Electroencephalogram (EEG) signals provide an objective physiological index for the identification of the driver's fatigue state. It is very important to choose appropriate channels and EEG signal features adaptively due to the features varying with different subjects and time. A support vector machine (SVM) based increasing feature selection algorithm for driving fatigue EEG classification is presented in this paper. The algorithm is a method to select EEG channels and features for driving fatigue adaptively in an ascending order. We can select the optimal feature each time from the remaining candidate features using the optimized SVM model minimum error rate as the index. The experimental calculation has characteristics of using 16 electrode channels which cover the whole head in the main area, of selecting 208 candidate features as the initial set, of selecting to the EEG data calculation recorded in 5 different time periods of a subject, and of choosing error rate of 2% as the algorithm termination condition. The selected features and models, therefore, can reach a high level of classification and generalization ability.
Algorithms ; Automobile Driving ; Electrodes ; Electroencephalography ; Fatigue ; Humans ; Support Vector Machine ; Time Factors

BACKGROUND:As one of the most serious pathological types of lumbar disc herniation, the nucleus pulposus of prolapsed style lumbar intervertebral disc herniation is like a cord or mass. And the nucleus pulposus compresses nerve roots and dural sac, which brings severe low back pain and/or cauda equina injury symptoms.OBJECTIVE:To compare the clinical efficacy of simple discectomy under the Quadrant system and minimally invasive transforaminal lumbar interbody Concorde fusion (MIS-TLIF) in the treatment of prolapsed and sequestrated lumbar disc herniation.METHODS:From January 2012 to January 2015, 58 patients with prolapsed and sequestrated lumbar disc herniation were enrolled in this study, including 36 patients in simple Quadrant group and 22 patients in MIS-TLIF group.RESULTS AND CONCLUSION:Significant difference was recorded in the visual analogue scale scores and Oswestry disability index at 1 week, 3 months and 18 months postoperation compared with preoperation in the two groups (P < 0.05). Compared with the simple Quadrant group, the visual analogue scale scores of low back pain and Oswestry disability index were significantly decreased in the MIS-TLIF group at postoperative 18 months (P < 0.05), but there was no significant difference in the visual analogue scale score of leg pain between two groups (P > 0.05). There were two patients with recurrent lumbar disc herniation in the simple Quadrant group. In summary, simple discectomy under the Quadrant system could achieve the similar satisfied effect as the MIS-TLIF, but the MIS-TLIF provides less low back pain.

Aim To observe the expression of epider-mal growth factor receptor ( EGFR) in cerebral tissues around hematomas after intracerebral hemorrhage, and explore the effects of EGFR on activation of astrocytes derived from rats and the involved mechanisms. Meth-ods The specimens of cerebral tissues around hemo-tomas after intracerebral hemorrhage undergoing hemo-tomas removal operation were collected and then divid-ed into 4 groups according to the time of intracerebral hemorrhage: <1 d, 1 ~5 d, 6 ~10 d and >10 d groups. Each group included 20 cases. At the same time, 20 dropped brain tissues distant to hemorrhage in the operative process were collected as control group. Immunohistostaining and Western blot were used to measure the expression of EGFR. After isolation and culturing, the astrocytes of rat cortex were treated with culture solution ( control group) , CNTF that was used to activate astrocytes, scramble siRNA + CNTF and EGFR siRNA +CNTF for 24h, respectively. The ex-pression of glial fibrillary acidic protein ( GFAP) mR-NA was detected through fluorescence real-time quanti-tative PCR. In addition, the protein levels of GFAP, signal transducers and activators of transcription 3 ( STAT3 ) and phosphorylated STAT3 ( p-STAT3 ) were examined using Western blot. Results With the ex-tension of intracerebral hemorrhage time, positive sig-nal index and protein expression levels of EGFR gradu-ally elevated, reached the peak on 6 ~10d, and then decreased after 10 d. There was statistical difference ( P<0. 01 ) . The expression levels of GFAP mRNA and protein as well as p-STAT3 were significantly in-creased in cells treated with CNTF alone as compared to control group ( P <0. 01 ) , whereas these effects were almost completely reversed by EGFR siRNA transfection ( P <0. 01 ) . Additionally, there was no statistical difference in STAT3 protein levels among groups ( P >0. 05 ) . Conclusions EGFR expression is upregulated in the cerebral tissues around hemotomas after intracerebral hemorrhage. Gene silence of EGFR contributes to suppressing the activation of astrocytes derived from rats, which may be involved in the block-ade of STAT3 phosphorylation.

Bronchopulmonary Sequestration ; classification ; pathology ; surgery ; Humans ; Infant ; Lung ; diagnostic imaging ; Male ; Radiography ; Respiratory System Abnormalities ; diagnosis ; surgery

The paper is to evaluate the efficacy and safety of Shenmai injection for chronic heart failure, retrieving the Pubmed, CBM, CNKI, Wanfang database and VIP database to comprehensively collect all types research report of Shenmai injection for chronic heart failure (CHF). Particularly wishing to point out, randomized controlled trials are include for the evaluation of effectiveness, which are statistically analyzed and evaluated by Rev-Man 5. 2. The current studies show that the improvement rate of NYHA classification of cardiac function of CHF patients and their related indexes figure such as LVEF, SV, CO, BNP, 6 min walking test value are all improved by the combination of Shenmai injection and foundation treatment. However, HR is almost no improvement. Meanwhile, serious ADR/AE of Shenmai injection for CHF isn't appear.
Drug Combinations ; Drugs, Chinese Herbal ; administration & dosage ; adverse effects ; therapeutic use ; Heart Failure ; drug therapy ; Humans

