Use of multidimensional item response theory methods for dementia prevalence prediction: an example using the Health and Retirement Survey and the Aging, Demographics, and Memory Study
Por:
Nichols, Emma, Abd-Allah, Foad, Abdoli, Amir, Abualhasan, Ahmed, Abu-Gharbieh, Eman, Afshin, Ashkan, Akinyemi, Rufus Olusola, Alanezi, Fahad Mashhour, Alipour, Vahid, Almasi-Hashiani, Amir, Arabloo, Jalal, Ashraf-Ganjouei, Amir, Ayano, Getinet, Ayuso-Mateos, Jose L., Baig, Atif Amin, Banach, Maciej, Barboza, Miguel A., Barker-Collo, Suzanne Lyn, Baune, Bernhard T., Bhagavathula, Akshaya Srikanth, Bhattacharyya, Krittika, Bijani, Ali, Biswas, Atanu, Boloor, Archith, Brayne, Carol, Brenner, Hermann, Burkart, Katrin, Nagaraja, Sharath Burugina, Carvalho, Felix, Castro-de-Araujo, Luis F. S., Catala-Lopez, Ferran, Cerin, Ester, Cherbuin, Nicolas, Chu, Dinh-Toi, Dai, Xiaochen, De Sa-Junior, Antonio Reis, Djalalinia, Shirin, Douiri, Abdel, Edvardsson, David, El-Jaafary, I, Shaimaa, Eskandarieh, Sharareh, Faro, Andre, Farzadfar, Farshad, Feigin, Valery L., Fereshtehnejad, Seyed-Mohammad, Fernandes, Eduarda, Ferrara, Pietro, Filip, Irina, Fischer, Florian, Gaidhane, Shilpa, Galluzzo, Lucia, Gebremeskel, Gebreamlak Gebremedhn, Ghashghaee, Ahmad, Gialluisi, Alessandro, Gnedovskaya, V, Elena, Golechha, Mahaveer, Gupta, Rajeev, Hachinski, Vladimir, Haider, Mohammad Rifat, Haile, Teklehaimanot Gereziher, Hamiduzzaman, Mohammad, Hankey, Graeme J., Hay, I, Simon, Heidari, Golnaz, Heidari-Soureshjani, Reza, Ho, Hung Chak, Househ, Mowafa, Hwang, Bing-Fang, Iacoviello, Licia, Ilesanmi, Olayinka Stephen, Ilic, Irena M., Ilic, Milena D., Irvani, Seyed Sina Naghibi, Iwagami, Masao, Iyamu, Ihoghosa Osamuyi, Jha, Ravi Prakash, Kalani, Rizwan, Karch, Andre, Kasa, Ayele Semachew, Khader, Yousef Saleh, Khan, Ejaz Ahmad, Khatib, Mahalaqua Nazli, Kim, Yun Jin, Kisa, Sezer, Kisa, Adnan, Kivimaki, Mika, Koyanagi A, Kumar, Manasi, Landires, Ivan, Lasrado, Savita, Li, Bingyu, Lim, Stephen S., Liu, Xuefeng, Kunjathur, Shilpashree Madhava, Majeed, Azeem, Malik, Preeti, Mehndiratta, Man Mohan, Menezes, Ritesh G., Mohammad, Yousef, Mohammed, Salahuddin, Mokdad, Ali H., Moni, Mohammad Ali, Nagel, Gabriele, Naveed, Muhammad, Nayak, Vinod C., Cuong Tat Nguyen, Huong Lan Thi Nguyen, Nunez-Samudio, Virginia, Olagunju, Andrew T., Ostroff, Samuel M., Otstavnov, Nikita, Owolabi, Mayowa O., Kan, Fatemeh Pashazadeh, Patel, Urvish K., Phillips, Michael R., Piradov, Michael A., Pond, Constance Dimity, Pottoo, Faheem Hyder, Prada, I, Sergio, Radfar, Amir, Rahim, Fakher, Rana, Juwel, Rashedi, Vahid, Rawaf, Salman, Rawaf, David Laith, Reinig, Nickolas, Renzaho, Andre M. N., Rezaei, Nima, Rezapour, Aziz, Romoli, Michele, Roshandel, Gholamreza, Sachdev, Perminder S., Sahebkar, Amirhossein, Sahraian, Mohammad Ali, Samaei, Mehrnoosh, Saylan, Mete, Sha, Feng, Shaikh, Masood Ali, Shibuya, Kenji, Shigematsu, Mika, Shin, Jae Il, Shiri, Rahman, Silva, Diego Augusto Santos, Singh, Jasvinder A., Singhal, Deepika, Skryabin, Valentin Yurievich, Skryabina, Anna Aleksandrovna, Soheili, Amin, Sotoudeh, Houman, Spurlock, Emma Elizabeth, Szoeke, I, Cassandra E., Tabares-Seisdedos, Rafael, Taddele, Biruk Wogayehu, Tovani-Palone, Marcos Roberto, Tsegaye, Gebiyaw Wudie, Vacante, Marco, Venketasubramanian, Narayanaswamy, Vidale, Simone, Vlassov, Vasily, Giang Thu Vu, Wang, Yuan-Pang, Weiss, Jordan, Weldemariam, Abrha Hailay, Westerman, Ronny, Wimo, Anders, Winkler, Andrea Sylvia, Wu, Chenkai, Yadollahpour, Ali, Yesiltepe, Metin, Yonemoto, Naohiro, Yu, Chuanhua, Zastrozhin, Mikhail Sergeevich, Zastrozhina, Anasthasia, Zhang, Zhi-Jiang, Murray, Christopher J. L. and Vos, Theo
Publicada:
11 ago 2021
Resumen:
Background Data sparsity is a major limitation to estimating national
and global dementia burden. Surveys with full diagnostic evaluations of
dementia prevalence are prohibitively resource-intensive in many
settings. However, validation samples from nationally representative
surveys allow for the development of algorithms for the prediction of
dementia prevalence nationally. Methods Using cognitive testing data and
data on functional limitations from Wave A (2001-2003) of the ADAMS
study (n = 744) and the 2000 wave of the HRS study (n = 6358) we
estimated a two-dimensional item response theory model to calculate
cognition and function scores for all individuals over 70. Based on
diagnostic information from the formal clinical adjudication in ADAMS,
we fit a logistic regression model for the classification of dementia
status using cognition and function scores and applied this algorithm to
the full HRS sample to calculate dementia prevalence by age and sex.
Results Our algorithm had a cross-validated predictive accuracy of 88%
(86-90), and an area under the curve of 0.97 (0.97-0.98) in ADAMS.
Prevalence was higher in females than males and increased over age, with
a prevalence of 4% (3-4) in individuals 70-79, 11% (9-12) in
individuals 80-89 years old, and 28% (22-35) in those 90 and older.
Conclusions Our model had similar or better accuracy as compared to
previously reviewed algorithms for the prediction of dementia prevalence
in HRS, while utilizing more flexible methods. These methods could be
more easily generalized and utilized to estimate dementia prevalence in
other national surveys.
Filiaciones:
