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Cortical Myelin Profile Variations in Healthy Aging Brain: A T1w/T2w Ratio Study

Sui, Yu-Veronica; Masurkar, Arjun V; Rusinek, Henry; Reisberg, Barry; Lazar, Mariana
Demyelination is observed in both healthy aging and age-related neurodegenerative disorders. While the significance of myelin within the cortex is well acknowledged, studies focused on intracortical demyelination and depth-specific structural alterations in normal aging are lacking. Using the recently available Human Connectome Project Aging dataset, we investigated intracortical myelin in a normal aging population using the T1w/T2w ratio. To capture the fine changes across cortical depths, we employed a surface-based approach by constructing cortical profiles traveling perpendicularly through the cortical ribbon and sampling T1w/T2w values. The curvatures of T1w/T2w cortical profiles may be influenced by differences in local myeloarchitecture and other tissue properties, which are known to vary across cortical regions. To quantify the shape of these profiles, we parametrized the level of curvature using a nonlinearity index (NLI) that measures the deviation of the profile from a straight line. We showed that NLI exhibited a steep decline in aging that was independent of local cortical thinning. Further examination of the profiles revealed that lower T1w/T2w near the gray-white matter boundary and superficial cortical depths were major contributors to the apparent NLI variations with age. These findings suggest that demyelination and changes in other T1w/T2w related tissue properties in normal aging may be depth-specific and highlight the potential of NLI as a unique marker of microstructural alterations within the cerebral cortex.
PMID: 36368498
ISSN: 1095-9572
CID: 5357642

Generalizable deep learning model for early Alzheimer's disease detection from structural MRIs

Liu, Sheng; Masurkar, Arjun V; Rusinek, Henry; Chen, Jingyun; Zhang, Ben; Zhu, Weicheng; Fernandez-Granda, Carlos; Razavian, Narges
Early diagnosis of Alzheimer's disease plays a pivotal role in patient care and clinical trials. In this study, we have developed a new approach based on 3D deep convolutional neural networks to accurately differentiate mild Alzheimer's disease dementia from mild cognitive impairment and cognitively normal individuals using structural MRIs. For comparison, we have built a reference model based on the volumes and thickness of previously reported brain regions that are known to be implicated in disease progression. We validate both models on an internal held-out cohort from The Alzheimer's Disease Neuroimaging Initiative (ADNI) and on an external independent cohort from The National Alzheimer's Coordinating Center (NACC). The deep-learning model is accurate, achieved an area-under-the-curve (AUC) of 85.12 when distinguishing between cognitive normal subjects and subjects with either MCI or mild Alzheimer's dementia. In the more challenging task of detecting MCI, it achieves an AUC of 62.45. It is also significantly faster than the volume/thickness model in which the volumes and thickness need to be extracted beforehand. The model can also be used to forecast progression: subjects with mild cognitive impairment misclassified as having mild Alzheimer's disease dementia by the model were faster to progress to dementia over time. An analysis of the features learned by the proposed model shows that it relies on a wide range of regions associated with Alzheimer's disease. These findings suggest that deep neural networks can automatically learn to identify imaging biomarkers that are predictive of Alzheimer's disease, and leverage them to achieve accurate early detection of the disease.
PMCID:9576679
PMID: 36253382
ISSN: 2045-2322
CID: 5352422

Obstructive Sleep Apnea and Hypertension with Longitudinal β-Amyloid Burden and Cognitive Changes

Bubu, Omonigho M; Kaur, Sonya S; Mbah, Alfred K; Umasabor-Bubu, Ogie Q; Ramos-Cejudo, Jaime; Debure, Ludovic; Mullins, Anna E; Parekh, Ankit; Kam, Korey; Osakwe, Zainab T; Williams, Ellita T; Turner, Arlener D; Glodzik, Lidia; Rapoport, David M; Ogedegbe, Gbenga; Fieremans, Els; de Leon, Mony J; Ayappa, Indu; Jean-Louis, Girardin; Masurkar, Arjun V; Varga, Andrew W; Osorio, Ricardo S
PMID: 35550019
ISSN: 1535-4970
CID: 5213082

Comparison of serum neurodegenerative biomarkers among hospitalized COVID-19 patients versus non-COVID subjects with normal cognition, mild cognitive impairment, or Alzheimer's dementia

