Predicting Incident Dementia in Cerebral Small Vessel Disease: Comparison of Machine Learning and Traditional Statistical Models

Autor: Rui Li, Eric Harshfield, Steven Bell, Michael Burkhart, Anil Tuladhar, Saima Hilal, Daniel Tozer, Francesca Chappell, Stephen Makin, Jessica Lo, Joanna Wardlaw, Frank-Erik de Leeuw, Christopher Chen, Zoe Kourtzi, Hugh Markus

Publikováno v: Cerebral Circulation - Cognition and Behavior, Vol 6, Iss , Pp 100235- (2024)

Introduction: Cerebral small vessel disease (SVD) contributes to 45% of dementia cases worldwide. Only a minority of SVD patients develop dementia, yet we lack a reliable model for predicting incident dementia in SVD. Most attempts to date have relie

Externí odkaz: https://doaj.org/article/258f4cb4ab2146e6af7cf5085e948f47

Genetic and lifestyle risk factors for MRI-defined brain infarcts in a population-based setting

Autor: Chauhan, Ganesh, Adams, Hieab H H, Jian, Xueqiu, Sharma, Pankaj, Sudlow, Cathie L M, Rosand, Jonathan, Woo, Daniel, Cole, John W, Meschia, James F, Slowik, Agnieszka, Thijs, Vincent, Lindgren, Arne, Melander, Olle, Malik, Rainer, Grewal, Raji P, Rundek, Tatjana, Rexrode, Kathy, Rothwell, Peter M, Arnett, Donna K, Jern, Christina, Johnson, Julie A, Benavente, Oscar R, Wasssertheil-Smoller, Sylvia, Lee, Jin-Moo, Traylor, Matthew, Wong, Quenna, Mitchell, Braxton D, Rich, Stephen S, McArdle, Patrick F, Geerlings, Mirjam I, van der Graaf, Yolanda, de Bakker, Paul I W, Asselbergs, Folkert W, Srikanth, Velandai, Thomson, Russell, Pulit, Sara L, McWhirter, Rebekah, Moran, Chris, Callisaya, Michele, Phan, Thanh, Rutten-Jacobs, Loes C A, Bevan, Steve, Tzourio, Christophe, Mather, Karen A, Sachdev, Perminder S, van Duijn, Cornelia M, Amouyel, Philippe, Worrall, Bradford B, Dichgans, Martin, Kittner, Steven J, Markus, Hugh S, Ikram, Mohammad A, Fornage, Myriam, Launer, Lenore J, Seshadri, Sudha, Longstreth, W. T., Debette, Stéphanie, Mazoyer, Bernard, Network, Stroke Genetics, Almgren, Peter, Anderson, Christopher D, Attia, John, Ay, Hakan, Brown, Robert D, Bustamante, Mariana, Zhu, Yi-Cheng, Cheng, Yu-Ching, Cotlarciuc, Ioana, Cruchaga, Carlos, de Bakker, Paul Iw, Delavaran, Hossein, Engström, Gunnar, Kaffashian, Sara, Heitsch, Laura, Holliday, Elizabeth, Ibanez, Laure, Ilinca, Andreea, Irvin, Marguerite R, Jackson, Rebecca D, Jimenez-Conde, Jordi, Jood, Katarina, Schilling, Sabrina, Kissela, Brett M, Kleindorfer, Dawn O, Labovitz, Daniel, Laurie, Cathy C, Lemmens, Robin, Levi, Christopher, Li, Linxin, Lindgren, Arne G, Beecham, Gary W, Maguire, Jane, Müller-Nurasyid, Martina, Norrving, Bo, Peddareddygari, Leema Reddy, Pera, Joanna, Satizabal, Claudia L, Montine, Thomas J, Rexrode, Kathryn, Ribasés, Marta, Roquer, Jaume, Rost, Natalia S, Sacco, Ralph