White matter diffusion estimates in obsessive-compulsive disorder across 1653 individuals: machine learning findings from the ENIGMA OCD Working Group
Kim, Bo-Gyeom; Kim, Gakyung; Abe, Yoshinari; Alonso, Pino; Ameis, Stephanie; Anticevic, Alan; Arnold, Paul D.; Balachander, Srinivas; Banaj, Nerisa; Bargalló, Nuria; Batistuzzo, Marcelo C.; Benedetti, Francesco; Bertolín, Sara; Beucke, Jan Carl; Bollettini, Irene; Brem, Silvia; Brennan, Brian P.; Buitelaar, Jan K.; Calvo, Rosa; Castelo-Branco, Miguel; Cheng, Yuqi; Chhatkuli, Ritu Bhusal; Ciullo, Valentina; Coelho, Ana; Couto, Beatriz; Dallaspezia, Sara; Ely, Benjamin A.; Ferreira, Sónia; Fontaine, Martine; Fouche, Jean-Paul; Grazioplene, Rachael; Gruner, Patricia; Hagen, Kristen; Hansen, Bjarne Kristian Aaslie; Hanna, Gregory L.; Hirano, Yoshiyuki; Höxter, Marcelo Q.; Hough, Morgan; Hu, Hao; Huyser, Chaim; Ikuta, Toshikazu; Jahanshad, Neda; James, Anthony; Jaspers-Fayer, Fern; Kasprzak, Selina; Kathmann, Norbert; Kaufmann, Christian; Kim, Minah; Koch, Kathrin; Kvale, Gerd; Kwon, Jun Soo; Lazaro, Luisa; Lee, Junhee; Lochner, Christine; Lu, Jin; Manrique, Daniela Rodriguez; Martínez-Zalacaín, Ignacio; Masuda, Yoshitada; Matsumoto, Koji; Maziero, Maria Paula; Menchón, Jose M.; Minuzzi, Luciano; Moreira, Pedro Silva; Morgado, Pedro; Narayanaswamy, Janardhanan C.; Narumoto, Jin; Ortiz, Ana E.; Ota, Junko; Pariente, Jose C.; Perriello, Chris; Picó-Pérez, Maria; Pittenger, Christopher; Poletti, Sara; Real, Eva; Reddy, Y. C. Janardhan; van Rooij, Daan; Sakai, Yuki; Sato, João Ricardo; Segalas, Cinto; Shavitt, Roseli G.; Shen, Zonglin; Shimizu, Eiji; Shivakumar, Venkataram; Soreni, Noam; Soriano-Mas, Carles; Sousa, Nuno; Sousa, Mafalda Machado; Spalletta, Gianfranco; Stern, Emily R.; Stewart, S. Evelyn; Szeszko, Philip R.; Thomas, Rajat; Thomopoulos, Sophia I.; Vecchio, Daniela; Venkatasubramanian, Ganesan; Vriend, Chris; Walitza, Susanne; Wang, Zhen; Watanabe, Anri; Wolters, Lidewij; Xu, Jian; Yamada, Kei; Yun, Je-Yeon; Zarei, Mojtaba; Zhao, Qing; Zhu, Xi; Thompson, Paul M.; Bruin, Willem B.; van Wingen, Guido A.; Piras, Federica; Piras, Fabrizio; Stein, Dan J.; van den Heuvel, Odile A; Simpson, Helen Blair; Marsh, Rachel; Cha, Jiook; Arai, Honami; Araújo, Ana Isabel; Araki, Kentaro; Arnold, Paul D.; Baker, Justin T.; Bargalló, Núria; Bertolín, Sara; Best, John R.; Boedhoe, Premika S. W.; Bölte, Sven; Brecke, Vilde; Buitelaar, Jan K.; Calvo, Rosa; Cappi, Carolina; Castelhano, Joao; Chen, Wei; Chihiro, Sutoh; Cho, Kang Ik Kevin; Choi, Sunah; Costa, Daniel; Dai, Nan; Dalvie, Shareefa; Denys, Damiaan; Diniz, Juliana B.; Duarte, Isabel C.; Federico, Calesella; Feusner, Jamie D.; Fitzgerald, Kate D.; Fridgeirsson, Egill Axfjord; Grünblatt, Edna; Hamatani, Sayo; Hanna, Gregory; He, Mengxin; Ikari, Keisuke; Ipser, Jonathan; Jiang, Hongyan; Jiang, Linling; de Joode, Niels T.; Kathmann, Norbert; Kim, Taekwan; Kitagawa, Hitomi; Kuno, Masaru; Bin Kwak, Yoo; Kwon, Jun Soo; van Leeuwen, Wieke; Li, Chiang-shan Ray; Li, Na; Liu, Yanni; liu, Fang; Lopes, Antonio Carlos; Lu, Jin; Milaneschi, Yuri; van Marle, Hein; Mas, Sergi; Mataix-Cols, David; de Mathis, Maria Alice; Mazieiro, Maria Paula; Medland, Sarah; Melo, Renata; Miguel, Euripedes C.; Morer, Astrid; De Nadai, Alessandro S.; Nakao, Tomohiro; Nihei, Masato; Norman, Luke; Nurmi, Erika L.; O’Neil, Joseph; Oh, Sanghoon; Okawa, Sho; Piacentini, John C.; Picó-Pérez, Maria; Rodriguez, Natalia; van Rooij, Daan; Sato, João R.; Segalas, Cinto; Silva, Renata; Soreni, Noam; Stevens, Michael; van der Straten, Anouk; Takahashi, Jumpei; Tanamatis, Tais; Tang, Jinsong; Thorsen, Anders Lillevik; Tolin, David; Uhlmann, Anne; Vai, Benedetta; van der Werf, Ysbrand D.; Veltman, Dick J.; Vetter, Nora; Wang, Jicai; Weeland, Cees J.; van Wingen, Guido A.; de Wit, Stella J.; Wolff, Nicole; Xu, Xiufeng; Yoshida, Tokiko; Zhang, Fengrui
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- Centre for Crisis Psychology [108]
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Abstract
White matter pathways, typically studied with diffusion tensor imaging (DTI), have been implicated in the neurobiology of obsessive-compulsive disorder (OCD). However, due to limited sample sizes and the predominance of single-site studies, the generalizability of OCD classification based on diffusion white matter estimates remains unclear. Here, we tested classification accuracy using the largest OCD DTI dataset to date, involving 1336 adult participants (690 OCD patients and 646 healthy controls) and 317 pediatric participants (175 OCD patients and 142 healthy controls) from 18 international sites within the ENIGMA OCD Working Group. We used an automatic machine learning pipeline (with feature engineering and selection, and model optimization) and examined the cross-site generalizability of the OCD classification models using leave-one-site-out cross-validation. Our models showed low-to-moderate accuracy in classifying (1) “OCD vs. healthy controls” (Adults, receiver operator characteristic-area under the curve = 57.19 ± 3.47 in the replication set; Children, 59.8 ± 7.39), (2) “unmedicated OCD vs. healthy controls” (Adults, 62.67 ± 3.84; Children, 48.51 ± 10.14), and (3) “medicated OCD vs. unmedicated OCD” (Adults, 76.72 ± 3.97; Children, 72.45 ± 8.87). There was significant site variability in model performance (cross-validated ROC AUC ranges 51.6–79.1 in adults; 35.9–63.2 in children). Machine learning interpretation showed that diffusivity measures of the corpus callosum, internal capsule, and posterior thalamic radiation contributed to the classification of OCD from HC. The classification performance appeared greater than the model trained on grey matter morphometry in the prior ENIGMA OCD study (our study includes subsamples from the morphometry study). Taken together, this study points to the meaningful multivariate patterns of white matter features relevant to the neurobiology of OCD, but with low-to-moderate classification accuracy. The OCD classification performance may be constrained by site variability and medication effects on the white matter integrity, indicating room for improvement for future research.
