, Robbins PD, Rubin P, Fedichev PO, Kamya P, Muñoz-Canoves P, de Cabo R, Faragher RGA, Konrad R, Ripa R, Mansukhani R, Büttner S, Wickström SA, Brunemeier S, Jakimov S, Luo S, Rosenzweig-Lipson S, Tsai SY, Dimmeler S, Rando TA, Peterson TR, Woods T, Wyss-Coray T, Finkel T, Strauss T, Gladyshev VN, Longo VD, Dwaraka VB, Gorbunova V, Acosta-Rodríguez VA, Sorrentino V, Sebastiano V, Li W, Suh Y, Zhavoronkov A, Scheibye-Knudsen M, Bakula D. Longevity biotechnology: bridging AI, biomarkers, geroscience and clinical applications for healthy longevity. Aging (Albany NY) 2024; 16:12955-12976. [PMID: 39418098 PMCID: PMC11552646 DOI: 10.18632/aging.206135] [Show More Authors] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2024] [Accepted: 07/23/2024] [Indexed: 10/19/2024]
Abstract
The recent unprecedented progress in ageing research and drug discovery brings together fundamental research and clinical applications to advance the goal of promoting healthy longevity in the human population. We, from the gathering at the Aging Research and Drug Discovery Meeting in 2023, summarised the latest developments in healthspan biotechnology, with a particular emphasis on artificial intelligence (AI), biomarkers and clocks, geroscience, and clinical trials and interventions for healthy longevity. Moreover, we provide an overview of academic research and the biotech industry focused on targeting ageing as the root of age-related diseases to combat multimorbidity and extend healthspan. We propose that the integration of generative AI, cutting-edge biological technology, and longevity medicine is essential for extending the productive and healthy human lifespan.
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Affiliation(s)
- Yu-Xuan Lyu
- Institute of Advanced Biotechnology and School of Medicine, Southern University of Science and Technology, Shenzhen, China
- Max Planck Institute for Biology of Ageing, Cologne, Germany
| | - Qiang Fu
- Institute of Aging Medicine, College of Pharmacy, Binzhou Medical University, Yantai, China
- Anti-aging Innovation Center, Subei Research Institute at Shanghai Jiaotong University, China
- Shandong Cellogene Pharmaceutics Co. LTD, Yantai, China
| | - Dominika Wilczok
- Duke Kunshan University, Kunshan, Jiangsu, China
- Duke University, Durham, NC, USA
| | - Kejun Ying
- Division of Genetics, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02108, USA
| | - Aaron King
- Foresight Institute, San Francisco, CA 91125, USA
| | - Adam Antebi
- Max Planck Institute for Biology of Ageing, Cologne, Germany
- Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany
| | - Aleksandar Vojta
- Department of Biology, Division of Molecular Biology, Faculty of Science, University of Zagreb, Zagreb, Croatia
| | - Alexandra Stolzing
- Centre for Biological Engineering, Wolfson School of Mechanical, Electrical and Manufacturing Engineering, Loughborough University, Loughborough, UK
| | - Alexey Moskalev
- Institute of Biogerontology, Lobachevsky University, Nizhny Novgorod, Russia
| | | | - Andrea B. Maier
- Healthy Longevity Translational Research Program, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Andrea Olsen
- California Institute of Technology, Pasadena, CA 91125, USA
| | - Anja Groth
- Novo Nordisk Foundation Center for Protein Research (CPR), Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Anna Katharina Simon
- Max Delbrück Center for Molecular Medicine, Berlin, Germany
- The Kennedy Institute of Rheumatology, Oxford, UK
| | - Anne Brunet
- Department of Genetics, Stanford University, Stanford, CA 94305, USA
| | - Aisyah Jamil
- Insilico Medicine AI Limited, Level 6, Masdar City, Abu Dhabi, UAE
| | - Anton Kulaga
- Systems Biology of Aging Group, Institute of Biochemistry of the Romanian Academy, Bucharest, Romania
- Institute for Biostatistics and Informatics in Medicine and Ageing Research, Rostock University Medical Center, Rostock, Germany
| | | | - Benjamin Yaden