L, Schmidt, Reinhold, Schellenberg, Gerard D, Soriano-Tárraga, Carolina, Stanne, Tara, Stauch, Konstantin, Stine, O. C., Sudlow, Cathie Lm, Thijs, Vincent N S, Weir, David, Williams, Stephen R, Kjartansson, Olafur, Xu, Huichun, Hyacinth, Hyacinth I, Marini, Sandro, Nyquist, Paul, Lewis, Cathryn, Hansen, Bjorn, Guðnason, Vilmundur, Biffi, Alessandro, Kourkoulis, Christina, Anderson, Chris, Giese, Anne-Katrin, Sacco, Ralph, Chung, Jong-Won, Kim, Gyeong-Moon, Knopman, David S, Lubitz, Steven, Bourcier, Romain, Howson, Joanna, Granata, Alessandra, Drazyk, Anna, Markus, Hugh, Wardlaw, Joanna, Mitchell, Braxton, Cole, John, Hopewell, Jemma, Griswold, Michael E, Walters, Robin, Turnbull, Iain, Worrall, Bradford, Bis, Josh, Reiner, Alex, Dhar, Raj, Prasad, Kameshwar, Sarnowski, Chloé, Windham, B Gwen, Aparicio, Hugo Javier, Yang, Qiong, Chasman, Daniel, Phuah, Chia-Ling, Liu, Guiyou, Elkind, Mitchell, Lange, Leslie, Rost, Natalia, James, Michael, Gottesman, Rebecca F, Stewart, Jill, Vojinovic, Dina, Parati, Eugenio, Boncoraglio, Giorgio, Zand, Ramin, Bijlenga, Philippe, Selim, Magdy, Grond-Ginsbach, Caspar, Strbian, Daniel, Mosley, Thomas H, Tomppo, Liisa, Sallinen, Hanne, Pfeiffer, Dorothea, Torres, Nuria, Barboza, Miguel, Laarman, Melanie, Carriero, Roberta, Soriano, Carolina, Gill, Dipender, Debette, Stephanie, Mishra, Aniket, Wu, Jer-Yuarn, Ko, Tai-Ming, Bione, Silvia, Tatlisumak, Turgut, Holmegaard, Lukas, Yue, Suo, Bis, Joshua C, Saba, Yasaman, Bersano, Anna, Schlicht, Kristina, Ninomiya, Toshiharu, Oberstein, Saskia Lesnik, Lee, Tsong-Hai, Schmidt, Helena, Wasselius, Johan, Drake, Mattias, Stenman, Martin, Crawford, Katherine, Lena, Umme, Mateen, Farrah, Takeuchi, Fumihiko, Wu, Ona, Schirmer, Markus, Cramer, Steve, Golland, Polina, Brown, Robert, Meschia, James, Ross, Owen A, Pare, Guillaume, Chong, Mike, Yamaguchi, Shuhei, Gwinn, Katrina, Chen, Christopher, Koenig, Jim, Giralt, Eva, Saleheen, Danish, de Leeuw, Frank-Erik, Klijn, Karin, Kamatani, Yoichiro, Kubo, Michiaki, Nabika, Toru, Okada, Yukinori, Pedersen, Annie, Olsson, Maja, Martín, Juan José, Tan, Eng King, Frid, Petrea, Lee, Chaeyoung, Tregouet, David, Leung, Thomas, Kato, Norihiro, Choy, Richard, Loo, Keat Wei, Rinkel, Gabriel, Franca, Paulo, Cendes, Iscia, Carrera, Caty, Fernandez-Cadenas, Israel, Montaner, Joan, Kim, Helen, Rajan, Kumar B, Owolabi, Mayowa, Sofat, Reecha, Bakker, Mark, Ruigrok, Ynte, Hauer, Allard, van der Laan, Sander W, Irvin, Ryan, Sargurupremraj, Murali, Pezzini, Alessandro, Aggarwal, Neelum T, Abd-Allah, Foad, Liebeskind, David, Tan, Rhea, Danesh, John, Donatti, Amanda, Avelar, Wagner, Broderick, Joseph, Sudlow, Cathie, De Jager, Philip L, Rannikmae, Kristiina, McDonough, Caitrin Wheeler, van Agtmael, Tom, Walters, Matthew, Söderholm, Martin, Lorentzen, Erik, Olsson, Sandra, Olsson, Martina, Akinyemi, Rufus, Evans, Denis