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1. Systematic rare variant analyses identify RAB32 as a susceptibility gene for familial Parkinson’s disease

Author

Hop, Paul J., Lai, Dongbing, Keagle, Pamela J., Baron, Desiree M., Kenna, Brendan J., Kooyman, Maarten, Shankaracharya, Halter, Cheryl, Straniero, Letizia, Asselta, Rosanna, Bonvegna, Salvatore, Soto-Beasley, Alexandra I., Wszolek, Zbigniew K., Uitti, Ryan J., Isaias, Ioannis Ugo, Pezzoli, Gianni, Ticozzi, Nicola, Ross, Owen A., Veldink, Jan H., Foroud, Tatiana M., Kenna, Kevin P., and Landers, John E.

Published
2024
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2. Common and rare variant association analyses in amyotrophic lateral sclerosis identify 15 risk loci with distinct genetic architectures and neuron-specific biology

Author

van Rheenen, Wouter, van der Spek, Rick AA, Bakker, Mark K, van Vugt, Joke JFA, Hop, Paul J, Zwamborn, Ramona AJ, de Klein, Niek, Westra, Harm-Jan, Bakker, Olivier B, Deelen, Patrick, Shireby, Gemma, Hannon, Eilis, Moisse, Matthieu, Baird, Denis, Restuadi, Restuadi, Dolzhenko, Egor, Dekker, Annelot M, Gawor, Klara, Westeneng, Henk-Jan, Tazelaar, Gijs HP, van Eijk, Kristel R, Kooyman, Maarten, Byrne, Ross P, Doherty, Mark, Heverin, Mark, Al Khleifat, Ahmad, Iacoangeli, Alfredo, Shatunov, Aleksey, Ticozzi, Nicola, Cooper-Knock, Johnathan, Smith, Bradley N, Gromicho, Marta, Chandran, Siddharthan, Pal, Suvankar, Morrison, Karen E, Shaw, Pamela J, Hardy, John, Orrell, Richard W, Sendtner, Michael, Meyer, Thomas, Başak, Nazli, van der Kooi, Anneke J, Ratti, Antonia, Fogh, Isabella, Gellera, Cinzia, Lauria, Giuseppe, Corti, Stefania, Cereda, Cristina, Sproviero, Daisy, D’Alfonso, Sandra, Sorarù, Gianni, Siciliano, Gabriele, Filosto, Massimiliano, Padovani, Alessandro, Chiò, Adriano, Calvo, Andrea, Moglia, Cristina, Brunetti, Maura, Canosa, Antonio, Grassano, Maurizio, Beghi, Ettore, Pupillo, Elisabetta, Logroscino, Giancarlo, Nefussy, Beatrice, Osmanovic, Alma, Nordin, Angelica, Lerner, Yossef, Zabari, Michal, Gotkine, Marc, Baloh, Robert H, Bell, Shaughn, Vourc’h, Patrick, Corcia, Philippe, Couratier, Philippe, Millecamps, Stéphanie, Meininger, Vincent, Salachas, François, Mora Pardina, Jesus S, Assialioui, Abdelilah, Rojas-García, Ricardo, Dion, Patrick A, Ross, Jay P, Ludolph, Albert C, Weishaupt, Jochen H, Brenner, David, Freischmidt, Axel, Bensimon, Gilbert, Brice, Alexis, Durr, Alexandra, Payan, Christine AM, Saker-Delye, Safa, Wood, Nicholas W, Topp, Simon, Rademakers, Rosa, Tittmann, Lukas, Lieb, Wolfgang, Franke, Andre, Ripke, Stephan, Braun, Alice, and Kraft, Julia

Subjects
Human Genome, Neurodegenerative, Clinical Research, Rare Diseases, Prevention, ALS, Neurosciences, Genetics, Brain Disorders, Aetiology, 2.1 Biological and endogenous factors, Neurological, Amyotrophic Lateral Sclerosis, Brain, Cholesterol, Disease Progression, Female, Genome-Wide Association Study, Glutamine, Humans, Male, Mendelian Randomization Analysis, Microsatellite Repeats, Mutation, Neurodegenerative Diseases, Neurons, Quantitative Trait Loci, RNA-Seq, Risk Factors, SLALOM Consortium, PARALS Consortium, SLAGEN Consortium, SLAP Consortium, Biological Sciences, Medical and Health Sciences, Developmental Biology
Abstract

Amyotrophic lateral sclerosis (ALS) is a fatal neurodegenerative disease with a lifetime risk of one in 350 people and an unmet need for disease-modifying therapies. We conducted a cross-ancestry genome-wide association study (GWAS) including 29,612 patients with ALS and 122,656 controls, which identified 15 risk loci. When combined with 8,953 individuals with whole-genome sequencing (6,538 patients, 2,415 controls) and a large cortex-derived expression quantitative trait locus (eQTL) dataset (MetaBrain), analyses revealed locus-specific genetic architectures in which we prioritized genes either through rare variants, short tandem repeats or regulatory effects. ALS-associated risk loci were shared with multiple traits within the neurodegenerative spectrum but with distinct enrichment patterns across brain regions and cell types. Of the environmental and lifestyle risk factors obtained from the literature, Mendelian randomization analyses indicated a causal role for high cholesterol levels. The combination of all ALS-associated signals reveals a role for perturbations in vesicle-mediated transport and autophagy and provides evidence for cell-autonomous disease initiation in glutamatergic neurons.

Published
2021

3. Rare and common genetic determinants of mitochondrial function determine severity but not risk of amyotrophic lateral sclerosis

Author

Harvey, Calum, Weinreich, Marcel, Lee, James A.K., Shaw, Allan C., Ferraiuolo, Laura, Mortiboys, Heather, Zhang, Sai, Hop, Paul J., Zwamborn, Ramona A.J., van Eijk, Kristel, Julian, Thomas H., Moll, Tobias, Iacoangeli, Alfredo, Al Khleifat, Ahmad, Quinn, John P., Pfaff, Abigail L., Kõks, Sulev, Poulton, Joanna, Battle, Stephanie L., Arking, Dan E., Snyder, Michael P., Veldink, Jan H., Kenna, Kevin P., Shaw, Pamela J., and Cooper-Knock, Johnathan

Published
2024
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4. Whole genome sequencing analysis reveals post-zygotic mutation variability in monozygotic twins discordant for amyotrophic lateral sclerosis

Author

Tazelaar, Gijs H.P., Hop, Paul J., Seelen, Meinie, van Vugt, Joke J.F.A., van Rheenen, Wouter, Kool, Lindy, van Eijk, Kristel R., Gijzen, Marleen, Dooijes, Dennis, Moisse, Matthieu, Calvo, Andrea, Moglia, Cristina, Brunetti, Maura, Canosa, Antonio, Nordin, Angelica, Pardina, Jesus S. Mora, Ravits, John, Al-Chalabi, Ammar, Chio, Adriano, McLaughlin, Russell L., Hardiman, Orla, Van Damme, Philip, de Carvalho, Mamede, Neuwirth, Christoph, Weber, Markus, Andersen, Peter M, van den Berg, Leonard H., Veldink, Jan H., and van Es, Michael A.

Published
2023
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5. Rare and common genetic determinants of mitochondrial function determine severity but not risk of amyotrophic lateral sclerosis

Author

Neurogenetica, Brain, Genetic Risks, Neurologen, Translational Neuroscience, Harvey, Calum, Weinreich, Marcel, Lee, James A.K., Shaw, Allan C., Ferraiuolo, Laura, Mortiboys, Heather, Zhang, Sai, Hop, Paul J., Zwamborn, Ramona A.J., van Eijk, Kristel, Julian, Thomas H., Moll, Tobias, Iacoangeli, Alfredo, Al Khleifat, Ahmad, Quinn, John P., Pfaff, Abigail L., Kõks, Sulev, Poulton, Joanna, Battle, Stephanie L., Arking, Dan E., Snyder, Michael P., Veldink, Jan H., Kenna, Kevin P., Shaw, Pamela J., Cooper-Knock, Johnathan, Project MinE ALS Sequencing Consortium, Neurogenetica, Brain, Genetic Risks, Neurologen, Translational Neuroscience, Harvey, Calum, Weinreich, Marcel, Lee, James A.K., Shaw, Allan C., Ferraiuolo, Laura, Mortiboys, Heather, Zhang, Sai, Hop, Paul J., Zwamborn, Ramona A.J., van Eijk, Kristel, Julian, Thomas H., Moll, Tobias, Iacoangeli, Alfredo, Al Khleifat, Ahmad, Quinn, John P., Pfaff, Abigail L., Kõks, Sulev, Poulton, Joanna, Battle, Stephanie L., Arking, Dan E., Snyder, Michael P., Veldink, Jan H., Kenna, Kevin P., Shaw, Pamela J., Cooper-Knock, Johnathan, and Project MinE ALS Sequencing Consortium

Published
2024

6. Author Correction: Common and rare variant association analyses in amyotrophic lateral sclerosis identify 15 risk loci with distinct genetic architectures and neuron-specific biology