- Department of Biology, School of Science, Center for Developmental and Regenerative Biology, Indiana University - Purdue University Indianapolis, Indianapolis Indiana 46077, USA
| | | | - Björn Schumacher
- Institute for Genome Stability in Aging and Disease, CECAD Research Center, University and University Hospital of Cologne, Cologne 50931, Germany
| | - Boris Djordjevic
- 199 Biotechnologies Ltd., London, UK
- University College London, London, UK
| | - Brian Kennedy
- Healthy Longevity Translational Research Program, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Chieh Chen
- Molecular, Cellular, And Integrative Physiology Interdepartmental Program, University of California Los Angeles, Los Angeles, CA 90095, USA
- Department of Molecular and Medical Pharmacology, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA 90095, USA
| | | | - Christoph U. Correll
- Zucker School of Medicine at Hofstra/Northwell, NY 10001, USA
- Charité - University Medicine, Berlin, Germany
| | - Coleen T. Murphy
- Lewis Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ 08540, USA
- Department of Molecular Biology, Princeton University, Princeton, NJ 08540, USA
| | - Collin Y. Ewald
- Laboratory of Extracellular Matrix Regeneration, Institute of Translational Medicine, Department of Health Sciences and Technology, ETH Zürich, Schwerzenbach CH-8603, Switzerland
| | - Danica Chen
- Department of Nutritional Sciences and Toxicology, University of California, Berkeley, Berkeley, CA 94720, USA
- Metabolic Biology Graduate Program, University of California, Berkeley, Berkeley, CA 94720, USA
- Endocrinology Graduate Program, University of California, Berkeley, Berkeley, CA 94720, USA
| | - Dario Riccardo Valenzano
- Leibniz Institute on Aging, Fritz Lipmann Institute, Friedrich Schiller University, Jena, Germany
| | | | - David Erritzoe
- Centre for Psychedelic Research, Dpt Brain Sciences, Imperial College London, UK
| | - David Meyer
- Institute for Genome Stability in Aging and Disease, CECAD Research Center, University and University Hospital of Cologne, Cologne 50931, Germany
| | - David A. Sinclair
- Blavatnik Institute, Department of Genetics, Paul F. Glenn Center for Biology of Aging Research at Harvard Medical School, Boston, MA 02108, USA
| | - Eduardo Nunes Chini
- Signal Transduction and Molecular Nutrition Laboratory, Kogod Aging Center, Department of Anesthesiology and Perioperative Medicine, Mayo Clinic College of Medicine, Rochester, MN 55902, USA
| | - Emma C. Teeling
- School of Biology and Environmental Science, Belfield, Univeristy College Dublin, Dublin 4, Ireland
| | | | - Eric Verdin
- Buck Institute for Research on Aging, Novato, CA 94945, USA
| | - Erik Vernet
- Research and Early Development, Maaleov 2760, Denmark
| | | | - Evandro F. Fang
- Department of Clinical Molecular Biology, University of Oslo and Akershus University Hospital, Lørenskog, Norway
| | - Evelyne Bischof
- Department of Medical Oncology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Evi M. Mercken
- Novo Nordisk Foundation Center for Protein Research, University of Copenhagen, Copenhagen 2200, Denmark
| | - Fabian Finger
- Novo Nordisk Foundation Center for Basic Metabolic Research, University of Copenhagen, Copenhagen N 2200, Denmark
| | - Folkert Kuipers
- European Research Institute for the Biology of Ageing (ERIBA), University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Frank W. Pun
- Insilico Medicine Hong Kong Ltd., Hong Kong Science and Technology Park, Hong Kong SAR, China
| | | | | | | | | | - Harold A. Pincus
- Department of Psychiatry, Columbia University, New York, NY 10012, USA
| | | | - James L. Kirkland
- Division of General Internal Medicine, Department of Medicine, Mayo Clinic, Rochester, MN 55905, USA
| | | | | | - Jan Vijg
- Department of Genetics Albert Einstein College of Medicine, New York, NY 10461, USA
| | - Jennifer R. Gruhn
- Department of Cellular and Molecular Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | | | - Joan Mannick
- Tornado Therapeutics, Cambrian Bio Inc. PipeCo, New York, NY 10012, USA
| | - João Passos