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NatureJournal
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L.; Kiechl-Kohlendorfer, Ursula; Kiechl, Sophia J.; Kiechl, Stefan; Killewo, Japhet; Kim, Hyeon Chang; Kim, Jeongseon; Kindblom, Jenny M.; Kingston, Andrew; Klakk, Heidi; Klimek, Magdalena; Klimont, Jeannette; Klumbiene, Jurate; Knoflach, Michael; Koirala, Bhawesh; Kolle, Elin; Kolsteren, Patrick; König, Jürgen; Korpelainen, Raija; Korrovits, Paul; Korzycka, Magdalena; Kos, Jelena; Koskinen, Seppo; Kouda, Katsuyasu; Kovács, Éva; Kovacs, Viktoria Anna; Kovalskys, Irina; Kowlessur, Sudhir; Koziel, Slawomir; Kratenova, Jana; Kratzer, Wolfgang; Kriaucioniene, Vilma; Kriemler, Susi; Kristensen, Peter Lund; Krizan, Helena; Kroker-Lobos, Maria F.; Krokstad, Steinar; Kromhout, Daan; Kruger, Herculina S.; Kruger, Ruan; Kryst, Łukasz; Kubinova, Ruzena; Kuciene, Renata; Kujala, Urho M.; Kujundzic, Enisa; Kulaga, Zbigniew; Kulimbet, Mukhtar; Kumar, R. Krishna; Kunešová, Marie; Kurjata, Pawel; Kusuma, Yadlapalli S.; Kutsenko, Vladimir; Kuulasmaa, Kari; Kyobutungi, Catherine; La, Quang Ngoc; Laamiri, Fatima Zahra; Lachat, Carl; Lackner, Karl J.; Laid, Youcef; Lall, Lachmie; Lam, Tai Hing; Jimenez, Maritza Landaeta; Landais, Edwige; Lanska, Vera; Lappas, Georg; Larijani, Bagher; Larissa, Simo Pone; Latt, Tint Swe; Laurenzi, Martino; Lauria, Laura; Lazo-Porras, Maria; Le Coroller, Gwenaëlle; Le Nguyen Bao, Khanh; Le Port, Agnès; Le, Tuyen D.; Lee, Jeannette; Lee, Jeonghee; Lee, Paul H.; Lehmann, Nils; Lehtimäki, Terho; Lemogoum, Daniel; Leskošek, Branimir; Leszczak, Justyna; Leth-Møller, Katja B.; Leung, Gabriel M.; Levitt, Naomi S.; Li, Yanping; Liivak, Merike; Lilly, Christa L.; Lim, Charlie; Lim, Wei-Yen; Lima-Costa, M. Fernanda; Lin, Hsien-Ho; Lin, Xu; Lin, Yi-Ting; Lind, Lars; Lingam, Vijaya; Linkohr, Birgit; Linneberg, Allan; Lissner, Lauren; Litwin, Mieczyslaw; Liu, Jing; Liu, Lijuan; Lo, Wei-Cheng; Loit, Helle-Mai; Long, Khuong Quynh; Abril, Guadalupe Longo; Lopes, Luis; Lopes, Marcus V. V.; Lopes, Oscar; Lopez-Garcia, Esther; Lopez, Tania; Lotufo, Paulo A.; Lozano, José Eugenio; Lukrafka, Janice L.; Luksiene, Dalia; Lundqvist, Annamari; Lunet, Nuno; Lunogelo, Charles; Lustigová, Michala; Łuszczki, Edyta; M’Buyamba-Kabangu, Jean-René; Ma, Guansheng; Ma, Xu; Machado-Coelho, George L. L.; Machado-Rodrigues, Aristides M.; Macia, Enguerran; Macieira, Luisa M.; Madar, Ahmed Ali; Madsen, Anja L.; Maestre, Gladys E.; Maggi, Stefania; Magliano, Dianna J.; Magnacca, Sara; Magriplis, Emmanuella; Mahasampath, Gowri; Maire, Bernard; Majer, Marjeta; Makdisse, Marcia; Mäki, Päivi; Malekzadeh, Fatemeh; Malekzadeh, Reza; Malhotra, Rahul; Rao, Kodavanti Mallikharjuna; Malyutina, Sofia K.; Maniego, Lynell V.; Manios, Yannis; Manix, Masimango Imani; Mann, Jim I.; Mansour-Ghanaei, Fariborz; Manyanga, Taru; Manzato, Enzo; Marcil, Anie; Margozzini, Paula; Mariño, Joany; Markaki, Anastasia; Markey, Oonagh; Ioannidou, Eliza Markidou; Marques-Vidal, Pedro; Marques, Larissa Pruner; Marrugat, Jaume; Martin-Prevel, Yves; Martin, Rosemarie; Martorell, Reynaldo; Martos, Eva; Maruszczak, Katharina; Marventano, Stefano; Masala, Giovanna; Mascarenhas, Luis P.; Masoodi, Shariq R.; Mathiesen, Ellisiv B.; Mathur, Prashant; Matijasevich, Alicia; Matłosz, Piotr; Matsha, Tandi E.; Matsudo, Victor; Mavrogianni, Christina; Mazur, Artur; Mbanya, Jean Claude N.; McFarlane, Shelly R.; McGarvey, Stephen T.; McKee, Martin; McLachlan, Stela; McLean, Rachael M.; McLean, Scott B.; McNairy, Margaret L.; McNulty, Breige A.; Benchekor, Sounnia Mediene; Medzioniene, Jurate; Mehdipour, Parinaz; Mehlig, Kirsten; Mehrparvar, Amir Houshang; Meirhaeghe, Aline; Meisfjord, Jørgen Rajan; Meisinger, Christa; Melgarejo, Jesus D.; Melkumova, Marina; Mello, João; Méndez, Fabián; Mendivil, Carlos O.; Menezes, Ana Maria B.; Menon, Geetha R.; Mensink, Gert B. M.; Menzano, Maria Teresa; Meshram, Indrapal I.; Meto, Diane T.; Mi, Jie; Michaelsen, Kim F.; Michels, Nathalie; Mikkel, Kairit; Miłkowska, Karolina; Miller, Jody C.; Milushkina, Olga; Minderico, Cláudia S.; Mini, G.K.; Miquel, Juan Francisco; Miranda, J. Jaime; Mirjalili, Mohammad Reza; Mirkopoulou, Daphne; Mirrakhimov, Erkin; Mišigoj-Duraković, Marjeta; Mistretta, Antonio; Mocanu, Veronica; Modesti, Pietro A.; Moghaddam, Sahar Saeedi; Mohajer, Bahram; Mohamed, Mostafa K.; Mohamed, Shukri F.; Mohammad, Kazem; Mohammadi, Mohammad Reza; Mohammadi, Zahra; Mohammadifard, Noushin; Mohammadpourhodki, Reza; Mohan, Viswanathan; Mohanna, Salim; Yusoff, Muhammad Fadhli Mohd; Mohebbi, Iraj; Mohebi, Farnam; Moitry, Marie; Møllehave, Line T.; Møller, Niels C.; Molnár, Dénes; Momenan, Amirabbas; Mondo, Charles K.; Montenegro Mendoza, Roger A.; Monterrubio-Flores, Eric; Monyeki, Kotsedi Daniel K.; Moon, Jin Soo; Moosazadeh, Mahmood; Mopa, Hermine T.; Moradpour, Farhad; Moreira, Leila B.; Morejon, Alain; Moreno, Luis A.; Morey, Francis; Morgan, Karen; Morin, Suzanne N.; Mortensen, Erik Lykke; Moschonis, George; Moslem, Alireza; Mossakowska, Malgorzata; Mostafa, Aya; Mostafavi, Seyed-Ali; Mota-Pinto, Anabela; Mota, Jorge; Motlagh, Mohammad Esmaeel; Motta, Jorge; Moura-dos-Santos, Marcos André; Movsesyan, Yeva; Msyamboza, Kelias P.; Mu, Thet Thet; Muc, Magdalena; Muca, Florian; Mugoša, Boban; Muiesan, Maria L.; Müller-Nurasyid, Martina; Münzel, Thomas; Mursu, Jaakko; Murtagh, Elaine