Author

van Rheenen, Wouter, van der Spek, Rick A. A., Bakker, Mark K., van Vugt, Joke J. F. A., Hop, Paul J., Zwamborn, Ramona A. J., de Klein, Niek, Westra, Harm-Jan, Bakker, Olivier B., Deelen, Patrick, Shireby, Gemma, Hannon, Eilis, Moisse, Matthieu, Baird, Denis, Restuadi, Restuadi, Dolzhenko, Egor, Dekker, Annelot M., Gawor, Klara, Westeneng, Henk-Jan, Tazelaar, Gijs H. P., van Eijk, Kristel R., Kooyman, Maarten, Byrne, Ross P., Doherty, Mark, Heverin, Mark, Al Khleifat, Ahmad, Iacoangeli, Alfredo, Shatunov, Aleksey, Ticozzi, Nicola, Cooper-Knock, Johnathan, Smith, Bradley N., Gromicho, Marta, Chandran, Siddharthan, Pal, Suvankar, Morrison, Karen E., Shaw, Pamela J., Hardy, John, Orrell, Richard W., Sendtner, Michael, Meyer, Thomas, Başak, Nazli, van der Kooi, Anneke J., Ratti, Antonia, Fogh, Isabella, Gellera, Cinzia, Lauria, Giuseppe, Corti, Stefania, Cereda, Cristina, Sproviero, Daisy, D’Alfonso, Sandra, Sorarù, Gianni, Siciliano, Gabriele, Filosto, Massimiliano, Padovani, Alessandro, Chiò, Adriano, Calvo, Andrea, Moglia, Cristina, Brunetti, Maura, Canosa, Antonio, Grassano, Maurizio, Beghi, Ettore, Pupillo, Elisabetta, Logroscino, Giancarlo, Nefussy, Beatrice, Osmanovic, Alma, Nordin, Angelica, Lerner, Yossef, Zabari, Michal, Gotkine, Marc, Baloh, Robert H., Bell, Shaughn, Vourc’h, Patrick, Corcia, Philippe, Couratier, Philippe, Millecamps, Stéphanie, Meininger, Vincent, Salachas, François, Mora Pardina, Jesus S., Assialioui, Abdelilah, Rojas-García, Ricardo, Dion, Patrick A., Ross, Jay P., Ludolph, Albert C., Weishaupt, Jochen H., Brenner, David, Freischmidt, Axel, Bensimon, Gilbert, Brice, Alexis, Durr, Alexandra, Payan, Christine A. M., Saker-Delye, Safa, Wood, Nicholas W., Topp, Simon, Rademakers, Rosa, Tittmann, Lukas, Lieb, Wolfgang, Franke, Andre, Ripke, Stephan, Braun, Alice, Kraft, Julia, Whiteman, David C., Olsen, Catherine M., Uitterlinden, Andre G., Hofman, Albert, Rietschel, Marcella, Cichon, Sven, Nöthen, Markus M., Amouyel, Philippe, Traynor, Bryan J., Singleton, Andrew B., Mitne Neto, Miguel, Cauchi, Ruben J., Ophoff, Roel A., Wiedau-Pazos, Martina, Lomen-Hoerth, Catherine, van Deerlin, Vivianna M., Grosskreutz, Julian, Roediger, Annekathrin, Gaur, Nayana, Jörk, Alexander, Barthel, Tabea, Theele, Erik, Ilse, Benjamin, Stubendorff, Beatrice, Witte, Otto W., Steinbach, Robert, Hübner, Christian A., Graff, Caroline, Brylev, Lev, Fominykh, Vera, Demeshonok, Vera, Ataulina, Anastasia, Rogelj, Boris, Koritnik, Blaž, Zidar, Janez, Ravnik-Glavač, Metka, Glavač, Damjan, Stević, Zorica, Drory, Vivian, Povedano, Monica, Blair, Ian P., Kiernan, Matthew C., Benyamin, Beben, Henderson, Robert D., Furlong, Sarah, Mathers, Susan, McCombe, Pamela A., Needham, Merrilee, Ngo, Shyuan T., Nicholson, Garth A., Pamphlett, Roger, Rowe, Dominic B., Steyn, Frederik J., Williams, Kelly L., Mather, Karen A., Sachdev, Perminder S., Henders, Anjali K., Wallace, Leanne, de Carvalho, Mamede, Pinto, Susana, Petri, Susanne, Weber, Markus, Rouleau, Guy A., Silani, Vincenzo, Curtis, Charles J., Breen, Gerome, Glass, Jonathan D., Brown, Jr., Robert H., Landers, John E., Shaw, Christopher E., Andersen, Peter M., Groen, Ewout J. N., van Es, Michael A., Pasterkamp, R. Jeroen, Fan, Dongsheng, Garton, Fleur C., McRae, Allan F., Davey Smith, George, Gaunt, Tom R., Eberle, Michael A., Mill, Jonathan, McLaughlin, Russell L., Hardiman, Orla, Kenna, Kevin P., Wray, Naomi R., Tsai, Ellen, Runz, Heiko, Franke, Lude, Al-Chalabi, Ammar, Van Damme, Philip, van den Berg, Leonard H., and Veldink, Jan H.

Published
2022
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8. Significant out-of-sample classification from methylation profile scoring for amyotrophic lateral sclerosis

Author

Nabais, Marta F., Lin, Tian, Benyamin, Beben, Williams, Kelly L., Garton, Fleur C., Vinkhuyzen, Anna A. E., Zhang, Futao, Vallerga, Costanza L., Restuadi, Restuadi, Freydenzon, Anna, Zwamborn, Ramona A. J., Hop, Paul J., Robinson, Matthew R., Gratten, Jacob, Visscher, Peter M., Hannon, Eilis, Mill, Jonathan, Brown, Matthew A., Laing, Nigel G., Mather, Karen A., Sachdev, Perminder S., Ngo, Shyuan T., Steyn, Frederik J., Wallace, Leanne, Henders, Anjali K., Needham, Merrilee, Veldink, Jan H., Mathers, Susan, Nicholson, Garth, Rowe, Dominic B., Henderson, Robert D., McCombe, Pamela A., Pamphlett, Roger, Yang, Jian, Blair, Ian P., McRae, Allan F., and Wray, Naomi R.

Published
2020
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9. Whole genome sequencing analysis reveals post-zygotic mutation variability in monozygotic twins discordant for amyotrophic lateral sclerosis

Author

Neurogenetica, Brain, Neurologen, Neuromuscular Disorders, Genetica, Genetica Sectie Genoomdiagnostiek, Circulatory Health, Projectafdeling ALS, Regenerative Medicine and Stem Cells, Genetic Risks, Tazelaar, Gijs H.P., Hop, Paul J., Seelen, Meinie, van Vugt, Joke J.F.A., van Rheenen, Wouter, Kool, Lindy, van Eijk, Kristel R., Gijzen, Marleen, Dooijes, Dennis, Moisse, Matthieu, Calvo, Andrea, Moglia, Cristina, Brunetti, Maura, Canosa, Antonio, Nordin, Angelica, Pardina, Jesus S.Mora, Ravits, John, Al-Chalabi, Ammar, Chio, Adriano, McLaughlin, Russell L., Hardiman, Orla, Van Damme, Philip, de Carvalho, Mamede, Neuwirth, Christoph, Weber, Markus, Andersen, Peter M., van den Berg, Leonard H., Veldink, Jan H., van Es, Michael A., Neurogenetica, Brain, Neurologen, Neuromuscular Disorders, Genetica, Genetica Sectie Genoomdiagnostiek, Circulatory Health, Projectafdeling ALS, Regenerative Medicine and Stem Cells, Genetic Risks, Tazelaar, Gijs H.P., Hop, Paul J., Seelen, Meinie, van Vugt, Joke J.F.A., van Rheenen, Wouter, Kool, Lindy, van Eijk, Kristel R., Gijzen, Marleen, Dooijes, Dennis, Moisse, Matthieu, Calvo, Andrea, Moglia, Cristina, Brunetti, Maura, Canosa, Antonio, Nordin, Angelica, Pardina, Jesus S.Mora, Ravits, John, Al-Chalabi, Ammar, Chio, Adriano, McLaughlin, Russell L., Hardiman, Orla, Van Damme, Philip, de Carvalho, Mamede, Neuwirth, Christoph, Weber, Markus, Andersen, Peter M., van den Berg, Leonard H., Veldink, Jan H., and van Es, Michael A.

Published
2023

10. Systematic rare variant analyses identify RAB32as a susceptibility gene for familial Parkinson’s disease

Author

Hop, Paul J., Lai, Dongbing, Keagle, Pamela J., Baron, Desiree M., Kenna, Brendan J., Kooyman, Maarten, Shankaracharya, Halter, Cheryl, Straniero, Letizia, Asselta, Rosanna, Bonvegna, Salvatore, Soto-Beasley, Alexandra I., Wszolek, Zbigniew K., Uitti, Ryan J., Isaias, Ioannis Ugo, Pezzoli, Gianni, Ticozzi, Nicola, Ross, Owen A., Veldink, Jan H., Foroud, Tatiana M., Kenna, Kevin P., and Landers, John E.

