The application of improved BP neural network together with the wavelet transform to the classification of surface EMG signal is described. The data reduction and preprocessing of the signal are performed by wavelet transform. The network can identify such four kinds of forearm movements with a high accuracy as hand extension, clench fist, forearm pronation and forearm supination. This paper compares the results by standard BP algorithm with that of Bayesian regularization together with LM algorithm. Experimental result shows that the improved BP neural network has a great potential when applied to electromechanical prosthesis control because of its enhanced training speed and identification accuracy.

Liver cancer is one of the most common malignant tumors in the world, and traditional liver cancer treatment methods have their own limitations.Glypican-3 (GPC3) is a cell-surface heparan sulfate proteoglycan and is involved in the regulation of individual development and cell proliferation and differentiation.It is also a hepatoma-specific carcinoembryonic antigen.The mechanism of action of GPC3 in the development and progression of liver cancer has become a hot research topic.GPC3 not only has a unique value in the diagnosis of liver cancer, but also plays an important role in the treatment of liver cancer.This article also introduces the application of GPC3-derived tumor vaccines, GPC3 antibodies, GPC3 gene therapy, and targeted therapy and brings new ideas for the treatment of liver cancer.

Objective To investigate the expression of matrix metalloproteinase (MMP)-2 and MMP-9 in rats′ optical nerves after extrusion wound. Methods We set up the model of rats with extrusion wound of the optical nerves, detected activity changes of MMP-2 and MMP-9 in the optical nerves by gelatin zymography, identified the attribute by Western blotting, and verified the expression of mRNA of MMP-2 and MMP-9 by reverse transcriptase-polymerase chain reaction (RT-PCR). Results MMP-2 existed in normal optial nerves and optical nerves with extrusion wound, while MMP-9 was only detected in the latter. The expression of MMP-9 was the highest 1 day after the extrusion wound, while that of MMP-2 was the highest 7 days after the extrusion wound. Conclusions MMP-2 and MMP-9 may participate in the pathological recovery process of optical nerves after extrusion wound. The glial cells in the optical nerves may be one of the sources of MMP-2 and MMP-9.

Objective To investigate the gene expression spectrum of retina and optic nerve after partial injury of optic nerve. Methods Sixty SD rats were randomly divided into 4 groups. The optic nerves of the right eyes were clipped for 6 seconds with a pair of cross-action forceps. The retinae and optic nerves in the operation eye and contralateral sham operation eye were removed 3, 7, 14, and 21 days after the injury to detect gene expression patterns with high-density DNA microarrays. Results Changes of a mass of gene expressions were found after the optic nerve injury, and the positive rate of gene expression was 2.35%, 6.48%, 3.82% and 4.09% after 3, 7, 14, 21 days, respectively, and the total positive rate was 11.77%. The functions of positive expression of the gene involved cell survival, cytoskeleton, extracellular matrix and cell adhesion, free radicals and oxidative damage, energy and metabolism, inflammation, neurotransmission and ion transport, signal transduction, structural protein, transcription and translation. Up- or down-regulation of repaired genes was the main part of the changes of gene expression, while the altered-expression destroy genes was the minor part in the whole gene expression spectrum, in which the up- and down-regulation of expression of repaired genes accounted for 13.98% and 24.73% respectively 7 days after the injury, and the down-regulation of expression of repaired genes accounted for 17.20% 14 days after the injury. Conclusions A mass of gene expression changes occurs after the optic nerve injury, and the comprehensive view on the gene expression pattern following the optic nerve injury is crucial to discover the mechanism of post-injury reaction and regeneration.

Objective To investigate the risk factors of hyperthermia in early period of an acute cerebral infarction.Methods 299 patients admitted to hospital from January 2003 to December 2004 with a diagnosis of cerebral infartion by CT or MRI,were retrospectively studied.The risks of hyperthermia in the early period for stroke,such as admission conscious level,bulbar palsy,emphysema,atrial fibrillation,multi-cerebral infarction,diabetes mellitus and chronic heart failure were analyzed,Logistic regression analysis was used to determine the factors that were associated with hyperthermia in the early period of stroke.Results 71 patients had fever in early period of an acute cerebral infarction(23.7%).The most common infection was pneumonia(18.4%).The analysis showed that the admission conscious level and atrial fibrillation were the risks of early hyperthermia of an acute cerebral infarction.Conclusion Admission conscious level(subconscious or unconscious/coma) and atrial fibrillation and chronic heart failure are independent risk factors for development of early hyperthermia for acute stroke.