M.; Musa, Kamarul Imran; Milanović, Sanja Musić; Musil, Vera; Musinguzi, Geofrey; Muyer, Muel Telo M. C.; Nabipour, Iraj; Naderimagham, Shohreh; Nagel, Gabriele; Najafi, Farid; Nakamura, Harunobu; Nalecz, Hanna; Námešná, Jana; Nang, Ei Ei K.; Nangia, Vinay B.; Nankap, Martin; Narake, Sameer; Nardone, Paola; Naseri, Take; Nauck, Matthias; Neal, William A.; Nejatizadeh, Azim; Nekkantti, Chandini; Nelis, Keiu; Nenko, Ilona; Neovius, Martin; Nervi, Flavio; Ng, Tze Pin; Nguyen, Chung T.; Nguyen, Nguyen D.; Nguyen, Quang Ngoc; Ni, Michael Y.; Nicolescu, Rodica; Nie, Peng; Nieto-Martínez, Ramfis E.; Nikitin, Yury P.; Ning, Guang; Ninomiya, Toshiharu; Nishi, Nobuo; Nishtar, Sania; Noale, Marianna; Noboa, Oscar A.; Nogueira, Helena; Nordendahl, Maria; Nordestgaard, Børge G.; Noto, Davide; Nowak-Szczepanska, Natalia; Nsour, Mohannad Al; Nuhoğlu, Irfan; Nunes, Baltazar; Nurk, Eha; Nuwaha, Fred; Nyirenda, Moffat; O’Neill, Terence W.; O’Reilly, Dermot; Obreja, Galina; Ochimana, Caleb; Ochoa-Avilés, Angélica M.; Oda, Eiji; Odili, Augustine N.; Oh, Kyungwon; Ohara, Kumiko; Ohlsson, Claes; Ohtsuka, Ryutaro; Olafsson, Örn; Olinto, Maria Teresa A.; Oliveira, Isabel O.; Omar, Mohd Azahadi; Omar, Saeed M.; Onat, Altan; Ong, Sok King; Onland-Moret, N. Charlotte; Ono, Lariane M.; Ordunez, Pedro; Ornelas, Rui; Ortiz, Ana P.; Ortiz, Pedro J.; Osler, Merete; Osmond, Clive; Ostojic, Sergej; Ostovar, Afshin; Otero, Johanna A.; Overvad, Kim; Owusu-Dabo, Ellis; Paccaud, Fred Michel; Pagkalos, Ioannis; Pahomova, Elena; de Paiva, Karina Mary; Pająk, Andrzej; Palloni, Alberto; Palmieri, Luigi; Pan, Wen-Harn; Panda-Jonas, Songhomitra; Pandey, Arvind; Panza, Francesco; Paoli, Mariela; Papadopoulou, Sousana K.; Papandreou, Dimitrios; Pareja, Rossina G.; Park, Soon-Woo; Park, Suyeon; Parnell, Winsome R.; Parsaeian, Mahboubeh; Pascanu, Ionela M.; Pasquet, Patrick; Patel, Nikhil D.; Pattussi, Marcos; Pavlyshyn, Halyna; Pechlaner, Raimund; Pećin, Ivan; Pednekar, Mangesh S.; Pedro, João M.; Peer, Nasheeta; Peixoto, Sergio Viana; Peltonen, Markku; Pereira, Alexandre C.; Peres, Marco A.; Pérez, Cynthia M.; Peterkova, Valentina; Peters, Annette; Petersmann, Astrid; Petkeviciene, Janina; Petrauskiene, Ausra; Kovtun, Olga Petrovna; Pettenuzzo, Emanuela; Peykari, Niloofar; Pfeiffer, Norbert; Phall, Modou Cheyassin; Pham, Son Thai; Pichardo, Rafael N.; Pierannunzio, Daniela; Pigeot, Iris; Pikhart, Hynek; Pilav, Aida; Pilotto, Lorenza; Pistelli, Francesco; Pitakaka, Freda; Piwonska, Aleksandra; Pizarro, Andreia N.; Plans-Rubió, Pedro; Platonova, Alina G.; Poh, Bee Koon; Pohlabeln, Hermann; Polka, Nadija S.; Pop, Raluca M.; Popovic, Stevo R.; Porta, Miquel; Posch, Georg; Poudyal, Anil; Poulimeneas, Dimitrios; Pouraram, Hamed; Pourfarzi, Farhad; Pourshams, Akram; Poustchi, Hossein; Pradeepa, Rajendra; Price, Alison J.; Price, Jacqueline F.; Prista, Antonio; Providencia, Rui; Puder, Jardena J.; Pudule, Iveta; Puiu, Maria; Punab, Margus; Qadir, Muhammed S.; Qasrawi, Radwan F.; Qorbani, Mostafa; Quintana, Hedley K.; Quiroga-Padilla, Pedro J.; Bao, Tran Quoc; Rach, Stefan; Radic, Ivana; Radisauskas, Ricardas; Rahimikazerooni, Salar; Rahman, Mahfuzar; Rahman, Mahmudur; Raitakari, Olli; Raj, Manu; Rajabov, Tamerlan; Rakhmatulloev, Sherali; Rakovac, Ivo; Rao, Sudha Ramachandra; Ramachandran, Ambady; Ramadan, Otim P. C.; Ramires, Virgílio V.; Ramke, Jacqueline; Ramos, Elisabete; Ramos, Rafel; Rampal, Lekhraj; Rampal, Sanjay; Rangelova, Lalka S.; Rarra, Vayia; Rascon-Pacheco, Ramon A.; Rech, Cassiano Ricardo; Redon, Josep; Reganit, Paul Ferdinand M.; Regecová, Valéria; Renner, Jane D. P.; Repasy, Judit A.; Reuter, Cézane P.; Revilla, Luis; Rezaianzadeh, Abbas; Rho, Yeunsook; Ribas-Barba, Lourdes; Ribeiro, Robespierre; Riboli, Elio; Richter, Adrian; Rigo, Fernando; Rigotti, Attilio; Rinaldo, Natascia; Rinke de Wit, Tobias F.; Rito, Ana I.; Ritti-Dias, Raphael M.; Rivera, Juan A.; Roa, Reina G.; Robinson, Louise; Robitaille, Cynthia; Roccaldo, Romana; Rodrigues, Daniela; Rodríguez-Artalejo, Fernando; del Cristo Rodriguez-Perez, María; Rodríguez-Villamizar, Laura A.; Rodríguez, Andrea Y.; Roggenbuck, Ulla; Rohloff, Peter; Rohner, Fabian; Rojas-Martinez, Rosalba; Rojroongwasinkul, Nipa; Romaguera, Dora; Romeo, Elisabetta L.; Rosario, Rafaela V.; Rosengren, Annika; Rouse, Ian; Rouzier, Vanessa; Roy, Joel G. R.; Ruano, Maira H.; Rubinstein, Adolfo; Rühli, Frank J.; Ruidavets, Jean-Bernard; Ruiz-Betancourt, Blanca Sandra; Ruiz-Castell, Maria; Moreno, Emma Ruiz; Rusakova, Iuliia A.; Jonsson, Kenisha Russell; Russo, Paola; Rust, Petra; Rutkowski, Marcin; Saamel, Marge; Sabanayagam, Charumathi; Sabbaghi, Hamideh; Sacchini, Elena; Sachdev, Harshpal S.; Sadjadi, Alireza; Safarpour, Ali Reza; Safi, Sare; Safiri, Saeid; Saghi, Mohammad Hossien; Saidi, Olfa; Saki, Nader; Šalaj, Sanja; Salanave, Benoit; Martinez, Eduardo Salazar; Saleva, Calogero; Salmerón, Diego; Salomaa, Veikko; Salonen, Jukka T.; Salvetti, Massimo; Samoutian, Margarita; Sánchez-Abanto, Jose; Rodríguez, Inés Sánchez; Sandjaja, NN; Sans, Susana; Marina, Loreto Santa; Santacruz, Ethel; Santos, Diana A.; Santos, Ina S.; Santos, Lèlita C.; Santos, Maria Paula; Santos, Osvaldo; Santos, Rute; Santos, Tamara R.; Saramies, Jouko L.; Sardinha, Luis