Subject Harmonization of Multi‐Modal Digital Markers: Improved Detection of Mild Cognitive Impairment Using Language and Facial Expression
多模态数字标记的主体协调：利用语言和面部表情改进轻度认知障碍的检测
期刊:Journal of Neuroscience
影响因子:4
doi:10.1523/JNEUROSCI.1673-23.2024
Loggia, Spencer R; Duffield, Stuart J; Braunlich, Kurt; Conway, Bevil R; Yang, Hyun‐Sik; Kivisäkk, Pia; Viera, Andrea M Román; Maa, Courtney; Kirn, Dylan; Bellier, Jean‐Pierre; Liu, Lei; Selkoe, Dennis J; Schneider, Julie A; Bennett, David A; Jager, Philip L De; Johnson, Keith A; Sperling, Reisa A; Arnold, Steven E; Chhatwal, Jasmeer P; SVEIKATA, Lukas; Zotin, Maria Clara Zanon; Schoemaker, Dorothee; Perosa, Valentina; Assal, Frederic; Greenberg, Steven M; Viswanathan, Anand; Bettcher, Brecca; Janelidze, Shorena; McLachlan, Max; Zammit, Matthew D; McVea, Andrew K; DiFilippo, Alexandra H; Betthauser, Tobey J; Laymon, Charles M; Tudorascu, Dana; Cohen, Annie; Garimella, Arun; Price, Julie C; Keator, David B; Brickman, Adam M; Lao, Patrick J; Klunk, William E; Rosas, H Diana; Zaman, Shahid; Hartley, Sigan L; Head, Elizabeth; Mapstone, Mark; Krinsky‐McHale, Sharon J; Johnson, Sterling C; Lai, Florence; Ances, Beau; Handen, Benjamin L; Hansson, Oskar; Christian, Bradley T; Arfanakis, Konstantions; Evia, Arnold M Jr; Leurgans, Sue E; Fornage, Myriam; Lu, Hanzhang; Arvind, Caprihan; Decarli, Charles; Gold, Brian T; Maillard, Pauline; Satizabal, Claudia L; Stables, Lara; Wang, Danny JJ; Helmer, Karl G; Fischl, Bruce; Singh, Herpreet; Schwab, Kristin; Greenberg, Steven M; Schneider, Julie A; Yau, Wai‐Ying Wendy; Kirn, Dylan; Rabin, Jennifer S; Properzi, Michael J; Schultz, Aaron P; Rentz, Dorene M; Johnson, Keith A; Sperling, Reisa A; Chhatwal, Jasmeer P; Malotaux, Vincent; Ashton, Nicholas J; Öhrfelt, Annika; Chen, Yinghua; Su, Yi; Garcia, Gloria; Guzman, Claudia F; Villegas‐Lanau, Andres; Giraldo‐Chica, Margarita M; Aguillon, David Fernando; Tirado, Victoria; Baena, Ana Y; Muñoz, Claudia; Acosta‐Baena, Natalia; Pruzin, Jeremy J; Ghisays, Valentina; Ríos‐Romenets, Silvia; Vila‐Castelar, Clara; Martinez, Jairo E; Giudicessi, Averi; Tariot, Pierre N; Zetterberg, Henrik; Lopera, Francisco; Blennow, Kaj; Reiman, Eric M; Quiroz, Yakeel T; Boyle, Rory; Shirzadi, Zahra; Coughlan, Gillian T; Seto, Mabel; Properzi, Michael J; Klinger, Hannah M; Townsend, Diana L; Yuan, Ziwen; Scanlon, Catherine E; Jutten, Roos J; Papp, Kathryn V; Amariglio, Rebecca E; Johnson, Keith A; Rentz, Dorene M; Chhatwal, Jasmeer P; Sperling, Reisa A; Schultz, Aaron P; Buckley, Rachel F; Atik, Merve; Kendall‐Thomas, June; Przybelski, Scott A; Kantarci, Orhun H; Zeydan, Burcu; Toledano, Michel; Senjem, Matthew L; Schwarz, Christopher G; Fought, Angela J; Lesnick, Timothy G; Silva, Ana I; Joers, James M; Gundry, Katie; Lorente, Alfredo; Thotland, Jeromy; Deelchand, Dinesh K; Park, Young