A, Cotlatciuc, Ioana, McArdle, Patrick, Dave, Tushar, Kittner, Steven, Faber, James E, Millwood, Iona, Márquez, Elsa Valdés, Mancuso, Michelangelo, Vibo, Riina, Teumer, Alexander, Psaty, Bruce M, Korv, Janika, Majersik, Jennifer, DeHavenon, Adam, Alexander, Matthew, Sale, Michele, Southerland, Andrew, Owens, Debra, Psaty, Bruce, Rotter, Jerome I, Wolfe, Stacey Quintero, Langefeld, Carl, Konrad, Jan, Sheth, Kevin, Falcone, Guido, Donahue, Kathleen, Simpkins, Alexis N, Liang Byorn, Tan Wei, Rice, Kenneth, Chan, Bernard, Clatworthy, Phil, Florez, Jose, Harshfield, Eric, Hozawa, Atsushi, Hsu, Chung, Hu, Chaur-Jong, Ihara, Masafumi, Lange, Marcos, Lopez, Oscar L, Lee, Soo Ji, Lee, I-Hui, Musolino, Patricia, Nakatomi, Hirofumi, Park, Kwang-Yeol, Riley, Chris, Sung, Joohon, Suzuki, Hideaki, Vo, Katie, Liao, Jiemin, Washida, Kazuo, Ibenez, Laura Garcia, Hofman, Albert, Algra, Ale, Reiner, Alex P, Doney, Alexander S F, Gschwendtner, Andreas, Vicente, Astrid M, Nordestgaard, Børge G, Carty, Cara L, Cheng, Ching-Yu, Palmer, Colin N A, Gamble, Dale M, Ringelstein, E Bernd, Valdimarsson, Einar, Davies, Gail, Wong, Tien Y, Pasterkamp, Gerard, Kuhlenbäumer, Gregor, Thorleifsson, Gudmar, Falcone, Guido J, Pare, Guillame, Ikram, Mohammad K, Aparicio, Hugo J, Deary, Ian, Hopewell, Jemma C, Liu, Jingmin, van der Lee, Sven J, Attia, John R, Ferro, Jose M, Bis, Joshua, Furie, Karen, Stefansson, Kari, Berger, Klaus, Kostulas, Konstantinos, Rannikmae, Kristina, Ikram, M Arfan, Sargurupremraj, Muralidharan, Amin, Najaf, Benn, Marianne, Farrall, Martin, Pandolfo, Massimo, Nalls, Mike, van Zuydam, Natalie R, Chouraki, Vincent, Abrantes, Patricia, Higgins, Peter, Lichtner, Peter, DeStefano, Anita L, Clarke, Robert, Abboud, Sherine, Oliveira, Sofia A, Gretarsdottir, Solveig, Mosley, Thomas, Battey, Thomas Wk, Thorsteinsdottir, Unnur, Thijs, Vincent Ns, Zhao, Wei, Chen, Wei-Min, Romero, Jose R, Albert, Marilyn S, Albin, Roger L, Apostolova, Liana G, Arnold, Steven E, Asthana, Sanjay, Atwood, Craig S, Baldwin, Clinton T, Barmada, M Michael, Barnes, Lisa L, Maillard, Pauline, Barral, Sandra, Beach, Thomas G, Becker, James T, Beekly, Duane, Bennett, David A, Bigio, Eileen H, Bird, Thomas D, Blacker, Deborah, Boeve, Bradley F, DeCarli, Charles, Boxer, Adam, Burke, James R, Burns, Jeffrey M, Buxbaum, Joseph D, Byrd, Goldie S, Cai, Guiqing, Cairns, Nigel J, Cantwell, Laura B, Cao, Chuanhai, Carlsson, Cynthia M, Wardlaw, Joanna M, Carney, Regina M, Carrasquillo, Minerva M, Carroll, Steven L, Chui, Helena C, Clark, David G, Cribbs, David H, Crocco, Elizabeth A, Hernández, Maria Del C Valdés, Demirci, F Yesim, Dick, Malcolm, Dickson, Dennis W, Duara, Ranjan, Ertekin-Taner, Nilufer, Faber, Kelley