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Sikkema L, Ramírez-Suástegui C, Strobl DC, Gillett TE, Zappia L, Madissoon E, Markov NS, Zaragosi LE, Ji Y, Ansari M, Arguel MJ, Apperloo L, Banchero M, Bécavin C, Berg M, Chichelnitskiy E, Chung MI, Collin A, Gay ACA, Gote-Schniering J, Hooshiar Kashani B, Inecik K, Jain M, Kapellos TS, Kole TM, Leroy S, Mayr CH, Oliver AJ, von Papen M, Peter L, Taylor CJ, Walzthoeni T, Xu C, Bui LT, De Donno C, Dony L, Faiz A, Guo M, Gutierrez AJ, Heumos L, Huang N, Ibarra IL, Jackson ND, Kadur Lakshminarasimha Murthy P, Lotfollahi M, Tabib T, Talavera-López C, Travaglini KJ, Wilbrey-Clark A, Worlock KB, Yoshida M, van den Berge M, Bossé Y, Desai TJ, Eickelberg O, Kaminski N, Krasnow MA, Lafyatis R, Nikolic MZ, Powell JE, Rajagopal J, Rojas M, Rozenblatt-Rosen O, Seibold MA, Sheppard D, Shepherd DP, Sin DD, Timens W, Tsankov AM, Whitsett J, Xu Y, Banovich NE, Barbry P, Duong TE, Falk CS, Meyer KB, Kropski JA, Pe'er D, Schiller HB, Tata PR, Schultze JL, Teichmann SA, Misharin AV, Nawijn MC, Luecken MD, Theis FJ. An integrated cell atlas of the lung in health and disease. Nat Med 2023; 29:1563-1577. [PMID: 37291214 PMCID: PMC10287567 DOI: 10.1038/s41591-023-02327-2] [Citation(s) in RCA: 73] [Impact Index Per Article: 73.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2022] [Accepted: 03/30/2023] [Indexed: 06/10/2023]
Abstract
Single-cell technologies have transformed our understanding of human tissues. Yet, studies typically capture only a limited number of donors and disagree on cell type definitions. Integrating many single-cell datasets can address these limitations of individual studies and capture the variability present in the population. Here we present the integrated Human Lung Cell Atlas (HLCA), combining 49 datasets of the human respiratory system into a single atlas spanning over 2.4 million cells from 486 individuals. The HLCA presents a consensus cell type re-annotation with matching marker genes, including annotations of rare and previously undescribed cell types. Leveraging the number and diversity of individuals in the HLCA, we identify gene modules that are associated with demographic covariates such as age, sex and body mass index, as well as gene modules changing expression along the proximal-to-distal axis of the bronchial tree. Mapping new data to the HLCA enables rapid data annotation and interpretation. Using the HLCA as a reference for the study of disease, we identify shared cell states across multiple lung diseases, including SPP1+ profibrotic monocyte-derived macrophages in COVID-19, pulmonary fibrosis and lung carcinoma. Overall, the HLCA serves as an example for the development and use of large-scale, cross-dataset organ atlases within the Human Cell Atlas.
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Grants
- R01 HL153375 NHLBI NIH HHS
- R01 HL127349 NHLBI NIH HHS
- U54 HL165443 NHLBI NIH HHS
- P01 HL107202 NHLBI NIH HHS
- U01 HL148856 NHLBI NIH HHS
- R21 HL156124 NHLBI NIH HHS
- U54 AG075931 NIA NIH HHS
- Wellcome Trust
- R01 HL146557 NHLBI NIH HHS
- R01 HL123766 NHLBI NIH HHS
- U01 HL148861 NHLBI NIH HHS
- R01 HL141852 NHLBI NIH HHS
- R01 ES034350 NIEHS NIH HHS
- UL1 TR001863 NCATS NIH HHS
- R01 HL126176 NHLBI NIH HHS
- R21 HL161760 NHLBI NIH HHS
- R01 HL145372 NHLBI NIH HHS
- P01 AG049665 NIA NIH HHS
- K12 HD105271 NICHD NIH HHS
- U19 AI135964 NIAID NIH HHS
- P30 CA008748 NCI NIH HHS
- R01 HL142568 NHLBI NIH HHS
- R01 HL153312 NHLBI NIH HHS
- U54 AG079754 NIA NIH HHS
- R56 HL157632 NHLBI NIH HHS
- R01 HL158139 NHLBI NIH HHS
- R01 HL135156 NHLBI NIH HHS
- R01 HL153045 NHLBI NIH HHS
- U54 HL145608 NHLBI NIH HHS
- P50 AR060780 NIAMS NIH HHS
- R01 HL128439 NHLBI NIH HHS
- R01 HL146519 NHLBI NIH HHS
- R01 HL117004 NHLBI NIH HHS
- R01 HL068702 NHLBI NIH HHS
- U01 HL145567 NHLBI NIH HHS
- P01 HL132821 NHLBI NIH HHS
- MR/R015635/1 Medical Research Council
- R01 MD010443 NIMHD NIH HHS
- Chan Zuckerberg Initiative, LLC Seed Network grant (CZF2019-002438) “Lung Cell Atlas 1.0” NIH 1U54HL145608-01 CZIF2022-007488 from the Chan Zuckerberg Initiative Foundation CZIF2022-007488 from the Chan Zuckerberg Initiative Foundation
- ESPOD fellowship of EMBL-EBI and Sanger Institute
- 3IA Cote d’Azur PhD program
- The Ministry of Economic Affairs and Climate Policy by means of the PPP
- EC | Horizon 2020 Framework Programme (EU Framework Programme for Research and Innovation H2020)
- Joachim Herz Stiftung (Joachim Herz Foundation)
- P50 AR060780-06A1
- University College London, Birkbeck MRC Doctoral Training Programme
- Jikei University School of Medicine (Jikei University)
- 5R01HL14254903, 4UH3CA25513503
- R01HL127349, R01HL141852, U01HL145567 and CZI
- MRC Clinician Scientist Fellowship (MR/W00111X/1)
- Chan Zuckerberg Initiative, LLC Seed Network grant (CZF2019-002438) “Lung Cell Atlas 1.0” 2R01HL068702
- R01 HL135156, R01 MD010443, R01 HL128439, P01 HL132821, P01 HL107202, R01 HL117004, and DOD Grant W81WH-16-2-0018
- HL142568 and HL14507 from the NHLBI
- Chan Zuckerberg Initiative, LLC Seed Network grant (CZF2019-002438) “Lung Cell Atlas 1.0”, 2R01HL068702
- Wellcome (WT211276/Z/18/Z) Sanger core grant WT206194 CZIF2022-007488 from the Chan Zuckerberg Initiative Foundation
- R21HL156124, R56HL157632, and R21HL161760
- CZI, 5U01HL148856
- CZI, 5U01HL148856, R01 HL153045
- U.S. Department of Defense (United States Department of Defense)
- The National Institute of Health R01HL145372
