Brain Volume Changes after COVID-19 Compared to Healthy Controls by Artificial Intelligence-Based MRI Volumetry

被引:14
作者
Bendella, Zeynep [1 ]
Widmann, Catherine Nichols [2 ,3 ]
Layer, Julian Philipp [4 ,5 ]
Layer, Yonah Lucas [4 ]
Haase, Robert [1 ,3 ]
Sauer, Malte [1 ]
Bieler, Luzie [2 ]
Lehnen, Nils Christian [1 ,3 ]
Paech, Daniel [1 ,3 ]
Heneka, Michael T. [2 ,3 ,6 ]
Radbruch, Alexander [1 ,3 ]
Schmeel, Frederic Carsten [1 ,3 ]
机构
[1] Rhein Friedrich Wilhelms Univ Bonn, Univ Hosp Bonn, Dept Neuroradiol, Venusberg Campus 1, D-53127 Bonn, Germany
[2] Rhein Friedrich Wilhelms Univ Bonn, Univ Hosp Bonn, Dept Neurodegenerat Dis & Geriatr Psychiat, D-53127 Bonn, Germany
[3] German Ctr Neurodegenerat Dis DZNE, D-53127 Bonn, Germany
[4] Rhein Friedrich Wilhelms Univ Bonn, Univ Hosp Bonn, Dept Radiat Oncol, D-53127 Bonn, Germany
[5] Rhein Friedrich Wilhelms Univ Bonn, Univ Hosp Bonn, Inst Expt Oncol, D-53127 Bonn, Germany
[6] Univ Luxembourg, Luxembourg Ctr Syst Biomed, Esch Belval, L-4367 Luxembourg, Luxembourg
关键词
SARS-CoV-2; COVID-19; magnetic resonance imaging; brain atrophy; artificial intelligence; CRITICAL ILLNESS; SURVIVORS; ICU;
D O I
10.3390/diagnostics13101716
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Cohort studies that quantify volumetric brain data among individuals with different levels of COVID-19 severity are presently limited. It is still uncertain whether there exists a potential correlation between disease severity and the effects of COVID-19 on brain integrity. Our objective was to assess the potential impact of COVID-19 on measured brain volume in patients with asymptomatic/mild and severe disease after recovery from infection, compared with healthy controls, using artificial intelligence (AI)-based MRI volumetry. A total of 155 participants were prospectively enrolled in this IRB-approved analysis of three cohorts with a mild course of COVID-19 (n = 51, MILD), a severe hospitalised course (n = 48, SEV), and healthy controls (n = 56, CTL) all undergoing a standardised MRI protocol of the brain. Automated AI-based determination of various brain volumes in mL and calculation of normalised percentiles of brain volume was performed with mdbrain software, using a 3D T1-weighted magnetisation-prepared rapid gradient echo (MPRAGE) sequence. The automatically measured brain volumes and percentiles were analysed for differences between groups. The estimated influence of COVID-19 and demographic/clinical variables on brain volume was determined using multivariate analysis. There were statistically significant differences in measured brain volumes and percentiles of various brain regions among groups, even after the exclusion of patients undergoing intensive care, with significant volume reductions in COVID-19 patients, which increased with disease severity (SEV > MILD > CTL) and mainly affected the supratentorial grey matter, frontal and parietal lobes, and right thalamus. Severe COVID-19 infection, in addition to established demographic parameters such as age and sex, was a significant predictor of brain volume loss upon multivariate analysis. In conclusion, neocortical brain degeneration was detected in patients who had recovered from SARS-CoV-2 infection compared to healthy controls, worsening with greater initial COVID-19 severity and mainly affecting the fronto-parietal brain and right thalamus, regardless of ICU treatment. This suggests a direct link between COVID-19 infection and subsequent brain atrophy, which may have major implications for clinical management and future cognitive rehabilitation strategies.
引用
收藏
页数:16
相关论文
共 39 条
[21]   Brain MRI Findings in Patients in the Intensive Care Unit with COVID-19 Infection [J].
