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van der Pluijm M, Wengler K, Reijers PN, Cassidy CM, Tjong Tjin Joe K, de Peuter OR, Horga G, Booij J, de Haan L, van de Giessen E. Neuromelanin-Sensitive MRI as Candidate Marker for Treatment Resistance in First-Episode Schizophrenia. Am J Psychiatry 2024:appiajp20220780. [PMID: 38476044 DOI: 10.1176/appi.ajp.20220780] [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] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/14/2024]
Abstract
OBJECTIVE Markers for treatment resistance in schizophrenia are needed to reduce delays in effective treatment. Nigrostriatal hyperdopaminergic function plays a critical role in the pathology of schizophrenia, yet antipsychotic nonresponders do not show increased dopamine function. Neuromelanin-sensitive MRI (NM-MRI), which indirectly measures dopamine function in the substantia nigra, has potential as a noninvasive marker for nonresponders. Increased NM-MRI signal has been shown in psychosis, but has not yet been assessed in nonresponders. In this study, the authors investigated whether nonresponders show lower NM-MRI signal than responders. METHODS NM-MRI scans were acquired in 79 patients with first-episode psychosis and 20 matched healthy control subjects. Treatment response was assessed at a 6-month follow-up. An a priori voxel-wise analysis within the substantia nigra tested the relation between NM-MRI signal and treatment response in patients. RESULTS Fifteen patients were classified as nonresponders and 47 patients as responders. Seventeen patients were excluded, primarily because of medication nonadherence or change in diagnosis. Voxel-wise analysis revealed 297 significant voxels in the ventral tier of the substantia nigra that were negatively associated with treatment response. Nonresponders and healthy control subjects had significantly lower NM-MRI signal than responders. Receiver operating characteristic curve analysis showed that NM-MRI signal separated nonresponders with areas under the curve between 0.62 and 0.85. In addition, NM-MRI signal in patients did not change over 6 months. CONCLUSIONS These findings provide further evidence for dopaminergic differences between medication responders and nonresponders and support the potential of NM-MRI as a clinically applicable marker for treatment resistance in schizophrenia.
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Affiliation(s)
- Marieke van der Pluijm
- Department of Radiology and Nuclear Medicine (van der Pluijm, Reijers, Tjong Tjin Joe, Booij, van de Giessen) and Department of Psychiatry (van der Pluijm, de Haan), Amsterdam UMC, University of Amsterdam, Amsterdam; Department of Psychiatry, New York State Psychiatric Institute, Columbia University Medical Center, New York (Wengler, Horga); Royal's Institute of Mental Health Research, University of Ottawa, Ottawa (Cassidy); Arkin Mental Health Care, Amsterdam (de Peuter)
| | - Kenneth Wengler
- Department of Radiology and Nuclear Medicine (van der Pluijm, Reijers, Tjong Tjin Joe, Booij, van de Giessen) and Department of Psychiatry (van der Pluijm, de Haan), Amsterdam UMC, University of Amsterdam, Amsterdam; Department of Psychiatry, New York State Psychiatric Institute, Columbia University Medical Center, New York (Wengler, Horga); Royal's Institute of Mental Health Research, University of Ottawa, Ottawa (Cassidy); Arkin Mental Health Care, Amsterdam (de Peuter)
| | - Pascalle N Reijers
- Department of Radiology and Nuclear Medicine (van der Pluijm, Reijers, Tjong Tjin Joe, Booij, van de Giessen) and Department of Psychiatry (van der Pluijm, de Haan), Amsterdam UMC, University of Amsterdam, Amsterdam; Department of Psychiatry, New York State Psychiatric Institute, Columbia University Medical Center, New York (Wengler, Horga); Royal's Institute of Mental Health Research, University of Ottawa, Ottawa (Cassidy); Arkin Mental Health Care, Amsterdam (de Peuter)
| | - Clifford M Cassidy
- Department of Radiology and Nuclear Medicine (van der Pluijm, Reijers, Tjong Tjin Joe, Booij, van de Giessen) and Department of Psychiatry (van der Pluijm, de Haan), Amsterdam UMC, University of Amsterdam, Amsterdam; Department of Psychiatry, New York State Psychiatric Institute, Columbia University Medical Center, New York (Wengler, Horga); Royal's Institute of Mental Health Research, University of Ottawa, Ottawa (Cassidy); Arkin Mental Health Care, Amsterdam (de Peuter)
