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Raabe FJ, Hausruckinger A, Gagliardi M, Ahmad R, Almeida V, Galinski S, Hoffmann A, Weigert L, Rummel CK, Murek V, Trastulla L, Jimenez-Barron L, Atella A, Maidl S, Menegaz D, Hauger B, Wagner EM, Gabellini N, Kauschat B, Riccardo S, Cesana M, Papiol S, Sportelli V, Rex-Haffner M, Stolte SJ, Wehr MC, Salcedo TO, Papazova I, Detera-Wadleigh S, McMahon FJ, Schmitt A, Falkai P, Hasan A, Cacchiarelli D, Dannlowski U, Nenadić I, Kircher T, Scheuss V, Eder M, Binder EB, Spengler D, Rossner MJ, Ziller MJ. Polygenic risk for schizophrenia converges on alternative polyadenylation as molecular mechanism underlying synaptic impairment. bioRxiv 2024:2024.01.09.574815. [PMID: 38260577 PMCID: PMC10802452 DOI: 10.1101/2024.01.09.574815] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
Schizophrenia (SCZ) is a genetically heterogenous psychiatric disorder of highly polygenic nature. Correlative evidence from genetic studies indicate that the aggregated effects of distinct genetic risk factor combinations found in each patient converge onto common molecular mechanisms. To prove this on a functional level, we employed a reductionistic cellular model system for polygenic risk by differentiating induced pluripotent stem cells (iPSCs) from 104 individuals with high polygenic risk load and controls into cortical glutamatergic neurons (iNs). Multi-omics profiling identified widespread differences in alternative polyadenylation (APA) in the 3' untranslated region of many synaptic transcripts between iNs from SCZ patients and healthy donors. On the cellular level, 3'APA was associated with a reduction in synaptic density of iNs. Importantly, differential APA was largely conserved between postmortem human prefrontal cortex from SCZ patients and healthy donors, and strongly enriched for transcripts related to synapse biology. 3'APA was highly correlated with SCZ polygenic risk and affected genes were significantly enriched for SCZ associated common genetic variation. Integrative functional genomic analysis identified the RNA binding protein and SCZ GWAS risk gene PTBP2 as a critical trans-acting factor mediating 3'APA of synaptic genes in SCZ subjects. Functional characterization of PTBP2 in iNs confirmed its key role in 3'APA of synaptic transcripts and regulation of synapse density. Jointly, our findings show that the aggregated effects of polygenic risk converge on 3'APA as one common molecular mechanism that underlies synaptic impairments in SCZ.
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Affiliation(s)
- Florian J. Raabe
- Lab for Genomics of Complex Diseases, Max Planck Institute of Psychiatry, 80804 Munich, Germany
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
- International Max Planck Research School for Translational Psychiatry (IMPRS-TP), 80804 Munich, Germany
| | - Anna Hausruckinger
- Lab for Genomics of Complex Diseases, Max Planck Institute of Psychiatry, 80804 Munich, Germany
- Department of Psychiatry, University of Münster, 48149 Münster, Germany
| | - Miriam Gagliardi
- Department of Psychiatry, University of Münster, 48149 Münster, Germany
- Center for Soft Nanoscience, University of Münster, 48149 Münster, Germany
| | - Ruhel Ahmad
- Lab for Genomics of Complex Diseases, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Valeria Almeida
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
- Institute of Biology, University of Campinas (UNICAMP), Campinas, São Paulo, Brazil
| | - Sabrina Galinski
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
- Systasy Bioscience GmbH, 81669 Munich, Germany
| | - Anke Hoffmann
- Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Liesa Weigert
- Lab for Genomics of Complex Diseases, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Christine K. Rummel
- Lab for Genomics of Complex Diseases, Max Planck Institute of Psychiatry, 80804 Munich, Germany
- International Max Planck Research School for Translational Psychiatry (IMPRS-TP), 80804 Munich, Germany
| | - Vanessa Murek
- Lab for Genomics of Complex Diseases, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Lucia Trastulla
- Lab for Genomics of Complex Diseases, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Laura Jimenez-Barron
- Lab for Genomics of Complex Diseases, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Alessia Atella
- Department of Psychiatry, University of Münster, 48149 Münster, Germany
- Center for Soft Nanoscience, University of Münster, 48149 Münster, Germany
| | - Susanne Maidl
- Lab for Genomics of Complex Diseases, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Danusa Menegaz
- Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Barbara Hauger
- Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | | | - Nadia Gabellini
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
| | - Beate Kauschat
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
| | - Sara Riccardo
- Telethon Institute of Genetics and Medicine (TIGEM), Armenise/Harvard Laboratory of Integrative Genomics, Pozzuoli, Italy
