Epidemiological Surveillance of the Impact of the COVID-19 Pandemic on Stroke Care Using Artificial Intelligence

被引:11
作者
Nogueira, Raul G. [1 ]
Davies, Jason M. [2 ]
Gupta, Rishi [3 ,5 ]
Hassan, Ameer E. [6 ]
Devlin, Thomas [7 ]
Haussen, Diogo C. [1 ]
Mohammaden, Mahmoud H. [1 ]
Kellner, Christopher P. [8 ]
Arthur, Adam [9 ,11 ]
Elijovich, Lucas [10 ,11 ]
Owada, Kumiko [4 ,5 ]
Begun, Dina [12 ]
Narayan, Mukund [12 ]
Mordenfeld, Nadia [12 ]
Tekle, Wondwossen G. [6 ]
Nahab, Fadi [13 ]
Jovin, Tudor G. [14 ,15 ]
Frei, Don [16 ]
Siddiqui, Adnan H. [2 ]
Frankel, Michael R. [1 ]
Mocco, J. [8 ]
机构
[1] Emory Sch Med, Dept Neurol, Marcus Stroke & Neurosci Ctr, Grady Mem Hosp, Atlanta, GA USA
[2] Univ Buffalo, Dept Neurosurg, Jacobs Sch Med & Biomed Sci, New York, NY USA
[3] Wellstar Med Grp Neurosurg, Marietta, GA USA
[4] Neurosci, Marietta, GA USA
[5] Wellstar Hlth Syst, Marietta, GA USA
[6] Univ Texas Rio Grande Valley, Valley Baptist Med Ctr, Harlingen, TX USA
[7] Univ Tennessee, Hlth Sci Ctr, Erlanger Hlth Syst, Chattanooga, TN USA
[8] Mt Sinai Hlth Syst, Dept Neurosurg, New York, NY USA
[9] Semmes Murphey Clin, Dept Neurosurg, Memphis, TN USA
[10] Semmes Murphey Clin, Neurol, Memphis, TN USA
[11] Univ Tennessee, Hlth Sci Ctr, Memphis, TN USA
[12] Viz Ai Inc, Palo Alto, CA USA
[13] Emory Univ, Dept Neurol & Pediat, Atlanta, GA 30322 USA
[14] Rowan Univ, Cooper Univ Hosp, Neurol Inst, Camden, NJ USA
[15] Rowan Univ, Cooper Med Sch, Camden, NJ USA
[16] Swedish Med Ctr, Radiol Imaging Associates RIA Neurovasc, Denver, CO USA
关键词
artificial intelligence; hospitalization; incidence; pandemic; perfusion;
D O I
10.1161/STROKEAHA.120.031960
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Background and Purpose: The degree to which the coronavirus disease 2019 (COVID-19) pandemic has affected systems of care, in particular, those for time-sensitive conditions such as stroke, remains poorly quantified. We sought to evaluate the impact of COVID-19 in the overall screening for acute stroke utilizing a commercial clinical artificial intelligence platform. Methods: Data were derived from the Viz Platform, an artificial intelligence application designed to optimize the workflow of patients with acute stroke. Neuroimaging data on suspected patients with stroke across 97 hospitals in 20 US states were collected in real time and retrospectively analyzed with the number of patients undergoing imaging screening serving as a surrogate for the amount of stroke care. The main outcome measures were the number of computed tomography (CT) angiography, CT perfusion, large vessel occlusions (defined according to the automated software detection), and severe strokes on CT perfusion (defined as those with hypoperfusion volumes >70 mL) normalized as number of patients per day per hospital. Data from the prepandemic (November 4, 2019 to February 29, 2020) and pandemic (March 1 to May 10, 2020) periods were compared at national and state levels. Correlations were made between the inter-period changes in imaging screening, stroke hospitalizations, and thrombectomy procedures using state-specific sampling. Results: A total of 23 223 patients were included. The incidence of large vessel occlusion on CT angiography and severe strokes on CT perfusion were 11.2% (n=2602) and 14.7% (n=1229/8328), respectively. There were significant declines in the overall number of CT angiographies (-22.8%; 1.39-1.07 patients/day per hospital, P<0.001) and CT perfusion (-26.1%; 0.50-0.37 patients/day per hospital, P<0.001) as well as in the incidence of large vessel occlusion (-17.1%; 0.15-0.13 patients/day per hospital, P<0.001) and severe strokes on CT perfusion (-16.7%; 0.12-0.10 patients/day per hospital, P<0.005). The sampled cohort showed similar declines in the rates of large vessel occlusions versus thrombectomy (18.8% versus 19.5%, P=0.9) and comprehensive stroke center hospitalizations (18.8% versus 11.0%, P=0.4). Conclusions: A significant decline in stroke imaging screening has occurred during the COVID-19 pandemic. This analysis underscores the broader application of artificial intelligence neuroimaging platforms for the real-time monitoring of stroke systems of care.
引用
收藏
页码:1682 / 1690
页数:9
相关论文
共 15 条
[1]   The Curious Case of the Missing Strokes During the COVID-19 Pandemic [J].
Aguiar de Sousa, Diana ;
Sandset, Else Charlotte ;
Elkind, Mitchell S. V. .
STROKE, 2020, 51 (07) :1921-1923
[2]   Acute stroke management pathway during Coronavirus-19 pandemic [J].