| | - Kaithlyn Tjong Tjin Joe
- Department of Radiology and Nuclear Medicine (van der Pluijm, Reijers, Tjong Tjin Joe, Booij, van de Giessen) and Department of Psychiatry (van der Pluijm, de Haan), Amsterdam UMC, University of Amsterdam, Amsterdam; Department of Psychiatry, New York State Psychiatric Institute, Columbia University Medical Center, New York (Wengler, Horga); Royal's Institute of Mental Health Research, University of Ottawa, Ottawa (Cassidy); Arkin Mental Health Care, Amsterdam (de Peuter)
| | - Olav R de Peuter
- Department of Radiology and Nuclear Medicine (van der Pluijm, Reijers, Tjong Tjin Joe, Booij, van de Giessen) and Department of Psychiatry (van der Pluijm, de Haan), Amsterdam UMC, University of Amsterdam, Amsterdam; Department of Psychiatry, New York State Psychiatric Institute, Columbia University Medical Center, New York (Wengler, Horga); Royal's Institute of Mental Health Research, University of Ottawa, Ottawa (Cassidy); Arkin Mental Health Care, Amsterdam (de Peuter)
| | - Guillermo Horga
- Department of Radiology and Nuclear Medicine (van der Pluijm, Reijers, Tjong Tjin Joe, Booij, van de Giessen) and Department of Psychiatry (van der Pluijm, de Haan), Amsterdam UMC, University of Amsterdam, Amsterdam; Department of Psychiatry, New York State Psychiatric Institute, Columbia University Medical Center, New York (Wengler, Horga); Royal's Institute of Mental Health Research, University of Ottawa, Ottawa (Cassidy); Arkin Mental Health Care, Amsterdam (de Peuter)
| | - Jan Booij
- Department of Radiology and Nuclear Medicine (van der Pluijm, Reijers, Tjong Tjin Joe, Booij, van de Giessen) and Department of Psychiatry (van der Pluijm, de Haan), Amsterdam UMC, University of Amsterdam, Amsterdam; Department of Psychiatry, New York State Psychiatric Institute, Columbia University Medical Center, New York (Wengler, Horga); Royal's Institute of Mental Health Research, University of Ottawa, Ottawa (Cassidy); Arkin Mental Health Care, Amsterdam (de Peuter)
| | - Lieuwe de Haan
- Department of Radiology and Nuclear Medicine (van der Pluijm, Reijers, Tjong Tjin Joe, Booij, van de Giessen) and Department of Psychiatry (van der Pluijm, de Haan), Amsterdam UMC, University of Amsterdam, Amsterdam; Department of Psychiatry, New York State Psychiatric Institute, Columbia University Medical Center, New York (Wengler, Horga); Royal's Institute of Mental Health Research, University of Ottawa, Ottawa (Cassidy); Arkin Mental Health Care, Amsterdam (de Peuter)
| | - Elsmarieke van de Giessen
- Department of Radiology and Nuclear Medicine (van der Pluijm, Reijers, Tjong Tjin Joe, Booij, van de Giessen) and Department of Psychiatry (van der Pluijm, de Haan), Amsterdam UMC, University of Amsterdam, Amsterdam; Department of Psychiatry, New York State Psychiatric Institute, Columbia University Medical Center, New York (Wengler, Horga); Royal's Institute of Mental Health Research, University of Ottawa, Ottawa (Cassidy); Arkin Mental Health Care, Amsterdam (de Peuter)
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Pardiñas AF, Nalmpanti M, Pocklington AJ, Legge SE, Medway C, King A, Jansen J, Helthuis M, Zammit S, MacCabe J, Owen MJ, O'Donovan MC, Walters JTR. Pharmacogenomic Variants and Drug Interactions Identified Through the Genetic Analysis of Clozapine Metabolism. Am J Psychiatry 2019; 176:477-486. [PMID: 30922102 DOI: 10.1176/appi.ajp.2019.18050589] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
OBJECTIVE Clozapine is the only effective medication for treatment-resistant schizophrenia, but its worldwide use is still limited because of its complex titration protocols. While the discovery of pharmacogenomic variants of clozapine metabolism may improve clinical management, no robust findings have yet been reported. This study is the first to adopt the framework of genome-wide association studies (GWASs) to discover genetic markers of clozapine plasma concentrations in a large sample of patients with treatment-resistant schizophrenia. METHODS The authors used mixed-model regression to combine data from multiple assays of clozapine metabolite plasma concentrations from a clozapine monitoring service and carried out a genome-wide analysis of clozapine, norclozapine, and their ratio on 10,353 assays from 2,989 individuals. These analyses were adjusted for demographic factors known to influence clozapine