Frontera, Jennifer A; Boutajangout, Allal; Masurkar, Arjun V; Betensky, Rebecca A; Ge, Yulin; Vedvyas, Alok; Debure, Ludovic; Moreira, Andre; Lewis, Ariane; Huang, Joshua; Thawani, Sujata; Balcer, Laura; Galetta, Steven; Wisniewski, Thomas
INTRODUCTION/BACKGROUND:Neurological complications among hospitalized COVID-19 patients may be associated with elevated neurodegenerative biomarkers. METHODS:Among hospitalized COVID-19 patients without a history of dementia (N = 251), we compared serum total tau (t-tau), phosphorylated tau-181 (p-tau181), glial fibrillary acidic protein (GFAP), neurofilament light chain (NfL), ubiquitin carboxy-terminal hydrolase L1 (UCHL1), and amyloid beta (Aβ40,42) between patients with or without encephalopathy, in-hospital death versus survival, and discharge home versus other dispositions. COVID-19 patient biomarker levels were also compared to non-COVID cognitively normal, mild cognitive impairment (MCI), and Alzheimer's disease (AD) dementia controls (N = 161). RESULTS:Admission t-tau, p-tau181, GFAP, and NfL were significantly elevated in patients with encephalopathy and in those who died in-hospital, while t-tau, GFAP, and NfL were significantly lower in those discharged home. These markers correlated with severity of COVID illness. NfL, GFAP, and UCHL1 were higher in COVID patients than in non-COVID controls with MCI or AD. DISCUSSION/CONCLUSIONS:Neurodegenerative biomarkers were elevated to levels observed in AD dementia and associated with encephalopathy and worse outcomes among hospitalized COVID-19 patients.
PMID: 35023610
ISSN: 1552-5279
CID: 5116752