- Fondation pour la Recherche Médicale (Foundation for Medical Research in France)
- Conseil Départemental des Alpes Maritimes
- Inserm Cross-cutting Scientific Program HuDeCA 2018, ANR SAHARRA (ANR-19-CE14–0027), ANR-19-P3IA-0002–3IA, the National Infrastructure France Génomique (ANR-10-INBS-09-03), PPIA 4D-OMICS (21-ESRE-0052), and the Chan Zuckerberg Initiative, LLC Seed Network grant (CZF2019-002438) “Lung Cell Atlas 1.0”.
- Wellcome Trust (Wellcome)
- Sanger core grant WT206194 Chan Zuckerberg Initiative, LLC Seed Network grant (CZF2019-002438) “Lung Cell Atlas 1.0” CZIF2022-007488 from the Chan Zuckerberg Initiative Foundation
- Doris Duke Charitable Foundation (DDCF)
- The National Institute of Health R01HL145372 Department of Defense W81XWH-19-1-0416
- The National Institute of Health R01HL146557 and R01HL153375 and funds from Chan Zuckerberg Initiative - Human Lung Cell Atlas-pilot award
- 1U54HL145608-01
- CZI Deep Visual Proteomics
- 1U54HL145608-01, U01HL148861-03
- 1) the Chan Zuckerberg Initiative, LLC Seed Network grant CZF2019-002438 “Lung Cell Atlas 1.0”; 2) R01 HL153312; 3) U19 AI135964; 4) P01 AG049665
- Netherlands Lung Foundation project nos. 5.1.14.020 and 4.1.18.226, LLC Seed Network grant CZF2019-002438 “Lung Cell Atlas 1.0”
- grant number 2019-002438 from the Chan Zuckerberg Foundation, by the Helmholtz Association’s Initiative and Networking Fund through Helmholtz AI [ZT-I-PF-5-01] and by the Bavarian Ministry of Science and the Arts in the framework of the Bavarian Research Association “ForInter” (Interaction of human brain cells)
- 1 U01 HL14555-01, R01 HL123766-04
- NIH U54 AG075931, 5R01 HL146519
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Affiliation(s)
- Lisa Sikkema
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
- TUM School of Life Sciences, Technical University of Munich, Munich, Germany
| | - Ciro Ramírez-Suástegui
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
- La Jolla Institute for Allergy and Immunology, La Jolla, CA, USA
| | - Daniel C Strobl
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
- Institute of Clinical Chemistry and Pathobiochemistry, TUM School of Medicine, Technical University of Munich, Munich, Germany
| | - Tessa E Gillett
- Experimental Pulmonary and Inflammatory Research, Department of Pathology and Medical Biology, University Medical Centre Groningen, University of Groningen, Groningen, the Netherlands
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Luke Zappia
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
- Department of Mathematics, Technical University of Munich, Garching, Germany
| | | | - Nikolay S Markov
- Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Laure-Emmanuelle Zaragosi
- Institut de Pharmacologie Moléculaire et Cellulaire, Université Côte d'Azur and Centre National de la Recherche Scientifique, Valbonne, France
| | - Yuge Ji
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
- TUM School of Life Sciences, Technical University of Munich, Munich, Germany
| | - Meshal Ansari
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
- Institute of Lung Health and Immunity (a member of the German Center for Lung Research) and Comprehensive Pneumology Center with the CPC-M bioArchive, Helmholtz Center Munich, Munich, Germany
| | - Marie-Jeanne Arguel
- Institut de Pharmacologie Moléculaire et Cellulaire, Université Côte d'Azur and Centre National de la Recherche Scientifique, Valbonne, France
| | - Leonie Apperloo
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
- Department of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Martin Banchero
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
- Department of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Christophe Bécavin
- Institut de Pharmacologie Moléculaire et Cellulaire, Université Côte d'Azur and Centre National de la Recherche Scientifique, Valbonne, France
| | - Marijn Berg
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
- Department of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | | | - Mei-I Chung
- Translational Genomics Research Institute, Phoenix, AZ, USA
| | - Antoine Collin
- Institut de Pharmacologie Moléculaire et Cellulaire, Université Côte d'Azur and Centre National de la Recherche Scientifique, Valbonne, France
- 3IA Côte d'Azur, Nice, France
| | - Aurore C A Gay
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
- Department of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Janine Gote-Schniering
- Institute of Lung Health and Immunity (a member of the German Center for Lung Research) and Comprehensive Pneumology Center with the CPC-M bioArchive, Helmholtz Center Munich, Munich, Germany
| | - Baharak Hooshiar Kashani
- Institute of Lung Health and Immunity (a member of the German Center for Lung Research) and Comprehensive Pneumology Center with the CPC-M bioArchive, Helmholtz Center Munich, Munich, Germany
| | - Kemal Inecik
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
- TUM School of Life Sciences, Technical University of Munich, Munich, Germany
| | - Manu Jain
- Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Theodore S Kapellos
- Institute of Lung Health and Immunity (a member of the German Center for Lung Research) and Comprehensive Pneumology Center with the CPC-M bioArchive, Helmholtz Center Munich, Munich, Germany
- Department of Genomics and Immunoregulation, Life and Medical Sciences Institute, University of Bonn, Bonn, Germany