Nichols, Emma:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Abd-Allah, Foad:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Abdoli, Amir:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Abualhasan, Ahmed:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Abu-Gharbieh, Eman:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Afshin, Ashkan:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Akinyemi, Rufus Olusola:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Alanezi, Fahad Mashhour:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Alipour, Vahid:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Almasi-Hashiani, Amir:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Arabloo, Jalal:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Ashraf-Ganjouei, Amir:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Ayano, Getinet:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Ayuso-Mateos, Jose L.:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Baig, Atif Amin:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Banach, Maciej:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Barboza, Miguel A.:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Barker-Collo, Suzanne Lyn:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Baune, Bernhard T.:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Bhagavathula, Akshaya Srikanth:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Bhattacharyya, Krittika:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Bijani, Ali:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Biswas, Atanu:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Boloor, Archith:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Brayne, Carol:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Brenner, Hermann:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Burkart, Katrin:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Nagaraja, Sharath Burugina:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Carvalho, Felix:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Castro-de-Araujo, Luis F. S.:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Catala-Lopez, Ferran:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Cerin, Ester:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Cherbuin, Nicolas:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Chu, Dinh-Toi:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Dai, Xiaochen:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
De Sa-Junior, Antonio Reis:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Djalalinia, Shirin:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Douiri, Abdel:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Edvardsson, David:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Eskandarieh, Sharareh:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Faro, Andre:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Farzadfar, Farshad:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Feigin, Valery L.:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Fereshtehnejad, Seyed-Mohammad:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Fernandes, Eduarda:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Ferrara, Pietro:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Filip, Irina:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Fischer, Florian:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Gaidhane, Shilpa:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Galluzzo, Lucia:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Gebremeskel, Gebreamlak Gebremedhn:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Ghashghaee, Ahmad:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Gialluisi, Alessandro:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Golechha, Mahaveer:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Gupta, Rajeev:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Hachinski, Vladimir:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Haider, Mohammad Rifat:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Haile, Teklehaimanot Gereziher:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Hamiduzzaman, Mohammad:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Hankey, Graeme J.:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Heidari, Golnaz:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Heidari-Soureshjani, Reza:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Ho, Hung Chak:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Househ, Mowafa:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Hwang, Bing-Fang:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Iacoviello, Licia:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Ilesanmi, Olayinka Stephen:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Ilic, Irena M.:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Ilic, Milena D.:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Irvani, Seyed Sina Naghibi:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Iwagami, Masao:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Iyamu, Ihoghosa Osamuyi:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Jha, Ravi Prakash:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Kalani, Rizwan:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Karch, Andre:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Kasa, Ayele Semachew:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Khader, Yousef Saleh:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Khan, Ejaz Ahmad:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Khatib, Mahalaqua Nazli:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Kim, Yun Jin:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Kisa, Sezer:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Kisa, Adnan:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Kivimaki, Mika:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Koyanagi A:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Kumar, Manasi:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Landires, Ivan:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Lasrado, Savita:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Li, Bingyu:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Lim, Stephen S.:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Liu, Xuefeng:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Kunjathur, Shilpashree