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; BrÃ¥then, 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; StÃ¥hlbom, 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 B; 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 A; 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 A; 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; Laczo, Jan; Matoska, Vaclav; Serpente, Maria; Assogna, Francesca; Piras, Fabrizio; Piras, Federica; Ciullo, Valentina; Shofany, Jacob; Ferrarese, Carlo; Andreoni, Simona; Sala, Gessica; Zoia, Chiara Paola; Zompo, Maria Del; Benussi, Alberto; Bastiani, Patrizia; Takalo, Mari; Natunen, Teemu; Laatikainen, Tiina; Tuomilehto, Jaakko; Antikainen, Riitta; Strandberg, Timo; Lindström, Jaana; Peltonen, Markku; Abraham, Richard; Al-Chalabi, Ammar; Bass, Nicholas J; Brayne, Carol; Brown, Kristelle S; Collinge, John; Craig, David; Deloukas, Pangiotis; Fox, Nick; Gerrish, Amy; Gill, Michael; Gwilliam, Rhian; Harold, Denise; Hollingworth, Paul; Johnston, Jarret A; Jones, Lesley; Lawlor, Brian; Livingston, Gill; Lovestone, Simon; Lupton, Michelle; Lynch, Aoibhinn; Mann, David; McGuinness, Bernadette; McQuillin, Andrew; O'Donovan, Michael C; Owen, Michael J; Passmore, Peter; Powell, John F; Proitsi, Petra; Rossor, Martin; Shaw, Christopher E; Smith, A David; Gurling, Hugh; Todd, Stephen; Mummery, Catherine; Ryan, Nathalie; Lacidogna, Giordano; Adarmes-Gómez, Ad; Mauleón, Ana; Pancho, Ana; Gailhajenet, Anna; Lafuente, Asunción; Macias-García, D; Martín, Elvira; Pelejà, Esther; Carrillo, F; Merlín, Isabel Sastre; Garrote-Espina, L; Vargas, Liliana; Carrion-Claro, M; Marín, M; Labrador, Ma; Buendia, Mar; Alonso, María Dolores; Guitart, Marina; Moreno, Mariona; Ibarria, Marta; Periñán, Mt; Aguilera, Nuria; Gómez-Garre, P; Cañabate, Pilar; Escuela, R; Pineda-Sánchez, R; Vigo-Ortega, R; Jesús, S; Preckler, Silvia; Rodrigo-Herrero, Silvia; Diego, Susana; Vacca, Alessandro; Roveta, Fausto; Salvadori, Nicola; Chipi, Elena; Boecker, Henning; Laske, Christoph; Perneczky, Robert; Anastasiou, Costas; Janowitz, Daniel; Malik, Rainer; Anastasiou, Anna; Parveen, Kayenat; Lage, Carmen; López-García, Sara; Antonell, Anna; Mihova, Kalina Yonkova; Belezhanska, Diyana; Weber, Heike; Kochen, Silvia; Solis, Patricia; Medel, Nancy; Lisso, Julieta; Sevillano, Zulma; Politis, Daniel G; Cores, Valeria; Cuesta, Carolina; Ortiz, Cecilia; Bacha, Juan Ignacio; Rios, Mario; Saenz, Aldo; Abalos, Mariana Sanchez; Kohler, Eduardo; Palacio, Dana Lis; Etchepareborda, Ignacio; Kohler, Matias; Novack, Gisela; Prestia, Federico Ariel; Galeano, Pablo; Castaño, Eduardo M; Germani, Sandra; Toso, Carlos Reyes; Rojo, Matias; Ingino, Carlos; Mangone, Carlos; Rubinsztein, David C; Teipel, Stefan; Fievet, Nathalie; Deramerourt, Vincent; Forsell, Charlotte; Thonberg, HÃ¥kan; Bjerke, Maria; Roeck, Ellen De; Martínez-Larrad, María Teresa; Olivar, Natividad; Aguilera, Nuria; Cano, Amanda; Cañabate, Pilar; Macias, Juan; Maroñas, Olalla; Nuñez-Llaves, Raúl; Olivé, Clàudia; Pelejá, Ester; Adarmes-Gómez, Astrid D; Alonso, María Dolores; Amer-Ferrer, Guillermo; Antequera, Martirio; Burguera, Juan Andrés; Carrillo, Fátima; Carrión-Claro, Mario; Casajeros, María José; Martinez de Pancorbo, Marian; Escuela, Rocío; Garrote-Espina, Lorena; Gómez-Garre, Pilar; Hevilla, Saray; Jesús, Silvia; Espinosa, Miguel Angel Labrador; Legaz, Agustina; López-García, Sara; Macias-García, Daniel; Manzanares, Salvadora; Marín, Marta; Marín-Muñoz, Juan; Marín, Tamara; Martínez, Begoña; Martínez, Victoriana; Martínez-Lage Álvarez, Pablo; Iriarte, Maite Mendioroz; Periñán-Tocino, María Teresa; Pineda-Sánchez, Rocío; Real de Asúa, Diego; Rodrigo, Silvia; Sastre, Isabel; Vicente, Maria Pilar; Vigo-Ortega, Rosario; Vivancos, Liliana; Epelbaum, Jacques; Hannequin, Didier; Campion, Dominique; Deramecourt, Vincent; Tzourio, Christophe; Brice, Alexis; Dubois, Bruno; Williams, Amy; Thomas, Charlene; Davies, Chloe; Nash, William; Dowzell, Kimberley; Morales, Atahualpa Castillo; Bernardo-Harrington, Mateus; Turton, James; Lord, Jenny; Brown, Kristelle; Vardy, Emma; Fisher, Elizabeth; Warren, Jason D; Rossor, Martin; Ryan, Natalie S; Guerreiro, Rita; Uphill, James; Bass, Nick; Heun, Reinhard; Kölsch, Heike; Schürmann, Britta; Lacour, André; Herold, Christine; Johnston, Janet A; Passmore, Peter; Powell, John; Patel, Yogen; Hodges, Angela; Becker, Tim; Warden, Donald; Wilcock, Gordon; Clarke, Robert; Deloukas, Panagiotis; Ben-Shlomo, Yoav; Hooper, Nigel M; Pickering-Brown, Stuart; Sussams, Rebecca; Warner, Nick; Bayer, Anthony; Heuser, Isabella; Drichel, Dmitriy; Klopp, Norman; Mayhaus, Manuel; Riemenschneider, Matthias; Pinchler, Sabrina; Feulner, Thomas; Gu, Wei; van den Bussche, Hendrik; Hüll, Michael; Frölich, Lutz; Wichmann, H-Erich; Jöckel, Karl-Heinz; O'Donovan, Michael; Owen, Michael; Bahrami, Shahram; Bosnes, Ingunn; Selnes, Per; Bergh, Sverre; Palotie, Aarno; Daly, Mark; Jacob, Howard; Matakidou, Athena; Runz, Heiko; John, Sally; Plenge, Robert; McCarthy, Mark; Hunkapiller, Julie; Ehm, Meg; Waterworth, Dawn; Fox, Caroline; Malarstig, Anders; Klinger, Kathy; Call, Kathy; Behrens, Tim; Loerch, Patrick; Mäkelä, Tomi; Kaprio, Jaakko; Virolainen, Petri; Pulkki, Kari; Kilpi, Terhi; Perola, Markus; Partanen, Jukka; Pitkäranta, Anne; Kaarteenaho, Riitta; Vainio, Seppo; Turpeinen, Miia; Serpi, Raisa; Laitinen, Tarja; Mäkelä, Johanna; Kosma, Veli-Matti; Kujala, Urho; Tuovila, Outi; Hendolin, Minna; Pakkanen, Raimo; Waring, Jeff; Riley-Gillis, Bridget; Liu, Jimmy; Biswas, Shameek; Diogo, Dorothee; Marshall, Catherine; Hu, Xinli; Gossel, Matthias; Graham, Robert; Cummings, Beryl; Ripatti, Samuli; Schleutker, Johanna; Arvas, Mikko; Carpén, Olli; Hinttala, Reetta; Kettunen, Johannes; Mannermaa, Arto; Laukkanen, Jari; Julkunen, Valtteri; Remes, Anne; Kälviäinen, Reetta; Peltola, Jukka; Tienari, Pentti; Rinne, Juha; Ziemann, Adam; Waring, Jeffrey; Esmaeeli, Sahar; Smaoui, Nizar; Lehtonen, Anne; Eaton, Susan; Lahdenperä, Sanni; van