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Combining schizophrenia and depression polygenic risk scores improves the genetic prediction of lithium response in bipolar disorder patients
Lithium is the gold standard therapy for Bipolar Disorder (BD) but its effectiveness differs widely between individuals. The molecular mechanisms underlying treatment response heterogeneity are not well understood, and personalized treatment in BD remains elusive. Genetic analyses of the lithium tre...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8630000/ https://www.ncbi.nlm.nih.gov/pubmed/34845190 http://dx.doi.org/10.1038/s41398-021-01702-2 |
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author | Schubert, Klaus Oliver Thalamuthu, Anbupalam Amare, Azmeraw T. Frank, Joseph Streit, Fabian Adl, Mazda Akula, Nirmala Akiyama, Kazufumi Ardau, Raffaella Arias, Bárbara Aubry, Jean-Michel Backlund, Lena Bhattacharjee, Abesh Kumar Bellivier, Frank Benabarre, Antonio Bengesser, Susanne Biernacka, Joanna M. Birner, Armin Marie-Claire, Cynthia Cearns, Micah Cervantes, Pablo Chen, Hsi-Chung Chillotti, Caterina Cichon, Sven Clark, Scott R. Cruceanu, Cristiana Czerski, Piotr M. Dalkner, Nina Dayer, Alexandre Degenhardt, Franziska Del Zompo, Maria DePaulo, J. Raymond Étain, Bruno Falkai, Peter Forstner, Andreas J. Frisen, Louise Frye, Mark A. Fullerton, Janice M. Gard, Sébastien Garnham, Julie S. Goes, Fernando S. Grigoroiu-Serbanescu, Maria Grof, Paul Hashimoto, Ryota Hauser, Joanna Heilbronner, Urs Herms, Stefan Hoffmann, Per Hou, Liping Hsu, Yi-Hsiang Jamain, Stephane Jiménez, Esther Kahn, Jean-Pierre Kassem, Layla Kuo, Po-Hsiu Kato, Tadafumi Kelsoe, John Kittel-Schneider, Sarah Ferensztajn-Rochowiak, Ewa König, Barbara Kusumi, Ichiro Laje, Gonzalo Landén, Mikael Lavebratt, Catharina Leboyer, Marion Leckband, Susan G. Maj, Mario Manchia, Mirko Martinsson, Lina McCarthy, Michael J. McElroy, Susan Colom, Francesc Mitjans, Marina Mondimore, Francis M. Monteleone, Palmiero Nievergelt, Caroline M. Nöthen, Markus M. Novák, Tomas O’Donovan, Claire Ozaki, Norio Ösby, Urban Papiol, Sergi Pfennig, Andrea Pisanu, Claudia Potash, James B. Reif, Andreas Reininghaus, Eva Rouleau, Guy A. Rybakowski, Janusz K. Schalling, Martin Schofield, Peter R. Schweizer, Barbara W. Severino, Giovanni Shekhtman, Tatyana Shilling, Paul D. Shimoda, Katzutaka Simhandl, Christian Slaney, Claire M. Squassina, Alessio Stamm, Thomas Stopkova, Pavla Tekola-Ayele, Fasil Tortorella, Alfonso Turecki, Gustavo Veeh, Julia Vieta, Eduard Witt, Stephanie H. Roberts, Gloria Zandi, Peter P. Alda, Martin Bauer, Michael McMahon, Francis J. Mitchell, Philip B. Schulze, Thomas G. Rietschel, Marcella Baune, Bernhard T. |
author_facet | Schubert, Klaus Oliver Thalamuthu, Anbupalam Amare, Azmeraw T. Frank, Joseph Streit, Fabian Adl, Mazda Akula, Nirmala Akiyama, Kazufumi Ardau, Raffaella Arias, Bárbara Aubry, Jean-Michel Backlund, Lena Bhattacharjee, Abesh Kumar Bellivier, Frank Benabarre, Antonio Bengesser, Susanne Biernacka, Joanna M. Birner, Armin Marie-Claire, Cynthia Cearns, Micah Cervantes, Pablo Chen, Hsi-Chung Chillotti, Caterina Cichon, Sven Clark, Scott R. Cruceanu, Cristiana Czerski, Piotr M. Dalkner, Nina Dayer, Alexandre Degenhardt, Franziska Del Zompo, Maria DePaulo, J. Raymond Étain, Bruno Falkai, Peter Forstner, Andreas J. Frisen, Louise Frye, Mark A. Fullerton, Janice M. Gard, Sébastien Garnham, Julie S. Goes, Fernando S. Grigoroiu-Serbanescu, Maria Grof, Paul Hashimoto, Ryota Hauser, Joanna Heilbronner, Urs Herms, Stefan Hoffmann, Per Hou, Liping Hsu, Yi-Hsiang Jamain, Stephane Jiménez, Esther Kahn, Jean-Pierre Kassem, Layla Kuo, Po-Hsiu Kato, Tadafumi Kelsoe, John Kittel-Schneider, Sarah Ferensztajn-Rochowiak, Ewa König, Barbara Kusumi, Ichiro Laje, Gonzalo Landén, Mikael Lavebratt, Catharina Leboyer, Marion Leckband, Susan G. Maj, Mario Manchia, Mirko Martinsson, Lina McCarthy, Michael J. McElroy, Susan Colom, Francesc Mitjans, Marina Mondimore, Francis M. Monteleone, Palmiero Nievergelt, Caroline M. Nöthen, Markus M. Novák, Tomas