Objective To create a calibrated animal model of graded optic nerve injury (ONI) in rats, focusing on quantification of injury intensity, injury severity and the correlation between them. Methods A pair of cross-action forceps with pressure of 148.0 g was used to clip rat optic nerves for 3, 6, 30 and 60 seconds, or a pair of artery clips with constant pressure (32.4 g) used to clip rat optic nerves for 5, 10 and 15 seconds in order to create graded ONI animal models. Transcranial FluoroGold-labeled retinal ganglion cell (RGC) was used to observe the changes of RGC one month after injury, which then could be used to evaluate the injury severity. Ocular blood supply was evaluated by transcardiacly perfused Luxol Fast Blue post-injury. Results The graded ONI animal models were successfully created in rats without retinal ischemia post-trauma. The injury intensity could be well-defined by impulse or averaged impulse, while injury severity could be evaluated by the count of FluoroGold-labeled RGCs. The averaged impulse produced by artery clips clipping rat optic nerves for 15 seconds equalized with that produced by cross-action forceps for three seconds. The severer injury intensity begot less number of RGCs. The correlation between injury impulse and RGCs was fit for power function. Short time clipping of optic nerves could not lead to ischemic injury of the retina. Conclusions A calibrated graded ONI animal model is successfully created by clipping optic nerves with a pair of cross-action forceps. The model can be evaluated with RGCs count, impulse and averaged impulse, the latter two of which stand for injury intensity and injury severity, respectively.

BACKGROUND:As a conventional internal fixation method, anatomic plate has some shortcomings. Recently locking plate has been widely used in treatment of Pilon fracture. How to effective reconstruct articular facet at the distal tibia and to reduce soft tissue damage have attracted increasing attentions. OBJECTIVE:To compare the curative effect of locking compression plate versus anatomic plate internal fixation in treatment of Pilon fracture. METHODS:A retrospective analysis was performed among 72 patients of Ruedi-Al gower II and III Pilon fracture, who were selected from Sanshui People’s Hospital of Foshan between January 2010 and August 2014. The involved patients were randomly divided into two groups:36 patients of observation group were treated with locking compression plate internal fixation, and 36 patients of control group were given anatomic plate internal fixation. The average operation time, postoperative recovery time, postoperative complications, curative effect and postoperative fracture situation were compared between the two groups. RESULTS AND CONCLUSION:The average operation time and the average postoperative recovery time of observation group were significantly better than that of control group (P<0.05). In terms of postoperative complications, there were less cases of delayed healing and non-union in the observation group than in the control group. 26 cases of observation group and 22 cases of control group recovered wel after internal fixation, observation group was better than control group. There was no significant difference in the radiological evaluation results of postoperative recovery between the two groups (P>0.05). Compared with the anatomic plate internal fixation, locking compression plate internal fixation can shorten the operation time and postoperative recovery time, reduce the incidence of delayed healing and nonunion after internal fixation, and improve clinical curative effect in treatment of Pilon fracture.

Objective To explore the significance of shock index in the early assessment of patients with severe sepsis and septic shock.Methods A retrospective study of 100 patients with severe sepsis and septic shock admitted in the Emergency Department of the Beijing Friendship Hospital from September 2011 to August 2013 was carried out.According to the 28-day outcome,all patients were divided into survival group (n =48) and death group (n =52).Shock index of patients was calculated at admission (SI1) and 2 hours after resuscitation (SI 2).Results (1) The SI1 and SI2 (1.5 ± 0.05),(1.2 ± 0.04) in the death group were significantly higher than those (1.3 ± 0.08),(0.9 ± 0.05),in the survival group (P ＜ 0.01) ; (2) AUC of SI1 and SI2 of death group were 0.7075 and 0.8894,respectively.The SI2 showed higher sensitivity (80.3％) and specificity (78.4％) compared to SI1.The optimal cut-off point for SI2 was ≥ 1.Conclusions SI2 may potentially be utilized as a reliable predictor for death in patients with septic shock and severe sepsis in an emergency department.

cases of vitreous haemorrhage secondary to Eales′ disease were selected for vitrectomy. According to the duration of vitreous haemorrhage, the patients were divided into two groups : Group 1 (20 eyes)-early vitrectomy group with a duration between 3 to 6 months; Group 2(20 eyes)-deferred vitrectomy group with a duration of more than 6 months . All the patients were followed up for a minimum period of 3 months following vitrectomy. The eyes in Group 1 showed a preoperative ultrasonic picture of complete posterior detachment, a final visual acuity of 0.6 or better in 13(65%) was achieved in mild vitreous organization on kinetic echography. Poor visual outcome in the deferred group was secondary to cystoid macular oedema, macular scar, macular pucker formation and macular degeneration. Improved visual outcome in the early vitrectomy group is probably due to haemorrhage and its products which have no time to damage the macula and to advance into macular traction and cystoid macular oedema.

Yersinia pestis,host animals and vector organisms in a particular area within a certain geographical landscape,and biological communities are in the form of interdependence and mutual restriction of ecological system in the plague natural foci of plague.Currently,the preservation of Yersinia pestis mechanism mainly including:①Animal and fleas (tick) preservation theory;②Yersinia pestis own mutation preservation theory;③Fleas-host-fleas preservation theory;④Theory of soil preservation;⑤the birds and abiotic factors of preservation theory;⑥Theory of other Yersinia preservation theory and so on.The author summarized the research progress of the preservation mechanism of Yersinia pestis in the focus area.