B.; Sarrafzadegan, Nizal; Sathish, Thirunavukkarasu; Saum, Kai-Uwe; Savva, Savvas; Savy, Mathilde; Sawada, Norie; Sbaraini, Mariana; Scazufca, Marcia; Schaan, Beatriz D.; Rosario, Angelika Schaffrath; Schargrodsky, Herman; Schienkiewitz, Anja; Schindler, Karin; Schipf, Sabine; Schmidt, Carsten O.; Schmidt, Ida Maria; Schneider, Andrea; Schnohr, Peter; Schöttker, Ben; Schramm, Sara; Schramm, Stine; Schröder, Helmut; Schultsz, Constance; Schulze, Matthias B.; Schutte, Aletta E.; Sebert, Sylvain; Sedaghattalab, Moslem; Selamat, Rusidah; Sember, Vedrana; Sen, Abhijit; Senbanjo, Idowu O.; Sepanlou, Sadaf G.; Sequera, Guillermo; Serra-Majem, Luis; Servais, Jennifer; Ševčíková, Ľudmila; Shalnova, Svetlana; Shamah-Levy, Teresa; Shamshirgaran, Seyed Morteza; Shanthirani, Coimbatore Subramaniam; Sharafkhah, Maryam; Sharma, Sanjib K.; Shaw, Jonathan E.; Shayanrad, Amaneh; Shayesteh, Ali Akbar; Shengelia, Lela; Shi, Zumin; Shibuya, Kenji; Shimizu-Furusawa, Hana; Shimony, Tal; Shiri, Rahman; Shrestha, Namuna; Si-Ramlee, Khairil; Siani, Alfonso; Siantar, Rosalynn; Sibai, Abla M.; Sidossis, Labros S.; Silitrari, Natalia; Silva, Antonio M.; de Moura Silva, Caroline Ramos; Silva, Diego Augusto Santos; Silva, Kelly S.; Sim, Xueling; Simon, Mary; Simons, Judith; Simons, Leon A.; Sjöberg, Agneta; Sjöström, Michael; Skoblina, Natalia A.; Skodje, Gry Irene; Slazhnyova, Tatyana; Slowikowska-Hilczer, Jolanta; Slusarczyk, Przemysław; Smeeth, Liam; So, Hung-Kwan; Soares, Fernanda Cunha; Sobek, Grzegorz; Sobngwi, Eugène; Sodemann, Morten; Söderberg, Stefan; Soekatri, Moesijanti Y. E.; Soemantri, Agustinus; Sofat, Reecha; Solfrizzi, Vincenzo; Somi, Mohammad Hossein; Sonestedt, Emily; Song, Yi; Soofi, Sajid; Sørensen, Thorkild I. A.; Sørgjerd, Elin Pettersen; Jérome, Charles Sossa; Soto-Rojas, Victoria E.; Soumaré, Aïcha; Sousa-Poza, Alfonso; Sovic, Slavica; Sparboe-Nilsen, Bente; Sparrenberger, Karen; Spencer, Phoebe R.; Spinelli, Angela; Spiroski, Igor; Staessen, Jan A.; Stamm, Hanspeter; Staub, Kaspar; Stavreski, Bill; Steene-Johannessen, Jostein; Stehle, Peter; Stein, Aryeh D.; Stergiou, George S.; Stessman, Jochanan; Stevanović, Ranko; Stieber, Jutta; Stöckl, Doris; Stokwiszewski, Jakub; Stoyanova, Ekaterina; Stratton, Gareth; Stronks, Karien; Strufaldi, Maria Wany; Sturua, Lela; Suárez-Medina, Ramón; Suka, Machi; Sun, Chien-An; Sun, Liang; Sundström, Johan; Sung, Yn-Tz; Sunyer, Jordi; Suriyawongpaisal, Paibul; Sweis, Nabil William G.; Swinburn, Boyd A.; Sy, Rody G.; Sylva, René Charles; Szklo, Moyses; Szponar, Lucjan; Tabone, Lorraine; Tai, E. Shyong; Tambalis, Konstantinos D.; Tammesoo, Mari-Liis; Tamosiunas, Abdonas; Tan, Eng Joo; Tang, Xun; Tanrygulyyeva, Maya; Tanser, Frank; Tao, Yong; Tarawneh, Mohammed Rasoul; Tarp, Jakob; Tarqui-Mamani, Carolina B.; Braunerová, Radka Taxová; Taylor, Anne; Taylor, Julie; Tchibindat, Félicité; te Velde, Saskia J.; Tebar, William R.; Tell, Grethe S.; Tello, Tania; Tham, Yih Chung; Thankappan, K.R.; Theobald, Holger; Theodoridis, Xenophon; Thomas, Nihal; Thorand, Barbara; Thuesen, Betina H.; Tichá, Ľubica; Timmermans, Erik J.; Tjandrarini, Dwi H.; Tjonneland, Anne; Tolonen, Hanna K.; Tolstrup, Janne S.; Topbas, Murat; Topór-Mądry, Roman; Torheim, Liv Elin; Tormo, María José; Tornaritis, Michael J.; Torrent, Maties; Torres-Collado, Laura; Toselli, Stefania; Touloumi, Giota; Traissac, Pierre; Tran, Thi Tuyet-Hanh; Tremblay, Mark S.; Triantafyllou, Areti; Trichopoulos, Dimitrios; Trichopoulou, Antonia; Trinh, Oanh T. H.; Trivedi, Atul; Tsao, Yu-Hsiang; Tshepo, Lechaba; Tsigga, Maria; Tsintavis, Panagiotis; Tsugane, Shoichiro; Tuitele, John; Tuliakova, Azaliia M.; Tulloch-Reid, Marshall K.; Tullu, Fikru; Tuomainen, Tomi-Pekka; Tuomilehto, Jaakko; Turley, Maria L.; Twig, Gilad; Tynelius, Per; Tzala, Evangelia; Tzotzas, Themistoklis; Tzourio, Christophe; Ueda, Peter; Ugel, Eunice; Ukoli, Flora A. M.; Ulmer, Hanno; Unal, Belgin; Usupova, Zhamyila; Uusitalo, Hannu M. T.; Uysal, Nalan; Vaitkeviciute, Justina; Valdivia, Gonzalo; Vale, Susana; Valvi, Damaskini; van Dam, Rob M.; van den Born, Bert-Jan; Van der Heyden, Johan; van der Schouw, Yvonne T.; Van Herck, Koen; Van Lippevelde, Wendy; Van Minh, Hoang; Van Schoor, Natasja M.; van Valkengoed, Irene G. M.; Vanderschueren, Dirk; Vanuzzo, Diego; Varbo, Anette; Varela-Moreiras, Gregorio; Vargas, Luz Nayibe; Varona-Pérez, Patricia; Vasan, Senthil K.; Vasques, Daniel G.; Vega, Tomas; Veidebaum, Toomas; Velasquez-Melendez, Gustavo; Velika, Biruta; Verloigne, Maïté; Veronesi, Giovanni; Verschuren, W. M. Monique; Victora, Cesar G.; Viegi, Giovanni; Viet, Lucie; Vik, Frøydis Nordgård; Vilar, Monica; Villalpando, Salvador; Vioque, Jesus; Virtanen, Jyrki K.; Visvikis-Siest, Sophie; Viswanathan, Bharathi; Vladulescu, Mihaela; Vlasoff, Tiina; Vocanec, Dorja; Vollenweider, Peter; Völzke, Henry; Voutilainen, Ari; Vrijheid, Martine; Vrijkotte, Tanja G. M.; Wade, Alisha N.; Waldhör, Thomas; Walton, Janette; Wambiya, Elvis O. A.; Bebakar, Wan Mohamad Wan; Mohamud, Wan Nazaimoon Wan; de Souza Wanderley Júnior, Rildo; Wang, Ming-Dong; Wang, Ningli; Wang, Qian; Wang, Xiangjun; Wang, Ya Xing; Wang, Ying-Wei; Wannamethee, S. Goya; Wareham, Nicholas; Weber, Adelheid; Webster-Kerr, Karen; Wedderkopp, Niels; Weghuber, Daniel; Wei, Wenbin; Weres, Aneta; Werner, Bo; Westbury, Leo D.; Whincup, Peter H.; Wickramasinghe, Kremlin; Widhalm, Kurt; Widyahening, Indah