| | - Tessa M Kole
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
- Department of Pulmonary Diseases, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Sylvie Leroy
- Pulmonology Department, Fédération Hospitalo-Universitaire OncoAge, Centre Hospitalier Universitaire de Nice, Université Côte d'Azur, Nice, France
| | - Christoph H Mayr
- Institute of Lung Health and Immunity (a member of the German Center for Lung Research) and Comprehensive Pneumology Center with the CPC-M bioArchive, Helmholtz Center Munich, Munich, Germany
| | | | | | - Lance Peter
- Translational Genomics Research Institute, Phoenix, AZ, USA
| | - Chase J Taylor
- Division of Allergy, Pulmonary, and Critical Care Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | | | - Chuan Xu
- Wellcome Sanger Institute, Hinxton, Cambridge, UK
| | - Linh T Bui
- Translational Genomics Research Institute, Phoenix, AZ, USA
| | - Carlo De Donno
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
| | - Leander Dony
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
- TUM School of Life Sciences, Technical University of Munich, Munich, Germany
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry and International Max Planck Research School for Translational Psychiatry, Munich, Germany
| | - Alen Faiz
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
- School of Life Sciences, Respiratory Bioinformatics and Molecular Biology, University of Technology Sydney, Sydney, Australia
| | - Minzhe Guo
- Division of Neonatology and Pulmonary Biology, Cincinnati Children's Hospital Medical Center, University of Cincinnati College of Medicine, Cincinnati, OH, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, US
| | | | - Lukas Heumos
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
- TUM School of Life Sciences, Technical University of Munich, Munich, Germany
- Institute of Lung Health and Immunity (a member of the German Center for Lung Research) and Comprehensive Pneumology Center with the CPC-M bioArchive, Helmholtz Center Munich, Munich, Germany
| | - Ni Huang
- Wellcome Sanger Institute, Hinxton, Cambridge, UK
| | - Ignacio L Ibarra
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
| | - Nathan D Jackson
- Center for Genes, Environment, and Health, National Jewish Health, Denver, CO, USA
| | - Preetish Kadur Lakshminarasimha Murthy
- Department of Cell Biology, Duke University School of Medicine, Durham, NC, USA
- Department of Pharmacology and Regenerative Medicine, University of Illinois Chicago, Chicago, IL, USA
| | - Mohammad Lotfollahi
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
- Wellcome Sanger Institute, Hinxton, Cambridge, UK
| | - Tracy Tabib
- Division of Rheumatology and Clinical Immunology, Department of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Carlos Talavera-López
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
- Division of Infectious Diseases and Tropical Medicine, Klinikum der Lüdwig-Maximilians-Universität, Munich, Germany
| | - Kyle J Travaglini
- Department of Biochemistry, Stanford University School of Medicine, Stanford, CA, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
- Allen Institute for Brain Science, Seattle, WA, USA
| | | | - Kaylee B Worlock
- Department of Respiratory Medicine, Division of Medicine, University College London, London, UK
| | - Masahiro Yoshida
- Department of Respiratory Medicine, Division of Medicine, University College London, London, UK
| | - Maarten van den Berge
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
- Department of Pulmonary Diseases, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Yohan Bossé
- Institut Universitaire de Cardiologie et de Pneumologie de Québec, Department of Molecular Medicine, Laval University, Quebec City, Quebec, Canada
| | - Tushar J Desai
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Oliver Eickelberg
- Division of Pulmonary, Allergy, and Critical Care Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Naftali Kaminski
- Pulmonary, Critical Care and Sleep Medicine, Yale School of Medicine, New Haven, CT, USA
| | - Mark A Krasnow
- Department of Biochemistry, Stanford University School of Medicine, Stanford, CA, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
| | - Robert Lafyatis
- Division of Rheumatology and Clinical Immunology, Department of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Marko Z Nikolic
- Department of Respiratory Medicine, Division of Medicine, University College London, London, UK
| | - Joseph E Powell
- Garvan Institute of Medical Research, Sydney, New South Wales, Australia
- Cellular Genomics Futures Institute, University of New South Wales, Sydney, New South Wales, Australia
| | - Jayaraj Rajagopal
- Center for Regenerative Medicine, Massachusetts General Hospital, Harvard Medical School, Cambridge, MA, USA
| | - Mauricio Rojas
- Department of Internal Medicine, Division of Pulmonary, Critical Care and Sleep Medicine, The Ohio State University, Columbus, OH, USA
| | - Orit Rozenblatt-Rosen
- Klarman Cell Observatory, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Cellular and Tissue Genomics, Genentech, South San Francisco, CA, USA
| | - Max A Seibold
- Center for Genes, Environment, and Health, National Jewish Health, Denver, CO, USA
- Department of Pediatrics, National Jewish Health, Denver, CO, USA
- Division of Pulmonary Sciences and Critical Care Medicine, University of Colorado School of Medicine, Aurora, CO, USA