M, Fallin, M Daniele, Fallon, Kenneth B, Fardo, David W, Luciano, Michelle, Farlow, Martin R, Farrer, Lindsay A, Ferris, Steven, Foroud, Tatiana M, Frosch, Matthew P, Galasko, Douglas R, Gearing, Marla, Geschwind, Daniel H, Ghetti, Bernardino, Gilbert, John R, Hofer, Edith, Liewald, David, Go, Rodney C P, Goate, Alison M, Graff-Radford, Neill R, Green, Robert C, Griffith, Patrick, Growdon, John H, Haines, Jonathan L, Hakonarson, Hakon, Hamilton, Ronald L, Hamilton-Nelson, Kara L, Deary, Ian J, Haroutunian, Vahram, Harrell, Lindy E, Honig, Lawrence S, Huebinger, Ryan M, Hulette, Christine M, Hyman, Bradley T, Jicha, Gregory A, Jin, Lee-Way, Jun, Gyungah, Kamboh, M Ilyas, Starr, John M, Karydas, Anna, Kauwe, John S K, Kaye, Jeffrey A, Kim, Ronald, Kowall, Neil W, Kramer, Joel H, Kukull, Walter A, Kunkle, Brian W, LaFerla, Frank M, Lah, James J, Bastin, Mark E, Lang-Walker, Rosalyn, Larson, Eric B, Leverenz, James B, Levey, Allan I, Li, Ge, Lieberman, Andrew P, Logue, Mark W, Lunetta, Kathryn L, Lyketsos, Constantine G, Muñoz Maniega, Susana, Mack, Wendy J, Manly, Jennifer J, Marson, Daniel C, Martin, Eden R, Martiniuk, Frank, Mash, Deborah C, Masliah, Eliezer, Mayeux, Richard, McKee, Ann C, Mesulam, Marsel, Slagboom, P Eline, Miller, Bruce L, Miller, Carol A, Miller, Joshua W, Morris, John C, Murrell, Jill R, Naj, Adam C, Obisesan, Thomas O, Olichney, John M, Pankratz, Vernon S, Beekman, Marian, Parisi, Joseph E, Partch, Amanda, Paulson, Henry L, Pericak-Vance, Margaret A, Perry, William, Peskind, Elaine, Petersen, Ronald C, Pierce, Aimee, Poon, Wayne W, Potter, Huntington, Deelen, Joris, Quinn, Joseph F, Raj, Ashok, Raj, Towfique, Raskind, Murray, Reiman, Eric M, Reisberg, Barry, Reitz, Christiane, Ringman, John M, Roberson, Erik D, Rosen, Howard J, Uh, Hae-Won, Rosenberg, Roger N, Sager, Mark A, Sano, Mary, Saykin, Andrew J, Schneider, Julie A, Schneider, Lon S, Seeley, William W, Smith, Amanda G, Sonnen, Joshua A, Spina, Salvatore, Stern, Robert A, Swerdlow, Russell H, Tanzi, Rudolph E, Thornton-Wells, Tricia A, Trojanowski, John Q, Troncoso, Juan C, Tsuang, Debby W, Valladares, Otto, Van Deerlin, Vivianna M, Trompet, Stella, Brodaty, Henry, Van Eldik, Linda J, Vardarajan, Badri N, Vinters, Harry V, Vonsattel, Jean Paul, Wang, Li-San, Weintraub, Sandra, Welsh-Bohmer, Kathleen A, Williamson, Jennifer, Wingo, Thomas S, Wishnek, Sarah, Wright, Margaret J, Woltjer, Randall L, Wright, Clinton B, Younkin, Steven G, Yu, Chang-En, Yu, Lei, Chu, Audrey Y, Havulinna, Aki S, Ames, David, Smith, Albert Vernon, Choi, Seung Hoan, Garcia, Melissa E, Manichaikul, Ani, Gustafsson, Stefan, Bartz, Traci M, Boncoraglio, Giorgio B, Bellenguez, Céline, Vidal, Jean Sebastien, Wiggins, Kerri L, Xue, Flora, Ripatti, Samuli, Liu, Yongmei, Hoed, Marcel