- Department of Physiology and Biomedical Engineering and Robert and Arlene Kogod Center on Aging, Mayo Clinic, Rochester, MN 55905, USA
| | - Joseph A. Baur
- Department of Physiology and Institute for Diabetes, Obesity, and Metabolism, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19019, USA
| | | | - John M. Sedivy
- Center on the Biology of Aging, Department of Molecular Biology, Cell Biology and Biochemistry, Brown University, Providence, RI 02860, USA
| | - John R. Speakman
- Shenzhen Key Laboratory of Metabolic Health, Center for Energy Metabolism and Reproduction, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China
| | | | - Julia von Maltzahn
- Faculty of Health Sciences Brandenburg and Faculty of Environment and Natural Sciences, Brandenburg University of Technology Cottbus-Senftenberg, Senftenberg 01968, Germany
| | - Katrin I. Andreasson
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Kelsey Moody
- Ichor Life Sciences, Inc., LaFayette, NY 13084, USA
| | - Konstantinos Palikaras
- Department of Physiology, Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | | | - Laura J. Niedernhofer
- Institute on the Biology of Aging and Metabolism, Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota, Minneapolis, MN 55414, USA
| | - Lene Juel Rasmussen
- Center for Healthy Aging, Department of Cellular and Molecular Medicine, University of Copenhagen, Denmark
| | - Liesbeth M. Veenhoff
- European Research Institute for the Biology of Ageing (ERIBA), University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Lisa Melton
- Nature Biotechnology, Springer Nature, London, UK
| | - Luigi Ferrucci
- Longitudinal Studies Section, Translational Gerontology Branch, National Institute on Aging, Baltimore, MD 21201, USA
| | - Marco Quarta
- Rubedo Life Sciences, Sunnyvale, CA 94043, USA
- Turn Biotechnologies, Mountain View 94039, CA, USA
- Phaedon Institute, Oakland, CA 94501, USA
| | - Maria Koval
- Institute of Biochemistry of the Romanian Academy, Romania
| | - Maria Marinova
- Fertility and Research Centre, Discipline of Women's Health, School of Clinical Medicine, University of New South Wales, Sydney, New South Wales, Australia
| | - Mark Hamalainen
- Longevity Biotech Fellowship, Longevity Acceleration Fund, Vitalism, SF Bay, CA 94101, USA
| | - Maximilian Unfried
- Healthy Longevity Translational Research Program, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117608, Singapore
| | | | - Milos Filipovic
- Leibniz-Institut Für Analytische Wissenschaften-ISAS-E.V., Dortmund, Germany
| | - Mourad Topors
- Repair Biotechnologies, Inc., Syracuse, NY 13210, USA
| | | | | | | | - Nir Barzilai
- Institute for Aging Research, Albert Einstein College of Medicine, Bronx, NY 10452, USA
| | | | | | | | - Paul D. Robbins
- Institute on the Biology of Aging and Metabolism and the Department of Biochemistry, Molecular Biology, and Biochemistry, University of Minnesota, Minneapolis, MN 55111, USA
| | | | | | - Petrina Kamya
- Insilico Medicine Canada Inc., Montreal, Quebec H3B 4W8 Canada
| | - Pura Muñoz-Canoves
- Altos Labs Inc., San Diego Institute of Science, San Diego, CA 92121, USA
| | - Rafael de Cabo
- Translational Gerontology Branch, Intramural Research Program, National Institute on Aging (NIH), Baltimore, Maryland 21201, USA
| | | | | | - Roberto Ripa
- Max Planck Institute for Biology of Ageing, Cologne, Germany
| | | | - Sabrina Büttner
- Department of Molecular Biosciences, The Wenner-Gren Institute, Stockholm University, Stockholm 10691, Sweden
| | - Sara A. Wickström
- Department of Cell and Tissue Dynamics, Max Planck Institute for Molecular Biomedicine, Münster, Germany
| | | | | | - Shan Luo
- School of Public Health, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong
| | | | - Shih-Yin Tsai
- Department of Physiology, Healthy Longevity Translational Research Program, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Stefanie Dimmeler
- Institute of Cardiovascular Regeneration, Center of Molecular Medicine, Goethe University Frankfurt, Germany
| | - Thomas A. Rando