| | - Dean Sheppard
- Division of Pulmonary, Critical Care, Allergy and Sleep Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Douglas P Shepherd
- Department of Physics and Center for Biological Physics, Arizona State University, Tempe, AZ, USA
| | - Don D Sin
- Centre for Heart Lung Innovation, St. Paul's Hospital, University of British Columbia, Vancouver, British Columbia, Canada
| | - Wim Timens
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
- Department of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Alexander M Tsankov
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jeffrey Whitsett
- Division of Neonatology and Pulmonary Biology, Cincinnati Children's Hospital Medical Center, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Yan Xu
- Division of Neonatology and Pulmonary Biology, Cincinnati Children's Hospital Medical Center, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | | | - Pascal Barbry
- Institut de Pharmacologie Moléculaire et Cellulaire, Université Côte d'Azur and Centre National de la Recherche Scientifique, Valbonne, France
- 3IA Côte d'Azur, Nice, France
| | - Thu Elizabeth Duong
- Department of Pediatrics, Division of Respiratory Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Christine S Falk
- Institute for Transplant Immunology, Hannover Medical School, Hannover, Germany
| | | | - Jonathan A Kropski
- Division of Allergy, Pulmonary, and Critical Care Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN, USA
| | - Dana Pe'er
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
- Computational and Systems Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Herbert B Schiller
- Institute of Lung Health and Immunity (a member of the German Center for Lung Research) and Comprehensive Pneumology Center with the CPC-M bioArchive, Helmholtz Center Munich, Munich, Germany
| | | | - Joachim L Schultze
- Department of Genomics and Immunoregulation, Life and Medical Sciences Institute, University of Bonn, Bonn, Germany
- PRECISE Platform for Single Cell Genomics and Epigenomics, Deutsches Zentrum für Neurodegenerative Erkrankungen and University of Bonn, Bonn, Germany
| | - Sara A Teichmann
- Wellcome Sanger Institute, Hinxton, Cambridge, UK
- Department of Physics, Cavendish Laboratory, University of Cambridge, Cambridge, UK
| | - Alexander V Misharin
- Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Martijn C Nawijn
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
- Department of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Malte D Luecken
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany.
- Institute of Lung Health and Immunity (a member of the German Center for Lung Research) and Comprehensive Pneumology Center with the CPC-M bioArchive, Helmholtz Center Munich, Munich, Germany.
| | - Fabian J Theis
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany.
- TUM School of Life Sciences, Technical University of Munich, Munich, Germany.
- Department of Mathematics, Technical University of Munich, Garching, Germany.
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Cruceanu C, Dony L, Krontira AC, Fischer DS, Roeh S, Di Giaimo R, Kyrousi C, Kaspar L, Arloth J, Czamara D, Gerstner N, Martinelli S, Wehner S, Breen MS, Koedel M, Sauer S, Sportelli V, Rex-Haffner M, Cappello S, Theis FJ, Binder EB. Cell-Type-Specific Impact of Glucocorticoid Receptor Activation on the Developing Brain: A Cerebral Organoid Study. Am J Psychiatry 2022; 179:375-387. [PMID: 34698522 DOI: 10.1176/appi.ajp.2021.21010095] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
OBJECTIVE A fine-tuned balance of glucocorticoid receptor (GR) activation is essential for organ formation, with disturbances influencing many health outcomes. In utero, glucocorticoids have been linked to brain-related negative outcomes, with unclear underlying mechanisms, especially regarding cell-type-specific effects. An in vitro model of fetal human brain development, induced human pluripotent stem cell (hiPSC)-derived cerebral organoids, was used to test whether cerebral organoids are suitable for studying the impact of prenatal glucocorticoid exposure on the developing brain. METHODS The GR was activated with the synthetic glucocorticoid dexamethasone, and the effects were mapped using single-cell transcriptomics across development. RESULTS The GR was expressed in all cell types, with increasing expression levels through development. Not only did its activation elicit translocation to the nucleus and the expected effects on known GR-regulated pathways, but also neurons and progenitor cells showed targeted regulation of differentiation- and maturation-related transcripts. Uniquely in neurons, differentially expressed transcripts were significantly enriched for genes associated with behavior-related phenotypes and disorders. This human neuronal glucocorticoid response profile was validated across organoids from three independent hiPSC lines reprogrammed from different source tissues from both male and female donors. CONCLUSIONS These findings suggest that excessive glucocorticoid exposure could interfere with neuronal maturation in utero, leading to increased disease susceptibility through neurodevelopmental processes at the interface of genetic susceptibility and environmental exposure. Cerebral organoids are a valuable translational resource for exploring the effects of glucocorticoids on early human brain development.
