In the research of non-invasive brain-computer interface (BCI), independent component analysis (ICA) has been considered as a promising method of electroencephalogram (EEG) preprocessing and feature enhancement. However, there have been few investigations and implements about online ICA-BCI system up till now. This paper reports the investigation of the ICA-based motor imagery BCI (MIBCI) system, combining the characteristics of unsupervised learning of ICA and event-related desynchronization (ERD) related to motor imagery. We constructed a simple and practical method of ICA spatial filter calculation and discriminate criterion of three-type motor imageries in the study. To validate the online performance of proposed algorithms, an ICA-MIBCI experimental system was fully established based on NeuroScan EEG amplifier and VC++ platform. Four subjects participated in the experiment of MIBCI testing and two of them took part in the online experiment. The average classification accuracies of the three-type motor imageries reached 89.78% and 89.89% in the offline and online testing, respectively. The experimental results showed that the proposed algorithm produced high classification accuracy and required less time consumption, which would have a prospect of cross platform application.
The iodine-125 (125I) seeds interstitial implantation has the advantages of minimal invasiveness, high local control rate, and few complications; it has attracted worldwide attention. With the application of 3D printing technology in medicine, individualized 3D templates are gradually applied to clinical practice. Individualized 3D templates combining with CT-guided 125I seeds implantation are easy to operate and can not only effectively ensure the consistency and accuracy of preoperative and postoperative dose, but also minimize complications to achieve optimal efficacy. This paper reviews the application of CT-guided implantation of 125I seeds for malignant tumors assisted by individualized 3D template, and further demonstrates the safety and effectiveness of clinical application in 125I seeds implantation to provide a reliable basis for the standardization of 125I seeds implantation.
Objective To measure the anatomical parameters related to lumbar unilateral transverse process-pedicle percutaneous vertebral augmentation, and to assess the feasibility and safety of the approach. Methods A total of 300 lumbar vertebral bodies of 60 patients were randomly selected, and vertebral augmentation were simulated 600 times on X-ray and CT image with unilateral conventional transpedicle approach (control group) and unilateral transverse process-pedicle approach (experimental group). The distance between the entry point and the midline of the vertebral body, the puncture inner inclination angle, the safe range of the puncture inner inclination angle, and the puncture success rate were measured and compared between the left and right with the same approach, and between the two approaches. Results The distance between the entry point and the midline gradually increased from L1 to L5 on both sides in the 2 groups. In the control group, the right sides distance of L1 and L2 was much longer than the left sides, and the right sides distance of L1, L2, and L5 was much longer than the left sides in the experimental group (P<0.05); the distance of the experimental group between the entry point and the midline was much longer than the control group regardless of the sides from L1 to L5 (P<0.05). In the experimental group, the right maximum inner inclination angle from L1 to L5, the right middle inner inclination angle from L1 to L5, and the right minimum inner inclination angle from L1, L2, L4, L5 were significantly larger than the left side (P<0.05). The maximum inner inclination angle and the middle inner inclination angle presented increased tendency, the tendency of minimum inner inclination angle was ambiguous, however, the all inner inclination angles were much larger than those in control group among the different lumbar levels(P<0.05). There was no significant difference of the safe range of the puncture inner inclination angle between 2 sides in 2 groups at L1 to L5 (P<0.05); the safe range angle in experimental group at L5 was significantly smaller than that in control group (P<0.05). The difference in total puncture success rate of all lumbar levels was significant between the experimental group and the control group (χ2=172.252, P=0.000); the puncture success rates of the experimental group were higher than those in the control group form L1 to L4 (P<0.05), but no significant difference was found in the puncture success rate between 2 groups at L5 (P>0.05). Conclusion Compared with the unilateral conventional transpedicle approach, the entry point of the unilateral transverse process-pedicle approach is localized outside, the puncture inclination angle is wider, and the puncture success rate is higher. It shows that the unilateral transverse process-pedicle approach is safer and more reliable than the unilateral conventional transpedicle approach.