O’Donovan, Claire Ozaki, Norio Ösby, Urban Papiol, Sergi Pfennig, Andrea Pisanu, Claudia Potash, James B. Reif, Andreas Reininghaus, Eva Rouleau, Guy A. Rybakowski, Janusz K. Schalling, Martin Schofield, Peter R. Schweizer, Barbara W. Severino, Giovanni Shekhtman, Tatyana Shilling, Paul D. Shimoda, Katzutaka Simhandl, Christian Slaney, Claire M. Squassina, Alessio Stamm, Thomas Stopkova, Pavla Tekola-Ayele, Fasil Tortorella, Alfonso Turecki, Gustavo Veeh, Julia Vieta, Eduard Witt, Stephanie H. Roberts, Gloria Zandi, Peter P. Alda, Martin Bauer, Michael McMahon, Francis J. Mitchell, Philip B. Schulze, Thomas G. Rietschel, Marcella Baune, Bernhard T. |
author_sort | Schubert, Klaus Oliver |
collection | PubMed |
description | Lithium is the gold standard therapy for Bipolar Disorder (BD) but its effectiveness differs widely between individuals. The molecular mechanisms underlying treatment response heterogeneity are not well understood, and personalized treatment in BD remains elusive. Genetic analyses of the lithium treatment response phenotype may generate novel molecular insights into lithium’s therapeutic mechanisms and lead to testable hypotheses to improve BD management and outcomes. We used fixed effect meta-analysis techniques to develop meta-analytic polygenic risk scores (MET-PRS) from combinations of highly correlated psychiatric traits, namely schizophrenia (SCZ), major depression (MD) and bipolar disorder (BD). We compared the effects of cross-disorder MET-PRS and single genetic trait PRS on lithium response. For the PRS analyses, we included clinical data on lithium treatment response and genetic information for n = 2283 BD cases from the International Consortium on Lithium Genetics (ConLi(+)Gen; www.ConLiGen.org). Higher SCZ and MD PRSs were associated with poorer lithium treatment response whereas BD-PRS had no association with treatment outcome. The combined MET2-PRS comprising of SCZ and MD variants (MET2-PRS) and a model using SCZ and MD-PRS sequentially improved response prediction, compared to single-disorder PRS or to a combined score using all three traits (MET3-PRS). Patients in the highest decile for MET2-PRS loading had 2.5 times higher odds of being classified as poor responders than patients with the lowest decile MET2-PRS scores. An exploratory functional pathway analysis of top MET2-PRS variants was conducted. Findings may inform the development of future testing strategies for personalized lithium prescribing in BD. |
format | Online Article Text |
id | pubmed-8630000 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-86300002021-12-01 Combining schizophrenia and depression polygenic risk scores improves the genetic prediction of lithium response in bipolar disorder patients Schubert, Klaus Oliver Thalamuthu, Anbupalam Amare, Azmeraw T. Frank, Joseph Streit, Fabian Adl, Mazda Akula, Nirmala Akiyama, Kazufumi Ardau, Raffaella Arias, Bárbara Aubry, Jean-Michel Backlund, Lena Bhattacharjee, Abesh Kumar Bellivier, Frank Benabarre, Antonio Bengesser, Susanne Biernacka, Joanna M. Birner, Armin Marie-Claire, Cynthia Cearns, Micah Cervantes, Pablo Chen, Hsi-Chung Chillotti, Caterina Cichon, Sven Clark, Scott R. Cruceanu, Cristiana Czerski, Piotr M. Dalkner, Nina Dayer, Alexandre Degenhardt, Franziska Del Zompo, Maria DePaulo, J. Raymond Étain, Bruno Falkai, Peter Forstner, Andreas J. Frisen, Louise Frye, Mark A. Fullerton, Janice M. Gard, Sébastien Garnham, Julie S. Goes, Fernando S. Grigoroiu-Serbanescu, Maria Grof, Paul Hashimoto, Ryota Hauser, Joanna Heilbronner, Urs Herms, Stefan Hoffmann, Per Hou, Liping Hsu, Yi-Hsiang Jamain, Stephane Jiménez, Esther Kahn, Jean-Pierre Kassem, Layla Kuo, Po-Hsiu Kato, Tadafumi Kelsoe, John Kittel-Schneider, Sarah Ferensztajn-Rochowiak, Ewa König, Barbara Kusumi, Ichiro Laje, Gonzalo Landén, Mikael Lavebratt, Catharina Leboyer, Marion Leckband, Susan G. Maj, Mario Manchia, Mirko Martinsson, Lina McCarthy, Michael J. McElroy, Susan Colom, Francesc Mitjans, Marina Mondimore, Francis M. Monteleone, Palmiero Nievergelt, Caroline