Woo; Li, Xiufeng; Manousakis, Georgios; Metzler, Abby; Lenglet, Christophe; Eberly, Lynn; Mukerji, Shibani; Byrne, Keenan Christopher; Juttukonda, Meher R; Salat, David H; Sherman, Janet C; Pollak, Lauren; Yasar, Sevil; Nabi, Mehreen; Rehman, Sana; Karmonik, Christof; Gillani, Syed A; Flores, Valerie V; Davis, Rachel G; Ashizawa, Tetsuo; Ratai, Eva Maria; Öz, Gülin; Kantarci, Kejal; Harrold, George K; Koops, Elouise A; Dutta, Joyita; Becker, Alex; Hanseeuw, Bernard J; Sperling, Reisa A; Johnson, Keith A; Jacobs, Heidi IL; Rissman, Robert A; Langford, Oliver; Raman, Rema; Donohue, Michael C; Molina‐Henry, Doris P; Abdel‐Latif, Sara; Sims, John R; Yaari, Roy; Holdridge, Karen Chilcott; Johnson, Keith A; Aisen, Paul S S; Sperling, Reisa A; Schonhaut, Daniel R; Insel, Philip S; soleimani‐meigooni, David N; Zeltzer, Ehud; Windon, Charles; Maiti, Piyush; Yballa, Claire; Zhang, Jiaxiuxiu; Mundada, Nidhi S; Shankar, Ranjani; Amuiri, Alinda; Koeppe, Robert A; Dickerson, Bradford C; Carrillo, Maria C; Apostolova, Liana G; Rabinovici, Gil D; Joie, Renaud La; Kang, Kaidi; Zhang, Panpan; Dumitrescu, Logan C; Mukherjee, Shubhabrata; Lee, Michael L; Choi, Seo‐Eun; Scollard, Phoebe; Gibbons, Laura E; Trittschuh, Emily H; Mez, Jesse; Saykin, Andrew J; Buckley, Rachel F; Gao, Xiaoting; Di, Jianing; Crane, Paul K; Hohman, Timothy J; Liu, Dandan; Gassner, Gabriele M; Damestani, Nikou L; Yadav, Shrikanth M; Wheeler, Natalie S; 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Minhas, Davneet S; Klunk, William E; Cohen, Annie; Handen, Benjamin L; Fryer, Tim D; Zaman, Shahid; Koeppe, Robert A; Head, Elizabeth; Mapstone, Mark; Bettcher, Brecca; LeMerise, Lisette; McVea, Andrew K; DiFilippo, Alexandra H; Zammit, Matthew D; Hartley, Sigan L; Christian, Bradley T; Heinrich, Lukas; Riphagen, Joost M; Koops, Elouise A; Papp, Kathryn V; Rentz, Dorene M; Sperling, Reisa A; Johnson, Keith A; Jacobs, Heidi IL; Brandt, Katherine; Quimby, Megan; Wong, Bonnie; Quintiliani, Lisa M; Marchesano, Amy; Goldstein, Alexa; Celaj, Gent; Howe, Inola; Krahn, Erin; O’Chander, Raseeka; Krivensky, Samantha; Paasche‐Orlow, Michael K; Volandes, Angelo; Dickerson, Brad C; Arfanakis, Konstantions; Evia, Arnold M Jr; Leurgans, Sue E; Fornage, Myriam; Lu, Hanzhang; Arvind, Caprihan; Decarli, Charles; Gold, Brian T; Maillard, Pauline; Satizabal, Claudia L; Stables, Lara; Wang, Danny JJ; Helmer, Karl G; Fischl, Bruce; Singh, Herpreet; Schwab, Kristin; Greenberg, Steven M; Schneider, Julie A; Chen, Charles D; 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Liu, Peiying; Lin, Zixuan; Hazel, Kaisha; Pottanat, George; Xu, Cuimei; Jiang, Dengrong; Pillai, Jay J; Lucke, Emma; Bauer, Christopher E; Gold, Brian T; Greenberg, Steven M; Helmer, Karl G; Jann, Kay; Jicha, Gregory A; Kramer, Joel H; Maillard, Pauline; Mulavelil, Rachel M; Satizabal, Claudia