metabolism, although it was not possible to adjust for all potential mediators given the available data. GWAS results were used to pinpoint specific enzymes and metabolic pathways and compounds that might interact with clozapine pharmacokinetics. RESULTS The authors identified four distinct genome-wide significant loci that harbor common variants affecting the metabolism of clozapine or its metabolites. Detailed examination pointed to coding and regulatory variants at several CYP* and UGT* genes as well as corroborative evidence for interactions between the metabolism of clozapine, coffee, and tobacco. Individual effects of single single-nucleotide polymorphisms (SNPs) fine-mapped from these loci were large, such as the minor allele of rs2472297, which was associated with a reduction in clozapine concentrations roughly equivalent to a decrease of 50 mg/day in clozapine dosage. On their own, these single SNPs explained from 1.15% to 9.48% of the variance in the plasma concentration data. CONCLUSIONS Common genetic variants with large effects on clozapine metabolism exist and can be found via genome-wide approaches. Their identification opens the way for clinical studies assessing the use of pharmacogenomics in the clinical management of patients with treatment-resistant schizophrenia.
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Affiliation(s)
- Antonio F Pardiñas
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, Wales (Pardiñas, Nalmpanti, Pocklington, Legge, Medway, Zammit, Owen, O'Donovan, Walters); Magna Laboratories, Ross-on-Wye, U.K. (King); Leyden Delta, Nijmegen, the Netherlands (Jansen, Helthuis); the Centre for Academic Mental Health, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, U.K. (Zammit); the National Institute for Health Research, Biomedical Research Centre, University of Bristol, Bristol, U.K. (Zammit); and the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (MacCabe)
| | - Mariana Nalmpanti
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, Wales (Pardiñas, Nalmpanti, Pocklington, Legge, Medway, Zammit, Owen, O'Donovan, Walters); Magna Laboratories, Ross-on-Wye, U.K. (King); Leyden Delta, Nijmegen, the Netherlands (Jansen, Helthuis); the Centre for Academic Mental Health, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, U.K. (Zammit); the National Institute for Health Research, Biomedical Research Centre, University of Bristol, Bristol, U.K. (Zammit); and the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (MacCabe)
| | - Andrew J Pocklington
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, Wales (Pardiñas, Nalmpanti, Pocklington, Legge, Medway, Zammit, Owen, O'Donovan, Walters); Magna Laboratories, Ross-on-Wye, U.K. (King); Leyden Delta, Nijmegen, the Netherlands (Jansen, Helthuis); the Centre for Academic Mental Health, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, U.K. (Zammit); the National Institute for Health Research, Biomedical Research Centre, University of Bristol, Bristol, U.K. (Zammit); and the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (MacCabe)
| | - Sophie E Legge
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, Wales (Pardiñas, Nalmpanti, Pocklington, Legge, Medway, Zammit, Owen, O'Donovan, Walters); Magna Laboratories, Ross-on-Wye, U.K. (King); Leyden Delta, Nijmegen, the Netherlands (Jansen, Helthuis); the Centre for Academic Mental Health, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, U.K. (Zammit); the National Institute for Health Research, Biomedical Research Centre, University of Bristol, Bristol, U.K. (Zammit); and the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (MacCabe)
| | - Christopher Medway
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, Wales (Pardiñas, Nalmpanti, Pocklington, Legge, Medway, Zammit, Owen, O'Donovan, Walters); Magna Laboratories, Ross-on-Wye, U.K. (King); Leyden Delta, Nijmegen, the Netherlands (Jansen, Helthuis); the Centre for Academic Mental Health, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, U.K. (Zammit); the National Institute for Health Research, Biomedical Research Centre, University of Bristol, Bristol, U.K. (Zammit); and the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (MacCabe)
| | - Adrian King