Abstract

Despite substantial progress, causal variants are identified only for a minority of familial Parkinson’s disease (PD) cases, leaving high-risk pathogenic variants unidentified1,2. To identify such variants, we uniformly processed exome sequencing data of 2,184 index familial PD cases and 69,775 controls. Exome-wide analyses converged on RAB32as a novel PD gene identifying c.213C > G/p.S71R as a high-risk variant presenting in ~0.7% of familial PD cases while observed in only 0.004% of controls (odds ratio of 65.5). This variant was confirmed in all cases via Sanger sequencing and segregated with PD in three families. RAB32encodes a small GTPase known to interact with LRRK2 (refs. 3,4). Functional analyses showed that RAB32 S71R increases LRRK2 kinase activity, as indicated by increased autophosphorylation of LRRK2 S1292. Here our results implicate mutant RAB32 in a key pathological mechanism in PD—LRRK2 kinase activity5–7—and thus provide novel insights into the mechanistic connections between RAB family biology, LRRK2 and PD risk.

Published
2024
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12. Common and rare variant association analyses in amyotrophic lateral sclerosis identify 15 risk loci with distinct genetic architectures and neuron-specific biology

Author

Rheenen, Wouter van, Spek, Rick A. A. van der, Bakker, Mark K., Vugt, Joke J. F. A. van, Hop, Paul J., Zwamborn, Ramona A. J., Klein, Niek de, Westra, Harm Jan, Bakker, Olivier B., Deelen, Patrick, Shireby, Gemma, Needham, Merrilee, Ceroni, Mauro, Simoncini, Costanza, Gagliardi, Stella, Corrado, Lucia, Garton, Fleur C., Mazzini, Letizia, Westeneng, Henk Jan, Ross, Jay P., Valluzzi, Francesco, Aguggia, Marco, Raggi, Flavia, Rini, Augusto, Traynor, Bryan J., Singleton, Andrew B., Ngo, Shyuan T., Corcia, Philippe, Olsen, Catherine M., Hofman, Albert, Van Eijk, Kristel R., Pasterkamp, R. Jeroen, Tittmann, Lukas, Iacoangeli, Alfredo, Mitne Neto, Miguel, Sproviero, Daisy, Cauchi, Ruben J., Ophoff, Roel A., Wiedau Pazos, Martina, Lomen-Hoerth, Catherine, Deerlin, Vivianna M. van, Nicholson, Garth A., Brylev, Lev, Whiteman, David C., Grosskreutz, Julian, Fan, Dongsheng, Couratier, Philippe, Roediger, Annekathrin, Gaur, Nayana, D’alfonso, Sandra, Uitterlinden, André G., Pamphlett, Roger, Fominykh, Vera, Byrne, Ross P., Lieb, Wolfgang, Iazzolino, Barbara, Dekker, Annelot M., Slap Consortium, Demeshonok, Vera, Millecamps, Stéphanie, Ataulina, Anastasia, Rogelj, Boris, Koritnik, Blaž, Zidar, Janez, Ravnik-Glavač, Metka, Franke, Andre, Mcrae, Allan F., Rowe, Dominic B., Peotta, Laura, Cooper-Knock, Johnathan, Glavač, Damjan, Doherty, Mark, Rietschel, Marcella, Stević, Zorica, Drory, Vivian, Meininger, Vincent, Zarrelli, Michele, Povedano, Monica, Gaunt, Tom R., Steyn, Frederik J., Williams, Kelly L., Smith, Bradley N., Cugnasco, Paolo, Papurello, Diego Maria, Nozzoli, Cecilia, Sorarù, Gianni, Mather, Karen A., Ripke, Stephan, Nöthen, Markus M., Sachdev, Perminder S., Henders, Anjali K., Wallace, Leanne, Carvalho, Mamede de, Gromicho, Marta, Pinto, Susana, Marco, Giovanni de, Al Khleifat, Ahmad, Eberle, Michael A., Braun, Alice, Gusmaroli, Graziano, Siciliano, Gabriele, Petri, Susanne, Breen, Gerome, Weber, Markus, Rouleau, Guy A., Rojas García, Ricardo, Silani, Vincenzo, Amouyel, Philippe, Ghiglione, Paolo, Davey Smith, George, Curtis, Charles J., Shatunov, Aleksey, Mill, Jonathan, Mclaughlin, Russell L., Filosto, Massimiliano, Comi, Cristoforo, Gerfo, Annalisa lo, Ferlini, Alessandra, Riva, Nilo, Mora Pardina, Jesus S., Chiveri, Luca, Hardiman, Orla, Torrieri, Maria Claudia, Kenna, Kevin P., Wray, Naomi R., Tsai, Ellen, Runz, Heiko, Franke, Lude, Padovani, Alessandro, Chandran, Siddharthan, Al Chalabi, Ammar, Assialioui, Abdelilah, Labate, Carmelo, Damme, Philip van, Ticozzi, Nicola, Palumbo, Francesca, Inghilleri, Maurizio, Chiò, Adriano, Pal, Suvankar, Lunetta, Christian, Jörk, Alexander, Cichon, Sven, Kraft, Julia, Morrison, Karen E., Ruiz, Luigi, Shaw, Pamela J., Hardy, John, Orrell, Richard W., Sendtner, Michael, Meyer, Thomas, Dion, Patrick A., Calvo, Andrea, Kooyman, Maarten, Başak, Nazli, Gerardi, Francesca, Simone, Isabella L., Kooi, Anneke J. van der, Ratti, Antonia, Ferrandi, Delfina, Fogh, Isabella, Ludolph, Albert C., Moglia, Cristina, Brunetti, Maura, Diamanti, Luca, Barthel, Tabea, Blair, Ian P., Es, Michael A. van, Gallone, Salvatore, Canosa, Antonio, Guerra, Vito, Grassano, Maurizio, Beghi, Ettore, Pupillo, Elisabetta, Logroscino, Giancarlo, Ferrarese, Carlo, Nefussy, Beatrice, Theele, Erik, Rinaldi, Fabrizio, Weishaupt, Jochen H., Kiernan, Matthew C., Barberis, Marco, Osmanovic, Alma, Baloh, Robert H., Nordin, Angelica, Lerner, Yossef, Vito, Nicoletta di, Zabari, Michal, Zoccolella, Stefano, Heverin, Mark, Gotkine, Marc, Guaita, Maria Cristina, Brenner, David, Freischmidt, Axel, Sbaiz, Luca, Benyamin, Beben, Glass, Jonathan D., Landers, John E., Tazelaar, Gijs H. P., Rota, Eugenia, Bensimon, Gilbert, Ilse, Benjamin, Brice, Alexis, Durr, Alexandra, Payan, Christine A. M., Saker-Delye, Safa, Wood, Nicholas W., Gentile, Salvatore, Moisse, Matthieu, Topp, Simon, Henderson, Robert D., Rademakers, Rosa, Perrone, Patrizia, Stubendorff, Beatrice, Brown, Robert H., Restuadi, Restuadi, Tremolizzo, Lucio, Mundi, Ciro, Berg, Leonard H. van den, Passarella, Bruno, Delodovici, Maria Luisa, Furlong, Sarah, Bono, Giorgio, Manera, Umberto, Vasta, Rosario, Bombaci, Alessandro, Meineri, Piero, Mauro, Alessandro, Hannon, Eilis, Casale, Federico, Leone, Maurizio, Shaw, Christopher E., Fuda, Giuseppe, Salamone, Paolina, Mathers, Susan, Baird, Denis, Launaro, Nicola, Marchi, Fabiola de, Veldink, Jan H., Gellera, Cinzia, Salachas, François, Witte, Otto W., Andersen, Peter M., Bertolotto, Antonio, Gionco, Maurizio, Leotta, Daniela, Odddenino, Enrico, Slalom Consortium, Tamma, Filippo, Dotta, Michele, Lauria, Giuseppe, Steinbach, Robert, Imperiale, Daniele, Geda, Claudio, Dolzhenko, Egor, Cavallo, Roberto, Pignatta, Pietro, Groen, Ewout J. N., Cotelli, Maria Sofia, Mattei, Marco de, Calabrese, Gianluigi, Sapio, Alessia di, Giardini, Guido, Hübner, Christian A., Corti, Stefania, Bell, Shaughn, Comi, Giancarlo, Mccombe, Pamela A., Tiloca, Cinzia, Parals Consortium, Gawor, Klara, Peverelli, Silvia, Taroni, Franco, Pensato, Viviana, Castellotti, Barbara, Graff, Caroline, Comi, Giacomo P., Cereda, Cristina, Bo, Roberto del, Boero, Giovanni, Slagen Consortium, Vourc’h, Patrick, Stem Cell Aging Leukemia and Lymphoma (SALL), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), van Rheenen, Wouter, van