scholarly journals Application of Microspectral Imaging in Motor and Sensory Nerve Classification

2021 ◽  
Vol 2021 ◽  
pp. 1-6
Author(s):  
Du Xu

Objective. It aimed to explore the application of the microscopic hyperspectral technique in motor and sensory nerve classification. Methods. The self-developed microscopic hyperspectral acquisition system was applied to collect the data of anterior and posterior spinal cord sections of white rabbits. The joint correction algorithm was employed to preprocess the collected data, such as noise reduction. On the basis of pure linear light source index, a new pixel purification algorithm based on cross contrast was proposed to extract more regions of interest, which was used for feature extraction of motor and sensory nerves. Besides, the ML algorithm was employed to classify motor and sensory nerves based on feature extraction results. Results. The joint correction algorithm was adopted to preprocess the data collected by the microscopic hyperspectral technique, so as to eliminate the influence of the incident light source and the system and improve the classification accuracy. The axon and myelin spectrum curves of the two kinds of nerves in the stained specimens had the same trend, but the values of all kinds of spectrum of sensory nerves were higher than those of motor nerves. However, the myelin sheath spectrum curves of motor nerves in the unstained specimens were greatly different from the curves of sensory nerves. The axon spectrum curves had the same trend, but the axon spectrum values of sensory nerves were higher than those of motor nerves. The ML algorithm had high accuracy and fast speed in motor and sensory nerve classification, and the classification effect of stained specimens was better than that of unstained specimens. Conclusion. The microscopic hyperspectral technique had high feasibility in sensory and motor nerve classification and was worthy of further research and promotion.

2018 ◽  
Vol 80 (1-2) ◽  
pp. 100-105 ◽  
Author(s):  
Jiaoting Jin ◽  
Fangfang Hu ◽  
Xing Qin ◽  
Xuan Liu ◽  
Min Li ◽  
...  

Purpose: The diagnosis of Guillain-Barre syndrome (GBS) in the very early stage may be challenging. Our aim was to report the neurophysiological abnormalities in GBS within 4 days of clinical onset. We expected that GBS will be diagnosed by the assistance of neurophysiological study in the very early stage. Methods: We prospectively recruited patients with a diagnosis of GBS discharged from First Affiliated Hospital of Xi’an Jiaotong University and Xi Jing Hospital. Patients were classified into 3 groups according to the onset of symptoms to electromyography examination interval (OEI). The neurophysiological findings were carried out using standard procedures. All patients were examined by the same experienced neurophysiologist. Results: There were not significant group differences in abnormal rate, distal motor latency (DML), motor nerve conduction velocity (MNCV), F response (FR), compound muscle action potential (CMAP), conduction block (CB), sensory nerve action potential (SNAP), and sensory nerve conduction velocity among OEI ≤4 days, 4< OEI ≤10 days, and OEI > 10 days groups. Motor nerves were more affected than sensory nerves in neurophysiological presentation in very early stage patients. The difference of motor nerves and sensory nerves was statistically significant in lower limbs, but was not in upper limbs. In motor nerve conduction studies, the abnormal rate of DML, MNCV, FR, CB was more common seen in ulnar and peroneal nerve than median and tibial nerve, the abnormal rate of CMAP was the same in ulnar, median, peroneal and tibial nerve. In sensory nerve conduction studies, the abnormal rate of ulnar nerve and median nerve was higher than the superficial peroneal nerve and sural nerve. The OEI was not correlated with the SNAP decrease rate of median (r = 0.10, p = 0.23) and ulnar (r = 0.26, p = 0.06) but was statistically correlated with sural SNAP decrease rate (r = 0.29, p = 0.04). The sural-sparing pattern phenomenon was the most commonly discovered phenomenon in very early stage patients (OEI ≤4 days), followed by patients with 4< OEI ≤10 days, ultimately found in patients with OEI > 10 days. Conclusions: We suggest performing neurophysiological examination as soon as possible for suspected GBS patients, particularly focusing on multi-spots inspection of ulnar and peroneal nerves, and paying close attention to sural-sparing patterns.


2020 ◽  
Vol 10 (1) ◽  
Author(s):  
Hiroshi Suzuki ◽  
Koji Araki ◽  
Toshiyasu Matsui ◽  
Yuya Tanaka ◽  
Kosuke Uno ◽  
...  