- NEGEDIA (Next Generation Diagnostic), Pozzuoli, Italy
| | - Marcella Cesana
- Telethon Institute of Genetics and Medicine (TIGEM), Armenise/Harvard Laboratory of Integrative Genomics, Pozzuoli, Italy
- Department of Advanced Biomedical Sciences, University of Naples “Federico II”, Naples, Italy
| | - Sergi Papiol
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
- Max Planck Institute of Psychiatry, 80804 Munich, Germany
- Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, 80336 Munich, Germany
| | - Vincenza Sportelli
- Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Monika Rex-Haffner
- Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Sebastian J. Stolte
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
| | - Michael C. Wehr
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
- Systasy Bioscience GmbH, 81669 Munich, Germany
| | - Tatiana Oviedo Salcedo
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
| | - Irina Papazova
- Department of Psychiatry, Psychotherapy, and Psychosomatics, Medical Faculty, University of Augsburg, 86156 Augsburg, Germany
| | - Sevilla Detera-Wadleigh
- Human Genetics Branch, National Institute of Mental Health Intramural Research Program (NIMH-IRP), Bethesda, MD, 20892, USA
| | - Francis J McMahon
- Human Genetics Branch, National Institute of Mental Health Intramural Research Program (NIMH-IRP), Bethesda, MD, 20892, USA
| | - Andrea Schmitt
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
- Laboratory of Neuroscience (LIM27), Institute of Psychiatry, University of São Paulo, São Paulo-SP 05403-903, Brazil
| | - Peter Falkai
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
- Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Alkomiet Hasan
- Department of Psychiatry, Psychotherapy, and Psychosomatics, Medical Faculty, University of Augsburg, 86156 Augsburg, Germany
| | - Davide Cacchiarelli
- Telethon Institute of Genetics and Medicine (TIGEM), Armenise/Harvard Laboratory of Integrative Genomics, Pozzuoli, Italy
- School for Advanced Studies, Genomics and Experimental Medicine Program, University of Naples “Federico II”, Naples, Italy
- Department of Translational Medicine, University of Naples “Federico II”, Naples, Italy
| | - Udo Dannlowski
- Institute for Translational Psychiatry, University of Münster, 48149 Münster, Germany
| | - Igor Nenadić
- Department of Psychiatry and Psychotherapy, Philipps-University and University Hospital Marburg, UKGM, 35039 Marburg, Germany
| | - Tilo Kircher
- Department of Psychiatry and Psychotherapy, Philipps-University and University Hospital Marburg, UKGM, 35039 Marburg, Germany
| | - Volker Scheuss
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
- MSH Medical School Hamburg, Hamburg, Germany
| | - Matthias Eder
- Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Elisabeth B. Binder
- Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Dietmar Spengler
- Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Moritz J. Rossner
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
| | - Michael J. Ziller
- Lab for Genomics of Complex Diseases, Max Planck Institute of Psychiatry, 80804 Munich, Germany
- Department of Psychiatry, University of Münster, 48149 Münster, Germany
- Center for Soft Nanoscience, University of Münster, 48149 Münster, Germany
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Rummel CK, Gagliardi M, Ahmad R, Herholt A, Jimenez-Barron L, Murek V, Weigert L, Hausruckinger A, Maidl S, Hauger B, Raabe FJ, Fürle C, Trastulla L, Turecki G, Eder M, Rossner MJ, Ziller MJ. Massively parallel functional dissection of schizophrenia-associated noncoding genetic variants. Cell 2023; 186:5165-5182.e33. [PMID: 37852259 DOI: 10.1016/j.cell.2023.09.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2021] [Revised: 06/12/2023] [Accepted: 09/14/2023] [Indexed: 10/20/2023]
Abstract
Schizophrenia (SCZ) is a highly heritable mental disorder with thousands of associated genetic variants located mostly in the noncoding space of the genome. Translating these associations into insights regarding the underlying pathomechanisms has been challenging because the causal variants, their mechanisms of action, and their target genes remain largely unknown. We implemented a massively parallel variant annotation pipeline (MVAP) to perform SCZ variant-to-function mapping at scale in disease-relevant neural cell types. This approach identified 620 functional variants (1.7%) that operate in a highly developmental context and neuronal-activity-dependent manner. Multimodal integration of epigenomic and CRISPRi screening data enabled us to link these functional variants to target genes, biological processes, and ultimately alterations of neuronal physiology. These results provide a multistage prioritization strategy to map functional single-nucleotide polymorphism (SNP)-to-gene-to-endophenotype relations and offer biological insights into the context-dependent molecular processes modulated by SCZ-associated genetic variation.