der Spek, Rick AA, Bakker, Mark K, van Vugt, Joke JFA, Benyamin, Beben, Veldink, Jan H, SLALOM Consortium, PARALS Consortium, SLAGEN Consortium, SLAP Consortium, van Rheenen, W, van der Spek, R, Bakker, M, van Vugt, J, Hop, P, Zwamborn, R, de Klein, N, Westra, H, Bakker, O, Deelen, P, Shireby, G, Hannon, E, Moisse, M, Baird, D, Restuadi, R, Dolzhenko, E, Dekker, A, Gawor, K, Westeneng, H, Tazelaar, G, van Eijk, K, Kooyman, M, Byrne, R, Doherty, M, Heverin, M, Al Khleifat, A, Iacoangeli, A, Shatunov, A, Ticozzi, N, Cooper-Knock, J, Smith, B, Gromicho, M, Chandran, S, Pal, S, Morrison, K, Shaw, P, Hardy, J, Orrell, R, Sendtner, M, Meyer, T, Basak, N, van der Kooi, A, Ratti, A, Fogh, I, Gellera, C, Lauria, G, Corti, S, Cereda, C, Sproviero, D, D'Alfonso, S, Soraru, G, Siciliano, G, Filosto, M, Padovani, A, Chio, A, Calvo, A, Moglia, C, Brunetti, M, Canosa, A, Grassano, M, Beghi, E, Pupillo, E, Logroscino, G, Nefussy, B, Osmanovic, A, Nordin, A, Lerner, Y, Zabari, M, Gotkine, M, Baloh, R, Bell, S, Vourc'H, P, Corcia, P, Couratier, P, Millecamps, S, Meininger, V, Salachas, F, Mora Pardina, J, Assialioui, A, Rojas-Garcia, R, Dion, P, Ross, J, Ludolph, A, Weishaupt, J, Brenner, D, Freischmidt, A, Bensimon, G, Brice, A, Durr, A, Payan, C, Saker-Delye, S, Wood, N, Topp, S, Rademakers, R, Tittmann, L, Lieb, W, Franke, A, Ripke, S, Braun, A, Kraft, J, Whiteman, D, Olsen, C, Uitterlinden, A, Hofman, A, Rietschel, M, Cichon, S, Nothen, M, Amouyel, P, Traynor, B, Singleton, A, Mitne Neto, M, Cauchi, R, Ophoff, R, Wiedau-Pazos, M, Lomen-Hoerth, C, van Deerlin, V, Grosskreutz, J, Roediger, A, Gaur, N, Jork, A, Barthel, T, Theele, E, Ilse, B, Stubendorff, B, Witte, O, Steinbach, R, Hubner, C, Graff, C, Brylev, L, Fominykh, V, Demeshonok, V, Ataulina, A, Rogelj, B, Koritnik, B, Zidar, J, Ravnik-Glavac, M, Glavac, D, Stevic, Z, Drory, V, Povedano, M, Blair, I, Kiernan, M, Benyamin, B, Henderson, R, Furlong, S, Mathers, S, Mccombe, P, Needham, M, Ngo, S, Nicholson, G, Pamphlett, R, Rowe, D, Steyn, F, Williams, K, Mather, K, Sachdev, P, Henders, A, Wallace, L, de Carvalho, M, Pinto, S, Petri, S, Weber, M, Rouleau, G, Silani, V, Curtis, C, Breen, G, Glass, J, Brown, R, Landers, J, Shaw, C, Andersen, P, Groen, E, van Es, M, Pasterkamp, R, Fan, D, Garton, F, Mcrae, A, Davey Smith, G, Gaunt, T, Eberle, M, Mill, J, Mclaughlin, R, Hardiman, O, Kenna, K, Wray, N, Tsai, E, Runz, H, Franke, L, Al-Chalabi, A, Van Damme, P, van den Berg, L, Veldink, J, Ferrarese, C, Neurology, ANS - Neuroinfection & -inflammation, APH - Methodology, APH - Quality of Care, EURO-NMD, Internal Medicine, Epidemiology, Başak, Ayşe Nazlı (ORCID 0000-0001-9257-3540 & YÖK ID 1512), van Rheenen, W., Van der Spek, R.A.A., Bakker, M.K., van Vugt, J.J.F.A., Hop, P.J., Zwamborn, R.A.J., de Klein, N., Westra, H.J., Bakker, O.B., Deelen, P., Shireby, G., Hannon, E., Moisse, M., Baird, D., Restuadi, R., Dolzhenko, E., Dekker, A.M., Gawor, K., Westeneng, H.J., Tazelaar, G.H.P., van Eijk, K.R., Kooyman, M., Byrne, R.P., Doherty, M., Heverin, M., Al Khleifat, A., Iacoangeli, A., Shatunov, A., Ticozzi, N., Cooper-Knock, J., Smith, B.N., Gromicho, M., Chandran, S., Pal, S., Morrison, K.E., Shaw, P.J., Hardy, J., Orrell, R.W., Sendtner, M., Meyer, T., van der Kooi, A.J., Ratti, A., Fogh, I., Gellera, C., Lauria, G., Corti, S., Cereda, C., Sproviero, D., D'Alfonso, S., Sorarù, G., Siciliano, G., Filosto, M., Padovani, A., Chiò, A., Calvo, A., Moglia, C., Brunetti, M., Canosa, A., Grassano, M., Beghi, E., Pupillo, E., Logroscino, G., Nefussy, B., Osmanovic, A., Nordin, A., Lerner, Y., Zabari, M., Gotkine, M., Baloh, R.H., Bell, S., Vourc'h, P., Corcia, P., Couratier, P., Millecamps, S., Meininger, V., Salachas, F., Mora Pardina, J.S., Assialioui, A., Rojas-García, R., Dion, P.A., Ross, J.P., Ludolph, A.C., Weishaupt, J.H., Brenner, D., Freischmidt, A., Bensimon, G., Brice, A., Durr, A., Payan, C.A.M., Saker-Delye, S., Wood, N.W., Topp, S., Rademakers, R., Tittmann, L., Lieb, W., Franke, A., Ripke, S., Kraft, J.,Whiteman, David C., Olsen, Catherine M., Uitterlinden, A.G., Hofman, A., Rietschel, M., Cichon, S., Nothen, M.M., Amouyel, P., Comi, G., Riva, N., Lunetta, C., Gerardi, F., Cotelli, M.S., Rinaldi, F., Chiveri, L., Guaita, M.C., Perrone, P., Ceroni, M., Diamanti, L., Ferrarese, C., Tremolizzo, L., Delodovici, M.L., Bono, G., Manera, U., Vasta, R., Bombaci, A., Casale, F., Fuda, G., Salamone, P., Iazzolino, B., Peotta, L., Cugnasco, P., De Marco, G., Torrieri, M.C., Palumbo, F., Gallone, S., Barberis, M., Sbaiz, L., Gentile, S., Mauro, A., Mazzini, L., De Marchi, F., Corrado, L., Bertolotto, A., Gionco, M., Leotta, D., Odddenino, E., Imperiale, D., Cavallo, R., Pignatta, P., De Mattei, M., Geda, C., Papurello, D.M., Gusmaroli, G., Comi, C., Labate, C., Ruiz, L., Ferrandi, D., Rota, E., Aguggia, M., Di Vito, N., Meineri, P., Ghiglione, P., Launaro, N., Dotta, M., Di Sapio, A., Giardini, G., Tiloca, C., Peverelli, S., Taroni, F., Pensato, V., Castellotti, B., Comi, G.P., Del Bo, R., Gagliardi, S., Raggi, F., Simoncini, C., Lo Gerfo, A., Inghilleri, M., Ferlini, A., Simone, I.L., Passarella, B., Guerra, V., Zoccolella, S., Nozzoli, C., Mundi, C., Leone, M., Zarrelli, M., Tamma, F., Valluzzi, F., Calabrese, G., Boero, G., Rini, A., Traynor, B.J., Singleton, A.B., Neto, M.M., Cauchi, R.J., Ophoff, R.A., Wiedau-Pazos, M., Lomen-Hoerth, C., van Deerlin, V.M., Grosskreutz, J., Roediger, A., Gaur, N., Jork, A., Barthel, T., Theele, E., Ilse, B., Stubendorff, B., Witte, O.W., Steinbach, R., Hubner, C.A., Graff, C., Brylev, L., Fominykh, V., Demeshonok, V., Ataulina, A., Rogelj, B., Koritnik, B., Zidar, J., Ravnik-Glavac, M., Glavac, D., Stevic, Z., Drory, V., Povedano, M., Blair, I.P., Kiernan, M.C., Benyamin, B., Henderson, R.D., Furlong, S., Mathers, S., McCombe, P.A, Needham, M., Ngo, S.T., Nicholson, G.A., Pamphlett, R., Rowe, D.B., Steyn, F.J., Williams, K.L., Mather, K.A., Sachdev, P.S., Henders, A.K., Wallace, L., de Carvalho, M., Pinto, S., Petri, S., Weber, M., Rouleau, G.A., Silani, V., Curtis, C.J., Breen, G., Glass, J.D., Brown, R.H., Landers, J.E., Shaw, C.E., Andersen, P.M., Groen, E.J.N, van Es, M.A., Pasterkamp, R.J., Fan, D.S., Garton, F.C., McRae, A.F., Smith, G.D., Gaunt, T.R., Eberle, M.A., Mill, J., McLaughlin, R.L., Hardiman, O., Kenna, K.P., Wray, N.R., Tsai, E.L., Runz, H., Franke, L., Al-Chalabi, A., Van Damme, P., van den Berg, L.H., Veldink, J.H., Koç University Research Center for Translational Medicine (KUTTAM) / Koç Üniversitesi Translasyonel Tıp Araştırma Merkezi (KUTTAM), and School of Medicine

