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OBJECTIVES: To explore the action characteristics of acupuncture manipulations by combining visual and sensor technique, so as to improve the identification and classification accuracy of acupuncture manipulations and to quantificate the classifiations. METHODS: In this paper, the time domain features of acupuncture physical parameters and dynamic gesture features in the video of acupuncture manipulations are combined together to identify and classify acupuncture techniques. The acupuncture needle manipulation processes of 2 acupuncture experts and 3 young acupuncturists were selected as the study objects. The collected data included 4 basic manipulation techniquesï¼lifting-thrusting reinforcing, lifting- thrusting reducing, twisting reinforcing and twisting reducing methods, all of which were performed by right-handed doctors. During acupuncture manipulation, a three-axis attitude sensor was used to acquire finger moving acceleration velocity and needle-rotating angle velocity, followed by analyzing the parameters of hand-moving velocity, amplitude, strength and angle. The mapping relationship among physical parameters and different manipulating methods was formed in time domain. The computer vision technology was employed to extract the spatio-temporal features of the acupuncture manipulation video images, and a hybrid model of three-dimensional convolutional neural network (3D CNN) and long- and short-term memory (LSTM) neural network were used for the recognition and classification of dynamic gestures of hand in acupuncture manipulation videos. Then the time-domain features of physical parameters were combined with the dynamic gestures in the classification process, with the manipulation classification realized. RESULTS: In performing the lift-thrusting reinforcing method, the needle insertion speed was faster and the force was larger, while the needle lifting speed was slower and the force was smaller. And in performing the lift-thrusting reducing method, the needle lifting speed was faster, the force was stronger, and the needle insertion speed was slower and the force was smaller. In the performance of twisting reinforcing, the leftward twisting force was bigger and the rotation amplitude was larger, while in performing the reducing method, the rightward twisting force was larger and the rotation amplitude was larger. When using the mean value of time of acceleration, speed, and amplitude as the basis of discrimination, the accuracy rates of lifting-thrusting reinforcing and reducing were 95.56% and 93.33%, while those of the two twisting manipulations were 95.56% and 91.11%, respectively. Compared with the classification method that only uses the sensor to obtain the manipulation information, the recognition accuracy was significantly improved. CONCLUSIONS: The acupuncture manipulation classification system can achieve quantitative analysis of physical parameters and dynamic recognition of acupuncture techniques, providing a certain foundation for the quantification and inheritance of acupuncture techniques.
Subject(s)
Acupuncture Therapy , Acupuncture , Acupuncture Therapy/methods , NeedlesABSTRACT
Background: Intramuscular (IM) heating-needle therapy, a non-painful thermal therapy, has been found to exert an analgesic effect via the thalamic ventromedial (VM) nucleus, solely by reducing the triggering threshold for descending inhibition; this could be modulated by intracephalic 5-hydroxytryptamine-1A (5-HT1A) receptors, rather than via the regular analgesia pathway. In this study, the effect and the potential serotonergic mechanism of IM heating-needle stimulation at 43°C were explored in the case of the pathological state of lumbar disc herniation (LDH). Methods: A modified classic rat model of LDH, induced via autologous nucleus pulposus implantation, was utilized. IM inner heating-needles were applied at the attachment point of skeletal muscle on both sides of the L4 and L5 spinous processes. WAY-100635 and 8-OH-DAPT, 5-HT1A receptor antagonist and agonist, were separately injected into the bilateral thalamic mediodorsal (MD) and VM nucleus via an intrathalamic catheter. Nociception was assessed by bilateral paw withdrawal reflexes elicited by noxious mechanical and heat stimulation. Results: IM heating-needle stimulation at a temperature of 43°C for 30 or 45 min significantly relieved both mechanical and heat hyperalgesia in the rat model of LDH (P < 0.05). Heat hyperalgesia was found to be significantly enhanced by administration of WAY-100635 into the thalamic VM nucleus, blocking the effect of heating-needle stimulation in a dose-dependent manner (P < 0.05), while no effects were detected after injection into the thalamic MD nucleus (P > 0.05). Injection of 8-OH-DAPT into the thalamic MD nucleus exerted no modulating effects on either mechanical or heat hyperalgesia (P > 0.05). Conclusion: IM heating-needle stimulation at 43°C for 30 min may activate 5-HT1A mechanisms, via the thalamic VM nucleus, to attenuate hyperalgesia in a rat model of LDH. This innocuous form of thermal stimulation is speculated to selectively activate the descending inhibition mediated by the thalamic VM nucleus, exerting an analgesic effect, without the involvement of descending facilitation of the thalamic MD nucleus.