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Affiliation(s)
- Cristiana Cruceanu
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Cruceanu, Dony, Krontira, Roeh, Kaspar, Arloth, Czamara, Gerstner, Martinelli, Wehner, Koedel, Sauer, Sportelli, Rex-Haffner, Binder);International Max Planck Research School for Translational Psychiatry, Max Planck Institute of Psychiatry, Munich (Dony, Krontira, Kaspar, Gerstner);Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany (Dony, Fischer, Arloth, Theis);TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany (Fischer);Max Planck Institute of Psychiatry, Munich (Di Giaimo, Kyrousi, Cappello);Department of Biology, University of Naples Federico II, Naples, Italy (Di Giaimo);First Department of Psychiatry, Medical School, National and Kapodistrian University of Athens, and University Mental Health, Neurosciences, and Precision Medicine Research Institute "Costas Stefanis," Athens, Greece (Kyrousi);Department of Psychiatry, Department of Genetics and Genomic Sciences, Seaver Autism Center for Research and Treatment, and Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York (Breen);School of Life Sciences Weihenstephan and Department of Mathematics, Technical University of Munich, Munich (Theis);Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta (Binder)
| | - Leander Dony
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Cruceanu, Dony, Krontira, Roeh, Kaspar, Arloth, Czamara, Gerstner, Martinelli, Wehner, Koedel, Sauer, Sportelli, Rex-Haffner, Binder);International Max Planck Research School for Translational Psychiatry, Max Planck Institute of Psychiatry, Munich (Dony, Krontira, Kaspar, Gerstner);Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany (Dony, Fischer, Arloth, Theis);TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany (Fischer);Max Planck Institute of Psychiatry, Munich (Di Giaimo, Kyrousi, Cappello);Department of Biology, University of Naples Federico II, Naples, Italy (Di Giaimo);First Department of Psychiatry, Medical School, National and Kapodistrian University of Athens, and University Mental Health, Neurosciences, and Precision Medicine Research Institute "Costas Stefanis," Athens, Greece (Kyrousi);Department of Psychiatry, Department of Genetics and Genomic Sciences, Seaver Autism Center for Research and Treatment, and Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York (Breen);School of Life Sciences Weihenstephan and Department of Mathematics, Technical University of Munich, Munich (Theis);Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta (Binder)
| | - Anthi C Krontira
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Cruceanu, Dony, Krontira, Roeh, Kaspar, Arloth, Czamara, Gerstner, Martinelli, Wehner, Koedel, Sauer, Sportelli, Rex-Haffner, Binder);International Max Planck Research School for Translational Psychiatry, Max Planck Institute of Psychiatry, Munich (Dony, Krontira, Kaspar, Gerstner);Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany (Dony, Fischer, Arloth, Theis);TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany (Fischer);Max Planck Institute of Psychiatry, Munich (Di Giaimo, Kyrousi, Cappello);Department of Biology, University of Naples Federico II, Naples, Italy (Di Giaimo);First Department of Psychiatry, Medical School, National and Kapodistrian University of Athens, and University Mental Health, Neurosciences, and Precision Medicine Research Institute "Costas Stefanis," Athens, Greece (Kyrousi);Department of Psychiatry, Department of Genetics and Genomic Sciences, Seaver Autism Center for Research and Treatment, and Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York (Breen);School of Life Sciences Weihenstephan and Department of Mathematics, Technical University of Munich, Munich (Theis);Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta (Binder)
| | - David S Fischer
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Cruceanu, Dony, Krontira, Roeh, Kaspar, Arloth, Czamara, Gerstner, Martinelli, Wehner, Koedel, Sauer, Sportelli, Rex-Haffner, Binder);International Max Planck Research School for Translational Psychiatry, Max Planck Institute of Psychiatry, Munich (Dony, Krontira, Kaspar, Gerstner);Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany (Dony, Fischer, Arloth, Theis);TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany (Fischer);Max Planck Institute of Psychiatry, Munich (Di Giaimo, Kyrousi, Cappello);Department of Biology, University of Naples Federico II, Naples, Italy (Di Giaimo);First Department of Psychiatry, Medical School, National and Kapodistrian University of Athens, and University Mental Health, Neurosciences, and Precision Medicine Research Institute "Costas Stefanis," Athens, Greece (Kyrousi);Department of Psychiatry, Department of Genetics and Genomic Sciences, Seaver Autism Center for Research and Treatment, and Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York (Breen);School of Life Sciences Weihenstephan and Department of Mathematics, Technical University of Munich, Munich (Theis);Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta (Binder)
| | - Simone Roeh
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Cruceanu, Dony, Krontira, Roeh, Kaspar, Arloth, Czamara, Gerstner, Martinelli, Wehner, Koedel, Sauer, Sportelli, Rex-Haffner, Binder);International Max Planck Research School for Translational Psychiatry, Max Planck Institute of Psychiatry, Munich (Dony, Krontira, Kaspar, Gerstner);Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany (Dony, Fischer, Arloth, Theis);TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany (Fischer);Max Planck Institute of Psychiatry, Munich (Di Giaimo, Kyrousi, Cappello);Department of Biology, University of Naples Federico II, Naples, Italy (Di Giaimo);First Department of Psychiatry, Medical School, National and Kapodistrian University of Athens, and University Mental Health, Neurosciences, and Precision Medicine Research Institute "Costas Stefanis," Athens, Greece (Kyrousi);Department of Psychiatry, Department of Genetics and Genomic Sciences, Seaver Autism Center for Research and Treatment, and Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York (Breen);School of Life Sciences Weihenstephan and Department of Mathematics, Technical University of Munich, Munich (Theis);Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta (Binder)
| | - Rossella Di Giaimo