S.; Więcek, Andrzej; Wild, Philipp S.; Wilks, Rainford J.; Willeit, Johann; Willeit, Peter; Williams, Julianne; Wilsgaard, Tom; Wojciech, Rusek; Wojtyniak, Bogdan; Wolf, Kathrin; Wong-McClure, Roy A.; Wong, Andrew; Wong, Emily B.; Wong, Jyh Eiin; Wong, Tien Yin; Woo, Jean; Woodward, Mark; Wu, Frederick C.; Wu, Hon-Yen; Wu, Jianfeng; Wu, Li Juan; Wu, Shouling; Wyszyńska, Justyna; Xu, Haiquan; Xu, Liang; Yaacob, Nor Azwany; Yamborisut, Uruwan; Yan, Weili; Yang, Ling; Yang, Xiaoguang; Yang, Yang; Yardim, Nazan; Yasuharu, Tabara; García, Martha Yépez; Yiallouros, Panayiotis K.; Yngve, Agneta; Yoosefi, Moein; Yoshihara, Akihiro; You, Qi Sheng; You, San-Lin; Younger-Coleman, Novie O.; Yu, Yu-Ling; Yu, Yunjiang; Yusof, Safiah Md; Yusoff, Ahmad Faudzi; Zaccagni, Luciana; Zafiropulos, Vassilis; Zainuddin, Ahmad A.; Zakavi, Seyed Rasoul; Zamani, Farhad; Zambon, Sabina; Zampelas, Antonis; Zamrazilová, Hana; Zapata, Maria Elisa; Zargar, Abdul Hamid; Zaw, Ko Ko; Zayed, Ayman A.; Zdrojewski, Tomasz; Żegleń, Magdalena; Zejglicova, Kristyna; Vrkic, Tajana Zeljkovic; Zeng, Yi; Zhang, Luxia; Zhang, Zhen-Yu; Zhao, Dong; Zhao, Ming-Hui; Zhao, Wenhua; Zhecheva, Yanitsa V.; Zhen, Shiqi; Zheng, Wei; Zheng, Yingfeng; Zholdin, Bekbolat; Zhou, Maigeng; Zhu, Dan; Zins, Marie; Zitt, Emanuel; Zocalo, Yanina; Zoghlami, Nada; Cisneros, Julio Zuñiga; Zuziak, Monika; Bhutta, Zulfiqar A.; Black, Robert E.; Ezzati, Majid (Journal article; Peer reviewed, 2023)Optimal growth and development in childhood and adolescence is crucial for lifelong health and well-being1,2,3,4,5,6. Here we used data from 2,325 population-based studies, with measurements of height and weight from ... -
A saturated map of common genetic variants associated with human height
Yengo, Loïc; Vedantam, Sailaja; Marouli, Eirini; Sidorenko, Julia; Bartell, Eric; Sakaue, Saori; Graff, Marielisa; Eliasen, Anders U.; Jiang, Yunxuan; Raghavan, Sridharan; Miao, Jenkai; Arias, Joshua D.; Graham, Sarah E.; Mukamel, Ronen E.; Spracklen, Cassandra N.; Yin, Xianyong; Chen, Shyh-Huei; Ferreira, Teresa; Highland, Heather H.; Ji, Yingjie; Karaderi, Tugce; Lin, Kuang; Lüll, Kreete; Malden, Deborah E.; Medina-Gomez, Carolina; Machado, Moara; Moore, Amy; Rüeger, Sina; Sim, Xueling; Vrieze, Scott; Ahluwalia, Tarunveer S.; Akiyama, Masato; Allison, Matthew A.; Alvarez, Marcus; Andersen, Mette K.; Ani, Alireza; Appadurai, Vivek; Arbeeva, Liubov; Bhaskar, Seema; Bielak, Lawrence F.; Bollepalli, Sailalitha; Bonnycastle, Lori L.; Bork-Jensen, Jette; Bradfield, Jonathan P.; Bradford, Yuki; Braund, Peter S.; Brody, Jennifer A.; Burgdorf, Kristoffer S.; Cade, Brian E.; Cai, Hui; Cai, Qiuyin; Campbell, Archie; Cañadas-Garre, Marisa; Catamo, Eulalia; Chai, Jin-Fang; Chai, Xiaoran; Chang, Li-Ching; Chang, Yi-Cheng; Chen, Chien-Hsiun; Chesi, Alessandra; Choi, Seung Hoan; Chung, Ren-Hua; Cocca, Massimiliano; Concas, Maria Pina; Couture, Christian; Cuellar-Partida, Gabriel; Danning, Rebecca; Daw, E. Warwick; Degenhard, Frauke; Delgado, Graciela E.; Delitala, Alessandro; Demirkan, Ayse; Deng, Xuan; Devineni, Poornima; Dietl, Alexander; Dimitriou, Maria; Dimitrov, Latchezar; Dorajoo, Rajkumar; Ekici, Arif B.; Engmann, Jorgen E.; Fairhurst-Hunter, Zammy; Farmaki, Aliki-Eleni; Faul, Jessica D.; Fernandez-Lopez, Juan-Carlos; Forer, Lukas; Francescatto, Margherita; Freitag-Wolf, Sandra; Fuchsberger, Christian; Galesloot, Tessel E.; Gao, Yan; Gao, Zishan; Geller, Frank; Giannakopoulou, Olga; Giulianini, Franco; Gjesing, Anette P.; Goel, Anuj; Gordon, Scott D.; Gorski, Mathias; Grove, Jakob; Guo, Xiuqing; Gustafsson, Stefan; Haessler, Jeffrey; Hansen, Thomas; Havulinna, Aki S.; Haworth, Simon J.; He, Jing; Heard-Costa, Nancy; Hebbar, Prashantha; Hindy, George; Ho, Yuk-Lam A.; Hofer, Edith; Holliday, Elizabeth; Horn, Katrin; Hornsby, Whitney E.; Hottenga, Jouke-Jan; Huang, Hongyan; Huang, Jie; Huerta-Chagoya, Alicia; Huffman, Jennifer E.; Hung, Yi-Jen; Huo, Shaofeng; Hwang, Mi Yeong; Iha, Hiroyuki; Ikeda, Daisuke D.; Isono, Masato; Jackson, Anne U.; Jäger, Susanne; Jansen, Iris E.; Johansson, Ingegerd; Jonas, Jost B.; Jonsson, Anna; Jørgensen, Torben; Kalafati, Ioanna-Panagiota; Kanai, Masahiro; Kanoni, Stavroula; Kårhus, Line L.; Kasturiratne, Anuradhani; Katsuya, Tomohiro; Kawaguchi, Takahisa; Kember, Rachel L.; Kentistou, Katherine A.; Kim, Han-Na; Kim, Young Jin; Kleber, Marcus E.; Knol, Maria J.; Kurbasic, Azra; Lauzon, Marie; Le, Phuong; Lea, Rodney; Lee, Jong-Young; Leonard, Hampton L.; Li, Shengchao A.; Li, Xiaohui; Li, Xiaoyin; Liang, Jingjing; Lin, Honghuang; Lin, Shih-Yi; Liu, Jun; Liu, Xueping; Lo, Ken Sin; Long, Jirong; Lores-Motta, Laura; Luan, Jian’an; Lyssenko, Valeriya; Lyytikäinen, Leo-Pekka; Mahajan, Anubha; Mamakou, Vasiliki; Mangino, Massimo; Manichaikul, Ani; Marten, Jonathan; Mattheisen, Manuel; Mavarani, Laven; McDaid, Aaron F.; Meidtner, Karina; Melendez, Tori L.; Mercader, Josep M.; Milaneschi, Yuri; Miller, Jason E.; Millwood, Iona Y.; Mishra, Pashupati P.; Mitchell, Ruth E.; Møllehave, Line T.; Morgan, Anna; Mucha, Soeren; Munz, Matthias; Nakatochi, Masahiro; Nelson, Christopher P.; Nethander, Maria; Nho, Chu Won; Nielsen, Aneta A.; Nolte, Ilja M.; Nongmaithem, Suraj S.; Noordam, Raymond; Ntalla, Ioanna; Nutile, Teresa; Pandit, Anita; Christofidou, Paraskevi; Pärna, Katri; Pauper, Marc; Petersen, Eva