Abstract Recurrent laryngeal nerve (RLN) injury, in which hoarseness and dysphagia arise as a result of impaired vocal fold movement, is a serious complication. Misdirected regeneration is an issue for functional regeneration. In this study, we demonstrated the effect of TrkA inhibitors, which blocks the NGF-TrkA pathway that acts on the sensory/automatic nerves thus preventing misdirected regeneration among motor and sensory nerves, and thereby promoting the regeneration of motor neurons to achieve functional recovery. RLN axotomy rat models were used in this study, in which cut ends of the nerve were bridged with polyglycolic acid-collagen tube with and without TrkA inhibitor (TrkAi) infiltration. Our study revealed significant improvement in motor nerve fiber regeneration and function, in assessment of vocal fold movement, myelinated nerve regeneration, compound muscle action potential, and prevention of laryngeal muscle atrophy. Retrograde labeling demonstrated fewer labeled neurons in the vagus ganglion, which confirmed reduced misdirected regeneration among motor and sensory fibers, and a change in distribution of the labeled neurons in the nucleus ambiguus. Our study demonstrated that TrkAi have a strong potential for clinical application in the treatment of RLN injury.


2016 ◽  
Vol 2016 ◽  
pp. 1-8 ◽  
Author(s):  
Jo Satoh ◽  
Nobuo Kohara ◽  
Kenji Sekiguchi ◽  
Yasuyuki Yamaguchi

We conducted a 26-week oral-administration study of ranirestat (an aldose reductase inhibitor) at a once-daily dose of 20 mg to evaluate its efficacy and safety in Japanese patients with diabetic polyneuropathy (DPN). The primary endpoint was summed change in sensory nerve conduction velocity (NCV) for the bilateral sural and proximal median sensory nerves. The sensory NCV was significantly (P=0.006) improved by ranirestat. On clinical symptoms evaluated with the use of modified Toronto Clinical Neuropathy Score (mTCNS), obvious efficacy was not found in total score. However, improvement in the sensory test domain of the mTCNS was significant (P=0.037) in a subgroup of patients diagnosed with neuropathy according to the TCNS severity classification. No clinically significant effects on safety parameters including hepatic and renal functions were observed. Our results indicate that ranirestat is effective on DPN (JapicCTI-121994).


2005 ◽  
Vol 22 (1) ◽  
pp. 7-24 ◽  
Author(s):  
Cat N. Burkat ◽  
Mark J. Lucarelli ◽  
Bradley N. Lemke

Introduction: The purpose of this study was to clarify controversies in motor innervation to the glabellar muscles in order to create a comprehensive guide of anatomic relationships within the glabella for the cosmetic surgeon performing surgery or injections in this aesthetic region. Methods: Microdissection was performed on 28 sides of 14 preserved cadaver heads and 10 sides of 5 fresh-frozen cadaver heads. Dissection proceeded anterograde from the main trunk of the facial nerve to its terminal branches in the glabellar muscles. Measurements were made with calipers to record the locations of the motor nerve entry into the corresponding muscle and the locations of the sensory nerves, vessels, and orbital landmarks. Results: The temporal branch of the facial nerve did not terminate after supplying the posterolateral transverse corrugator muscle but continued medially to innervate the oblique head of the corrugator muscle, entering 4 mm inferior to the superior edge (range 2–6.5 mm). This pattern was identified in 26 of 38 dissections (68.4%). In 74% of specimens, a small artery coursed with the nerve toward the corrugator muscle that should be anticipated to avoid bleeding. In 4 specimens (10.5%), the temporal facial nerve supplied a branch to the depressor supercilii, which continued to enter the posterior surface of the procerus muscle. In the remaining specimens, the small terminal branches were lost after entering the oblique corrugator muscle. The supratrochlear nerve exited between, rather than lateral to, the 2 heads of the corrugator supercilii muscle near the muscle origin before dividing into 2–3 branches and measured 17 mm from midline. A sensory branch entered the procerus muscle 5 mm inferior to the motor nerve entering the muscle. The supraorbital notch and foramen was 26 mm from midline. Prominent angular vessels were located between the heads of the corrugator supercilii muscle and between the heads of the depressor supercilii muscle. Conclusions: With a thorough understanding of the anatomic relationships of the muscles to their associated innervation and vascular supply, complications such as prolonged paresthesia or dysesthesia from sensory nerve injury, eyebrow asymmetry from motor nerve damage, traumatic neuromas, and visual loss from vascular emboli from cosmetic injections may be avoided.