Baracchini, Claudio ;
Pieroni, Alessio ;
Viaro, Federica ;
Cianci, Vito ;
Cattelan, Anna M. ;
Tiberio, Ivo ;
Munari, Marina ;
Causin, Francesco .
NEUROLOGICAL SCIENCES, 2020, 41 (05) :1003-1005
[3]   COVID-19: Stroke Admissions, Emergency Department Visits, and Prevention Clinic Referrals [J].
Bullrich, Maria Bres ;
Fridman, Sebastian ;
Mandzia, Jennifer L. ;
Mai, Lauren M. ;
Khaw, Alexander ;
Gonzalez, Juan Camilo Vargas ;
Bagur, Rodrigo ;
Sposato, Luciano A. .
CANADIAN JOURNAL OF NEUROLOGICAL SCIENCES, 2020, 47 (05) :693-696
[4]   Endovascular Therapy for Ischemic Stroke with Perfusion-Imaging Selection [J].
Campbell, B. C. V. ;
Mitchell, P. J. ;
Kleinig, T. J. ;
Dewey, H. M. ;
Churilov, L. ;
Yassi, N. ;
Yan, B. ;
Dowling, R. J. ;
Parsons, M. W. ;
Oxley, T. J. ;
Wu, T. Y. ;
Brooks, M. ;
Simpson, M. A. ;
Miteff, F. ;
Levi, C. R. ;
Krause, M. ;
Harrington, T. J. ;
Faulder, K. C. ;
Steinfort, B. S. ;
Priglinger, M. ;
Ang, T. ;
Scroop, R. ;
Barber, P. A. ;
McGuinness, B. ;
Wijeratne, T. ;
Phan, T. G. ;
Chong, W. ;
Chandra, R. V. ;
Bladin, C. F. ;
Badve, M. ;
Rice, H. ;
de Villiers, L. ;
Ma, H. ;
Desmond, P. M. ;
Donnan, G. A. ;
Davis, S. M. .
NEW ENGLAND JOURNAL OF MEDICINE, 2015, 372 (11) :1009-1018
[5]   Collateral Effect of Covid-19 on Stroke Evaluation in the United States [J].
Kansagra, Akash P. ;
Goyal, Manu S. ;
Hamilton, Scott ;
Albers, Gregory W. .
NEW ENGLAND JOURNAL OF MEDICINE, 2020, 383 (04) :400-401
[6]   Mechanical Thrombectomy for Acute Ischemic Stroke Amid the COVID-19 Outbreak Decreased Activity, and Increased Care Delays [J].
Kerleroux, Basile ;
Fabacher, Thibaut ;
Bricout, Nicolas ;
Moise, Martin ;
Testud, Benoit ;
Vingadassalom, Sivadji ;
Ifergan, Heloise ;
Janot, Kevin ;
Consoli, Arturo ;
Ben Hassen, Wagih ;
Shotar, Eimad ;
Ognard, Julien ;
Charbonnier, Guillaume ;
L'Allinec, Vincent ;
Guedon, Alexis ;
Bolognini, Federico ;
Marnat, Gaultier ;
Forestier, Geraud ;
Rouchaud, Aymeric ;
Pop, Raoul ;
Raynaud, Nicolas ;
Zhu, Francois ;
Cortese, Jonathan ;
Chalumeau, Vanessa ;
Berge, Jerome ;
Escalard, Simon ;
Boulouis, Gregoire .
STROKE, 2020, 51 (07) :2012-2017
[7]   Break in the Stroke Chain of Survival due to COVID-19 [J].
Montaner, Joan ;
Barragan-Prieto, Ana ;
Perez-Sanchez, Soledad ;
Escudero-Martinez, Irene ;
Moniche, Francisco ;
Sanchez-Miura, Jose Antonio ;
Ruiz-Bayo, Lidia ;
Gonzalez, Alejandro .
STROKE, 2020, 51 (08) :2307-2314
[8]   Underutilization of health care for strokes during the COVID-19 outbreak [J].
Onteddu, Sanjeeva R. ;
Nalleballe, Krishna ;
Sharma, Rohan ;
Brown, Aliza T. .
INTERNATIONAL JOURNAL OF STROKE, 2020, 15 (05) :NP9-NP10
[9]   Large-Vessel Stroke as a Presenting Feature of Covid-19 in the Young [J].
Oxley, Thomas J. ;
Mocco, J. ;
Majidi, Shahram ;
Kellner, Christopher P. ;
Shoirah, Hazem ;
Singh, I. Paul ;
De Leacy, Reade A. ;
Shigematsu, Tomoyoshi ;
Ladner, Travis R. ;
Yaeger, Kurt A. ;
Skliut, Maryna ;
Weinberger, Jesse ;
Dangayach, Neha S. ;
Bederson, Joshua B. ;
Tuhrim, Stanley ;
Fifi, Johanna T. .
NEW ENGLAND JOURNAL OF MEDICINE, 2020, 382 (20)
[10]   Acute Stroke Care Is at Risk in the Era of COVID-19 Experience at a Comprehensive Stroke Center in Barcelona [J].
Rudilosso, Salvatore ;
Laredo, Carlos ;
Vera, Victor ;
Vargas, Martha ;
Renu, Arturo ;
Llull, Laura ;
Obach, Victor ;
Amaro, Sergio ;
Urra, Xabier ;
Torres, Ferran ;
Jimenez-Fabrega, Francesc Xavier ;
Chamorro, Angel .
STROKE, 2020, 51 (07) :1991-1995