R. B.; Petersen, Liselotte V.; Pitkänen, Niina; Polašek, Ozren; Poveda, Alaitz; Preuss, Michael H.; Pyarajan, Saiju; Raffield, Laura M.; Rakugi, Hiromi; Ramirez, Julia; Rasheed, Asif; Raven, Dennis; Rayner, Nigel W.; Riveros, Carlos; Rohde, Rebecca; Ruggiero, Daniela; Ruotsalainen, Sanni E.; Ryan, Kathleen A.; Sabater-Lleal, Maria; Saxena, Richa; Scholz, Markus; Sendamarai, Anoop; Shen, Botong; Shi, Jingchunzi; Shin, Jae Hun; Sidore, Carlo; Sitlani, Colleen M.; Slieker, Roderick C.; Smit, Roelof A. J.; Smith, Albert V.; Smith, Jennifer A.; Smyth, Laura J.; Southam, Lorraine; Steinthorsdottir, Valgerdur; Sun, Liang; Takeuchi, Fumihiko; Tallapragada, Divya Sri Priyanka; Taylor, Kent D.; Tayo, Bamidele O.; Tcheandjieu, Catherine; Terzikhan, Natalie; Tesolin, Paola; Teumer, Alexander; Theusch, Elizabeth; Thompson, Deborah J.; Thorleifsson, Gudmar; Timmers, Paul R. H. J.; Trompet, Stella; Turman, Constance; Vaccargiu, Simona; van der Laan, Sander W.; van der Most, Peter J.; van Klinken, Jan B.; van Setten, Jessica; Verma, Shefali S.; Verweij, Niek; Veturi, Yogasudha; Wang, Carol A.; Wang, Chaolong; Wang, Lihua; Wang, Zhe; Warren, Helen R.; Bin Wei, Wen; Wickremasinghe, Ananda R.; Wielscher, Matthias; Wiggins, Kerri L.; Winsvold, Bendik K S; Wong, Andrew; Wu, Yang; Wuttke, Matthias; Xia, Rui; Xie, Tian; Yamamoto, Ken; Yang, Jingyun; Yao, Jie; Young, Hannah; Yousri, Noha A.; Yu, Lei; Zeng, Lingyao; Zhang, Weihua; Zhang, Xinyuan; Zhao, Jing-Hua; Zhao, Wei; Zhou, Wei; Zimmermann, Martina E.; Zoledziewska, Magdalena; Adair, Linda S.; Adams, Hieab H. H.; Aguilar-Salinas, Carlos A.; Al-Mulla, Fahd; Arnett, Donna K.; Asselbergs, Folkert W.; Åsvold, Bjørn Olav; Attia, John; Banas, Bernhard; Bandinelli, Stefania; Bennett, David A.; Bergler, Tobias; Bharadwaj, Dwaipayan; Biino, Ginevra; Bisgaard, Hans; Boerwinkle, Eric; Böger, Carsten A.; Bønnelykke, Klaus; Boomsma, Dorret I.; Børglum, Anders D.; Borja, Judith B.; Bouchard, Claude; Bowden, Donald W.; Brandslund, Ivan; Brumpton, Ben Michael; Buring, Julie E.; Caulfield, Mark J.; Chambers, John C.; Chandak, Giriraj R.; Chanock, Stephen J.; Chaturvedi, Nish; Chen, Yii-Der Ida; Chen, Zhengming; Cheng, Ching-Yu; Christophersen, Ingrid E.; Ciullo, Marina; Cole, John W.; Collins, Francis S.; Cooper, Richard S.; Cruz, Miguel; Cucca, Francesco; Cupples, L. Adrienne; Cutler, Michael J.; Damrauer, Scott M.; Dantoft, Thomas M.; de Borst, Gert J.; de Groot, Lisette C. P. G. M.; De Jager, Philip L.; de Kleijn, Dominique P. V.; Janaka de Silva, de; Dedoussis, George V.; den Hollander, Anneke I.; Du, Shufa; Easton, Douglas F.; Elders, Petra J. M.; Eliassen, A. Heather; Ellinor, Patrick T.; Elmståhl, Sölve; Erdmann, Jeanette; Evans, Michele K.; Fatkin, Diane; Feenstra, Bjarke; Feitosa, Mary F.; Ferrucci, Luigi; Ford, Ian; Fornage, Myriam; Franke, Andre; Franks, Paul W.; Freedman, Barry I.; Gasparini, Paolo; Gieger, Christian; Girotto, Giorgia; Goddard, Michael E.; Golightly, Yvonne M.; Gonzalez-Villalpando, Clicerio; Gordon-Larsen, Penny; Grallert, Harald; Grant, Struan F. A.; Grarup, Niels; Griffiths, Lyn; Gudnason, Vilmundur; Haiman, Christopher; Hakonarson, Hakon; Hansen, Torben; Hartman, Catharina A.; Hattersley, Andrew T.; Hayward, Caroline; Heckbert, Susan R.; Heng, Chew-Kiat; Hengstenberg, Christian; Hewitt, Alex W.; Hishigaki, Haretsugu; Hoyng, Carel B.; Huang, Paul L.; Huang, Wei; Hunt, Steven C.; Hveem, Kristian; Hyppönen, Elina; Iacono, William G.; Ichihara, Sahoko; Ikram, M. Arfan; Isasi, Carmen R.; Jackson, Rebecca D.; Jarvelin, Marjo-Riitta; Jin, Zi-Bing; Jöckel, Karl-Heinz; Joshi, Peter K.; Jousilahti, Pekka; Jukema, J. Wouter; Kähönen, Mika; Kamatani, Yoichiro; Kang, Kui Dong; Kaprio, Jaakko; Kardia, Sharon L. R.; Karpe, Fredrik; Kato, Norihiro; Kee, Frank; Kessler, Thorsten; Khera, Amit V.; Khor, Chiea Chuen; Kiemeney, Lambertus A. L. M.; Kim, Bong-Jo; Kim, Eung Kweon; Kim, Hyung-Lae; Kirchhof, Paulus; Kivimaki, Mika; Koh, Woon-Puay; Koistinen, Heikki A.; Kolovou, Genovefa D.; Kooner, Jaspal S.; Kooperberg, Charles; Köttgen, Anna; Kovacs, Peter; Kraaijeveld, Adriaan; Kraft, Peter; Krauss, Ronald M.; Kumari, Meena; Kutalik, Zoltan; Laakso, Markku; Lange, Leslie A.; Langenberg, Claudia; Launer, Lenore J.; Le Marchand, Loic; Lee, Hyejin; Lee, Nanette R.; Lehtimäki, Terho; Li, Huaixing; Li, Liming; Lieb, Wolfgang; Lin, Xu; Lind, Lars; Linneberg, Allan; Liu, Ching-Ti; Liu, Jianjun; Loeffler, Markus; London, Barry; Lubitz, Steven A.; Lye, Stephen J.; Mackey, David A.; Mägi, Reedik; Magnusson, Patrik K. E.; Marcus, Gregory M.; Vidal, Pedro Marques; Martin, Nicholas G.; März, Winfried; Matsuda, Fumihiko; McGarrah, Robert W.; McGue, Matt; McKnight, Amy Jayne; Medland, Sarah E.; Mellström, Dan; Metspalu, Andres; Mitchell, Braxton D.; Mitchell, Paul; Mook-Kanamori, Dennis O.; Morris, Andrew D.; Mucci, Lorelei A.; Munroe, Patricia B.; Nalls, Mike A.; Nazarian, Saman; Nelson, Amanda E.; Neville, Matt J.; Newton-Cheh, Christopher; Nielsen, Christopher Sivert; Nöthen, Markus M.; Ohlsson, Claes; Oldehinkel, Albertine J.; Orozco, Lorena; Pahkala, Katja; Pajukanta, Päivi; Palmer, Colin N. A.; Parra, Esteban J.; Pattaro, Cristian; Pedersen, Oluf; Pennell, Craig E.; Penninx, Brenda W. J. H.; Perusse, Louis; Peters, Annette; Peyser, Patricia A.; Porteous, David J.; Posthuma, Danielle; Power, Chris; Pramstaller, Peter