Prevalence and Diagnosis of Neurological Disorders Using Different Deep Learning Techniques: A  Meta-Analysis

This study confers the discipline, frameworks, and methodologies used by different deep learning techniques to diagnose different human neurological disorders. Here, one hundred and thirty-six different articles related to neurological and neuropsychiatric disorders diagnosed using different deep learning techniques are studied. The morbidity and mortality rate of major neuropsychiatric and neurological disorders has also bee n delineated. The performance and publication trend of different deep learning techniques employed in the investigation of these diseases has been examined and analyzed. Different performance metrics like accuracy, specificity, and sensitivity have also been examined. The research implication, chall enges and the future directions related to the study have also been highlighted. Eventually, the research breaches are identified and it is witnessed that there is more scope in the diagnosis of migraine, cerebral palsy and stroke using different deep learning models. Likewise, there is a potential opportunity to use and explore the performance of Restricted Boltzmann Machine, Deep Boltzmann Machine and Deep Belief Network for diagnosis of different human neuropsychiatric and neurological disorders.
Source: Journal of Medical Systems - Category: Information Technology Source Type: research

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Authors: Edman MC, Janga SR, Kakan SS, Okamoto CT, Freire D, Feigenbaum D, Lew M, Hamm-Alvarez SF Abstract Tears are a known source of biomarkers for both ocular and systemic diseases with particular advantages; specifically, the noninvasiveness of sample collection and a unique and increasingly better-defined protein composition. Here, we discuss our rationale for use of tears for discovery of biomarkers for Parkinson's disease (PD). These reasons include literature supporting changes in tear flow and composition in PD, and the interconnections between the ocular surface system and neurons affected in PD. We highl...
Source: Future Medicine: Biomarkers in Medicine - Category: Internal Medicine Tags: Biomark Med Source Type: research
ConclusionsThe present study demonstrates that IPEE treatments can enhance cerebral ischemic tolerance by regulating the toll-like receptor 4 (TLR4) signaling pathway. The mechanisms of this response come in two primary forms: inhibiting MyD88 dependent pro-inflammatory pathways and activating TRIF dependent anti-inflammatory pathways.Graphical abstract
Source: Journal of Ethnopharmacology - Category: Drugs & Pharmacology Source Type: research
ConclusionsBased on these results, we suggest that DSS play a positive effective role in increasing DHA content by up-regulating iPLA2 and 15-LOX, resulting in ameliorating oxidative stress and inflammation and finally ameliorating cognition deficits in APP/PS1 mice.Graphical abstract
Source: Journal of Ethnopharmacology - Category: Drugs & Pharmacology Source Type: research
CONCLUSIONS The results indicate that, although persons with disabilities can exhibit a wide functional range, they remain at risk of PUs and should be evaluated for proper preventive measures, including support surfaces and wheelchair cushions.
Source: Advances in Skin and Wound Care - Category: Dermatology Tags: ORIGINAL INVESTIGATION Source Type: research
Publication date: Available online 19 February 2020Source: Canadian Journal of CardiologyAuthor(s): Hsin-Fu Lee, Yi-Hsin Chan, Pei-Ru Li, Jia-Rou Liu, Tze-Fan Chao, Lung-Sheng Wu, Shang-Hung Chang, Yung-Hsin Yeh, Chi-Tai Kuo, Lai-Chu See, Gregory Y.H. LipAbstractBackgroundEvidences of clinical outcomes for oral anticoagulants and antiplatelet treatment (APT) in atrial fibrillation (AF) patients with critical limb ischemia (CLI) are very limited.MethodsIn this nationwide retrospective cohort study collected from Taiwan National Health Insurance Research Database, 1,223 AF patients with CLI taking DOACs, warfarin, or APT wer...
Source: Canadian Journal of Cardiology - Category: Cardiology Source Type: research
ConclusionIn the presented report, in patients with nonvalvular atrial fibrillation the LAmbre offered similar long ‐term efficacy and safety in comparison to Amplatzer devices.This article is protected by copyright. All rights reserved.
Source: Journal of Cardiovascular Electrophysiology - Category: Cardiology Authors: Tags: ORIGINAL ARTICLE Source Type: research
We examined the current studies on the efficiency and effectiveness of the robot interventions and produced a taxonomy of the review. An original finding of the current robotics in rehabilitation landscaping are critical presented with recommendations and concluding remarks concerning interdisciplinary impact. PMID: 32067201 [PubMed - in process]
Source: Advances in Experimental Medicine and Biology - Category: Research Tags: Adv Exp Med Biol Source Type: research
“Asymbolia for pain” has shown the potentiality of diseased insular networks to dissociate sensory from affective-behavioral dimensions of pain, resulting in the lack of appropriate motor and affective responses despite preserved sensory aspect of pain. Here, we describe 4 patients with an inverse phenomenon of asymbolia for pain, namely an isolated “symbolism for pain” triggered by epileptic seizures, characterized by pain behavior without declarative pain sensation despite fully preserved contact and vigilance. Stereoelectroencephalography demonstrated in each case focal seizure discharges within ...
Source: Pain - Category: Anesthesiology Tags: Clinical Note Source Type: research
The complex mechanisms underlying migraine are not entirely understood. It has been suggested that descending endogenous pain modulation is an important contributing factor, although research is controversial. A frequently used method to quantify the inhibitory pain modulation system is offset analgesia (OA), defined as a disproportionally large decrease in pain perception in response to a small decrease of painful stimulation. The aim of this study is to evaluate the OA response in patients with migraine and healthy controls, measured at the forehead (trigeminal, V1) and forearm (extratrigeminal). Patients with episodic m...
Source: Pain - Category: Anesthesiology Tags: Research Paper Source Type: research
Authors: Kulshreshtha D, Ganguly J, Jog M Abstract Introduction: Autonomic dysfunction is an integral part of Parkinson disease (PD) complex and can be seen both in early and advanced stages. There is a paucity of medicines available to manage autonomic dysfunction in PD and this adds to the considerable morbidity associated with the illness.Areas covered: The pathophysiology and the available therapeutic options of autonomic dysfunction seen in PD are discussed in detail. The potential targets for novel regimens are reviewed and the available literature on the drugs emerging in management of autonomic dysfunction ...
Source: Expert Opinion on Emerging Drugs - Category: Drugs & Pharmacology Tags: Expert Opin Emerg Drugs Source Type: research
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