Adelsberg, Janet; Michon, John; Kerchner, Geoff; Bowers, Natalie; Teng, Edmond; Eicher, John; Mehta, Vinay; Gormley, Padhraig; Linden, Kari; Whelan, Christopher; Xu, Fanli; Pulford, David; Färkkilä, Martti; Pikkarainen, Sampsa; Jussila, Airi; Blomster, Timo; Kiviniemi, Mikko; Voutilainen, Markku; Georgantas, Bob; Heap, Graham; Rahimov, Fedik; Usiskin, Keith; Lu, Tim; Oh, Danny; Kalpala, Kirsi; Miller, Melissa; McCarthy, Linda; Eklund, Kari; Palomäki, Antti; Isomäki, Pia; Pirilä, Laura; Kaipiainen-Seppänen, Oili; Huhtakangas, Johanna; Lertratanakul, Apinya; Hochfeld, Marla; Bing, Nan; Gordillo, Jorge Esparza; Mars, Nina; Pelkonen, Margit; Kauppi, Paula; Kankaanranta, Hannu; Harju, Terttu; Close, David; Greenberg, Steven; Chen, Hubert; Betts, Jo; Ghosh, Soumitra; Salomaa, Veikko; Niiranen, Teemu; Juonala, Markus; Metsärinne, Kaj; Kähönen, Mika; Junttila, Juhani; Laakso, Markku; Pihlajamäki, Jussi; Sinisalo, Juha; Taskinen, Marja-Riitta; Tuomi, Tiinamaija; Challis, Ben; Peterson, Andrew; Chu, Audrey; Parkkinen, Jaakko; Muslin, Anthony; Joensuu, Heikki; Meretoja, Tuomo; Aaltonen, Lauri; Mattson, Johanna; Auranen, Annika; Karihtala, Peeter; Kauppila, Saila; Auvinen, Päivi; Elenius, Klaus; Popovic, Relja; Schutzman, Jennifer; Loboda, Andrey; Chhibber, Aparna; Lehtonen, Heli; McDonough, Stefan; Crohns, Marika; Kulkarni, Diptee; Kaarniranta, Kai; Turunen, Joni A; Ollila, Terhi; Seitsonen, Sanna; Uusitalo, Hannu; Aaltonen, Vesa; Uusitalo-Järvinen, Hannele; Luodonpää, Marja; Hautala, Nina; Loomis, Stephanie; Strauss, Erich; Chen, Hao; Podgornaia, Anna; Hoffman, Joshua; Tasanen, Kaisa; Huilaja, Laura; Hannula-Jouppi, Katariina; Salmi, Teea; Peltonen, Sirkku; Koulu, Leena; Harvima, Ilkka; Wu, Ying; Choy, David; Pussinen, Pirkko; Salminen, Aino; Salo, Tuula; Rice, David; Nieminen, Pekka; Palotie, Ulla; Siponen, Maria; Suominen, Liisa; Mäntylä, Päivi; Gursoy, Ulvi; Anttonen, Vuokko; Sipilä, Kirsi; Davis, Justin Wade; Quarless, Danjuma; Petrovski, Slavé; Wigmore, Eleonor; Chen, Chia-Yen; Bronson, Paola; Tsai, Ellen; Huang, Yunfeng; Maranville, Joseph; Shaikho, Elmutaz; Mohammed, Elhaj; Wadhawan, Samir; Kvikstad, Erika; Caliskan, Minal; Chang, Diana; Bhangale, Tushar; Pendergrass, Sarah; Holzinger, Emily; Chen, Xing; Hedman, Ã…sa; King, Karen S; Wang, Clarence; Xu, Ethan; Auge, Franck; Chatelain, Clement; Rajpal, Deepak; Liu, Dongyu; Call, Katherine; Xia, Tai-He; Brauer, Matt; Kurki, Mitja; Karjalainen, Juha; Havulinna, Aki; Jalanko, Anu; Palta, Priit; Della Briotta Parolo, Pietro; Zhou, Wei; Lemmelä, Susanna; Rivas, Manuel; Harju, Jarmo; Lehisto, Arto; Ganna, Andrea; Llorens, Vincent; Laivuori, Hannele; Rüeger, Sina; Niemi, Mari E; Tukiainen, Taru; Reeve, Mary Pat; Heyne, Henrike; Palin, Kimmo; Garcia-Tabuenca, Javier; Siirtola, Harri; Kiiskinen, Tuomo; Lee, Jiwoo; Tsuo, Kristin; Elliott, Amanda; Kristiansson, Kati; Hyvärinen, Kati; Ritari, Jarmo; Koskinen, Miika; Pylkäs, Katri; Kalaoja, Marita; Karjalainen, Minna; Mantere, Tuomo; Kangasniemi, Eeva; Heikkinen, Sami; Laakkonen, Eija; Sipeky, Csilla; Heron, Samuel; Karlsson, Antti; Jambulingam, Dhanaprakash; Rathinakannan, Venkat Subramaniam; Kajanne, Risto; Aavikko, Mervi; Jiménez, Manuel González; Della Briotta Parola, Pietro; Lehistö, Arto; Kanai, Masahiro; Kaunisto, Mari; Kilpeläinen, Elina; Sipilä, Timo P; Brein, Georg; Awaisa, Ghazal; Shcherban, Anastasia; Donner, Kati; Loukola, Anu; Laiho, Päivi; Sistonen, Tuuli; Kaiharju, Essi; Laukkanen, Markku; Järvensivu, Elina; Lähteenmäki, Sini; Männikkö, Lotta; Wong, Regis; Mattsson, Hannele; Hiekkalinna, Tero; Paajanen, Teemu; Pärn, Kalle; Gracia-Tabuenca, Javier; Abner, Erin; Adams, Perrie M; Aguirre, Alyssa; Albert, Marilyn S; Albin, Roger L; Allen, Mariet; Alvarez, Lisa; Apostolova, Liana G; Arnold, Steven E; Asthana, Sanjay; Atwood, Craig S; Ayres, Gayle; Baldwin, Clinton T; Barber, Robert C; Barnes, Lisa L; Barral, Sandra; Beach, Thomas G; Becker, James T; Beecham, Gary W; Beekly, Duane; Below, Jennifer E; Benchek, Penelope; Benitez, Bruno A; Bennett, David; Bertelson, John; Margaret, Flanagan E; Bird, Thomas D; Blacker, Deborah; Boeve, Bradley F; Bowen, James D; Boxer, Adam; Brewer, James; Burke, James R; Burns, Jeffrey M; Bush, Will S; Buxbaum, Joseph D; Cairns, Nigel J; Cao, Chuanhai; Carlson, Christopher S; Carlsson, Cynthia M; Carney, Regina M; Carrasquillo, Minerva M; Chasse, Scott; Chesselet, Marie-Francoise; Chesi, Alessandra; Chin, Nathaniel A; Chui, Helena C; Chung, Jaeyoon; Craft, Suzanne; Crane, Paul K; Cribbs, David H; Crocco, Elizabeth A; Cruchaga, Carlos; Cuccaro, Michael L; Cullum, Munro; Darby, Eveleen; Davis, Barbara; De Jager, Philip L; DeCarli, Charles; DeToledo, John; Dick, Malcolm; Dickson, Dennis W; Dombroski, Beth A; Doody, Rachelle S; Duara, Ranjan; Ertekin-Taner, Nilüfer; Evans, Denis