P.; Province, Michael A.; Qi, Qibin; Qu, Jia; Rader, Daniel J.; Raitakari, Olli T.; Ralhan, Sarju; Rallidis, Loukianos S.; Rao, Dabeeru C.; Redline, Susan; Reilly, Dermot F.; Reiner, Alexander P.; Rhee, Sang Youl; Ridker, Paul M.; Rienstra, Michiel; Ripatti, Samuli; Ritchie, Marylyn D.; Roden, Dan M.; Rosendaal, Frits Richard; Rotter, Jerome I.; Rudan, Igor; Rutters, Femke; Sabanayagam, Charumathi; Saleheen, Danish; Salomaa, Veikko; Samani, Nilesh J.; Sanghera, Dharambir K.; Sattar, Naveed; Schmidt, Börge; Schmidt, Helena; Schmidt, Reinhold; Schulze, Matthias B.; Schunkert, Heribert; Scott, Laura J.; Scott, Rodney J.; Sever, Peter; Shiroma, Eric J.; Shoemaker, M. Benjamin; Shu, Xiao-Ou; Simonsick, Eleanor M.; Sims, Mario; Singh, Jai Rup; Singleton, Andrew B.; Sinner, Moritz F.; Smith, J. Gustav; Snieder, Harold; Spector, Tim D.; Stampfer, Meir J.; Stark, Klaus J.; Strachan, David P.; ‘t Hart, Leen M.; Tabara, Yasuharu; Tang, Hua; Tardif, Jean-Claude; Thanaraj, Thangavel A.; Timpson, Nicholas J.; Tönjes, Anke; Tremblay, Angelo; Tuomi, Tiinamaija; Tuomilehto, Jaakko; Tusié-Luna, Maria-Teresa; Uitterlinden, Andre G.; van Dam, Rob M.; van der Harst, Pim; Van der Velde, Nathalie; van Duijn, Cornelia M.; van Schoor, Natasja M.; Vitart, Veronique; Völker, Uwe; Vollenweider, Peter; Völzke, Henry; Wacher-Rodarte, Niels H.; Walker, Mark; Wang, Ya Xing; Wareham, Nicholas J.; Watanabe, Richard M.; Watkins, Hugh; Weir, David R.; Werge, Thomas M.; Widen, Elisabeth; Wilkens, Lynne R.; Willemsen, Gonneke; Willett, Walter C.; Wilson, James F.; Wong, Tien-Yin; Woo, Jeong-Taek; Wright, Alan F.; Wu, Jer-Yuarn; Xu, Huichun; Yajnik, Chittaranjan S.; Yokota, Mitsuhiro; Yuan, Jian-Min; Zeggini, Eleftheria; Zemel, Babette S.; Zheng, Wei; Zhu, Xiaofeng; Zmuda, Joseph M.; Zonderman, Alan B.; Zwart, John Anker Henrik; Partida, Gabriel Cuellar; Sun, Yan; Croteau-Chonka, Damien; Vonk, Judith M.; Chanock, Stephen; Le Marchand, Loic; Chasman, Daniel I.; Cho, Yoon Shin; Heid, Iris M.; McCarthy, Mark I.; Ng, Maggie C. Y.; O’Donnell, Christopher J.; Rivadeneira, Fernando; Thorsteinsdottir, Unnur; Sun, Yan V.; Tai, E. Shyong; Boehnke, Michael; Deloukas, Panos; Justice, Anne E.; Lindgren, Cecilia M.; Loos, Ruth J. F.; Mohlke, Karen L.; North, Kari E.; Stefansson, Kari; Walters, Robin G.; Winkler, Thomas W.; Young, Kristin L.; Loh, Po-Ru; Yang, Jian; Esko, Tõnu; Assimes, Themistocles L.; Auton, Adam; Abecasis, Goncalo R.; Willer, Cristen J.; Locke, Adam E.; Berndt, Sonja I.; Lettre, Guillaume; Frayling, Timothy M.; Okada, Yukinori; Wood, Andrew R.; Visscher, Peter M.; Hirschhorn, Joel N. (Journal article; Peer reviewed, 2022)Common single-nucleotide polymorphisms (SNPs) are predicted to collectively explain 40–50% of phenotypic variation in human height, but identifying the specific variants and associated regions requires huge sample sizes1. ... -
New insights into the genetic etiology of Alzheimer's disease and related dementias
Bellenguez, Céline; Küçükali, Fahri; Jansen, Iris E.; Kleineidam, Luca; Moreno-Grau, Sonia; Amin, Najaf; Naj, Adam C.; Campos-Martin, Rafael; Grenier-Boley, Benjamin; Andrade, Victor; Holmans, Peter A.; Boland, Anne; Damotte, Vincent; van der Lee, Sven J.; Costa, Marcos R.; Kuulasmaa, Teemu; Yang, Qiong; de Rojas, Itziar; Bis, Joshua C.; Yaqub, Amber; Prokic, Ivana; Chapuis, Julien; Ahmad, Shahzad; Giedraitis, Vilmantas; Aarsland, Dag; Garcia-Gonzalez, Pablo; Abdelnour, Carla; Alarcón-Martín, Emilio; Alcolea, Daniel; Alegret, Montserrat; Alvarez, Ignacio; Álvarez, Victoria; Armstrong, Nicola J.; Tsolaki, Anthoula; Antúnez, Carmen; Appollonio, Ildebrando; Arcaro, Marina; Archetti, Silvana; Pastor, Alfonso Arias; Arosio, Beatrice; Athanasiu, Lavinia; Bailly, Henri; Banaj, Nerisa; Baquero, Miquel; Barral, Sandra; Beiser, Alexa; Pastor, Ana Belén; Below, Jennifer E.; Benchek, Penelope; Benussi, Luisa; Berr, Claudine; Besse, Céline; Bessi, Valentina; Binetti, Giuliano; Bizarro, Alessandra; Blesa, Rafael; Boada, Mercè; Boerwinkle, Eric; Borroni, Barbara; Boschi, Silvia; Bossù, Paola; Bråthen, Geir; Bressler, Jan; Bresner, Catherine; Brodaty, Henry; Brookes, Keeley J.; Brusco, Luis Ignacio; Buiza-Rueda, Dolores; Bûrger, Katharina; Burholt, Vanessa; Bush, William S.; Calero, Miguel; Cantwell, Laura B.; Chene, Geneviève; Chung, Jaeyoon; Cuccaro, Michael L.; Carracedo, Ángel; Cecchetti, Roberta; Cervera-Carles, Laura; Charbonnier, Camille; Chen, Hung-Hsin; Chillotti, Caterina; Ciccone, Simona; Claassen, Jurgen A H R; Clark, Christopher; Conti, Elisa; Corma-Gómez, Anaïs; Costantini, Emanuele; Custodero, Carlo; Daian, Delphine; Dalmasso, Maria Carolina; Daniele, Antonio; Dardiotis, Efthimios; Dartigues, Jean-François; de Deyn, Peter Paul; de Paiva Lopes, Katia; de Witte, Lot D.; Debette, Stéphanie; Deckert, Jürgen; Del Ser, Teodoro; Denning, Nicola; DeStefano, Anita; Dichgans, Martin; Diehl-Schmid, Janine; Diez-Fairen, Mónica; Rossi, Paolo Dionigi; Djurovic, Srdjan; Duron, Emmanuelle; Düzel, Emrah; Dufouil, Carole; Eiriksdottir, Gudny; Engelborghs, Sebastiaan; Escott-Price, Valentina; Espinosa, Ana; Ewers, Michael; Faber, Kelley M.; Fabrizio, Tagliavini; Nielsen, Sune Fallgaard; Fardo, David W.; Farotti, Lucia; Fenoglio, Chiara; Fernández-Fuertes, Marta; Ferrari, Raffaele; Ferreira, Catarina