Abstract:Medical imaging methods are assuming a greater role in the workup of patients with COVID-19, mainly in relation to the primary manifestation of pulmonary disease and the tissue distribution of the angiotensin-converting-enzyme 2 (ACE 2) receptor. However, the field is so new that no consensus view has emerged guiding clinical decisions to employ imaging procedures such as radiography, computer tomography (CT), positron emission tomography (PET), and magnetic resonance imaging, and in what measure the risk of e… Show more
“…However, there are several investigations that promote a neural pathway whereby SARS-CoV-2 pathology propagates to the brain as well. Among postulates, a neuronal route via afferent olfactory nerves and transsynaptic spread (endo-/exocytosis) has been frequently discussed [44,46]. This might be a complementary mechanism contributing to stroke risk by inducing brain damage and vulnerability in COVID-19 patients.…”
Section: The Interplay Of Coagulpathy and Inflammation In Covid-19 Related Strokementioning
With the onset of the COVID-19 pandemic, it became apparent that, in addition to pulmonary infection, extrapulmonary manifestations such as cardiac injury and acute cerebrovascular events are frequent in patients infected with SARS-CoV-2, worsening clinical outcome. We reviewed the current literature on the pathophysiology of cardiac injury and its association with acute ischaemic stroke. Several hypotheses on heart and brain axis pathology in the context of stroke related to COVID-19 were identified. Taken together, a combination of disease-related coagulopathy and systemic inflammation might cause endothelial damage and microvascular thrombosis, which in turn leads to structural myocardial damage. Cardiac complications of this damage such as tachyarrhythmia, myocardial infarction or cardiomyopathy, together with changes in hemodynamics and the coagulation system, may play a causal role in the increased stroke risk observed in COVID-19 patients. These hypotheses are supported by a growing body of evidence, but further research is necessary to fully understand the underlying pathophysiology and allow for the design of cardioprotective and neuroprotective strategies in this at risk population.
“…However, there are several investigations that promote a neural pathway whereby SARS-CoV-2 pathology propagates to the brain as well. Among postulates, a neuronal route via afferent olfactory nerves and transsynaptic spread (endo-/exocytosis) has been frequently discussed [44,46]. This might be a complementary mechanism contributing to stroke risk by inducing brain damage and vulnerability in COVID-19 patients.…”
Section: The Interplay Of Coagulpathy and Inflammation In Covid-19 Related Strokementioning
With the onset of the COVID-19 pandemic, it became apparent that, in addition to pulmonary infection, extrapulmonary manifestations such as cardiac injury and acute cerebrovascular events are frequent in patients infected with SARS-CoV-2, worsening clinical outcome. We reviewed the current literature on the pathophysiology of cardiac injury and its association with acute ischaemic stroke. Several hypotheses on heart and brain axis pathology in the context of stroke related to COVID-19 were identified. Taken together, a combination of disease-related coagulopathy and systemic inflammation might cause endothelial damage and microvascular thrombosis, which in turn leads to structural myocardial damage. Cardiac complications of this damage such as tachyarrhythmia, myocardial infarction or cardiomyopathy, together with changes in hemodynamics and the coagulation system, may play a causal role in the increased stroke risk observed in COVID-19 patients. These hypotheses are supported by a growing body of evidence, but further research is necessary to fully understand the underlying pathophysiology and allow for the design of cardioprotective and neuroprotective strategies in this at risk population.
“…Eine weitere aktuelle Studie berichtete über eine beinah vollständige Rückbildung der Geruchs- und Geschmacksstörungen nach einem Jahr [ 35 ]. Magnetresonanztomographie(MRT)-Untersuchungen stellten in manchen Fällen eine Atrophie und T2-Signalerhöhung im Riechkolben fest, die ebenso wie die Symptome der meisten Patienten rückläufig waren [ 1 , 34 ].…”
Section: Erkrankungen Des Zentralen Nervensystemsunclassified
“…Abgesehen von hämorrhagischen Schlaganfällen im Sinne intrazerebraler Makroblutungen, seien ebenfalls Mikroblutungen genannt, die in Neuroimaging-Studien erfasst wurden [ 1 , 34 ]. Ob diese jedoch tatsächlich COVID-19-assoziiert waren oder schon vorbestanden, kann derzeit bei fehlender Studienlage nicht beantwortet werden [ 1 ].…”
Section: Erkrankungen Des Zentralen Nervensystemsunclassified
“…Das Spektrum gemeldeter Fälle erstreckt sich von einer Enzephalitis, die häufig im Temporallappen lokalisiert ist, über akute disseminierte Enzephalomyelitis (ADEM), akuter nekrotisierender Enzephalitis oder auch Myelitis [ 1 , 34 ]. Ein negativer Liquorbefund und bildmorphologischer MRT-Befund schließen die Diagnose nicht aus [ 1 , 34 ].…”
Section: Erkrankungen Des Zentralen Nervensystemsunclassified
“…Das Neuroimaging-Muster spiegelt u. a. Folgen einer Hypoxie, thromboembolischer Ereignisse und die einer Neuroinflammation wider. Keine dieser Befunde sind jedoch spezifisch [ 1 , 13 , 21 , 30 ].…”
Section: Neuropathogenese Für Akute Neurologische Manifestationen Der Covid-19-erkrankungunclassified
Die COVID-19-Infektion kann sich über das pulmonale Erscheinungsbild hinaus mit einer Vielzahl an sowohl akuten als auch chronischen neurologischen und neuropsychiatrischen (Begleit‑)Symptomen und Erkrankungen manifestieren. Unspezifische Symptome wie Kopfschmerzen, Müdigkeit, Geruchs- und Geschmacksstörung wurden häufiger, schwere Erkrankungen wie Enzephalopathie, Enzephalitis und zerebrovaskuläre Ereignisse verhältnismäßig selten berichtet. Die Heterogenität der neurologischen und neuropsychiatrischen Erscheinungsbilder ist groß, wie auch die Bandbreite der aufgezeichneten Prävalenzen in den einzelnen Studien. Höheres Patientenalter, vorbestehende neurologische und nichtneurologische Komorbiditäten sowie eine schwere COVID-19-Erkrankung waren assoziiert mit einem erhöhten Risiko für schwere neurologische Komplikationen und eine höhere Krankenhausmortalität. Wahrscheinliche neurotrope Pathomechanismen des SARS-CoV‑2 wurden diskutiert, eine darüber hinausgehende multifaktorielle Genese der neurologisch/neuropsychiatrischen Symptome und Erkrankungen ist jedoch wahrscheinlich.
COVID-19 is a virus that causes upper respiratory tract and lung infections. The number of cases and deaths increased daily during the pandemic. Once it is vital to diagnose such a disease in a timely manner, the researchers have focused on computer-aided diagnosis systems. Chest X-rays have helped monitor various lung diseases consisting COVID-19. In this study, we proposed a deep transfer learning approach with novel fine-tuning mechanisms to classify COVID-19 from chest X-ray images. We presented one classical and two new fine-tuning mechanisms to increase the model’s performance. Two publicly available databases were combined and used for the study, which included 3616 COVID-19 and 1576 normal (healthy) and 4265 pneumonia X-ray images. The models achieved average accuracy rates of 95.62%, 96.10%, and 97.61%, respectively, for 3-class cases with fivefold cross-validation. Numerical results show that the third model reduced 81.92% of the total fine-tuning operations and achieved better results. The proposed approach is quite efficient compared with other state-of-the-art methods of detecting COVID-19.
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