Subjects
Male, Genetics and heredity, amyotrophic lateral sclerosis, Neurologi, Glutamine, Medizin, Genome-wide association study, Disease, SUSCEPTIBILITY, Genome-wide association studies, DISEASE, Genètica mèdica, 0302 clinical medicine, neurodegenerative disease, genome-wide association study, ALS, gene, autophagy, Risk Factors, amyotrophic lateral sclerosi, RNA-Seq, Amyotrophic lateral sclerosis, disease-modifying therapies, blood [Cholesterol], Genetics, Genetics & Heredity, Neurons, 0303 health sciences, Medical genetics, Neurodegenerative diseases, Genome-wide association, Mendelian randomization, Frontotemporal dementia, Hexanucleotide repeat, Mutant SOD1, Metaanalysis, ALS, Susceptibility, Identification, Brain, Amyotrophic Lateral Sclerosis, Cholesterol, Disease Progression, Female, Humans, Mendelian Randomization Analysis, Microsatellite Repeats, Neurodegenerative Diseases, Quantitative Trait Loci, Genome-Wide Association Study, Mutation, MUTANT SOD1, genetics [Amyotrophic Lateral Sclerosis], medicine.anatomical_structure, Neurology, risk factor, metabolism [Neurons], MENDELIAN RANDOMIZATION, nerve cell, Life Sciences & Biomedicine, quantitative trait locu, Biology, 03 medical and health sciences, Amyotrophic lateral sclerosis -- Diagnosis, blood, ddc:570, medicine, degenerative disease, Motor neuron disease, human, Genomes, GENOME-WIDE ASSOCIATION, gene, Gene, metabolism [Glutamine], METAANALYSIS, 030304 developmental biology, Mendelian randomization analysi, Science & Technology, HEXANUCLEOTIDE REPEAT, meta analysi, IDENTIFICATION, metabolism [Amyotrophic Lateral Sclerosis], FRONTOTEMPORAL DEMENTIA, medicine.disease, metabolism [Brain], genetics [Neurodegenerative Diseases], Expression quantitative trait loci, disease exacerbation, Neuron, gemone, genetic, Vesicle-mediated transport, metabolism, Nervous system -- Degeneration, Esclerosi lateral amiotròfica, 030217 neurology & neurosurgery
Abstract

Amyotrophic lateral sclerosis (ALS) is a fatal neurodegenerative disease with a lifetime risk of one in 350 people and an unmet need for disease-modifying therapies. We conducted a cross-ancestry genome-wide association study (GWAS) including 29,612 patients with ALS and 122,656 controls, which identified 15 risk loci. When combined with 8,953 individuals with whole-genome sequencing (6,538 patients, 2,415 controls) and a large cortex-derived expression quantitative trait locus (eQTL) dataset (MetaBrain), analyses revealed locus-specific genetic architectures in which we prioritized genes either through rare variants, short tandem repeats or regulatory effects. ALS-associated risk loci were shared with multiple traits within the neurodegenerative spectrum but with distinct enrichment patterns across brain regions and cell types. Of the environmental and lifestyle risk factors obtained from the literature, Mendelian randomization analyses indicated a causal role for high cholesterol levels. The combination of all ALS-associated signals reveals a role for perturbations in vesicle-mediated transport and autophagy and provides evidence for cell-autonomous disease initiation in glutamatergic neurons., Dutch Research Council (NWO); VENI Scheme Grant; VIDI Grant; Prinses Beatrix Spierfonds; Neuromuscular Fellowship Grant; Medical Research Council (MRC); Clinical Infrastructure Award; Epidemiology Unit; Integrative Epidemiology Unit; Canadian Institutes of Health Research; IWT; National Institute on Aging; National Health and Medical Research Council (NHMRC); Enabling Grant; NHMRC/Australian Research Council Strategic Award; NHMRC; NHMRC Centre of Research Excellence Grant; National Health and Medical Research Council of Australia (NHMRC) Research Fellowship; United Kingdom, Medical Research Council; Economic and Social Research Council; European Union (EU); Horizon 2020; European Community's Health Seventh Framework Programme; EuroMOTOR; European Research Council (ERC); Research and Innovation Programme; EScORIAL; ALS Foundation Netherlands; Alzheimer’s Society PhD Studentship; ARSla Funding; Biogen; University of Bristol; Motor Neurone Disease Association (MNDA); NIHR Maudsley Biomedical Research Centre; Dutch Ministry of Education, Culture, and Science; Netherlands Organization for Scientific Research (NWO; BRAINSCAPES); Gravitation Program; ALS Liga België; National Lottery of Belgium; KU Leuven Opening the Future Fund; KU Leuven Funds, “Een Hart voor ALS”, “Laeversfonds voor ALS Onderzoek” and the “Valéry Perrier Race against ALS Fund”; E. von Behring Chair for Neuromuscular and Neurodegenerative Disorders; ALS Liga België; “Live now” Charity Foundation; Moscow ALS palliative Care Service; Canadian Institutes of Health; Research Australia; Ice Bucket Challenge Grant; NIH Intramural Research Programs; FightMND Mid-Career Fellowship; NIHR Senior Investigator; Sheffield NIHR Biomedical Research Centre; Motor Neurone Disease Association; National Institute for Health Research (NIHR) Biomedical Research Centre; Maudsley NHS Foundation Trust; King’s College London; NIHR Senior Investigator Award; Netherlands Organization for Health Research and Development; Vici Scheme; Netherlands Organization for Health Research and Development STRENGTH Project; PPP Allowance

Published
2021

13. Author Correction: Common and rare variant association analyses in amyotrophic lateral sclerosis identify 15 risk loci with distinct genetic architectures and neuron-specific biology

Author

van Rheenen, Wouter, van der Spek, Rick A A, Shireby, Gemma, Whiteman, David C, Olsen, Catherine M, Uitterlinden, Andre G, Hofman, Albert, Rietschel, Marcella, Cichon, Sven, Nöthen, Markus M., Amouyel, Philippe, Consortium, SLALOM, Consortium, PARALS, Hannon, Eilis, Consortium, SLAGEN, Consortium, SLAP, Traynor, Bryan J, Singleton, Andrew B, Mitne Neto, Miguel, Cauchi, Ruben J, Ophoff, Roel A, Wiedau-Pazos, Martina, Lomen-Hoerth, Catherine, van Deerlin, Vivianna M, Moisse, Matthieu, Grosskreutz, Julian, Roediger, Annekathrin, Gaur, Nayana, Jörk, Alexander, Barthel, Tabea, Theele, Erik, Ilse, Benjamin, Stubendorff, Beatrice, Witte, Otto W, Steinbach, Robert, Baird, Denis, Hübner, Christian A, Graff, Caroline, Brylev, Lev, Fominykh, Vera, Demeshonok, Vera, Ataulina, Anastasia, Rogelj, Boris, Koritnik, Blaž, Zidar, Janez, Ravnik-Glavač, Metka, Restuadi, Restuadi, Glavač, Damjan, Stević, Zorica, Drory, Vivian, Povedano, Monica, Blair, Ian P, Kiernan, Matthew C, Benyamin, Beben, Henderson, Robert D, Furlong, Sarah, Mathers, Susan, Dolzhenko, Egor, McCombe, Pamela A, Needham, Merrilee, Ngo, Shyuan T, Nicholson, Garth A, Pamphlett, Roger, Rowe, Dominic B, Steyn, Frederik J, Williams, Kelly L, Mather, Karen A, Sachdev, Perminder S, Dekker, Annelot M, Henders, Anjali K, Wallace, Leanne, de Carvalho, Mamede, Pinto, Susana, Petri, Susanne, Weber, Markus, Rouleau, Guy A, Silani, Vincenzo, Curtis, Charles J, Breen, Gerome, Gawor, Klara, Glass, Jonathan D, Brown, Robert H, Landers, John E, Shaw, Christopher E, Andersen, Peter M, Groen, Ewout J N, van Es, Michael A, Pasterkamp, R Jeroen, Fan, Dongsheng, Garton, Fleur C, Westeneng, Henk-Jan, McRae, Allan F, Davey Smith, George, Gaunt, Tom R, Eberle, Michael A, Mill, Jonathan, McLaughlin, Russell L, Hardiman, Orla, Kenna, Kevin P, Wray, Naomi R, Tsai, Ellen, Tazelaar, Gijs H P, Runz, Heiko, Franke, Lude, Al-Chalabi, Ammar, Van Damme, Philip, van den Berg, Leonard H, Veldink, Jan H, Comi, Giancarlo, Riva, Nilo, Lunetta, Christian, Gerardi, Francesca, Bakker, Mark K, van Eijk, Kristel R, Cotelli, Maria Sofia, Rinaldi, Fabrizio, Chiveri, Luca, Guaita, Maria Cristina, Perrone, Patrizia, Ceroni, Mauro, Diamanti, Luca, Ferrarese, Carlo, Tremolizzo, Lucio, Delodovici, Maria Luisa, Kooyman, Maarten, Bono, Giorgio, Canosa, Antonio, Manera, Umberto, Vasta, Rosario, Bombaci, Alessandro, Casale, Federico, Fuda, Giuseppe, Salamone, Paolina, Iazzolino, Barbara, Peotta, Laura, Byrne, Ross P, Cugnasco, Paolo, De Marco, Giovanni, Torrieri, Maria Claudia, Palumbo, Francesca, Gallone, Salvatore, Barberis, Marco, Sbaiz, Luca, Gentile, Salvatore, Mauro, Alessandro, Mazzini, Letizia, Doherty, Mark, De Marchi, Fabiola, Corrado, Lucia, D'Alfonso, Sandra, Bertolotto, Antonio, Gionco, Maurizio, Leotta, Daniela, Odddenino, Enrico, Imperiale, Daniele, Cavallo, Roberto, Pignatta, Pietro, Heverin, Mark, De Mattei, Marco, Geda, Claudio, Papurello, Diego Maria, Gusmaroli, Graziano, Comi, Cristoforo, Labate, Carmelo, Ruiz, Luigi, Ferrandi, Delfina, Rota, Eugenia, Aguggia, Marco, Al Khleifat, Ahmad, Di Vito, Nicoletta, Meineri, Piero, Ghiglione, Paolo, Launaro, Nicola, Dotta, Michele, Di Sapio, Alessia, Giardini, Guido, Tiloca, Cinzia, Peverelli, Silvia, Taroni, Franco, Iacoangeli, Alfredo, Pensato, Viviana, Castellotti, Barbara, Comi, Giacomo P, Del Bo, Roberto, Gagliardi, Stella, Raggi, Flavia, Simoncini, Costanza, Shatunov, Aleksey, Lo Gerfo, Annalisa, Inghilleri, Maurizio, Ferlini, Alessandra, Simone, Isabella L, Passarella, Bruno, Guerra, Vito, Zoccolella, Stefano, Nozzoli, Cecilia, Mundi, Ciro, Leone, Maurizio, Ticozzi, Nicola, Zarrelli, Michele, Tamma, Filippo, Valluzzi, Francesco, Calabrese, Gianluigi, Boero, Giovanni, Rini, Augusto, Cooper-Knock, Johnathan, van Vugt, Joke J F A, Smith, Bradley N, Gromicho, Marta, Chandran, Siddharthan, Pal, Suvankar, Morrison, Karen E, Shaw, Pamela J, Hardy, John, Orrell, Richard W, Sendtner, Michael, Meyer, Thomas, Hop, Paul J, Başak, Nazli, van der Kooi, Anneke J, Ratti, Antonia, Fogh, Isabella, Gellera, Cinzia, Lauria, Giuseppe, Corti, Stefania, Cereda, Cristina, Sproviero, Daisy, Zwamborn, Ramona A J, Sorarù, Gianni, Siciliano, Gabriele, Filosto, Massimiliano, Padovani, Alessandro, Chiò, Adriano, Calvo, Andrea, Moglia, Cristina, Brunetti, Maura, Grassano, Maurizio, de Klein, Niek, Beghi, Ettore, Pupillo, Elisabetta, Logroscino, Giancarlo, Nefussy, Beatrice, Osmanovic, Alma, Nordin, Angelica, Lerner, Yossef, Zabari, Michal, Gotkine, Marc, Baloh, Robert H, Westra, Harm-Jan, Bell, Shaughn, Vourc'h, Patrick, Corcia, Philippe, Couratier, Philippe, Millecamps, Stéphanie, Meininger, Vincent, Salachas, François, Mora Pardina, Jesus S, Assialioui, Abdelilah, Rojas-García, Ricardo, Bakker, Olivier B, Dion, Patrick A, Ross, Jay P, Ludolph, Albert, Weishaupt, Jochen H, Brenner, David, Freischmidt, Axel, Bensimon, Gilbert, Brice, Alexis, Dürr, Alexandra, Payan, Christine A M, Deelen, Patrick, Saker-Delye, Safa, Wood, Nicholas W, Topp, Simon, Rademakers, Rosa, Tittmann, Lukas, Lieb, Wolfgang, Franke, Andre, Ripke, Stephan, Braun, Alice, and Kraft, Julia