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Cruceanu, Dony, Krontira, Roeh, Kaspar, Arloth, Czamara, Gerstner, Martinelli, Wehner, Koedel, Sauer, Sportelli, Rex-Haffner, Binder);International Max Planck Research School for Translational Psychiatry, Max Planck Institute of Psychiatry, Munich (Dony, Krontira, Kaspar, Gerstner);Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany (Dony, Fischer, Arloth, Theis);TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany (Fischer);Max Planck Institute of Psychiatry, Munich (Di Giaimo, Kyrousi, Cappello);Department of Biology, University of Naples Federico II, Naples, Italy (Di Giaimo);First Department of Psychiatry, Medical School, National and Kapodistrian University of Athens, and University Mental Health, Neurosciences, and Precision Medicine Research Institute "Costas Stefanis," Athens, Greece (Kyrousi);Department of Psychiatry, Department of Genetics and Genomic Sciences, Seaver Autism Center for Research and Treatment, and Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York (Breen);School of Life Sciences Weihenstephan and Department of Mathematics, Technical University of Munich, Munich (Theis);Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta (Binder)
| | - Christina Kyrousi
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Cruceanu, Dony, Krontira, Roeh, Kaspar, Arloth, Czamara, Gerstner, Martinelli, Wehner, Koedel, Sauer, Sportelli, Rex-Haffner, Binder);International Max Planck Research School for Translational Psychiatry, Max Planck Institute of Psychiatry, Munich (Dony, Krontira, Kaspar, Gerstner);Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany (Dony, Fischer, Arloth, Theis);TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany (Fischer);Max Planck Institute of Psychiatry, Munich (Di Giaimo, Kyrousi, Cappello);Department of Biology, University of Naples Federico II, Naples, Italy (Di Giaimo);First Department of Psychiatry, Medical School, National and Kapodistrian University of Athens, and University Mental Health, Neurosciences, and Precision Medicine Research Institute "Costas Stefanis," Athens, Greece (Kyrousi);Department of Psychiatry, Department of Genetics and Genomic Sciences, Seaver Autism Center for Research and Treatment, and Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York (Breen);School of Life Sciences Weihenstephan and Department of Mathematics, Technical University of Munich, Munich (Theis);Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta (Binder)
| | - Lea Kaspar
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Cruceanu, Dony, Krontira, Roeh, Kaspar, Arloth, Czamara, Gerstner, Martinelli, Wehner, Koedel, Sauer, Sportelli, Rex-Haffner, Binder);International Max Planck Research School for Translational Psychiatry, Max Planck Institute of Psychiatry, Munich (Dony, Krontira, Kaspar, Gerstner);Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany (Dony, Fischer, Arloth, Theis);TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany (Fischer);Max Planck Institute of Psychiatry, Munich (Di Giaimo, Kyrousi, Cappello);Department of Biology, University of Naples Federico II, Naples, Italy (Di Giaimo);First Department of Psychiatry, Medical School, National and Kapodistrian University of Athens, and University Mental Health, Neurosciences, and Precision Medicine Research Institute "Costas Stefanis," Athens, Greece (Kyrousi);Department of Psychiatry, Department of Genetics and Genomic Sciences, Seaver Autism Center for Research and Treatment, and Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York (Breen);School of Life Sciences Weihenstephan and Department of Mathematics, Technical University of Munich, Munich (Theis);Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta (Binder)
| | - Janine Arloth
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Cruceanu, Dony, Krontira, Roeh, Kaspar, Arloth, Czamara, Gerstner, Martinelli, Wehner, Koedel, Sauer, Sportelli, Rex-Haffner, Binder);International Max Planck Research School for Translational Psychiatry, Max Planck Institute of Psychiatry, Munich (Dony, Krontira, Kaspar, Gerstner);Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany (Dony, Fischer, Arloth, Theis);TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany (Fischer);Max Planck Institute of Psychiatry, Munich (Di Giaimo, Kyrousi, Cappello);Department of Biology, University of Naples Federico II, Naples, Italy (Di Giaimo);First Department of Psychiatry, Medical School, National and Kapodistrian University of Athens, and University Mental Health, Neurosciences, and Precision Medicine Research Institute "Costas Stefanis," Athens, Greece (Kyrousi);Department of Psychiatry, Department of Genetics and Genomic Sciences, Seaver Autism Center for Research and Treatment, and Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York (Breen);School of Life Sciences Weihenstephan and Department of Mathematics, Technical University of Munich, Munich (Theis);Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta (Binder)
| | - Darina Czamara
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Cruceanu, Dony, Krontira, Roeh, Kaspar, Arloth, Czamara, Gerstner, Martinelli, Wehner, Koedel, Sauer, Sportelli, Rex-Haffner, Binder);International Max Planck Research School for Translational Psychiatry, Max Planck Institute of Psychiatry, Munich (Dony, Krontira, Kaspar, Gerstner);Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany (Dony, Fischer, Arloth, Theis);TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany (Fischer);Max Planck Institute of Psychiatry, Munich (Di Giaimo, Kyrousi, Cappello);Department of Biology, University of Naples Federico II, Naples, Italy (Di Giaimo);First Department of Psychiatry, Medical School, National and Kapodistrian University of Athens, and University Mental Health, Neurosciences, and Precision Medicine Research Institute "Costas Stefanis," Athens, Greece (Kyrousi);Department of Psychiatry, Department of Genetics and Genomic Sciences, Seaver Autism Center for Research and Treatment, and Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York (Breen);School of Life Sciences Weihenstephan and Department of Mathematics, Technical University of Munich, Munich (Theis);Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta (Binder)
| | - Nathalie Gerstner