A; Fairchild, Thomas J; Fallon, Kenneth B; Farlow, Martin R; Farrell, John J; Fernandez-Hernandez, Victoria; Ferris, Steven; Frosch, Matthew P; Fulton-Howard, Brian; Galasko, Douglas R; Gamboa, Adriana; Gearing, Marla; Geschwind, Daniel H; Ghetti, Bernardino; Gilbert, John R; Grabowski, Thomas J; Graff-Radford, Neill R; Grant, Struan F A; Green, Robert C; Growdon, John H; Haines, Jonathan L; Hakonarson, Hakon; Hall, James; Hamilton, Ronald L; Harari, Oscar; Harrell, Lindy E; Haut, Jacob; Head, Elizabeth; Henderson, Victor W; Hernandez, Michelle; Hohman, Timothy; Honig, Lawrence S; Huebinger, Ryan M; Huentelman, Matthew J; Hulette, Christine M; Hyman, Bradley T; Hynan, Linda S; Ibanez, Laura; Jarvik, Gail P; Jayadev, Suman; Jin, Lee-Way; Johnson, Kim; Johnson, Leigh; Kamboh, M Ilyas; Karydas, Anna M; Katz, Mindy J; Kaye, Jeffrey A; Keene, C Dirk; Khaleeq, Aisha; Kim, Ronald; Knebl, Janice; Kowall, Neil W; Kramer, Joel H; Kuksa, Pavel P; LaFerla, Frank M; Lah, James J; Larson, Eric B; Lee, Chien-Yueh; Lee, Edward B; Lerner, Alan; Leung, Yuk Yee; Leverenz, James B; Levey, Allan I; Li, Mingyao; Lieberman, Andrew P; Lipton, Richard B; Logue, Mark; Lyketsos, Constantine G; Malamon, John; Mains, Douglas; Marson, Daniel C; Martiniuk, Frank; Mash, Deborah C; Masliah, Eliezer; Massman, Paul; Masurkar, Arjun; McCormick, Wayne C; McCurry, Susan M; McDavid, Andrew N; McDonough, Stefan; McKee, Ann C; Mesulam, Marsel; Mez, Jesse; Miller, Bruce L; Miller, Carol A; Miller, Joshua W; Montine, Thomas J; Monuki, Edwin S; Morris, John C; Myers, Amanda J; Nguyen, Trung; O'Bryant, Sid; Olichney, John M; Ory, Marcia; Palmer, Raymond; Parisi, Joseph E; Paulson, Henry L; Pavlik, Valory; Paydarfar, David; Perez, Victoria; Peskind, Elaine; Petersen, Ronald C; Phillips-Cremins, Jennifer E; Pierce, Aimee; Polk, Marsha; Poon, Wayne W; Potter, Huntington; Qu, Liming; Quiceno, Mary; Quinn, Joseph F; Raj, Ashok; Raskind, Murray; Reiman, Eric M; Reisberg, Barry; Reisch, Joan S; Ringman, John M; Roberson, Erik D; Rodriguear, Monica; Rogaeva, Ekaterina; Rosen, Howard J; Rosenberg, Roger N; Royall, Donald R; Sager, Mark A; Sano, Mary; Saykin, Andrew J; Schneider, Julie A; Schneider, Lon S; Seeley, William W; Slifer, Susan H; Small, Scott; Smith, Amanda G; Smith, Janet P; Song, Yeunjoo E; Sonnen, Joshua A; Spina, Salvatore; George-Hyslop, Peter St; Stern, Robert A; Stevens, Alan B; Strittmatter, Stephen M; Sultzer, David; Swerdlow, Russell H; Tanzi, Rudolph E; Tilson, Jeffrey L; Trojanowski, John Q; Troncoso, Juan C; Tsuang, Debby W; Valladares, Otto; Van Deerlin, Vivianna M; van Eldik, Linda J; Vassar, Robert; Vinters, Harry V; Vonsattel, Jean-Paul; Weintraub, Sandra; Welsh-Bohmer, Kathleen A; Whitehead, Patrice L; Wijsman, Ellen M; Wilhelmsen, Kirk C; Williams, Benjamin; Williamson, Jennifer; Wilms, Henrik; Wingo, Thomas S; Wisniewski, Thomas; Woltjer, Randall L; Woon, Martin; Wright, Clinton B; Wu, Chuang-Kuo; Younkin, Steven G; Yu, Chang-En; Yu, Lei; Zhang, Yuanchao; Zhao, Yi; Zhu, Xiongwei; Adams, Hieab; Akinyemi, Rufus O; Ali, Muhammad; Armstrong, Nicola; Aparicio, Hugo J; Bahadori, Maryam; Becker, James T; Breteler, Monique; Chasman, Daniel; Chauhan, Ganesh; Comic, Hata; Cox, Simon; Cupples, Adrienne L; Davies, Gail; DeCarli, Charles S; Duperron, Marie-Gabrielle; Dupuis, Josée; Evans, Tavia; Fan, Frank; Fitzpatrick, Annette; Fohner, Alison E; Ganguli, Mary; Geerlings, Mirjam; Glatt, Stephen J; Gonzalez, Hector M; Goss, Monica; Grabe, Hans; Habes, Mohamad; Heckbert, Susan R; Hofer, Edith; Hong, Elliot; Hughes, Timothy; Kautz, Tiffany F; Knol, Maria; Kremen, William; Lacaze, Paul; Lahti, Jari; Grand, Quentin Le; Litkowski, Elizabeth; Li, Shuo; Liu, Dan; Liu, Xuan; Loitfelder, Marisa; Manning, Alisa; Maillard, Pauline; Marioni, Riccardo; Mazoyer, Bernard; van Lent, Debora Melo; Mei, Hao; Mishra, Aniket; Nyquist, Paul; O'Connell, Jeffrey; Patel, Yash; Paus, Tomas; Pausova, Zdenka; Raikkonen-Talvitie, Katri; Riaz, Moeen; Rich, Stephen; Rotter, Jerome; Romero, Jose; Roshchupkin, Gena; Saba, Yasaman; Sargurupremraj, Murali; Schmidt, Helena; Schmidt, Reinhold; Shulman, Joshua M; Smith, Jennifer; Sekhar, Hema; Rajula, Reddy; Shin, Jean; Simino, Jeannette; Sliz, Eeva; Teumer, Alexander; Thomas, Alvin; Tin, Adrienne; Tucker-Drob, Elliot; Vojinovic, Dina; Wang, Yanbing; Weinstein, Galit; Williams, Dylan; Wittfeld, Katharina; Yanek, Lisa; Yang, Yunju
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 two-stage genome-wide association study totaling 111,326 clinically diagnosed/'proxy' AD cases and 677,663 controls. We found 75 risk loci, of which 42 were new at the time of analysis. Pathway enrichment analyses confirmed the involvement of amyloid/tau pathways and highlighted microglia implication. Gene prioritization in the new loci identified 31 genes that were suggestive of new genetically associated processes, including the tumor necrosis factor alpha pathway through the linear ubiquitin chain assembly complex. We also built a new genetic risk score associated with the risk of future AD/dementia or progression from mild cognitive impairment to AD/dementia. The improvement in prediction led to a 1.6- to 1.9-fold increase in AD risk from the lowest to the highest decile, in addition to effects of age and the APOE ε4 allele.
PMCID:9005347
PMID: 35379992
ISSN: 1546-1718
CID: 5213092