- Eli and Edythe Broad Center of Regenerative Medicine and Stem Cell Research, University of California Los Angeles, Los Angeles, CA 90095, USA
| | | | - Tina Woods
- Collider Heath, London, UK
- Healthy Longevity Champion, National Innovation Centre for Ageing, UK
| | - Tony Wyss-Coray
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Toren Finkel
- Aging Institute, University of Pittsburgh School of Medicine, Pittsburgh, PA 15106, USA
| | - Tzipora Strauss
- Sheba Longevity Center, Sheba Medical Center, Tel Hashomer, Israel
- Tel Aviv Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Vadim N. Gladyshev
- Division of Genetics, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02108, USA
| | - Valter D. Longo
- Longevity Institute, Davis School of Gerontology and Department of Biological Sciences, University of Southern California, Los Angeles, CA 90001, USA
| | | | - Vera Gorbunova
- Department of Biology and Medicine, University of Rochester, Rochester, NY 14627, USA
| | - Victoria A. Acosta-Rodríguez
- Department of Neuroscience, Peter O’Donnell Jr. Brain Institute, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Vincenzo Sorrentino
- Healthy Longevity Translational Research Program, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Vittorio Sebastiano
- Department of Obstetrics and Gynecology, School of Medicine, Stanford University, Stanford, CA 94301, USA
| | - Wenbin Li
- Department of Neuro-Oncology, Beijing Tiantan Hospital, Capital Medical University, Beijing 100070, China
| | - Yousin Suh
- Department of Obstetrics and Gynecology, Columbia University, New York City, NY 10032, USA
| | - Alex Zhavoronkov
- Insilico Medicine AI Limited, Level 6, Masdar City, Abu Dhabi, UAE
| | - Morten Scheibye-Knudsen
- Center for Healthy Aging, Department of Cellular and Molecular Medicine, University of Copenhagen, Denmark
| | - Daniela Bakula
- Center for Healthy Aging, Department of Cellular and Molecular Medicine, University of Copenhagen, Denmark
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Al-Diab O, Sünkel C, Blanc E, Catar RA, Ashraf MI, Zhao H, Wang P, Rinschen MM, Fritsche-Guenther R, Grahammer F, Bachmann S, Beule D, Kirwan JA, Rajewsky N, Huber TB, Gürgen D, Kusch A. Sex-specific molecular signature of mouse podocytes in homeostasis and in response to pharmacological challenge with rapamycin. Biol Sex Differ 2024; 15:72. [PMID: 39278930 PMCID: PMC11404044 DOI: 10.1186/s13293-024-00647-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/26/2023] [Accepted: 08/30/2024] [Indexed: 09/18/2024] Open
Abstract
BACKGROUND Sex differences exist in the prevalence and progression of major glomerular diseases. Podocytes are the essential cell-type in the kidney which maintain the physiological blood-urine barrier, and pathological changes in podocyte homeostasis are critical accelerators of impairment of kidney function. However, sex-specific molecular signatures of podocytes under physiological and stress conditions remain unknown. This work aimed at identifying sexual dimorphic molecular signatures of podocytes under physiological condition and pharmacologically challenged homeostasis with mechanistic target of rapamycin (mTOR) inhibition. mTOR is a crucial regulator involved in a variety of physiological and pathological stress responses in the kidney and inhibition of this pathway may therefore serve as a general stress challenger to get fundamental insights into sex differences in podocytes. METHODS The genomic ROSAmT/mG-NPHS2 Cre mouse model was used which allows obtaining highly pure podocyte fractions for cell-specific molecular analyses, and vehicle or pharmacologic treatment with the mTOR inhibitor rapamycin was performed for 3 weeks. Subsequently, deep RNA sequencing and proteomics were performed of the isolated podocytes to identify intrinsic sex differences. Studies were supplemented with metabolomics from kidney cortex tissues. RESULTS Although kidney function and morphology remained normal in all experimental groups, RNA sequencing, proteomics