L; Schwab, Kristin; Seshadri, Sudha; Singh, Herpreet; Velarde, Angel G; Wang, Danny JJ; Kalyani, Rita; Moghekar, Abhay; Rosenberg, Paul B; Yasar, Sevil; Albert, Marilyn S; Lu, Hanzhang; Milton, Sasha; Sun, Haoqi; Stone, Katie L; Yaffe, Kristine; Westover, Brandon; Thomas, Robert J; Leng, Yue; Zide, Benjamin S; Gagliardi, Geoffroy Pierre; Jacobs, Heidi IL; Gatchel, Jennifer R; Quiroz, Yakeel T; Marshall, Gad A; Johnson, Keith A; Sperling, Reisa A; Vannini, Patrizia; Donovan, Nancy J; Sun, Haoqi; Yang, Jingyun; Vialle, Ricardo A; Gao, Chenlu; Cai, Ruixue; Haghayegh, Shahab; Gao, Lei; Rutter, Martin K; Hu, Kun; Li, Peng; Quenon, Lisa; Leroy, Emmanuelle; Clec'H, Mélanie Le; Scemama, Eva; Huyghe, Lara; Colmant, Lise; Salman, Yasmine; Gérard, Thomas; Malotaux, Vincent; Dricot, Laurence; Lhommel, Renaud; Ivanoiu, Adrian; Hanseeuw, Bernard J; Crawford, Jennifer L; Adornato, Alex; Matulonis, Johanna; Hooker, Jacob M; Berry, Anne S; Klinger, Hannah M; Coughlan, Gillian T; Hayden, Kathleen M; Manson, JoAnn E; Wild, Robert A; Jung, Su Yon; Casanova, Ramon; Liu, Longjian; Shadyab, Aladdin H; Wactawski‐Wende, Jean; Schembre, Susan M; Liu, Simin; Rapp, Stephen R; Resnick, Susan M; Baker, Suzanne L; Buckley, Rachel F; Wu, Chao‐Yi; Galler, Jake A; Schwab, Nadine A; Rashid, Barnaly; Young, Cathrine; Yang, Liuqing; Gerber, Jessica A; Dodge, Hiroko H; Arnold, Steven E; Lyu, Xueying; Yushkevich, Paul A; Hrybouski, Stanislau; Li, Yue; Duong, Michael Tran; Xie, Long; Wisse, Laura EM; de Flores, Robin; Irwin, David J; Dickerson, Bradford C; Nasrallah, Ilya M; Das, Sandhitsu R; Wolk, David A; Schonhaut, Daniel R; Insel, Philip S; Soleimani‐Meigooni, David N; Zeltzer, Ehud; Windon, Charles; Maiti, Piyush; Yballa, Claire; Zhang, Jiaxiuxiu; Mundada, Nidhi S; Shankar, Ranjani; Amuiri, Alinda; Koeppe, Robert A; Dickerson, Bradford C; Carrillo, Maria C; Apostolova, Liana G; Rabinovici, Gil D; Joie, Renaud La; de Bruin, Hannah; Groot, Colin; Barthel, Henryk; Bischof, Gérard N; Boellaard, Ronald; Brendel, Matthias; Cash, David M; Coath, William; Day, Gregory S; Dickerson, Brad C; Doering, Elena; Drzezga, Alexander; van Dyck, Christopher H; van Eimeren, Thilo; van der Flier, Wiesje M; Fredericks, Carolyn; Fryer, Tim D; van de Giessen, Elsmarieke; Gordon, Brian A; Graff‐Radford, Jonathan; Hobbs, Diana A; Höglinger, Günter; Hönig, Merle C; Irwin, David J; Jones, P Simon; Josephs, Keith A; Katsumi, Yuta; Lee, Eddie B; Levin, Johannes; Malpetti, Maura; McGinnis, Scott M; Mecca, Adam P; Nasrallah, Ilya M; O'Brien, John T; O'Dell, Ryan S; Palleis, Carla; Perneczky, Robert; Phillips, Jeffrey S; Pijnenburg, Yolande AL; Putcha, Deepti; Rahmouni, Nesrine; Rosa‐Neto, Pedro; Rowe, James B; Rullmann, Michael; Sabri, Osama; Saur, Dorothee; Schildan, Andreas; Schott, Jonathan M; Schroeter, Matthias