1970 ◽  
Vol 7 (5) ◽  
pp. 408-419 ◽  
Author(s):  
K. M. Charlton ◽  
K. R. Pierce

Seven goats were poisoned with daily oral doses of coyotillo fruits and killed at various times after day 12. The distribution of lesions was studied in a sensory nerve, in short and long motor nerves, and at proximal and distal sites of a long motor nerve. Fibers with Schwann-cell lesions (swollen Schwann cells or segmental demyelination) were widespread and outnumbered fibers with Wallerian degeneration in most sites. The percentage of fibers that were undergoing Wallerian degeneration was much greater in long motor nerves than in short ones and was much greater at a distal site of a long motor nerve than at a proximal site. The results were compatible with axonal injury being secondary to Schwann-cell injury and cumulative throughout the lengths of affected fibers, resulting in distal axonal degeneration.


2015 ◽  
Vol 38 (2) ◽  
pp. 73
Author(s):  
Aldian Mulyanto Lokaria ◽  
Muhammad Ridwan ◽  
Muhamad Febry ◽  
Fadil Oenzil

AbstrakAnestesi lokal bekerja dengan memblok sel saraf sensorik rasa sakit (nosiseptor) dan sel saraf lain, sehingga diperlukan Capsaicin pada cabai sebagai ko-anestesi agar obat anestesi lokal bekerja spesifik pada nosiseptor. Beragam varietas cabai menuntut adanya penelitian untuk mengetahui jenis cabai yang tepat sebagai sumber Capsaicin ko-anestesi, hubungan dengan peningkaan kadar Capsaicin, dan pengaruh terhadap waktu kerja obat anestesi. Penelitian ini merupakan penelitian eksperimental dengan desain pre and post test design. Penelitian dilakukan di Laboratorium Biota Sumatera Universitas Andalas dan di Laboratorium Hewan Fakultas Kedokteran Unand selama 3 bulan. Sampel penelitian ini adalah tikus (Rattus novergicus) jantan dari galur Sprague Dawley dengan berat 250-350 gram, sebanyak 24 ekor dibagi 8 kelompok. Tiap kelompok mendapatkan perlakuan berupa pemberian Capsaicin dari jenis cabai dengan kadar yang berbeda. Hasil penelitian terdapat perbedaan waktu munculnya efek sensorik (p 0,020) dan motorik (p 0,001) antar kelompok perlakuan. Kelompok C.frutescens 5% tercepat dalam menghentikan bloking saraf motorik (3,33 menit), sedangkan kelompok C.frutescens 10% terbaik dalam mempengaruhi lama bloking saraf sensorik (53,67 menit). Dimana peningkatan kadar berbanding lurus dengan hasil anestesi dan jenis cabai dengan kadar yang berbeda juga mempengaruhi lama waktu kerja obat anestesi.Abstract Local anesthesia works by blocking pain sensory nerve cells (nociceptors) and other nerve cells, it's need capsaicin in chili as co-anesthesia so that local anesthesia specific work on nociceptors only. The diversity of chili, demand more research to determine the most appropriate type of chili as a source of capsaicin co-anesthesia. This is a pre and post test design experimental research. Which each groups is given of Capsaicin from different chili types and concentration. There are difference time in emergence of sensory effects (p 0.020) and motor effects (p 0.001) between groups. Group of C.frutescens 5% is the fastest group in stopping of the motor nerve blocking (3.33 minutes), while group of C.frutescens 10% is best group in influencing long-blocking sensory nerves (53.67 minutes). Thus the increased concentration is linear correlation to the results of anesthesia and the types of chili with different concentration affect the work time of anesthesia.


2020 ◽  
Vol 14 (4) ◽  
pp. 445-453
Author(s):  
Qian Fan ◽  
Yiqun Zhu

AbstractIn order to solve the problem that the moving span of basic local mean decomposition (LMD) method is difficult to choose reasonably, an improved LMD method (ILMD), which uses three cubic spline interpolation to replace the sliding average, is proposed. On this basis, with the help of noise aided calculation, an ensemble improved LMD method (EILMD) is proposed to effectively solve the modal aliasing problem in original LMD. On the basis of using EILMD to effectively decompose the data of GNSS deformation monitoring series, GNSS deformation feature extraction model based on EILMD threshold denoising is given by means of wavelet soft threshold processing mode and threshold setting method in empirical mode decomposition denoising. Through the analysis of simulated data and the actual GNSS monitoring data in the mining area, the results show that denoising effect of the proposed method is better than EILMD, ILMD and LMD direct coercive denoising methods. It is also better than wavelet analysis denoising method, and has good adaptability. This fully demonstrates the feasibility and effectiveness of the proposed method in GNSS feature extraction.