Kandemirli, Sedat G. ;
Dogan, Lerzan ;
Sarikaya, Zeynep T. ;
Kara, Simay ;
Akinci, Canan ;
Kaya, Dilaver ;
Kaya, Yildiz ;
Yildirim, Duzgun ;
Tuzuner, Filiz ;
Yildirim, Mustafa S. ;
Ozluk, Enes ;
Gucyetmez, Bulent ;
Karaarslan, Ercan ;
Koyluoglu, Isil ;
Kaya, Hande S. Demirel ;
Mammadov, Orkhan ;
Ozdemir, Ilkay Kisa ;
Afsar, Nazire ;
Yalcinkaya, Beyza Citci ;
Rasimoglu, Sevdinaz ;
Guduk, Duygu E. ;
Jima, Ararso Kedir ;
Ilksoz, Aylin ;
Ersoz, Vildan ;
Eren, Meltem Yonca ;
Celtik, Nilufer ;
Arslan, Serdar ;
Korkmazer, Bora ;
Dincer, Saban S. ;
Gulek, Elif ;
Dikmen, Ibrahim ;
Yazici, Murathan ;
Unsal, Serkan ;
Ljama, Taner ;
Demirel, Ismail ;
Ayyildiz, Aykut ;
Kesimci, Isil ;
Deveci, Sahika Bolsoy ;
Tutuncu, Melih ;
Kizilkilic, Osman ;
Telci, Lutfi ;
Zengin, Rehile ;
Dincer, Alp ;
Akinci, Ibrahim O. ;
Kocer, Naci .
RADIOLOGY, 2020, 297 (01) :E232-E235
[22]   Olfactory and gustatory dysfunctions as a clinical presentation of mild-to-moderate forms of the coronavirus disease (COVID-19): a multicenter European study [J].
Lechien, Jerome R. ;
Chiesa-Estomba, Carlos M. ;
De Siati, Daniele R. ;
Horoi, Mihaela ;
Le Bon, Serge D. ;
Rodriguez, Alexandra ;
Dequanter, Didier ;
Blecic, Serge ;
El Afia, Fahd ;
Distinguin, Lea ;
Chekkoury-Idrissi, Younes ;
Hans, Stephane ;
Lopez Delgado, Irene ;
Calvo-Henriquez, Christian ;
Lavigne, Philippe ;
Falanga, Chiara ;
Barillari, Maria Rosaria ;
Cammaroto, Giovanni ;
Khalife, Mohamad ;
Leich, Pierre ;
Souchay, Christel ;
Rossi, Camelia ;
Journe, Fabrice ;
Hsieh, Julien ;
Edjlali, Myriam ;
Carlier, Robert ;
Ris, Laurence ;
Lovato, Andrea ;
De Filippis, Cosimo ;
Coppee, Frederique ;
Fakhry, Nicolas ;
Ayad, Tareck ;
Saussez, Sven .
EUROPEAN ARCHIVES OF OTO-RHINO-LARYNGOLOGY, 2020, 277 (08) :2251-2261
[23]   Cerebral Micro-Structural Changes in COVID-19 Patients - An MRI-based 3-month Follow-up Study [J].
Lu, Yiping ;
Li, Xuanxuan ;
Geng, Daoying ;
Mei, Nan ;
Wu, Pu-Yeh ;
Huang, Chu-Chung ;
Jia, Tianye ;
Zhao, Yajing ;
Wang, Dongdong ;
Xiao, Anling ;
Yin, Bo .
ECLINICALMEDICINE, 2020, 25
[24]   Heterogeneity in Regional Damage Detected by Neuroimaging and Neuropathological Studies in Older Adults With COVID-19: A Cognitive-Neuroscience Systematic Review to Inform the Long-Term Impact of the Virus on Neurocognitive Trajectories [J].
Manca, Riccardo ;
De Marco, Matteo ;
Ince, Paul G. ;
Venneri, Annalena .
FRONTIERS IN AGING NEUROSCIENCE, 2021, 13
[25]   Neurologic Manifestations of Hospitalized Patients With Coronavirus Disease 2019 in Wuhan, China [J].
Mao, Ling ;
Jin, Huijuan ;
Wang, Mengdie ;
Hu, Yu ;
Chen, Shengcai ;
He, Quanwei ;
Chang, Jiang ;
Hong, Candong ;
Zhou, Yifan ;
Wang, David ;
Miao, Xiaoping ;
Li, Yanan ;
Hu, Bo .
JAMA NEUROLOGY, 2020, 77 (06) :683-690
[26]   Olfactory transmucosal SARS-CoV-2 invasion as a port of central nervous system entry in individuals with COVID-19 [J].