L; Servaes, Stijn; Sintini, Irene; Stevenson, Jenna; Therriault, Joseph; Touroutoglou, Alexandra; Trainer, Anne E; Visser, Denise; Weston, Philip SJ; Whitwell, Jennifer L; Wolk, David A; Franzmeier, Nicolai; Ossenkoppele, Rik; Bertucci, Taylor; Bowles, Kathryn; Lotz, Steven; Qi, Le; Stevens, Katherine; Goderie, Susan K; Borden, Susan; Oja, Laura M; Lane, Keith; Lotz, Ryan; Lotz, Hailey; Chowdhury, Rebecca; Joy, Shona; Arduini, Brigitte; Butler, David; Miller, Michael; Baron, Heide; Sandhof, Carl Alexander; Silva, M Catarina; Haggarty, Stephen; Geschwind, Daniel H; Goate, Alison M; Temple, Sally; Aduen, Paula; Badillo‐Cabrera, Alex L; Vila‐Castelar, Clara; Noriega‐Makarskyy, Daisy; Munera, Diana; Lucas, John A; Kirschbaum, Clemens; Slavich, George M; Quiroz, Yakeel T; Walter, Sarah; Morales, Guadalupe; Shaffer‐Bacareza, Elizabeth; Karlawish, Jason; Grill, Joshua D; Donohue, Michael C; Cohen, Paula; Aisen, Paul S S; Sperling, Reisa A; Coomans, Emma M; Groot, Colin; Rowe, Christopher C; Dore, Vincent; Villemagne, Victor L; van de Giessen, Elsmarieke; van der Flier, Wiesje M; Pijnenburg, Yolande AL; Visser, Pieter Jelle; den Braber, Anouk; Pontecorvo, Michael; Shcherbinin, Sergey; Kennedy, Ian A; Jagust, William J; Baker, Suzanne L; Harrison, Theresa M; Gispert, Juan Domingo; Shekari, Mahnaz; Minguillon, Carolina; Smith, Ruben; Mattsson‐Carlgren, Niklas; Palmqvist, Sebastian; Strandberg, Olof; Stomrud, Erik; Malpetti, Maura; O'Brien, John T; Rowe, James B; Jäger, Elena; Bischof, Gérard N; Drzezga, Alexander; Garibotto, Valentina; Frisoni, Giovanni; Peretti, Débora Elisa; Schöll, Michael; Skoog, Ingmar; Kern, Silke; Sperling, Reisa A; Johnson, Keith A; Risacher, Shannon L; Saykin, Andrew J; Carrillo, Maria C; Dickerson, Brad C; Apostolova, Liana G; Barthel, Henryk; Rullmann, Michael; Messerschmidt, Konstantin; Vandenberghe, Rik; Laere, Koen Van; Spruyt, Laure; Franzmeier, Nicolai; Brendel, Matthias; Gnörich, Johannes; Benzinger, Tammie LS; Lagarde, Julien; Sarazin, Marie; Bottlaender, Michel; Villeneuve, Sylvia; Poirier, Judes; Seo, Sang Won; Gu, Yuna; Kim, Jun Pyo; Mormino, Elizabeth; Young, Christina B; Vossler, Hillary; Rosa‐Neto, Pedro; Therriault, Joseph; Rahmouni, Nesrine; Coath, William; Cash, David M; Schott, Jonathan M; Rabinovici, Gil D; Joie, Renaud La; Rosen, Howard J; Johnson, Sterling C; Christian, Bradley T; Betthauser, Tobey J; Hansson, Oskar; Ossenkoppele, Rik; Garcia, Kelly A Lopez; Klinger, Hannah M; Properzi, Michael J; Gatchel, Jennifer R; Marshall, Gad A; Donovan, Nancy J; Shirzadi, Zahra; Schultz, Aaron P; Chhatwal, Jasmeer P; Sperling, Reisa A; Coughlan, Gillian T; Buckley, Rachel F; Lagarde, Julien; Schonhaut, Daniel R; Maiti, Piyush; Zhang, Jiaxiuxiu; soleimani‐meigooni, David N; Zeltzer, Ehud; Windon, Charles; Hammers, Dustin B; Dage, Jeffrey L; Nudelman, Kelly N; Eloyan, Ani; Koeppe, Robert