Cognitive Function among World Trade Center-Exposed Community Members with Mental Health Symptoms

Rosen, Rebecca; Shao, Yongzhao; Zhang, Qiao; Bao, Jia; Zhang, Yian; Masurkar, Arjun; Wisniewski, Thomas; Urban, Nina; Reibman, Joan
The World Trade Center Environmental Health Center (WTC EHC), is a federally designated clinical center of excellence for surveillance and treatment of WTC disaster exposed community members (WTC Survivors). Cognitive impairment (CI) has been extensively described in WTC responders and a concern for progressive impairment in all WTC disaster exposed groups has been raised. Cognitive status, however, has not been systematically characterized in the WTC Survivor population. We describe cognitive status in a subgroup of the Survivor population referred for mental health evaluation (N = 480) in the WTC EHC as measured by scores on the Montreal Cognitive Assessment (MoCA) instrument, and examine their association with WTC exposures and individual-level covariates including PTSD and depression screening inventory scores. In regression analyses, probable cognitive impairment (MoCA score < 26) was found in 59% of the study subjects and was significantly associated with age, race/ethnicity, education, income, depression and PTSD scores. Being caught in the dust cloud on 11 September 2011 was significantly associated with cognitive impairment even after controlling for the above. These data suggest an association with cognitive dysfunction in WTC Survivors with exposure to the toxic dust/fumes and psychological stress from the 9/11 terrorist attack and warrant further systematic study.
PMCID:8948727
PMID: 35329128
ISSN: 1660-4601
CID: 5184832