and metabolomics revealed strong intrinsic sex differences in the expression levels of mitochondrial, translation and structural transcripts, protein abundances and regulation of metabolic pathways. Interestingly, rapamycin abolished prominent sex-specific clustering of podocyte gene expression and induced major changes only in male transcriptome. Several sex-biased transcription factors could be identified as possible upstream regulators of these sexually dimorphic responses. Concordant to transcriptomics, metabolomic changes were more prominent in males. Remarkably, high number of previously reported kidney disease genes showed intrinsic sexual dimorphism and/or different response patterns towards mTOR inhibition. CONCLUSIONS Our results highlight remarkable intrinsic sex-differences and sex-specific response patterns towards pharmacological challenged podocyte homeostasis which might fundamentally contribute to sex differences in kidney disease susceptibilities and progression. This work provides rationale and an in-depth database for novel targets to be tested in specific kidney disease models to advance with sex-specific treatment strategies.
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Affiliation(s)
- Ola Al-Diab
- Department of Nephrology and Medical Intensive Care, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Christin Sünkel
- Berlin Institute for Medical Systems Biology (BIMSB), Max Delbrück Center for Molecular Medicine in the Helmholtz Association, Hannoversche Str 28, 10115, Berlin, Germany
| | - Eric Blanc
- Core Unit Bioinformatics, Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Rusan Ali Catar
- Department of Nephrology and Medical Intensive Care, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Muhammad Imtiaz Ashraf
- Department of Surgery, Experimental Surgery, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Augustenburger Platz 1, 13353, Berlin, Germany
| | - Hongfan Zhao
- Department of Nephrology and Medical Intensive Care, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
- Department of Urology, Xijing Hospital, Fourth Military Medical University, Xi'an, Shaanxi, China
| | - Pinchao Wang
- Department of Nephrology and Medical Intensive Care, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Markus M Rinschen
- III. Department of Medicine, University Hospital Hamburg Eppendorf, Martinistraße 52, 20246, Hamburg, Germany
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
| | - Raphaela Fritsche-Guenther
- Metabolomics Platform, Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Lindenberger Weg 80, 10117, Berlin, Germany
| | - Florian Grahammer
- III. Department of Medicine, University Hospital Hamburg Eppendorf, Martinistraße 52, 20246, Hamburg, Germany
| | - Sebastian Bachmann
- Institute of Functional Anatomy, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Dieter Beule
- Core Unit Bioinformatics, Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Jennifer A Kirwan
- Metabolomics Platform, Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Lindenberger Weg 80, 10117, Berlin, Germany
| | - Nikolaus Rajewsky
- Berlin Institute for Medical Systems Biology (BIMSB), Max Delbrück Center for Molecular Medicine in the Helmholtz Association, Hannoversche Str 28, 10115, Berlin, Germany
- Department of Pediatric Oncology and Hematology, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Augustenburger Platz 1, 13353, Berlin, Germany
| | - Tobias B Huber
- III. Department of Medicine, University Hospital Hamburg Eppendorf, Martinistraße 52, 20246, Hamburg, Germany
| | - Dennis Gürgen
- Experimental Pharmacology & Oncology Berlin-Buch GmbH, 13125 Berlin-Buch, Germany
| | - Angelika Kusch
- Department of Nephrology and Medical Intensive Care, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Charitéplatz 1, 10117, Berlin, Germany.
- BIH Biomedical Innovation Academy (BIA), Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Charitéplatz 1, 10117, Berlin, Germany.
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