A; Carrillo, Maria C; Touroutoglou, Alexandra; Vemuri, Prashanthi; Dickerson, Bradford C; Apostolova, Liana G; Rabinovici, Gil D; Joie, Renaud La; de Bruin, Hannah; Groot, Colin; Barthel, Henryk; Bischof, Gérard N; Boellaard, Ronald; Brendel, Matthias; Cash, David M; Coath, William; Day, Gregory S; Dickerson, Brad C; Doering, Elena; Drzezga, Alexander; van Dyck, Christopher H; van Eimeren, Thilo; van der Flier, Wiesje M; Fredericks, Carolyn; Fryer, Tim D; van de Giessen, Elsmarieke; Gordon, Brian A; Graff‐Radford, Jonathan; Hobbs, Diana A; Höglinger, Günter; Hönig, Merle C; Irwin, David J; Jones, P Simon; Josephs, Keith A; Katsumi, Yuta; Lee, Eddie B; Levin, Johannes; Malpetti, Maura; McGinnis, Scott M; Mecca, Adam P; Nasrallah, Ilya M; O'Brien, John T; O'Dell, Ryan S; Palleis, Carla; Perneczky, Robert; Phillips, Jeffrey S; Pijnenburg, Yolande AL; Putcha, Deepti; Rahmouni, Nesrine; Rosa‐Neto, Pedro; Rowe, James B; Rullmann, Michael; Sabri, Osama; Saur, Dorothee; Schildan, Andreas; Schott, Jonathan M; Schroeter, Matthias L; Servaes, Stijn; Sintini, Irene; Stevenson, Jenna; Therriault, Joseph; Touroutoglou, Alexandra; Trainer, Anne E; Visser, Denise; Weston, Philip SJ; Whitwell, Jennifer L; Wolk, David A; Franzmeier, Nicolai; Ossenkoppele, Rik; Touroutoglou, Alexandra; Katsumi, Yuta; Eckbo, Ryan; Brickhouse, Michael; Eloyan, Ani; Nudelman, Kelly N; Foroud, Tatiana M; Dage, Jeffrey L; Carrillo, Maria C; Rabinovici, Gil D; Apostolova, Liana G; Dickerson, Bradford C; Vannini, Patrizia; Bertazzoli, Giacomo; Rodriguez‐Vieitez, Elena; Ramseyer, Max; Diez, Ibai; Sepulcre, Jorge; Hanseeuw, Bernard J; Lois, Cristina; Gagliardi, Geoffroy Pierre; Westin, Carl‐Fredrik; Johnson, Keith A; Sperling, Reisa A; Marshall, Gad A; Araujo, Igor Prufer Q C; Rojas, Julio C; VandeVrede, Lawren; Ljubenkov, Peter A; Heuer, Hilary W; Miller, Bruce L; Seeley, William W; Staffaroni, Adam M; Rajbanshi, Binita; Lago, Argentina Lario; Thijssen, Elisabeth H; Toller, Gianina; Proctor, Nicholas; Forsberg, Leah K; Forsberg, Leah K; Brushaber, Danielle; Ramos, Eliana Marisa; Coppola, Giovanni; Appleby, Brian; Bordelon, Yvette M; Botha, Hugo; Dickerson, Brad C; Dickson, Dennis W; Domoto‐Reilly, Kimiko; Fagan, Anne M; Fields, Julie A; Fong, Jamie C; Foroud, Tatiana M; Galasko, Douglas R; Gavrilova, Ralitza H; Geschwind, Daniel H; Goldman, Jill S; Ghoshal, Nupur; Graff‐Radford, Neill R; Graff‐Radford, Jonathan; Grant, Ian; Grossman, Murray; Hsiung, Ging‐Yuek Robin; Huang, Eric J; Huey, Edward D; Irwin, David J; Jones, David T; Knopman, David S; Kornak, John; Kantarci, Kejal; Kremers, Walter K; Lapid, Maria I; Leger, Gabriel C; Litvan, Irene; Lucente, Diane E; MacKenzie, Ian R; Masdeu, Joseph C; McMillan, Corey T; Mendez, Mario F; Miyagawa, Toji; Onyike, Chiadi U; Pascual, Belen; Pedraza, Otto; Petrucelli, Leonard; Rademakers, Rosa; Rankin, Katherine