Exploration of Rapid Automatized Naming and Standard Visual Tests in Prodromal Alzheimer Disease Detection

Wu, Shirley Z; Nolan-Kenney, Rachel; Moehringer, Nicholas J; Hasanaj, Lisena F; Joseph, Binu M; Clayton, Ashley M; Rucker, Janet C; Galetta, Steven L; Wisniewski, Thomas M; Masurkar, Arjun V; Balcer, Laura J
BACKGROUND:Visual tests in Alzheimer disease (AD) have been examined over the last several decades to identify a sensitive and noninvasive marker of the disease. Rapid automatized naming (RAN) tasks have shown promise for detecting prodromal AD or mild cognitive impairment (MCI). The purpose of this investigation was to determine the capacity for new rapid image and number naming tests and other measures of visual pathway structure and function to distinguish individuals with MCI due to AD from those with normal aging and cognition. The relation of these tests to vision-specific quality of life scores was also examined in this pilot study. METHODS:Participants with MCI due to AD and controls from well-characterized NYU research and clinical cohorts performed high and low-contrast letter acuity (LCLA) testing, as well as RAN using the Mobile Universal Lexicon Evaluation System (MULES) and Staggered Uneven Number test, and vision-specific quality of life scales, including the 25-Item National Eye Institute Visual Function Questionnaire (NEI-VFQ-25) and 10-Item Neuro-Ophthalmic Supplement. Individuals also underwent optical coherence tomography scans to assess peripapillary retinal nerve fiber layer and ganglion cell/inner plexiform layer thicknesses. Hippocampal atrophy on brain MRI was also determined from the participants' Alzheimer disease research center or clinical data. RESULTS:Participants with MCI (n = 14) had worse binocular LCLA at 1.25% contrast compared with controls (P = 0.009) and longer (worse) MULES test times (P = 0.006) with more errors in naming images (P = 0.009) compared with controls (n = 16). These were the only significantly different visual tests between groups. MULES test times (area under the receiver operating characteristic curve [AUC] = 0.79), MULES errors (AUC = 0.78), and binocular 1.25% LCLA (AUC = 0.78) showed good diagnostic accuracy for distinguishing MCI from controls. A combination of the MULES score and 1.25% LCLA demonstrated the greatest capacity to distinguish (AUC = 0.87). These visual measures were better predictors of MCI vs control status than the presence of hippocampal atrophy on brain MRI in this cohort. A greater number of MULES test errors (rs = -0.50, P = 0.005) and worse 1.25% LCLA scores (rs = 0.39, P = 0.03) were associated with lower (worse) NEI-VFQ-25 scores. CONCLUSIONS:Rapid image naming (MULES) and LCLA are able to distinguish MCI due to AD from normal aging and reflect vision-specific quality of life. Larger studies will determine how these easily administered tests may identify patients at risk for AD and serve as measures in disease-modifying therapy clinical trials.
PMID: 34029274
ISSN: 1536-5166
CID: 4878882

Early-Stage MRI Volumetric Differences in White Matter Hyperintensity and Temporal Lobe Volumes between Autopsy-Confirmed Alzheimer's Disease, Cerebral Small Vessel Disease, and Mixed Pathologies

Yang, Dixon; Masurkar, Arjun
Introduction/UNASSIGNED:Alzheimer's disease (AD) and cerebral small vessel disease (CVSD) both contribute to age-related cognitive decline but can be difficult to clinically distinguish at early stages. At mild cognitive impairment (MCI), we investigated brain MRI volumetric differences in white matter hyperintensities (WMH), frontal and temporal lobe volumes between neuropathologically defined groups of cerebral arteriolosclerosis alone (pARTE), AD alone (pAD), and mixed (ADARTE). Methods/UNASSIGNED:= 55) who had MRI brain volumetrics within 1 year of clinical evaluation with Clinical Dementia Rating score of 0.5, corresponding to MCI. We included moderate-to-severe arteriolosclerosis and/or ABC score 2-3 for AD, after excluding other major neuropathologies. We compared WMH and frontal and temporal lobe volumes between neuropathology groups using regression analysis. Results/UNASSIGNED:Adjusted regression models show AD-related groups associated with less WMH when compared to pARTE (pAD adjusted odds ratio (aOR) (95% confidence interval [CI]): 0.94 (0.90-0.98); ADARTE aOR (95% CI): 0.96 (0.93-0.99)). The mixed pathology group, but not pAD, had smaller right temporal lobe volumes than pARTE (pAD aOR [95% CI]: 0.86 [0.74-1.00]; ADARTE aOR [95% CI]: 0.83 [0.72-0.96]). There were no differences in frontal lobe volumes. Discussion/Conclusions/UNASSIGNED:Findings from this neuropathologically confirmed cohort suggest volumetric differences in WMH and temporal lobe volumes between AD- and CVSD-related MCI. Moreover, our results suggest a differential atrophy susceptibility of the right versus left temporal lobe to the additive effect of AD and vascular pathologies.
PMCID:9149438
PMID: 35702161
ISSN: 1664-5464
CID: 5282642