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Affiliation(s)
- Christine K Rummel
- Max Planck Institute of Psychiatry, Munich 80804, Germany; International Max Planck Research School for Translational Psychiatry (IMPRS-TP), Munich 80804, Germany
| | - Miriam Gagliardi
- Department of Psychiatry, University of Münster, Münster 48149, Germany
| | - Ruhel Ahmad
- Max Planck Institute of Psychiatry, Munich 80804, Germany
| | - Alexander Herholt
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU, Munich 80336, Germany; Systasy Bioscience GmbH, Munich 81669, Germany
| | - Laura Jimenez-Barron
- Max Planck Institute of Psychiatry, Munich 80804, Germany; International Max Planck Research School for Translational Psychiatry (IMPRS-TP), Munich 80804, Germany
| | - Vanessa Murek
- Max Planck Institute of Psychiatry, Munich 80804, Germany
| | - Liesa Weigert
- Max Planck Institute of Psychiatry, Munich 80804, Germany
| | | | - Susanne Maidl
- Max Planck Institute of Psychiatry, Munich 80804, Germany
| | - Barbara Hauger
- Max Planck Institute of Psychiatry, Munich 80804, Germany
| | - Florian J Raabe
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU, Munich 80336, Germany
| | | | - Lucia Trastulla
- International Max Planck Research School for Translational Psychiatry (IMPRS-TP), Munich 80804, Germany; Department of Psychiatry, University of Münster, Münster 48149, Germany; Technische Universität München Medical Graduate Center Experimental Medicine, Munich 80333, Germany
| | - Gustavo Turecki
- Douglas Mental Health University Institute, Department of Psychiatry, McGill University, Montreal, QC, Canada
| | - Matthias Eder
- Max Planck Institute of Psychiatry, Munich 80804, Germany
| | - Moritz J Rossner
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU, Munich 80336, Germany; Systasy Bioscience GmbH, Munich 81669, Germany
| | - Michael J Ziller
- Max Planck Institute of Psychiatry, Munich 80804, Germany; Department of Psychiatry, University of Münster, Münster 48149, Germany; Center for Soft Nanoscience, University of Münster, Münster 48149, Germany.
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Rummel CK, Gagliardi M, Herholt A, Ahmad R, Murek V, Weigert L, Hausruckinger A, Maidl S, Jimenez-Barron L, Trastulla L, Eder M, Rossner M, Ziller MJ. Cell type and condition specific functional annotation of schizophrenia associated non-coding genetic variants. bioRxiv 2023:2023.06.27.545266. [PMID: 37425902 PMCID: PMC10326990 DOI: 10.1101/2023.06.27.545266] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/11/2023]
Abstract
Schizophrenia (SCZ) is a highly polygenic disease and genome wide association studies have identified thousands of genetic variants that are statistically associated with this psychiatric disorder. However, our ability to translate these associations into insights on the disease mechanisms has been challenging since the causal genetic variants, their molecular function and their target genes remain largely unknown. In order to address these questions, we established a functional genomics pipeline in combination with induced pluripotent stem cell technology to functionally characterize ~35,000 non-coding genetic variants associated with schizophrenia along with their target genes. This analysis identified a set of 620 (1.7%) single nucleotide polymorphisms as functional on a molecular level in a highly cell type and condition specific fashion. These results provide a high-resolution map of functional variant-gene combinations and offer comprehensive biological insights into the developmental context and stimulation dependent molecular processes modulated by SCZ associated genetic variation.
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Affiliation(s)
- Christine K. Rummel
- Max Planck Institute of Psychiatry, Munich, Germany
- International Max Planck Research School for Translational Psychiatry (IMPRS-TP), Munich, Germany
| | - Miriam Gagliardi
- Department of Psychiatry, University of Münster, Münster, Germany
| | - Alexander Herholt
- Department of Psychiatry and Psychotherapy, University Hospital, LMU Munich, Munich, Germany
| | - Ruhel Ahmad
- Max Planck Institute of Psychiatry, Munich, Germany
| | | | | | | | | | - Laura Jimenez-Barron
- Max Planck Institute of Psychiatry, Munich, Germany
- International Max Planck Research School for Translational Psychiatry (IMPRS-TP), Munich, Germany
| | - Lucia Trastulla
- Department of Psychiatry, University of Münster, Münster, Germany
| | - Mathias Eder
- Max Planck Institute of Psychiatry, Munich, Germany
| | - Moritz Rossner
- Department of Psychiatry and Psychotherapy, University Hospital, LMU Munich, Munich, Germany
| | - Michael J. Ziller
- Max Planck Institute of Psychiatry, Munich, Germany
- Department of Psychiatry, University of Münster, Münster, Germany
- Center for Soft Nanoscience, University of Münster, Münster, Germany
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