M. Nöthen, Markus M. Novák, Tomas O’Donovan, Claire Ozaki, Norio Ösby, Urban Papiol, Sergi Pfennig, Andrea Pisanu, Claudia Potash, James B. Reif, Andreas Reininghaus, Eva Rouleau, Guy A. Rybakowski, Janusz K. Schalling, Martin Schofield, Peter R. Schweizer, Barbara W. Severino, Giovanni Shekhtman, Tatyana Shilling, Paul D. Shimoda, Katzutaka Simhandl, Christian Slaney, Claire M. Squassina, Alessio Stamm, Thomas Stopkova, Pavla Tekola-Ayele, Fasil Tortorella, Alfonso Turecki, Gustavo Veeh, Julia Vieta, Eduard Witt, Stephanie H. Roberts, Gloria Zandi, Peter P. Alda, Martin Bauer, Michael McMahon, Francis J. Mitchell, Philip B. Schulze, Thomas G. Rietschel, Marcella Baune, Bernhard T. Transl Psychiatry Article Lithium is the gold standard therapy for Bipolar Disorder (BD) but its effectiveness differs widely between individuals. The molecular mechanisms underlying treatment response heterogeneity are not well understood, and personalized treatment in BD remains elusive. Genetic analyses of the lithium treatment response phenotype may generate novel molecular insights into lithium’s therapeutic mechanisms and lead to testable hypotheses to improve BD management and outcomes. We used fixed effect meta-analysis techniques to develop meta-analytic polygenic risk scores (MET-PRS) from combinations of highly correlated psychiatric traits, namely schizophrenia (SCZ), major depression (MD) and bipolar disorder (BD). We compared the effects of cross-disorder MET-PRS and single genetic trait PRS on lithium response. For the PRS analyses, we included clinical data on lithium treatment response and genetic information for n = 2283 BD cases from the International Consortium on Lithium Genetics (ConLi(+)Gen; www.ConLiGen.org). Higher SCZ and MD PRSs were associated with poorer lithium treatment response whereas BD-PRS had no association with treatment outcome. The combined MET2-PRS comprising of SCZ and MD variants (MET2-PRS) and a model using SCZ and MD-PRS sequentially improved response prediction, compared to single-disorder PRS or to a combined score using all three traits (MET3-PRS). Patients in the highest decile for MET2-PRS loading had 2.5 times higher odds of being classified as poor responders than patients with the lowest decile MET2-PRS scores. An exploratory functional pathway analysis of top MET2-PRS variants was conducted. Findings may inform the development of future testing strategies for personalized lithium prescribing in BD. Nature Publishing Group UK 2021-11-29 /pmc/articles/PMC8630000/ /pubmed/34845190 http://dx.doi.org/10.1038/s41398-021-01702-2 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Schubert, Klaus Oliver Thalamuthu, Anbupalam Amare, Azmeraw T. Frank, Joseph Streit, Fabian Adl, Mazda Akula, Nirmala Akiyama, Kazufumi Ardau, Raffaella Arias, Bárbara Aubry, Jean-Michel Backlund, Lena Bhattacharjee, Abesh Kumar Bellivier, Frank Benabarre, Antonio Bengesser, Susanne Biernacka, Joanna M. Birner, Armin Marie-Claire, Cynthia Cearns, Micah Cervantes, Pablo Chen, Hsi-Chung Chillotti, Caterina Cichon, Sven Clark, Scott R. Cruceanu, Cristiana Czerski, Piotr M. Dalkner, Nina Dayer, Alexandre Degenhardt, Franziska Del Zompo, Maria DePaulo, J. Raymond Étain, Bruno Falkai, Peter Forstner, Andreas J. Frisen, Louise Frye, Mark A. Fullerton, Janice M. Gard, Sébastien Garnham, Julie S. Goes, Fernando S. Grigoroiu-Serbanescu, Maria Grof, Paul Hashimoto, Ryota Hauser, Joanna Heilbronner, Urs Herms, Stefan Hoffmann, Per Hou, Liping Hsu, Yi-Hsiang Jamain, Stephane Jiménez, Esther Kahn, Jean-Pierre Kassem, Layla Kuo, Po-Hsiu Kato, Tadafumi Kelsoe, John Kittel-Schneider, Sarah Ferensztajn-Rochowiak, Ewa König, Barbara Kusumi, Ichiro Laje, Gonzalo Landén, Mikael Lavebratt, Catharina Leboyer, Marion Leckband, Susan G. Maj, Mario Manchia, Mirko Martinsson, Lina McCarthy, Michael J. McElroy, Susan Colom, Francesc Mitjans, Marina Mondimore, Francis M. Monteleone, Palmiero Nievergelt, Caroline M. Nöthen, Markus M. Novák, Tomas O’Donovan, Claire Ozaki, Norio Ösby, Urban Papiol, Sergi Pfennig, Andrea Pisanu, Claudia