Concordance between self- and collateral-reported memory loss in mild cognitive impairment due to Alzheimer's versus cerebrovascular disease [Meeting Abstract]

Ouedraogo, Tall S; Masurkar, A
Background: The importance of informant history in the diagnosis of mild cognitive impairment (MCI) has been emphasized. Yet, there is limited literature looking into the agreement of self- and informant- reported memory loss in MCI due to Alzheimer's disease (AD) versus cerebrovascular disease (CVD). We investigated the hypothesis that rates of concordance and discordance differ based on MCI etiology.
Method(s): Retrospective clinical data was gathered from the National Alzheimer's Coordinating Center dataset. First visits with a clinical diagnosis of MCI with a primary etiology of AD without CVD (AD MCI) or CVD without AD (CVD MCI) were included for analysis. Self- and informant-based report of memory loss were gleaned from the questions "does the subject report a decline in memory (relative to previously attained abilities?)" and "does the co-participant report a decline in subject's memory (relative to previously attained abilities?)." We excluded participants with missing self-reported or co-participant information on cognitive decline. Statistical analysis was performed using Chi-squared tests.
Result(s): A total of 1917 AD MCI and 213 CVD MCI visits from unique participants were included in the study. Compared to CVD MCI, AD MCI had a higher incidence of visits where both participant and informant noted memory loss (67.8% vs. 54.0%, p<0.0001). Compared to AD MCI, CVD MCI featured more disagreement between participant and informant, both in cases where the participant denied memory loss (17.8% vs. 12.0%, p = 0.0137) and where the informant denied memory loss (21.6% vs. 11.4%, p < 0.0001). Incidence of both participant and informant denying memory loss were similar between AD MCI and CVD MCI (8.9% vs. 6.6%, p = 0.2580).
Conclusion(s): Self- and collateral-based report of memory loss are more discordant in CVD MCI versus AD MCI. This reinforces the importance of eliciting a history from both patients and reliable informants, especially in patients with vascular risk factors and comorbidities
EMBASE:637954287
ISSN: 1531-5487
CID: 5252432

Medication utilization among vascular dementia population

Razavian, Narges; Dodson, John; Masurkar, Arjun V; Wisniewski, Thomas; Horwitz, Leora; Aphinyanaphongs, Yindalon
BACKGROUND:It is estimated that up to 40% of Alzheimer's Disease and Related Dementias cases can be prevented or delayed by addressing modifiable factors including those that influence vascular risk (hypertension, obesity, smoking, physical activity, diabetes). Prevention may be particularly important in the vascular dementia subtypes. Despite the supporting evidence, the rates of medical therapy to reduce vascular risk are not well described. METHOD/METHODS:We assessed the utilization of statins, aspirin, and blood pressure (BP) medications in adults age ≥65 years cared for at NYU Langone Health, as recorded in the electronic health record. We included two cohorts: cohort 1 included patients who were diagnosed with vascular dementia (VaD) at NYU Langone Barlow Center for Memory Evaluation between January 1, 2015 and June 24, 2019. Cohort 2 extended the inclusion to seniors with VD diagnosis by any NYU Langone physician. Definitions for vascular dementia, the covariates assessed, and medications that we included in each category are shown in Tables 1-3. RESULT/RESULTS:We included 419 and 3745 patients in cohort 1 and cohort 2, respectively. Table 4 shows the characteristics and medication adherence in cohorts 1 and 2. In cohort 1, the prescription rates for statins, aspirin, and BP medications were 66%, 66%, 70%. In cohort 2, the rates for statin, aspirin, and BP medications were 56%, 46%, and 65%, respectively. The differences between prescription rates in cohort 1 and 2 for the three medication groups were statistically significant (p<0.05). CONCLUSION/CONCLUSIONS:Our analysis of the utilization of cardiovascular medications among patients with vascular dementia illuminates potential gaps both among patients who receive care at specialty clinics, as well as the overall population with vascular dementia. The rates of medication utilization are higher for patients under the care of cognitive neurologists. Electronic health records can help identify large cohorts of patients who may benefit from improved access to preventative measures including cardiovascular medications.
PMID: 34971267
ISSN: 1552-5279
CID: 5108332