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Cruceanu, Dony, Krontira, Roeh, Kaspar, Arloth, Czamara, Gerstner, Martinelli, Wehner, Koedel, Sauer, Sportelli, Rex-Haffner, Binder);International Max Planck Research School for Translational Psychiatry, Max Planck Institute of Psychiatry, Munich (Dony, Krontira, Kaspar, Gerstner);Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany (Dony, Fischer, Arloth, Theis);TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany (Fischer);Max Planck Institute of Psychiatry, Munich (Di Giaimo, Kyrousi, Cappello);Department of Biology, University of Naples Federico II, Naples, Italy (Di Giaimo);First Department of Psychiatry, Medical School, National and Kapodistrian University of Athens, and University Mental Health, Neurosciences, and Precision Medicine Research Institute "Costas Stefanis," Athens, Greece (Kyrousi);Department of Psychiatry, Department of Genetics and Genomic Sciences, Seaver Autism Center for Research and Treatment, and Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York (Breen);School of Life Sciences Weihenstephan and Department of Mathematics, Technical University of Munich, Munich (Theis);Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta (Binder)
| | - Silvia Martinelli
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Cruceanu, Dony, Krontira, Roeh, Kaspar, Arloth, Czamara, Gerstner, Martinelli, Wehner, Koedel, Sauer, Sportelli, Rex-Haffner, Binder);International Max Planck Research School for Translational Psychiatry, Max Planck Institute of Psychiatry, Munich (Dony, Krontira, Kaspar, Gerstner);Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany (Dony, Fischer, Arloth, Theis);TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany (Fischer);Max Planck Institute of Psychiatry, Munich (Di Giaimo, Kyrousi, Cappello);Department of Biology, University of Naples Federico II, Naples, Italy (Di Giaimo);First Department of Psychiatry, Medical School, National and Kapodistrian University of Athens, and University Mental Health, Neurosciences, and Precision Medicine Research Institute "Costas Stefanis," Athens, Greece (Kyrousi);Department of Psychiatry, Department of Genetics and Genomic Sciences, Seaver Autism Center for Research and Treatment, and Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York (Breen);School of Life Sciences Weihenstephan and Department of Mathematics, Technical University of Munich, Munich (Theis);Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta (Binder)
| | - Stefanie Wehner
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Cruceanu, Dony, Krontira, Roeh, Kaspar, Arloth, Czamara, Gerstner, Martinelli, Wehner, Koedel, Sauer, Sportelli, Rex-Haffner, Binder);International Max Planck Research School for Translational Psychiatry, Max Planck Institute of Psychiatry, Munich (Dony, Krontira, Kaspar, Gerstner);Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany (Dony, Fischer, Arloth, Theis);TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany (Fischer);Max Planck Institute of Psychiatry, Munich (Di Giaimo, Kyrousi, Cappello);Department of Biology, University of Naples Federico II, Naples, Italy (Di Giaimo);First Department of Psychiatry, Medical School, National and Kapodistrian University of Athens, and University Mental Health, Neurosciences, and Precision Medicine Research Institute "Costas Stefanis," Athens, Greece (Kyrousi);Department of Psychiatry, Department of Genetics and Genomic Sciences, Seaver Autism Center for Research and Treatment, and Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York (Breen);School of Life Sciences Weihenstephan and Department of Mathematics, Technical University of Munich, Munich (Theis);Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta (Binder)
| | - Michael S Breen
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Cruceanu, Dony, Krontira, Roeh, Kaspar, Arloth, Czamara, Gerstner, Martinelli, Wehner, Koedel, Sauer, Sportelli, Rex-Haffner, Binder);International Max Planck Research School for Translational Psychiatry, Max Planck Institute of Psychiatry, Munich (Dony, Krontira, Kaspar, Gerstner);Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany (Dony, Fischer, Arloth, Theis);TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany (Fischer);Max Planck Institute of Psychiatry, Munich (Di Giaimo, Kyrousi, Cappello);Department of Biology, University of Naples Federico II, Naples, Italy (Di Giaimo);First Department of Psychiatry, Medical School, National and Kapodistrian University of Athens, and University Mental Health, Neurosciences, and Precision Medicine Research Institute "Costas Stefanis," Athens, Greece (Kyrousi);Department of Psychiatry, Department of Genetics and Genomic Sciences, Seaver Autism Center for Research and Treatment, and Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York (Breen);School of Life Sciences Weihenstephan and Department of Mathematics, Technical University of Munich, Munich (Theis);Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta (Binder)
| | - Maik Koedel
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Cruceanu, Dony, Krontira, Roeh, Kaspar, Arloth, Czamara, Gerstner, Martinelli, Wehner, Koedel, Sauer, Sportelli, Rex-Haffner, Binder);International Max Planck Research School for Translational Psychiatry, Max Planck Institute of Psychiatry, Munich (Dony, Krontira, Kaspar, Gerstner);Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany (Dony, Fischer, Arloth, Theis);TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany (Fischer);Max Planck Institute of Psychiatry, Munich (Di Giaimo, Kyrousi, Cappello);Department of Biology, University of Naples Federico II, Naples, Italy (Di Giaimo);First Department of Psychiatry, Medical School, National and Kapodistrian University of Athens, and University Mental Health, Neurosciences, and Precision Medicine Research Institute "Costas Stefanis," Athens, Greece (Kyrousi);Department of Psychiatry, Department of Genetics and Genomic Sciences, Seaver Autism Center for Research and Treatment, and Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York (Breen);School of Life Sciences Weihenstephan and Department of Mathematics, Technical University of Munich, Munich (Theis);Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta (Binder)
| | - Susann Sauer
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Cruceanu, Dony, Krontira, Roeh, Kaspar, Arloth, Czamara, Gerstner, Martinelli, Wehner, Koedel, Sauer, Sportelli, Rex-Haffner, Binder);International Max Planck Research School for Translational Psychiatry, Max Planck Institute of Psychiatry, Munich (Dony, Krontira, Kaspar, Gerstner);Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany (Dony, Fischer, Arloth, Theis);TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany (Fischer);Max Planck Institute of Psychiatry, Munich (Di Giaimo, Kyrousi, Cappello);Department of Biology, University of Naples Federico II, Naples, Italy (Di Giaimo);First Department of Psychiatry, Medical School, National and Kapodistrian University of Athens, and University Mental Health, Neurosciences, and Precision Medicine Research Institute "Costas Stefanis," Athens, Greece (Kyrousi);Department of Psychiatry, Department of Genetics and Genomic Sciences, Seaver Autism Center for Research and Treatment, and Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York (Breen);School of Life Sciences Weihenstephan and Department of Mathematics, Technical University of Munich, Munich (Theis);Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta (Binder)