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Aging is a multifactorial process associated with irreversible decline in mobility and cognitive function. However, the mechanisms underlying the relationship between mobility and cognitive function remain elusive. In specific, the mediating effect of muscle strength, which is essential to maintain mobility, on this relationship has yet to be clarified. Accordingly, we performed a cross-sectional study involving Chinese older adults to understand the role of muscle strength in the relationship between mobility and cognitive function. The cognitive function and physical performance of 657 community-dwelling participants aged over 65 years old were observed. Cognitive function was assessed using the Mini-Mental State Examination, whereas physical performance, including mobility and muscle strength, was measured via Timed Up-and-Go Test and knee extension strength measurement. Data were statistically analyzed using PROCESS Model 4 developed by Hayes, and 595 complete data were finally included. Physical performance (mobility and muscle strength) was significantly correlated with cognitive function (p < 0.01). Muscle strength was negatively correlated with mobility (r = -0.273, p < 0.001) and positively correlated with cognitive function (r = 0.145, p < 0.001). Muscle strength accounted for 20.1% of the total mediating effects on the relationship between mobility and cognitive function, which revealed the partial mediating role of lower extremity muscle strength in this relationship.
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INTRODUCTION AND HYPOTHESIS: This systematic review and meta-analysis was aimed at investigating the safety and short- and long-term efficacy of electrical stimulation (ES) in women with stress urinary incontinence (SUI). METHODS: PubMed, Embase, and the Cochrane database were searched for randomized controlled trials (RCTs) conducted up to 2020. Studies comparing ES with sham ES or no intervention were included. Standardized mean differences (SMDs), weighted mean differences (WMDs), relative risks (RR), and 95% confidence intervals (CIs) were calculated. RESULTS: This study included 9 RCTs, involving a total of 982 patients, of whom 520 received ES. Our results showed that in the short term (< 3 months), compared with sham ES or no intervention, ES significantly improved incontinence-specific quality of life (IQOL) (p = 0.003; SMD = 0.90 [95% CI, 0.30 to 1.50]; I2 = 88%) and reduced urine leakage (p < 0.00001; WMD = -6.15 [95% CI, -8.29 to -4.01]; I2 = 0%) but did not significantly reduce the frequency of incontinence episodes (p = 0.34; WMD = -0.98 [95% CI, -2.99 to 1.04]; I2 = 85%). In the long term (3-7.5 months), ES significantly improved IQOL (p = 0.0009; SMD = 1.14 [95% CI, 0.47 to 1.81]; I2 = 91%) and reduced the frequency of incontinence episodes (p = 0.0009; WMD = -2.45 [95% CI, -3.90 to -1.01]; I2 = 79%) but did not significantly reduce urine leakage (p = 0.27; WMD = -9.21 [95% CI, -25.57 to 7.14]; I2 = 71%). There was no significant difference in adverse events between ES and sham ES or no intervention (p = 0.36; RR = 1.34 [95% CI, 0.72 to 2.50]; I2 = 0%). A test for subgroup differences showed that electroacupuncture (EA) improved long-term IQOL to a greater extent than vaginal ES (VES), whereas there was no significant difference in efficacy between EA and VES in short- or long-term reduction of urine leakage, frequency of incontinence episodes, or short-term IQOL improvement. CONCLUSIONS: ES may improve short- and long-term IQOL for women with SUI, but it appears to provide only short-term reduction in urine leakage and long-term reduction in frequency of incontinence episodes. However, we cannot draw any conclusion on the safety between ES and sham ES or no intervention because of the rarity of adverse events. It is still uncertain whether EA is comparable or superior to VES owing to an insufficient number of studies and patients. The conclusions should be considered carefully because of the limited quality and quantity of the RCTs included. Further rigorous RCTs with adequate sample sizes and long follow-up are necessary to fully validate our findings.
Subject(s)
Electric Stimulation Therapy , Urinary Incontinence, Stress , Urinary Incontinence , Electric Stimulation , Electric Stimulation Therapy/adverse effects , Electric Stimulation Therapy/methods , Female , Humans , Male , Quality of Life , Urinary Incontinence, Stress/therapyABSTRACT
BACKGROUND: Considering the important of aroma compounds on the quality of baijiu, stir bar sorptive extraction (SBSE) coupled with gas chromatography-mass spectrometry was applied to the aromas analysis of baijiu (Chinese liquor). RESULTS: Based on the results of optimization, a total of 76 volatile compounds were identified from 14 Chinese liquors, including 25 esters, 10 alcohols, 9 aldehydes and ketones, 8 aromatic compounds, 5 furans, 3 nitrogen-containing compounds, 6 acids, 4 phenols, 3 terpenes, 1 sulfide-containing compound, 1 lactone, and 1 acetal. By principal component analysis based on quantification results, 14 Chinese liquor samples could be classified into three groups. CONCLUSION: SBSE is a fast, simple, effective, and reliable method for extracting volatile compounds from Chinese liquor. The chemometrics approach revealed that LJ liquor with soy sauce aroma could exhibit more prominent sauce flavor through extending the time of storage, and its peculiar manufacturing practice was responsible for the soy sauce flavor.