Meinhardt, Jenny ;
Radke, Josefine ;
Dittmayer, Carsten ;
Franz, Jonas ;
Thomas, Carolina ;
Mothes, Ronja ;
Laue, Michael ;
Schneider, Julia ;
Bruenink, Sebastian ;
Greuel, Selina ;
Lehmann, Malte ;
Hassan, Olga ;
Aschman, Tom ;
Schumann, Elisa ;
Chua, Robert Lorenz ;
Conrad, Christian ;
Eils, Roland ;
Stenzel, Werner ;
Windgassen, Marc ;
Roessler, Larissa ;
Goebel, Hans-Hilmar ;
Gelderblom, Hans R. ;
Martin, Hubert ;
Nitsche, Andreas ;
Schulz-Schaeffer, Walter J. ;
Hakroush, Samy ;
Winkler, Martin S. ;
Tampe, Bjoern ;
Scheibe, Franziska ;
Koertvelyessy, Peter ;
Reinhold, Dirk ;
Siegmund, Britta ;
Kuehl, Anja A. ;
Elezkurtaj, Sefer ;
Horst, David ;
Oesterhelweg, Lars ;
Tsokos, Michael ;
Ingold-Heppner, Barbara ;
Stadelmann, Christine ;
Drosten, Christian ;
Corman, Victor Max ;
Radbruch, Helena ;
Heppner, Frank L. .
NATURE NEUROSCIENCE, 2021, 24 (02) :168-175
[27]   Neuropsychological and neurophysiological correlates of fatigue in post-acute patients with neurological manifestations of COVID-19: Insights into a challenging symptom [J].
Ortelli, Paola ;
Ferrazzoli, Davide ;
Sebastianelli, Luca ;
Engl, Michael ;
Romanello, Roberto ;
Nardone, Raffaele ;
Bonini, Ilenia ;
Koch, Giacomo ;
Saltuari, Leopold ;
Quartarone, Angelo ;
Oliviero, Antonio ;
Kofler, Markus ;
Versace, Viviana .
JOURNAL OF THE NEUROLOGICAL SCIENCES, 2021, 420
[28]   The emerging spectrum of COVID-19 neurology: clinical, radiological and laboratory findings [J].
Paterson, Ross W. ;
Brown, Rachel L. ;
Benjamin, Laura ;
Nortley, Ross ;
Wiethoff, Sarah ;
Bharucha, Tehmina ;
Jayaseelan, Dipa L. ;
Kumar, Guru ;
Raftopoulos, Rhian E. ;
Zambreanu, Laura ;
Vivekanandam, Vinojini ;
Khoo, Anthony ;
Geraldes, Ruth ;
Chinthapalli, Krishna ;
Boyd, Elena ;
Tuzlali, Hatice ;
Price, Gary ;
Christofi, Gerry ;
Morrow, Jasper ;
McNamara, Patricia ;
McLoughlin, Benjamin ;
Lim, Soon Tjin ;
Mehta, Puja R. ;
Levee, Viva ;
Keddie, Stephen ;
Yong, Wisdom ;
Trip, S. Anand ;
Foulkes, Alexander J. M. ;
Hotton, Gary ;
Miller, Thomas D. ;
Everitt, Alex D. ;
Carswell, Christopher ;
Davies, Nicholas W. S. ;
Yoong, Michael ;
Attwell, David ;
Sreedharan, Jemeen ;
Silber, Eli ;
Schott, Jonathan M. ;
Chandratheva, Arvind ;
Perry, Richard J. ;
Simister, Robert ;
Checkley, Anna ;
Longley, Nicky ;
Farmer, Simon F. ;
Carletti, Francesco ;
Houlihan, Catherine ;
Thom, Maria ;
Lunn, Michael P. ;
Spillane, Jennifer ;
Howard, Robin .
BRAIN, 2020, 143 :3104-3120
[29]   Microvascular Injury in the Brains of Patients with Covid-19 [J].
Perl, Daniel P. ;
Folkerth, Rebecca D. ;
Nath, Avindra .
NEW ENGLAND JOURNAL OF MEDICINE, 2021, 384 (05) :481-483
[30]   Investigating morphological changes in the brain in relation to etiology and duration of olfactory dysfunction with voxel-based morphometry [J].
Postma, E. M. ;
Smeets, P. A. M. ;
Boek, W. M. ;
Boesveldt, S. .
SCIENTIFIC REPORTS, 2021, 11 (01)