Subjects
ddc:570, Genetics, Medizin
Abstract

In the version of this article initially published, the affiliation for Nazli Başak appeared incorrectly. Nazli Başak is at Koç University, School of Medicine, KUTTAM-NDAL, Istanbul, Turkey, and not Bogazici University. The error has been corrected in the HTML and PDF versions of the article.

Published
2021

14. Meta-analysis of genome-wide DNA methylation identifies shared associations across neurodegenerative disorders

Author

UMC Utrecht, Neurogenetica, Neurologen, Brain, Projectafdeling ALS, Regenerative Medicine and Stem Cells, Nabais, Marta F., Laws, Simon M., Lin, Tian, Vallerga, Costanza L., Armstrong, Nicola J., Blair, Ian P., Kwok, John B., Mather, Karen A., Mellick, George D., Sachdev, Perminder S., Wallace, Leanne, Henders, Anjali K., Zwamborn, Ramona A.J., Hop, Paul J., Lunnon, Katie, Pishva, Ehsan, Roubroeks, Janou A.Y., Soininen, Hilkka, Tsolaki, Magda, Mecocci, Patrizia, Lovestone, Simon, Kłoszewska, Iwona, Vellas, Bruno, Furlong, Sarah, Garton, Fleur C., Henderson, Robert D., Mathers, Susan, McCombe, Pamela A., Needham, Merrilee, Ngo, Shyuan T., Nicholson, Garth, Pamphlett, Roger, Rowe, Dominic B., Steyn, Frederik J., Williams, Kelly L., Anderson, Tim J., Bentley, Steven R., Dalrymple-Alford, John, Fowder, Javed, Gratten, Jacob, Halliday, Glenda, Hickie, Ian B., Kennedy, Martin, Lewis, Simon J.G., Montgomery, Grant W., Pearson, John, Pitcher, Toni L., van Rheenen, Wouter, van den Berg, Leonard H., Veldink, Jan H., the Australian Imaging Biomarkers and Lifestyle study, the Alzheimer’s Disease Neuroimaging Initiative, UMC Utrecht, Neurogenetica, Neurologen, Brain, Projectafdeling ALS, Regenerative Medicine and Stem Cells, Nabais, Marta F., Laws, Simon M., Lin, Tian, Vallerga, Costanza L., Armstrong, Nicola J., Blair, Ian P., Kwok, John B., Mather, Karen A., Mellick, George D., Sachdev, Perminder S., Wallace, Leanne, Henders, Anjali K., Zwamborn, Ramona A.J., Hop, Paul J., Lunnon, Katie, Pishva, Ehsan, Roubroeks, Janou A.Y., Soininen, Hilkka, Tsolaki, Magda, Mecocci, Patrizia, Lovestone, Simon, Kłoszewska, Iwona, Vellas, Bruno, Furlong, Sarah, Garton, Fleur C., Henderson, Robert D., Mathers, Susan, McCombe, Pamela A., Needham, Merrilee, Ngo, Shyuan T., Nicholson, Garth, Pamphlett, Roger, Rowe, Dominic B., Steyn, Frederik J., Williams, Kelly L., Anderson, Tim J., Bentley, Steven R., Dalrymple-Alford, John, Fowder, Javed, Gratten, Jacob, Halliday, Glenda, Hickie, Ian B., Kennedy, Martin, Lewis, Simon J.G., Montgomery, Grant W., Pearson, John, Pitcher, Toni L., van Rheenen, Wouter, van den Berg, Leonard H., Veldink, Jan H., the Australian Imaging Biomarkers and Lifestyle study, and the Alzheimer’s Disease Neuroimaging Initiative

Published
2021

15. Meta-analysis of genome-wide DNA methylation identifies shared associations across neurodegenerative disorders

Author

Nabais, Marta F., Laws, Simon M., Lin, Tian, Vallerga, Costanza L., Armstrong, Nicola J., Blair, Ian P., Kwok, John B., Mather, Karen A., Mellick, George D., Sachdev, Perminder S., Wallace, Leanne, Henders, Anjali K., Zwamborn, Ramona A. J., Hop, Paul J., Lunnon, Katie, Pishva, Ehsan, Roubroeks, Janou A. Y., Soininen, Hilkka, Tsolaki, Magda, Mecocci, Patrizia, Lovestone, Simon, Kłoszewska, Iwona, Vellas, Bruno, Furlong, Sarah, Garton, Fleur C., Henderson, Robert D., Mathers, Susan, McCombe, Pamela A., Needham, Merrilee, Ngo, Shyuan T., Nicholson, Garth, Pamphlett, Roger, Rowe, Dominic B., Steyn, Frederik J., Williams, Kelly L., Anderson, Tim J., Bentley, Steven R., Dalrymple-Alford, John, Fowder, Javed, Gratten, Jacob, Halliday, Glenda, Hickie, Ian B., Kennedy, Martin, Lewis, Simon J. G., Montgomery, Grant W., Pearson, John, Pitcher, Toni L., Silburn, Peter, Zhang, Futao, Visscher, Peter M., Yang, Jian, Stevenson, Anna J., Hillary, Robert F., Marioni, Riccardo E., Harris, Sarah E., Deary, Ian J., Jones, Ashley R., Shatunov, Aleksey, Iacoangeli, Alfredo, van Rheenen, Wouter, van den Berg, Leonard H., Shaw, Pamela J., Shaw, Cristopher E., Morrison, Karen E., Al-Chalabi, Ammar, Veldink, Jan H., Hannon, Eilis, Mill, Jonathan, Wray, Naomi R., McRae, Allan F., the Alzheimer's Disease Neuroimaging Initiative, the Australian Imaging Biomarkers and Lifestyle study, Nabais, Marta F., Laws, Simon M., Lin, Tian, Vallerga, Costanza L., Armstrong, Nicola J., Blair, Ian P., Kwok, John B., Mather, Karen A., Mellick, George D., Sachdev, Perminder S., Wallace, Leanne, Henders, Anjali K., Zwamborn, Ramona A. J., Hop, Paul J., Lunnon, Katie, Pishva, Ehsan, Roubroeks, Janou A. Y., Soininen, Hilkka, Tsolaki, Magda, Mecocci, Patrizia, Lovestone, Simon, Kłoszewska, Iwona, Vellas, Bruno, Furlong, Sarah, Garton, Fleur C., Henderson, Robert D., Mathers, Susan, McCombe, Pamela A., Needham, Merrilee, Ngo, Shyuan T., Nicholson, Garth, Pamphlett, Roger, Rowe, Dominic B., Steyn, Frederik J., Williams, Kelly L., Anderson, Tim J., Bentley, Steven R., Dalrymple-Alford, John, Fowder, Javed, Gratten, Jacob, Halliday, Glenda, Hickie, Ian B., Kennedy, Martin, Lewis, Simon J. G., Montgomery, Grant W., Pearson, John, Pitcher, Toni L., Silburn, Peter, Zhang, Futao, Visscher, Peter M., Yang, Jian, Stevenson, Anna J., Hillary, Robert F., Marioni, Riccardo E., Harris, Sarah E., Deary, Ian J., Jones, Ashley R., Shatunov, Aleksey, Iacoangeli, Alfredo, van Rheenen, Wouter, van den Berg, Leonard H., Shaw, Pamela J., Shaw, Cristopher E., Morrison, Karen E., Al-Chalabi, Ammar, Veldink, Jan H., Hannon, Eilis, Mill, Jonathan, Wray, Naomi R., McRae, Allan F., the Alzheimer's Disease Neuroimaging Initiative, and the Australian Imaging Biomarkers and Lifestyle study