2020 ◽  
Vol 13 (3) ◽  
pp. 365-388
Author(s):  
Asha Sukumaran ◽  
Thomas Brindha

PurposeThe humans are gifted with the potential of recognizing others by their uniqueness, in addition with more other demographic characteristics such as ethnicity (or race), gender and age, respectively. Over the decades, a vast count of researchers had undergone in the field of psychological, biological and cognitive sciences to explore how the human brain characterizes, perceives and memorizes faces. Moreover, certain computational advancements have been developed to accomplish several insights into this issue.Design/methodology/approachThis paper intends to propose a new race detection model using face shape features. The proposed model includes two key phases, namely. (a) feature extraction (b) detection. The feature extraction is the initial stage, where the face color and shape based features get mined. Specifically, maximally stable extremal regions (MSER) and speeded-up robust transform (SURF) are extracted under shape features and dense color feature are extracted as color feature. Since, the extracted features are huge in dimensions; they are alleviated under principle component analysis (PCA) approach, which is the strongest model for solving “curse of dimensionality”. Then, the dimensional reduced features are subjected to deep belief neural network (DBN), where the race gets detected. Further, to make the proposed framework more effective with respect to prediction, the weight of DBN is fine tuned with a new hybrid algorithm referred as lion mutated and updated dragon algorithm (LMUDA), which is the conceptual hybridization of lion algorithm (LA) and dragonfly algorithm (DA).FindingsThe performance of proposed work is compared over other state-of-the-art models in terms of accuracy and error performance. Moreover, LMUDA attains high accuracy at 100th iteration with 90% of training, which is 11.1, 8.8, 5.5 and 3.3% better than the performance when learning percentage (LP) = 50%, 60%, 70%, and 80%, respectively. More particularly, the performance of proposed DBN + LMUDA is 22.2, 12.5 and 33.3% better than the traditional classifiers DCNN, DBN and LDA, respectively.Originality/valueThis paper achieves the objective detecting the human races from the faces. Particularly, MSER feature and SURF features are extracted under shape features and dense color feature are extracted as color feature. As a novelty, to make the race detection more accurate, the weight of DBN is fine tuned with a new hybrid algorithm referred as LMUDA, which is the conceptual hybridization of LA and DA, respectively.


Hypertension ◽  
2021 ◽  
Vol 78 (Suppl_1) ◽  
Author(s):  
Sean D Stocker ◽  
Leon J DeLalio

Renal denervation lowers arterial blood pressure (ABP) in both clinical populations and multiple experimental models of hypertension. This therapeutic effect is partly attributed to the removal of overactive renal sensory nerves that increase sympathetic efferent activity and ABP. Renal sensory nerves highly express TRPV1 channels, and administration of the TRPV1 agonist capsaicin increases renal sensory nerve activity. However, the extent by which TRPV1 channels directly contribute to renal nerve dependent models of hypertension has not been tested. To test this hypothesis, we generated a novel TRPV1 -/- rat using CRISPR/Cas9 and deletion of exon 3. Male and female TRPV1 -/- and wild-type littermates (8-12 weeks) were instrumented with telemetry. At 2 weeks later, renovascular hypertension via renal stenosis was produced by placement of a PTFE cuff (0.16 x 0.22 inches, 1mm long) around the right renal artery. Male TRPV1 -/- and wild-type rats had no differences in baseline mean ABP (99±2 vs 98±3 mmHg, respectively; n=7-9) or heart rate (390±7 vs 400±8 bpm, respectively). Renal stenosis significantly increased mean ABP in both groups; however, mean ABP was significantly lower at Day 28 in male TRPV1 -/- versus wild-type rats (125±8 vs 155±2 mmHg, respectively: P<0.01). Ganglionic blockade with chlorisondamine (2.5mg/kg, sc) at Day 28 produced a smaller fall in mean ABP of male TRPV1 -/- versus wild-type rats (-53±4 vs -86±3 mmHg, respectively; P<0.001). On the other hand, female TRPV1 -/- and wild-type rats had no differences in baseline mean ABP (102±2 vs 104±1 mmHg, respectively; n=6-9) or heart rate (419±8 vs 410±7 bpm, respectively). Renal stenosis significantly increased mean ABP in both groups; however, there were no differences at Day 28 between female TRPV1 -/- versus wild-type rats (117±8 vs 122±6 mmHg, respectively). Moreover, the increase in mean ABP was smaller in females versus males. The ganglionic blocker chlorisondamine produced similar depressor responses in female TRPV1 -/- versus wild-type rats (-64±7 vs -65±7 mmHg, respectively). These findings illustrate a sex difference in renovascular hypertension in rats, but importantly indicate that TRPV1 channels contribute to the established phase of renovascular hypertension in male rats.


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