B.; Ferri, Evelyn; Fin, Bertrand; Fischer, Peter; Fladby, Tormod; Fließbach, Klaus; Fongang, Bernard; Fornage, Myriam; Fortea, Juan; Foroud, Tatiana M.; Fostinelli, Silvia; Fox, Nick C.; Franco-Macías, Emlio; Bullido, María J; Frank-García, Ana; Froelich, Lutz; Fulton-Howard, Brian; Galimberti, Daniela; García-Alberca, Jose Maria; García-González, Pablo; Garcia-Madrona, Sebastian; Garcia-Ribas, Guillermo; Ghidoni, Roberta; Giegling, Ina; Giorgio, Giaccone; Goate, Alison M.; Goldhardt, Oliver; Gomez-Fonseca, Duber; González-Pérez, Antonio; Graff, Caroline; Grande, Giulia; Green, Emma; Grimmer, Timo; Grünblatt, Edna; Grunin, Michelle; Gudnason, Vilmundur; Guetta-Baranes, Tamar; Haapasalo, Annakaisa; Hadjigeorgiou, Georgios; Haines, Jonathan L.; Hamilton-Nelson, Kara L.; Hampel, Harald; Hanon, Olivier; Hardy, John; Hartmann, Annette M.; Hausner, Lucrezia; Harwood, Janet; Heilmann-Heimbach, Stefanie; Helisalmi, Seppo; Heneka, Michael T.; Hernández, Isabel; Herrmann, Martin J.; Hoffmann, Per; Holmes, Clive; Holstege, Henne; Vilas, Raquel Huerto; Hulsman, Marc; Humphrey, Jack; Biessels, Geert Jan; Jian, Xueqiu; Johansson, Charlotte; Jun, Gyungah R.; Kastumata, Yuriko; Kauwe, John; Kehoe, Patrick G.; Kilander, Lena; Ståhlbom, Anne Kinhult; Kivipelto, Miia; Koivisto, Anne; Kornhuber, Johannes; Kosmidis, Mary H.; Kukull, Walter A.; Kuksa, Pavel P.; Kunkle, Brian W.; Kuzma, Amanda B.; Lage, Carmen; Laukka, Erika J.; Launer, Lenore; Lauria, Alessandra; Lee, Chien-Yueh; Lehtisalo, Jenni; Lerch, Ondrej; Lleó, Alberto; Longstreth, William; Lopez, Oscar; de Munain, Adolfo Lopez; Love, Seth; Löwemark, Malin; Luckcuck, Lauren; Lunetta, Kathryn L.; Ma, Yiyi; Macías, Juan; MacLeod, Catherine A.; Maier, Wolfgang; Mangialasche, Francesca; Spallazzi, Marco; Marquié, Marta; Marshall, Rachel; Martin, Eden R.; Montes, Angel Martín; Rodríguez, Carmen Martínez; Masullo, Carlo; Mayeux, Richard; Mead, Simon; Mecocci, Patrizia; Medina, Miguel; Meggy, Alun; Mehrabian, Shima; Mendoza, Silvia; Menéndez-González, Manuel; Mir, Pablo; Moebus, Susanne; Mol, Merel; Molina-Porcel, Laura; Montrreal, Laura; Morelli, Laura; Moreno, Fermin; Morgan, Kevin; Mosley, Thomas; Nöthen, Markus M.; Muchnik, Carolina; Mukherjee, Shubhabrata; Nacmias, Benedetta; Ngandu, Tiia; Nicolas, Gael; Nordestgaard, Børge G; Olaso, Robert; Orellana, Adelina; Orsini, Michela; Ortega, Gemma; Padovani, Alessandro; Paolo, Caffarra; Papenberg, Goran; Parnetti, Lucilla; Pasquier, Florence; Pastor, Pau; Peloso, Gina; Pérez-Cordón, Alba; Pérez-Tur, Jordi; Pericard, Pierre; Peters, Oliver; Pijnenburg, Yolande A L; Pineda, Juan A.; Piñol-Ripoll, Gerard; Pisanu, Claudia; Polak, Thomas; Popp, Julius; Posthuma, Danielle; Priller, Josef; Puerta, Raquel; Quenez, Olivier; Quintela, Inés; Thomassen, Jesper Qvist; Rábano, Alberto; Rainero, Innocenzo; Rajabli, Farid; Ramakers, Inez; Real, Luis M.; Reinders, Marcel J T; Reitz, Christiane; Reyes-Dumeyer, Dolly; Ridge, Perry; Riedel-Heller, Steffi; Riederer, Peter; Roberto, Natalia; Rodriguez-Rodriguez, Eloy; Rongve, Arvid; Allende, Irene Rosas; Rosende-Roca, Maitée; Royo, Jose Luis; Rubino, Elisa; Rujescu, Dan; Sáez, María Eugenia; Sakka, Paraskevi; Saltvedt, Ingvild; Sanabria, Ángela; Sánchez-Arjona, María Bernal; Sanchez-Garcia, Florentino; Juan, Pascual Sánchez; Sánchez-Valle, Raquel; Sando, Sigrid Botne; Sarnowski, Chloé; Satizabal, Claudia L.; Scamosci, Michela; Scarmeas, Nikolaos; Scarpini, Elio; Scheltens, Philip; Scherbaum, Norbert; Scherer, Martin; Schmid, Matthias; Schneider, Anja; Schott, Jonathan M.; Selbæk, Geir; Seripa, Davide; Serrano, Manuel; Sha, Jin; Shadrin, Alexey; Skrobot, Olivia; Slifer, Susan; Snijders, Gijsje J L; Soininen, Hilkka; Solfrizzi, Vincenzo; Solomon, Alina; Song, Yeunjoo; Sorbi, Sandro; Sotolongo-Grau, Oscar; Spalletta, Gianfranco; Spottke, Annika; Squassina, Alessio; Stordal, Eystein; Tartan, Juan Pablo; Tárraga, Lluís; Tesí, Niccolo; Thalamuthu, Anbupalam; Thomas, Tegos; Tosto, Giuseppe; Traykov, Latchezar; Tremolizzo, Lucio; Tybjærg-Hansen, Anne; Uitterlinden, Andre; Ullgren, Abbe; Ulstein, Ingun; Valero, Sergi; Valladares, Otto; Broeckhoven, Christine Van; Vance, Jeffery; Vardarajan, Badri N.; van der Lugt, Aad; Dongen, Jasper Van; van Rooij, Jeroen; van Swieten, John; Vandenberghe, Rik; Verhey, Frans; Vidal, Jean-Sébastien; Vogelgsang, Jonathan; Vyhnalek, Martin; Wagner, Michael; Wallon, David; Wang, Li-San; Wang, Ruiqi; Weinhold, Leonie; Wiltfang, Jens; Windle, Gill; Woods, Bob; Yannakoulia, Mary; Zare, Habil; Zhao, Yi; Zhang, Xiaoling; Zhu, Congcong; Zulaica, Miren; Farrer, Lindsay A.; Psaty, Bruce M.; Ghanbari, Mohsen; Raj, Towfique; Sachdev, Perminder; Mather, Karen; Jessen, Frank; Ikram, M Arfan; de Mendonça, Alexandre; Hort, Jakub; Tsolaki, Magda; Pericak-Vance, Margaret A.; Amouyel, Philippe; Williams, Julie; Frikke-Schmidt, Ruth; Clarimon, Jordi; Deleuze, Jean-François; Rossi, Giacomina; Seshadri, Sudha; Andreassen, Ole; Ingelsson, Martin; Hiltunen, Mikko; Sleegers, Kristel; Schellenberg, Gerard D.; van Duijn, Cornelia M.; Sims, Rebecca; van der Flier, Wiesje M.; Ruiz, Agustín; Ramirez, Alfredo; Lambert, Jean-Charles (Journal article; Peer reviewed, 2022)Characterization of the genetic landscape of Alzheimer’s disease (AD) and related dementias (ADD) provides a unique opportunity for a better understanding of the associated pathophysiological processes. We performed a ...