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, Wales (Pardiñas, Nalmpanti, Pocklington, Legge, Medway, Zammit, Owen, O'Donovan, Walters); Magna Laboratories, Ross-on-Wye, U.K. (King); Leyden Delta, Nijmegen, the Netherlands (Jansen, Helthuis); the Centre for Academic Mental Health, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, U.K. (Zammit); the National Institute for Health Research, Biomedical Research Centre, University of Bristol, Bristol, U.K. (Zammit); and the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (MacCabe)
| | - John Jansen
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, Wales (Pardiñas, Nalmpanti, Pocklington, Legge, Medway, Zammit, Owen, O'Donovan, Walters); Magna Laboratories, Ross-on-Wye, U.K. (King); Leyden Delta, Nijmegen, the Netherlands (Jansen, Helthuis); the Centre for Academic Mental Health, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, U.K. (Zammit); the National Institute for Health Research, Biomedical Research Centre, University of Bristol, Bristol, U.K. (Zammit); and the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (MacCabe)
| | - Marinka Helthuis
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, Wales (Pardiñas, Nalmpanti, Pocklington, Legge, Medway, Zammit, Owen, O'Donovan, Walters); Magna Laboratories, Ross-on-Wye, U.K. (King); Leyden Delta, Nijmegen, the Netherlands (Jansen, Helthuis); the Centre for Academic Mental Health, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, U.K. (Zammit); the National Institute for Health Research, Biomedical Research Centre, University of Bristol, Bristol, U.K. (Zammit); and the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (MacCabe)
| | - Stanley Zammit
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, Wales (Pardiñas, Nalmpanti, Pocklington, Legge, Medway, Zammit, Owen, O'Donovan, Walters); Magna Laboratories, Ross-on-Wye, U.K. (King); Leyden Delta, Nijmegen, the Netherlands (Jansen, Helthuis); the Centre for Academic Mental Health, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, U.K. (Zammit); the National Institute for Health Research, Biomedical Research Centre, University of Bristol, Bristol, U.K. (Zammit); and the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (MacCabe)
| | - James MacCabe
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, Wales (Pardiñas, Nalmpanti, Pocklington, Legge, Medway, Zammit, Owen, O'Donovan, Walters); Magna Laboratories, Ross-on-Wye, U.K. (King); Leyden Delta, Nijmegen, the Netherlands (Jansen, Helthuis); the Centre for Academic Mental Health, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, U.K. (Zammit); the National Institute for Health Research, Biomedical Research Centre, University of Bristol, Bristol, U.K. (Zammit); and the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (MacCabe)
| | - Michael J Owen
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, Wales (Pardiñas, Nalmpanti, Pocklington, Legge, Medway, Zammit, Owen, O'Donovan, Walters); Magna Laboratories, Ross-on-Wye, U.K. (King); Leyden Delta, Nijmegen, the Netherlands (Jansen, Helthuis); the Centre for Academic Mental Health, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, U.K. (Zammit); the National Institute for Health Research, Biomedical Research Centre, University of Bristol, Bristol, U.K. (Zammit); and the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (MacCabe)
| | - Michael C O'Donovan
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, Wales (Pardiñas, Nalmpanti, Pocklington, Legge, Medway, Zammit, Owen, O'Donovan, Walters); Magna Laboratories, Ross-on-Wye, U.K. (King); Leyden Delta, Nijmegen, the Netherlands (Jansen, Helthuis); the Centre for Academic Mental Health, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, U.K. (Zammit); the National Institute for Health Research, Biomedical Research Centre, University of Bristol, Bristol, U.K. (Zammit); and the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (MacCabe)
| | - James T R Walters
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, Wales (Pardiñas, Nalmpanti, Pocklington, Legge, Medway, Zammit, Owen, O'Donovan, Walters); Magna Laboratories, Ross-on-Wye, U.K. (King); Leyden Delta, Nijmegen, the Netherlands (Jansen, Helthuis); the Centre for Academic Mental Health, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, U.K. (Zammit); the National Institute for Health Research, Biomedical Research Centre, University of Bristol, Bristol, U.K. (Zammit); and the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (MacCabe)
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