Abstract

Background: People with neurodegenerative disorders show diverse clinical syndromes, genetic heterogeneity, and distinct brain pathological changes, but studies report overlap between these features. DNA methylation (DNAm) provides a way to explore this overlap and heterogeneity as it is determined by the combined effects of genetic variation and the environment. In this study, we aim to identify shared blood DNAm differences between controls and people with Alzheimer’s disease, amyotrophic lateral sclerosis, and Parkinson’s disease. Results: We use a mixed-linear model method (MOMENT) that accounts for the effect of (un)known confounders, to test for the association of each DNAm site with each disorder. While only three probes are found to be genome-wide significant in each MOMENT association analysis of amyotrophic lateral sclerosis and Parkinson’s disease (and none with Alzheimer’s disease), a fixed-effects meta-analysis of the three disorders results in 12 genome-wide significant differentially methylated positions. Predicted immune cell-type proportions are disrupted across all neurodegenerative disorders. Protein inflammatory markers are correlated with profile sum-scores derived from disease-associated immune cell-type proportions in a healthy aging cohort. In contrast, they are not correlated with MOMENT DNAm-derived profile sum-scores, calculated using effect sizes of the 12 differentially methylated positions as weights. Conclusions: We identify shared differentially methylated positions in whole blood between neurodegenerative disorders that point to shared pathogenic mechanisms. These shared differentially methylated positions may reflect causes or consequences of disease, but they are unlikely to reflect cell-type proportion differences.

Published
2021

16. Additional file 4 of Genome-wide identification of genes regulating DNA methylation using genetic anchors for causal inference

Author

Hop, Paul J., Luijk, René, Daxinger, Lucia, Iterson, Maarten Van, Dekkers, Koen F., Jansen, Rick, Meurs, Joyce B. J. Van, Peter A. C. ’T Hoen, M. Arfan Ikram, Greevenbroek, Marleen M. J. Van, Dorret I. Boomsma, P. Eline Slagboom, Veldink, Jan H., Zwet, Erik W. Van, and Heijmans, Bastiaan T.

Abstract

Additional file 4: Table S6. Comparison with previous trans-methylation QTL studies in blood. Fig. S1. Test-statistics before and after adjustment for SNPs associated with white blood cell counts. Fig. S2. Power analyses. Fig. S3. Explained variance of genetic instruments for TFs and non-TFs. Fig. S4. Volcano plots for DNMT3A and DNMT1. Fig. S5. Volcano plots for CDCA7 and CDCA7L. Fig. S6. Increase in statistical power with larger sample sizes. Fig. S7. Diagram showing the presumed relations between genetic instruments, expression and DNA methylation.

Published
2020
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17. Additional file 19 of Genome-wide identification of genes regulating DNA methylation using genetic anchors for causal inference

Author

Hop, Paul J., Luijk, René, Daxinger, Lucia, Iterson, Maarten Van, Dekkers, Koen F., Jansen, Rick, Meurs, Joyce B. J. Van, Peter A. C. ’T Hoen, M. Arfan Ikram, Greevenbroek, Marleen M. J. Van, Dorret I. Boomsma, P. Eline Slagboom, Veldink, Jan H., Zwet, Erik W. Van, and Heijmans, Bastiaan T.

Abstract

Additional file 19. Review history.

Published
2020
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18. Significant out-of-sample classification from methylation profile scoring for amyotrophic lateral sclerosis

Author

Neurogenetica, ZL Neuromusculaire Ziekten Medisch, Brain, Nabais, Marta F., Lin, Tian, Benyamin, Beben, Williams, Kelly L., Garton, Fleur C., Vinkhuyzen, Anna A.E., Zhang, Futao, Vallerga, Costanza L., Restuadi, Restuadi, Freydenzon, Anna, Zwamborn, Ramona A.J., Hop, Paul J., Robinson, Matthew R., Gratten, Jacob, Visscher, Peter M., Hannon, Eilis, Mill, Jonathan, Brown, Matthew A., Laing, Nigel G., Mather, Karen A., Sachdev, Perminder S., Ngo, Shyuan T., Steyn, Frederik J., Wallace, Leanne, Henders, Anjali K., Needham, Merrilee, Veldink, Jan H., Mathers, Susan, Nicholson, Garth, Rowe, Dominic B., Henderson, Robert D., McCombe, Pamela A., Pamphlett, Roger, Yang, Jian, Blair, Ian P., McRae, Allan F., Wray, Naomi R., Neurogenetica, ZL Neuromusculaire Ziekten Medisch, Brain, Nabais, Marta F., Lin, Tian, Benyamin, Beben, Williams, Kelly L., Garton, Fleur C., Vinkhuyzen, Anna A.E., Zhang, Futao, Vallerga, Costanza L., Restuadi, Restuadi, Freydenzon, Anna, Zwamborn, Ramona A.J., Hop, Paul J., Robinson, Matthew R., Gratten, Jacob, Visscher, Peter M., Hannon, Eilis, Mill, Jonathan, Brown, Matthew A., Laing, Nigel G., Mather, Karen A., Sachdev, Perminder S., Ngo, Shyuan T., Steyn, Frederik J., Wallace, Leanne, Henders, Anjali K., Needham, Merrilee, Veldink, Jan H., Mathers, Susan, Nicholson, Garth, Rowe, Dominic B., Henderson, Robert D., McCombe, Pamela A., Pamphlett, Roger, Yang, Jian, Blair, Ian P., McRae, Allan F., and Wray, Naomi R.

Published
2020

19. Cross-reactive probes on Illumina DNA methylation arrays: a large study on ALS shows that a cautionary approach is warranted in interpreting epigenome-wide association studies

Author

Hop, Paul J, primary, Zwamborn, Ramona A J, additional, Hannon, Eilis J, additional, Dekker, Annelot M, additional, van Eijk, Kristel R, additional, Walker, Emma M, additional, Iacoangeli, Alfredo, additional, Jones, Ashley R, additional, Shatunov, Aleksey, additional, Khleifat, Ahmad Al, additional, Opie-Martin, Sarah, additional, Shaw, Christopher E, additional, Morrison, Karen E, additional, Shaw, Pamela J, additional, McLaughlin, Russell L, additional, Hardiman, Orla, additional, Al-Chalabi, Ammar, additional, Van Den Berg, Leonard H, additional, Mill, Jonathan, additional, and Veldink, Jan H, additional

Published
2020
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20. Meta-analysis of genome-wide DNA methylation identifies shared associations across neurodegenerative disorders