den, Heckbert, Susan R, Smith, Nicholas L, Buring, Julie E, Ridker, Paul M, Berr, Claudine, Dartigues, Jean-François, Beecham, Ashley H, Hamsten, Anders, Magnusson, Patrik K, Pedersen, Nancy L, Lannfelt, Lars, Lind, Lars, Lindgren, Cecilia M, Morris, Andrew P, Koudstaal, Peter J, Portegies, Marileen Lp, Blanton, Susan H, Uitterlinden, André G, de Craen, Anton Jm, Ford, Ian, Jukema, J Wouter, Stott, David J, Allen, Norrina B, Sale, Michele M, Johnson, Andrew D, White, Charles C, Paulista Markus, Marcello Ricardo, Nalls, Michael A, Beiser, Alexa, Vartiainen, Erkki, French, Curtis R, Kurth, Tobias, Harris, Tamara B, deStefano, Anita L, Schmidt, Carsten Oliver, Salomaa, Veikko, Wen, Wei, Ingelsson, Erik, Chasman, Daniel I, Verhaaren, Benjamin F J, Hilal, Saima, Thalamuthu, Anbupalam, Smith, Jennifer A, Ikram, M Kamran, Adams, Hieab H, Lopez, Lorna M, van Buchem, Mark A, Armstrong, Nicola J, van der Grond, Jeroen, Smith, Albert V, Hegenscheid, Katrin, de Andrade, Mariza, Atkinson, Elizabeth J, Beiser, Alexa S, Boerwinkle, Eric, Chong, Elizabeth, Brickman, Adam M, Bryan, R Nick, Chen, Christopher P L H, de Craen, Anton J M, Crivello, Fabrice, Schofield, Peter R, Dufouil, Carole, Elkind, Mitchell S V, Freudenberger, Paul, Habes, Mohamad, Heiss, Gerardo, Kwok, John B, Ibrahim-Verbaas, Carla A, Lewis, Cora E, Liewald, David C M, van der Lugt, Aad, Martinez, Oliver O, Nauck, Matthias, Niessen, Wiro J, Oostra, Ben A, Rice, Kenneth M, von Sarnowski, Bettina, Schreiner, Pamela J, Schuur, Maaike, Sidney, Stephen S, Sigurdsson, Sigurdur, Stott, David J M, van Swieten, John C, Töglhofer, Anna Maria, Turner, Stephen T, Vernooij, Meike W, Wang, Jing J, Wolf, Christiane, Zijdenbos, Alex, Kardia, Sharon L R, DeCarli, Charles C, Seshadri, Sudha S, Kavousi, Maryam, Franceschini, Nora, Isaacs, Aaron, Abecasis, Gonçalo R, Schminke, Ulf, Post, Wendy, Cupples, L Adrienne, Huffman, Jennifer E, Lehtimäki, Terho, Baumert, Jens, Münzel, Thomas, Dehghan, Abbas, North, Kari, Oostra, Ben, Stoegerer, Eva-Maria, Hayward, Caroline, Raitakari, Olli, Meisinger, Christa, Schillert, Arne, Sanna, Serena, Völzke, Henry, Thorsson, Bolli, Fox, Caroline S, Wittfeld, Katharina, Rivadeneira, Fernando, Nambi, Vijay, Halperin, Eran, Petrovic, Katja E, Peltonen, Leena, Wichmann, H Erich, Schnabel, Renate B, Dörr, Marcus, Parsa, Afshin, Aspelund, Thor, Grabe, Hans J, Demissie, Serkalem, Kathiresan, Sekar, Reilly, Muredach P, Taylor, Kent, Uitterlinden, Andre, Couper, David J, Sitzer, Matthias, Kähönen, Mika, Illig, Thomas, Wild, Philipp S, Hosten, Norbert, Orru, Marco, Lüdemann, Jan, Shuldiner, Alan R, Eiriksdottir, Gudny, Seissler, Jochen, Zeller, Tanja, Usala, Gianluca, Ernst, Florian, D'Agostino, Ralph B, O'Leary, Daniel H, Ballantyne, Christie, Thiery, Joachim, 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Publikováno v: Neurology