Potash, James B. Reif, Andreas Reininghaus, Eva Rouleau, Guy A. Rybakowski, Janusz K. Schalling, Martin Schofield, Peter R. Schweizer, Barbara W. Severino, Giovanni Shekhtman, Tatyana Shilling, Paul D. Shimoda, Katzutaka Simhandl, Christian Slaney, Claire M. Squassina, Alessio Stamm, Thomas Stopkova, Pavla Tekola-Ayele, Fasil Tortorella, Alfonso Turecki, Gustavo Veeh, Julia Vieta, Eduard Witt, Stephanie H. Roberts, Gloria Zandi, Peter P. Alda, Martin Bauer, Michael McMahon, Francis J. Mitchell, Philip B. Schulze, Thomas G. Rietschel, Marcella Baune, Bernhard T. Combining schizophrenia and depression polygenic risk scores improves the genetic prediction of lithium response in bipolar disorder patients |
title | Combining schizophrenia and depression polygenic risk scores improves the genetic prediction of lithium response in bipolar disorder patients |
title_full | Combining schizophrenia and depression polygenic risk scores improves the genetic prediction of lithium response in bipolar disorder patients |
title_fullStr | Combining schizophrenia and depression polygenic risk scores improves the genetic prediction of lithium response in bipolar disorder patients |
title_full_unstemmed | Combining schizophrenia and depression polygenic risk scores improves the genetic prediction of lithium response in bipolar disorder patients |
title_short | Combining schizophrenia and depression polygenic risk scores improves the genetic prediction of lithium response in bipolar disorder patients |
title_sort | combining schizophrenia and depression polygenic risk scores improves the genetic prediction of lithium response in bipolar disorder patients |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8630000/ https://www.ncbi.nlm.nih.gov/pubmed/34845190 http://dx.doi.org/10.1038/s41398-021-01702-2 |
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papiolsergi combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT pfennigandrea combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT pisanuclaudia combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT potashjamesb combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT reifandreas combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT reininghauseva combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT rouleauguya combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT rybakowskijanuszk combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT schallingmartin combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT schofieldpeterr combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT schweizerbarbaraw combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT severinogiovanni combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT shekhtmantatyana combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT shillingpauld combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT shimodakatzutaka combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT simhandlchristian combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT slaneyclairem combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT squassinaalessio combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT stammthomas combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT stopkovapavla combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT 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zandipeterp combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT aldamartin combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT bauermichael combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT mcmahonfrancisj combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT mitchellphilipb combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT schulzethomasg combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT rietschelmarcella combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients AT baunebernhardt combiningschizophreniaanddepressionpolygenicriskscoresimprovesthegeneticpredictionoflithiumresponseinbipolardisorderpatients |