Madhava:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Majeed, Azeem:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Malik, Preeti:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Mehndiratta, Man Mohan:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Menezes, Ritesh G.:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Mohammad, Yousef:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Mohammed, Salahuddin:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Mokdad, Ali H.:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Moni, Mohammad Ali:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Nagel, Gabriele:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Naveed, Muhammad:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Nayak, Vinod C.:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Cuong Tat Nguyen:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Huong Lan Thi Nguyen:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Nunez-Samudio, Virginia:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Olagunju, Andrew T.:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Ostroff, Samuel M.:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Otstavnov, Nikita:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Owolabi, Mayowa O.:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Kan, Fatemeh Pashazadeh:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Patel, Urvish K.:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Phillips, Michael R.:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Piradov, Michael A.:
Res Ctr Neurol, Moscow, Russia
Pond, Constance Dimity:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Pottoo, Faheem Hyder:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Radfar, Amir:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Rahim, Fakher:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Rana, Juwel:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Rashedi, Vahid:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Rawaf, Salman:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Rawaf, David Laith:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Reinig, Nickolas:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Renzaho, Andre M. N.:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Rezaei, Nima:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Rezapour, Aziz:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Romoli, Michele:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Roshandel, Gholamreza:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Sachdev, Perminder S.:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Sahebkar, Amirhossein:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Sahraian, Mohammad Ali:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Samaei, Mehrnoosh:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Saylan, Mete:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Sha, Feng:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Shaikh, Masood Ali:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Shibuya, Kenji:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Shigematsu, Mika:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Shin, Jae Il:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Shiri, Rahman:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Silva, Diego Augusto Santos:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Singh, Jasvinder A.:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Singhal, Deepika:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Skryabin, Valentin Yurievich:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Skryabina, Anna Aleksandrovna:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Soheili, Amin:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Sotoudeh, Houman:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Spurlock, Emma Elizabeth:
El-Jaafary, Shaimaa, I Gnedovskaya, Elena, V Hay, Simon, I Prada, Sergio, I Szoeke, Cassandra E
Tabares-Seisdedos, Rafael:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Taddele, Biruk Wogayehu:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Tovani-Palone, Marcos Roberto:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Tsegaye, Gebiyaw Wudie:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Vacante, Marco:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Venketasubramanian, Narayanaswamy:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Vidale, Simone:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Vlassov, Vasily:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Giang Thu Vu:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Wang, Yuan-Pang:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Weiss, Jordan:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Weldemariam, Abrha Hailay:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Westerman, Ronny:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Wimo, Anders:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Winkler, Andrea Sylvia:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Wu, Chenkai:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Yadollahpour, Ali:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Yesiltepe, Metin:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Yonemoto, Naohiro:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Yu, Chuanhua:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Zastrozhin, Mikhail Sergeevich:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Zastrozhina, Anasthasia:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Zhang, Zhi-Jiang:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Murray, Christopher J. L.:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Vos, Theo:
I , MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Green Published, gold
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