Neurology 92(5), e486-e503 (2019). doi:10.1212/WNL.0000000000006851
Chauhan, G, Adams, H H H, Satizabal, C L, Bis, J C, Teumer, A, Sargurupremraj, M, Hofer, E, Trompet, S, Hilal, S, Smith, A V, Jian, X, Malik, R, Traylor, M, Pulit, S L, Amouyel, P, Mazoyer, B, Zhu, Y, Kaffashian, S, Schilling, S, Beecham, G W, Montine, T J, Schellenberg, G D, Kjartansson, O, Guðnason, V, Knopman, D S, Griswold, M E, Windham, B G, Gottesman, R F, Mosley, T H, Schmidt, R, Saba, Y, Schmidt, H, Takeuchi, F, Yamaguchi, S, Nabika, T, Kato, N, Rajan, K B, Aggarwal, N T, De Jager, P L, Evans, D A, Psaty, B M, Rotter, J I, Rice, K, Lopez, O L, Liao, J, Chen, C, Cheng, C, Wong, T Y, Ikram, M K, Van Der Lee, S J, Amin, N, Chouraki, V, Destefano, A L, Aparicio, H J, Romero, J R, Maillard, P, Decarli, C, Wardlaw, J M, Hernández, M D C V, Luciano, M, Liewald, D, Deary, I J, Starr, J M, Bastin, M E, Muñoz Maniega, S, Slagboom, P E, Beekman, M, Deelen, J, Uh, H, Lemmens, R, Brodaty, H, Wright, M J, Ames, D, Boncoraglio, G B, Hopewell, J C, Beecham, A H, Blanton, S H, Wright, C B, Sacco, R L, Wen, W, Thalamuthu, A, Armstrong, N J, Chong, E, Schofield, P R, Kwok, J B, Van Der Grond, J, Stott, D J, Ford, I, Jukema, J W, Vernooij, M W, Hofman, A, Uitterlinden, A G, Van Der Lugt, A, Wittfeld, K, Grabe, H J, Hosten, N, Von Sarnowski, B, Völker, U, Levi, C, Jimenez-conde, J, Sharma, P, Sudlow, C L M, Rosand, J, Woo, D, Cole, J W, Meschia, J F, Slowik, A, Thijs, V, Lindgren, A, Melander, O, Grewal, R P, Rundek, T, Rexrode, K, Rothwell, P M, Arnett, D K, Jern, C, Johnson, J A, Benavente, O R, Wasssertheil-smoller, S, Lee, J, Wong, Q, Mitchell, B D, Rich, S S, Mcardle, P F, Geerlings, M I, Van Der Graaf, Y, De Bakker, P I W, Asselbergs, F W, Srikanth, V, Thomson, R, Mcwhirter, R, Moran, C, Callisaya, M, Phan, T, Rutten-jacobs, L C A, Bevan, S, Tzourio, C, Mather, K A, Sachdev, P S, Van Duijn, C M, Worrall, B B, Dichgans, M, Kittner, S J, Markus, H S, Ikram, M A, Fornage, M, Launer, L J, Seshadri, S, Longstreth, W T & Debette, S 2019, ' Genetic and lifestyle risk factors for MRI-defined brain infarcts in a population-based setting ', Neurology . https://doi.org/10.1212/WNL.0000000000006851
Neurology, American Academy of Neurology, 2019, 92 (5), pp.e486-e503. ⟨10.1212/WNL.0000000000006851⟩
Neurology 92, e486-e503 (2019)

Publisher's version (útgefin grein)
Objective: To explore genetic and lifestyle risk factors of MRI-defined brain infarcts (BI) in large population-based cohorts. Methods We performed meta-analyses of genome-wide association studies (GWAS) and

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=pmid_dedup__::e91b74e85390e898bba62b2a19189fc3
https://lirias.kuleuven.be/handle/123456789/634974