Air ; analysis ; Chromatography, Gas ; Propane ; analogs & derivatives ; analysis ; Reproducibility of Results ; Workplace

Air ; analysis ; Cyclohexanones ; analysis ; Electrophoresis, Capillary ; Reproducibility of Results ; Workplace

The clinical laboratory technology has gradually changed the traditional detection methods. The new detection technology provides a more rapid and more accurate way for the disease diagnosis. The designs of the clinical laboratory equipments pay more attention to human factors, low cost and benefit for environment protection.
Clinical Laboratory Information Systems ; Clinical Laboratory Techniques ; instrumentation ; trends ; Equipment Design ; Humans ; Laboratories, Hospital ; Oligonucleotide Array Sequence Analysis ; instrumentation ; methods ; Robotics ; Software

Objective To present our experience with management of craniopharyngiomas by endoscopic endonasal approach Methods A retrospective review of clinical data of 65 patients who were treated for craniopharyngiomas by endoscopic endonasal approach from February 2012 to May 2016. All patients were analyzed by treatment effect, complications, and follow-up result. Results Total removal of the tumors were completed in 52 cases (80.0%), subtotal removal in 11 cases (16.9%), and partial resection in 2 cases (3.1%). The pituitary stalks were identified in 57 cases when surgery, and severed in 41 cases (71.9%). Postoperative visual acuity was improved in 31 cases (47.7%), and 6 cases remained in the preoperative level, whereas worsening occurred in 1 case. Worsening of the anterior pituitary function was reported in 21 cases (32.3%). Transient diabetes insipidus after operation was occurred in 45 patients (69.2%), and long-term diabetes insipidus was occurred in 9 cases (13.8%). Postoperative cerebrospinal fluid (CSF) leak was occurred in 4 cases (6.2%), accompanied with intracranial infection, and all these cases were repaired under endoscope again, 3 cases were saved, but 1 case was dead. Perioperative mortality rate was 4.6%. 52 patients were followed up for 4.0 ~ 45.0 (mean, 20.8) months, and 44 patients (84.6%) returned life to normal. Obesity developed in 8 patients (15.4%), with 2 recurrent cases and no deaths during follow-up period. Conclusion The endoscopic endonasal approach is a safe and effective minimally invasive surgery approach for treating craniopharyngiomas, and has its own unique advantage.

AIM:To investigate the surgical method and extent of reoperation in the concomitant strabismus patients with surgical under-correction and over-correction.
METHODS: Ninety - six concomitant strabismus patients with surgical under - correction and over -correction were recruited in this study, which included 41 males and 55 females, aged 21. 90±14. 70. All individuals underwent routine eye examinations for strabismus before the surgery. Among the cases with concomitant esotropia, there were over-correction in 23 cases, under-correction in 15 cases. Among the cases with concomitant exotropia, there were over-correction in 28 cases, under - correction in 30 cases. The method of reoperation were based on angle of deviation, the method of original operation and acute visual acuity of patients.
RESULTS:In over - correction cases with concomitant esotropia, medial rectus muscle of 9 cases were advanced, the corrective extent was (5. 51±2. 63) ? / mm;9 cases were performed advance of medial rectus muscle and recession of lateral rectus muscle, the corrective extent was (6. 25±1. 59) ? / mm; 3 cases were performed resection of medial rectus muscle and recession of lateral rectus muscle, the corrective extent was (4. 26±1. 04) ? /mm; only 2 cases were performed recession of lateral rectus muscle, the corrective extent was (4. 21±1. 91) ? /mm. In under - correction cases with concomitant esotropia, 6 cases were performed resection of lateral rectus muscle, the corrective extent was (4. 03±0. 98) ? /mm; 6 cases were performed resection of lateral rectus muscle and recession of medial rectus muscle, the corrective extent was (6. 86 ± 1. 32) ? / mm; 3 cases were performed recession of medial rectus muscle, the corrective extent was ( 4. 33 ± 0. 29 ) ? / mm. In over -correction cases with concomitant exotropia, 16 cases were performed advance of lateral rectus muscle, the corrective extent was (5. 37 ± 1. 56) ? / mm; 6 cases were performed recession of medial rectus muscle, the corrective extent was (6. 29 ± 3. 68) ? / mm; 5 cases were performed advance of lateral rectus muscle and recession of medial rectus muscle, the corrective extent was (5. 46±1. 78) ? / mm; 1 case were performed resection of lateral rectus muscle, the corrective extent was 5. 00? / mm. In under - correction cases with concomitant exotropia, 12 cases were performed resection of medial rectus muscle, the corrective extent was (4. 47 ± 0. 54) ? / mm; 16 cases were performed recession of lateral rectus muscle and resection of medial rectus muscle, the corrective extent was ( 5. 11 ± 0. 75 ) ? / mm; 2 cases were performed recession of lateral rectus muscle, the corrective extent was (2. 65±0. 42) ? / mm.
CONCLUSION: In reoperation of concomitant strabismus patients with over-correction, weakening or/and strengthening the horizontal muscle which were performed surgery before has a greater and more unstable surgical corrective extent. While In reoperation of concomitant strabismuspatients with under -correction, weakening or/ and strengthening the horizontal muscle which were not performed surgery has a normal corrective extent as usual.