| | - Vincenza Sportelli
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Cruceanu, Dony, Krontira, Roeh, Kaspar, Arloth, Czamara, Gerstner, Martinelli, Wehner, Koedel, Sauer, Sportelli, Rex-Haffner, Binder);International Max Planck Research School for Translational Psychiatry, Max Planck Institute of Psychiatry, Munich (Dony, Krontira, Kaspar, Gerstner);Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany (Dony, Fischer, Arloth, Theis);TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany (Fischer);Max Planck Institute of Psychiatry, Munich (Di Giaimo, Kyrousi, Cappello);Department of Biology, University of Naples Federico II, Naples, Italy (Di Giaimo);First Department of Psychiatry, Medical School, National and Kapodistrian University of Athens, and University Mental Health, Neurosciences, and Precision Medicine Research Institute "Costas Stefanis," Athens, Greece (Kyrousi);Department of Psychiatry, Department of Genetics and Genomic Sciences, Seaver Autism Center for Research and Treatment, and Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York (Breen);School of Life Sciences Weihenstephan and Department of Mathematics, Technical University of Munich, Munich (Theis);Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta (Binder)
| | - Monika Rex-Haffner
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Cruceanu, Dony, Krontira, Roeh, Kaspar, Arloth, Czamara, Gerstner, Martinelli, Wehner, Koedel, Sauer, Sportelli, Rex-Haffner, Binder);International Max Planck Research School for Translational Psychiatry, Max Planck Institute of Psychiatry, Munich (Dony, Krontira, Kaspar, Gerstner);Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany (Dony, Fischer, Arloth, Theis);TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany (Fischer);Max Planck Institute of Psychiatry, Munich (Di Giaimo, Kyrousi, Cappello);Department of Biology, University of Naples Federico II, Naples, Italy (Di Giaimo);First Department of Psychiatry, Medical School, National and Kapodistrian University of Athens, and University Mental Health, Neurosciences, and Precision Medicine Research Institute "Costas Stefanis," Athens, Greece (Kyrousi);Department of Psychiatry, Department of Genetics and Genomic Sciences, Seaver Autism Center for Research and Treatment, and Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York (Breen);School of Life Sciences Weihenstephan and Department of Mathematics, Technical University of Munich, Munich (Theis);Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta (Binder)
| | - Silvia Cappello
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Cruceanu, Dony, Krontira, Roeh, Kaspar, Arloth, Czamara, Gerstner, Martinelli, Wehner, Koedel, Sauer, Sportelli, Rex-Haffner, Binder);International Max Planck Research School for Translational Psychiatry, Max Planck Institute of Psychiatry, Munich (Dony, Krontira, Kaspar, Gerstner);Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany (Dony, Fischer, Arloth, Theis);TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany (Fischer);Max Planck Institute of Psychiatry, Munich (Di Giaimo, Kyrousi, Cappello);Department of Biology, University of Naples Federico II, Naples, Italy (Di Giaimo);First Department of Psychiatry, Medical School, National and Kapodistrian University of Athens, and University Mental Health, Neurosciences, and Precision Medicine Research Institute "Costas Stefanis," Athens, Greece (Kyrousi);Department of Psychiatry, Department of Genetics and Genomic Sciences, Seaver Autism Center for Research and Treatment, and Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York (Breen);School of Life Sciences Weihenstephan and Department of Mathematics, Technical University of Munich, Munich (Theis);Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta (Binder)
| | - Fabian J Theis
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Cruceanu, Dony, Krontira, Roeh, Kaspar, Arloth, Czamara, Gerstner, Martinelli, Wehner, Koedel, Sauer, Sportelli, Rex-Haffner, Binder);International Max Planck Research School for Translational Psychiatry, Max Planck Institute of Psychiatry, Munich (Dony, Krontira, Kaspar, Gerstner);Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany (Dony, Fischer, Arloth, Theis);TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany (Fischer);Max Planck Institute of Psychiatry, Munich (Di Giaimo, Kyrousi, Cappello);Department of Biology, University of Naples Federico II, Naples, Italy (Di Giaimo);First Department of Psychiatry, Medical School, National and Kapodistrian University of Athens, and University Mental Health, Neurosciences, and Precision Medicine Research Institute "Costas Stefanis," Athens, Greece (Kyrousi);Department of Psychiatry, Department of Genetics and Genomic Sciences, Seaver Autism Center for Research and Treatment, and Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York (Breen);School of Life Sciences Weihenstephan and Department of Mathematics, Technical University of Munich, Munich (Theis);Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta (Binder)
| | - Elisabeth B Binder
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Cruceanu, Dony, Krontira, Roeh, Kaspar, Arloth, Czamara, Gerstner, Martinelli, Wehner, Koedel, Sauer, Sportelli, Rex-Haffner, Binder);International Max Planck Research School for Translational Psychiatry, Max Planck Institute of Psychiatry, Munich (Dony, Krontira, Kaspar, Gerstner);Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany (Dony, Fischer, Arloth, Theis);TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany (Fischer);Max Planck Institute of Psychiatry, Munich (Di Giaimo, Kyrousi, Cappello);Department of Biology, University of Naples Federico II, Naples, Italy (Di Giaimo);First Department of Psychiatry, Medical School, National and Kapodistrian University of Athens, and University Mental Health, Neurosciences, and Precision Medicine Research Institute "Costas Stefanis," Athens, Greece (Kyrousi);Department of Psychiatry, Department of Genetics and Genomic Sciences, Seaver Autism Center for Research and Treatment, and Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York (Breen);School of Life Sciences Weihenstephan and Department of Mathematics, Technical University of Munich, Munich (Theis);Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta (Binder)
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