Author

<p>Funding information : https://genomebiology.biomedcentral.com/articles/10.1186/s13059-021-02275-5 National Health and Medical Research Council Australian Research Council Edith Cowan University</p>, Nabais, Marta F., Laws, Simon M., Lin, Tian, Vallerga, Costanza L., Armstrong, Nicola J., Blair, Ian P., Kwok, John B., Mather, Karen A., Mellick, George D., Sachdev, Perminder S., Wallace, Leanne, Henders, Anjali K., Zwamborn, Ramona A. J., Hop, Paul J., Lunnon, Katie, Pishva, Ehsan, Roubroeks, Janou A. Y., Soininen, Hilkka, Tsolaki, Magda, Mecocci, Patrizia, Lovestone, Simon, Kłoszewska, Iwona, Vellas, Bruno, Furlong, Sarah, Garton, Fleur C., Henderson, Robert D., Mathers, Susan, McCombe, Pamela A., Needham, Merrilee, Ngo, Shyuan T., Nicholson, Garth, Pamphlett, Roger, Rowe, Dominic B., Steyn, Frederik J., Williams, Kelly L., Anderson, Tim J., Bentley, Steven R., Dalrymple-Alford, John, Fowder, Javed, Gratten, Jacob, Halliday, Glenda, Hickie, Ian B., Kennedy, Martin, Lewis, Simon J. G., Montgomery, Grant W., Pearson, John, Pitcher, Toni L., Silburn, Peter, Zhang, Futao, Visscher, Peter M., Yang, Jian, Stevenson, Anna J., Hillary, Robert F., Marioni, Riccardo E., Harris, Sarah E., Deary, Ian J., Jones, Ashley R., Shatunov, Aleksey, Iacoangeli, Alfredo, van Rheenen, Wouter, van den Berg, Leonard H., Shaw, Pamela J., Shaw, Cristopher E., Morrison, Karen E., Al-Chalabi, Ammar, Veldink, Jan H., Hannon, Eilis, Mill, Jonathan, Wray, Naomi R., McRae, Allan F., the Alzheimer's Disease Neuroimaging Initiative, the Australian Imaging Biomarkers and Lifestyle study, <p>Funding information : https://genomebiology.biomedcentral.com/articles/10.1186/s13059-021-02275-5 National Health and Medical Research Council Australian Research Council Edith Cowan University</p>, Nabais, Marta F., Laws, Simon M., Lin, Tian, Vallerga, Costanza L., Armstrong, Nicola J., Blair, Ian P., Kwok, John B., Mather, Karen A., Mellick, George D., Sachdev, Perminder S., Wallace, Leanne, Henders, Anjali K., Zwamborn, Ramona A. J., Hop, Paul J., Lunnon, Katie, Pishva, Ehsan, Roubroeks, Janou A. Y., Soininen, Hilkka, Tsolaki, Magda, Mecocci, Patrizia, Lovestone, Simon, Kłoszewska, Iwona, Vellas, Bruno, Furlong, Sarah, Garton, Fleur C., Henderson, Robert D., Mathers, Susan, McCombe, Pamela A., Needham, Merrilee, Ngo, Shyuan T., Nicholson, Garth, Pamphlett, Roger, Rowe, Dominic B., Steyn, Frederik J., Williams, Kelly L., Anderson, Tim J., Bentley, Steven R., Dalrymple-Alford, John, Fowder, Javed, Gratten, Jacob, Halliday, Glenda, Hickie, Ian B., Kennedy, Martin, Lewis, Simon J. G., Montgomery, Grant W., Pearson, John, Pitcher, Toni L., Silburn, Peter, Zhang, Futao, Visscher, Peter M., Yang, Jian, Stevenson, Anna J., Hillary, Robert F., Marioni, Riccardo E., Harris, Sarah E., Deary, Ian J., Jones, Ashley R., Shatunov, Aleksey, Iacoangeli, Alfredo, van Rheenen, Wouter, van den Berg, Leonard H., Shaw, Pamela J., Shaw, Cristopher E., Morrison, Karen E., Al-Chalabi, Ammar, Veldink, Jan H., Hannon, Eilis, Mill, Jonathan, Wray, Naomi R., McRae, Allan F., the Alzheimer's Disease Neuroimaging Initiative, and the Australian Imaging Biomarkers and Lifestyle study

Abstract

Nabais, M. F., Laws, S. M., Lin, T., Vallerga, C. L., Armstrong, N. J., Blair, I. P., ... McRae, A. F. (2021). Meta-analysis of genome-wide DNA methylation identifies shared associations across neurodegenerative disorders. Genome Biology, 22, article 90. https://doi.org/10.1186/s13059-021-02275-5

21. Genome-wide study of DNA methylation shows alterations in metabolic, inflammatory, and cholesterol pathways in ALS.

Author

Hop PJ, Zwamborn RAJ, Hannon E, Shireby GL, Nabais MF, Walker EM, van Rheenen W, van Vugt JJFA, Dekker AM, Westeneng HJ, Tazelaar GHP, van Eijk KR, Moisse M, Baird D, Al Khleifat A, Iacoangeli A, Ticozzi N, Ratti A, Cooper-Knock J, Morrison KE, Shaw PJ, Basak AN, Chiò A, Calvo A, Moglia C, Canosa A, Brunetti M, Grassano M, Gotkine M, Lerner Y, Zabari M, Vourc'h P, Corcia P, Couratier P, Mora Pardina JS, Salas T, Dion P, Ross JP, Henderson RD, Mathers S, McCombe PA, Needham M, Nicholson G, Rowe DB, Pamphlett R, Mather KA, Sachdev PS, Furlong S, Garton FC, Henders AK, Lin T, Ngo ST, Steyn FJ, Wallace L, Williams KL, Neto MM, Cauchi RJ, Blair IP, Kiernan MC, Drory V, Povedano M, de Carvalho M, Pinto S, Weber M, Rouleau GA, Silani V, Landers JE, Shaw CE, Andersen PM, McRae AF, van Es MA, Pasterkamp RJ, Wray NR, McLaughlin RL, Hardiman O, Kenna KP, Tsai E, Runz H, Al-Chalabi A, van den Berg LH, Van Damme P, Mill J, and Veldink JH

Subjects
Cholesterol, DNA Methylation genetics, Epigenesis, Genetic, Genome-Wide Association Study, Humans, Amyotrophic Lateral Sclerosis genetics, Neurodegenerative Diseases genetics
Abstract

Amyotrophic lateral sclerosis (ALS) is a fatal neurodegenerative disease with an estimated heritability between 40 and 50%. DNA methylation patterns can serve as proxies of (past) exposures and disease progression, as well as providing a potential mechanism that mediates genetic or environmental risk. Here, we present a blood-based epigenome-wide association study meta-analysis in 9706 samples passing stringent quality control (6763 patients, 2943 controls). We identified a total of 45 differentially methylated positions (DMPs) annotated to 42 genes, which are enriched for pathways and traits related to metabolism, cholesterol biosynthesis, and immunity. We then tested 39 DNA methylation-based proxies of putative ALS risk factors and found that high-density lipoprotein cholesterol, body mass index, white blood cell proportions, and alcohol intake were independently associated with ALS. Integration of these results with our latest genome-wide association study showed that cholesterol biosynthesis was potentially causally related to ALS. Last, DNA methylation at several DMPs and blood cell proportion estimates derived from DNA methylation data were associated with survival rate in patients, suggesting that they might represent indicators of underlying disease processes potentially amenable to therapeutic interventions.

Published
2022
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22. Meta-analysis of genome-wide DNA methylation identifies shared associations across neurodegenerative disorders.

Author

Nabais MF, Laws SM, Lin T, Vallerga CL, Armstrong NJ, Blair IP, Kwok JB, Mather KA, Mellick GD, Sachdev PS, Wallace L, Henders AK, Zwamborn RAJ, Hop PJ, Lunnon K, Pishva E, Roubroeks JAY, Soininen H, Tsolaki M, Mecocci P, Lovestone S, Kłoszewska I, Vellas B, Furlong S, Garton FC, Henderson RD, Mathers S, McCombe PA, Needham M, Ngo ST, Nicholson G, Pamphlett R, Rowe DB, Steyn FJ, Williams KL, Anderson TJ, Bentley SR, Dalrymple-Alford J, Fowder J, Gratten J, Halliday G, Hickie IB, Kennedy M, Lewis SJG, Montgomery GW, Pearson J, Pitcher TL, Silburn P, Zhang F, Visscher PM, Yang J, Stevenson AJ, Hillary RF, Marioni RE, Harris SE, Deary IJ, Jones AR, Shatunov A, Iacoangeli A, van Rheenen W, van den Berg LH, Shaw PJ, Shaw CE, Morrison KE, Al-Chalabi A, Veldink JH, Hannon E, Mill J, Wray NR, and McRae AF

Subjects
Alleles, Biomarkers, Blood Cells metabolism, Case-Control Studies, Disease Susceptibility, Gene Expression Profiling, Genetic Loci, Genetic Predisposition to Disease, Humans, Neurodegenerative Diseases metabolism, DNA Methylation, Epigenesis, Genetic, Genome-Wide Association Study, Neurodegenerative Diseases etiology
Abstract

Background: People with neurodegenerative disorders show diverse clinical syndromes, genetic heterogeneity, and distinct brain pathological changes, but studies report overlap between these features. DNA methylation (DNAm) provides a way to explore this overlap and heterogeneity as it is determined by the combined effects of genetic variation and the environment. In this study, we aim to identify shared blood DNAm differences between controls and people with Alzheimer's disease, amyotrophic lateral sclerosis, and Parkinson's disease., Results: We use a mixed-linear model method (MOMENT) that accounts for the effect of (un)known confounders, to test for the association of each DNAm site with each disorder. While only three probes are found to be genome-wide significant in each MOMENT association analysis of amyotrophic lateral sclerosis and Parkinson's disease (and none with Alzheimer's disease), a fixed-effects meta-analysis of the three disorders results in 12 genome-wide significant differentially methylated positions. Predicted immune cell-type proportions are disrupted across all neurodegenerative disorders. Protein inflammatory markers are correlated with profile sum-scores derived from disease-associated immune cell-type proportions in a healthy aging cohort. In contrast, they are not correlated with MOMENT DNAm-derived profile sum-scores, calculated using effect sizes of the 12 differentially methylated positions as weights., Conclusions: We identify shared differentially methylated positions in whole blood between neurodegenerative disorders that point to shared pathogenic mechanisms. These shared differentially methylated positions may reflect causes or consequences of disease, but they are unlikely to reflect cell-type proportion differences.

Published
2021
Full Text
View/download PDF

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