P; Rascovsky, Katya; Rexach, Jessica E; Ritter, Aaron; Roberson, Erik D; Tartaglia, Maria Carmela; Toga, Arthur W; Weintraub, Sandra; Wong, Bonnie; Wszolek, Zbigniew; Dage, Jeffrey L; Boeve, Brad F; Rosen, Howard J; Boxer, Adam L; McLachlan, Max; Rouanet, Jeremy P; Garimella, Arun; Price, Julie C; Tudorascu, Dana; Laymon, Charles M; Keator, David B; Betthauser, Tobey J; Kreisl, William Charles; Lao, Patrick J; Minhas, Davneet S; Klunk, William E; Cohen, Annie; Handen, Benjamin L; Fryer, Tim D; Zaman, Shahid; Koeppe, Robert A; Head, Elizabeth; Mapstone, Mark; Bettcher, Brecca; LeMerise, Lisette; McVea, Andrew K; DiFilippo, Alexandra H; Zammit, Matthew D; Hartley, Sigan L; Christian, Bradley T; Coughlan, Gillian T; Yuan, Ziwen; Andrews, Elizabeth J; Boyle, Rory; Seto, Mabel; Schultz, Stephanie A; Johnson, Keith A; Sperling, Reisa A; Properzi, Michael J; Ances, Beau; Head, Elizabeth; Buckley, Rachel F; Rissman, Robert A; Ngolab, Jennifer; Donohue, Michael C; Belsha, Alison; Salazar, Jennifer; Cohen, Paula; Jaiswal, Sandhya; Tan, Veasna; Aggarwal, Neelum T; Alber, Jessica; Johnson, Ken; Jicha, Gregory A; van Dyck, Christopher H; Lah, James J; Salloway, Stephen; Rafii, Michael; Aisen, Paul S S; Sperling, Reisa A; Kautz, Tiffany F; Mathews, Julia J; Bernal, Rebecca; Wang, Chen‐Pin; Liu, Qianqian; Gonzales, Mitzi M; Tracy, Russell P; Parent, Danielle; Wilcock, Donna M; Sudduth, Tiffany L; Wang, Danny JJ; Sagare, Abhay P; Rosenberg, Gary A; Lu, Hanzhang; Kramer, Joel H; Decarli, Charles; Jin, Lee‐Way; Maillard, Pauline; Singh, Herpreet; Schwab, Kristin; HELMER, Karl; Greenberg, Steven M; Kivisäkk, Pia; Aparicio, Hugo J; Beiser, Alexa S; Ghosh, Saptaparni; Fornage, Myriam; Mosley, Thomas H; Mbangdadji, Djass; Launer, Lenore J; Gudnason, Vilmundur; Bis, Josh; Psaty, Bruce M; Seshadri, Sudha; Satizabal, Claudia L; Hammerschlag, Bruno L; Fatima, Hadia A; Celedon, Johanna; Ragas, Trevor L; Webster, Hannah A; Arnold, Steven E; Kivisäkk, Pia; Shaltout, Hossam A; Garcia, Katelyn R; Baker, Laura D; Snyder, Heather M; Papp, Kathryn V; Bailey, Margie J; Brinkley, Tina E; McGinnis, Scott M; Katsumi, Yuta; Eckbo, Ryan; Brickhouse, Michael; Eloyan, Ani; Nudelman, Kelly N; Foroud, Tatiana M; Dage, Jeffrey L; Carrillo, Maria C; Rabinovici, Gil D; Apostolova, Liana G; Touroutoglou, Alexandra; Dickerson, Bradford C; Reynolds, William Cody; Abril, Isabel; Quiñones‐Alvarado, Raymond; Arnold, Steven E; García‐Beltrán, Wilfredo F; Guzman‐Velez, Edmarie; Xu, Peng; Estrada, Santiago; Etteldorf, Rika; Liu, Dan; Shahid, Mohammad; Frueh, Deborah; Reuter, Martin; Breteler, Monique MB; Aziz, N Ahmad; Bellier, Jean‐Pierre; Viera, Andrea M Román; Christiano, Caitlyn; Anzai, Juliana A U; Moreno, Stephanie; Campbell, Emily C; Godwin, Lucas; Li, Amy; Chen, Alan Y; Alam, Sarah; Saba, Adrianna; Yoo
