Emotion recognition will be prosperious in multifarious applications, like distance education, healthcare, and human-computer interactions, etc. Emotions can be recognized from the behavior signals such as speech, facial expressions, gestures or the physiological signals such as electroencephalogram and electrocardiogram. Contrast to other methods, the physiological signals based emotion recognition can achieve more objective and effective results because it is almost impossible to be disguised. This paper introduces recent advancements in emotion research using physiological signals, specified to its emotion model, elicitation stimuli, feature extraction and classification methods. Finally the paper also discusses some research challenges and future developments.
In order to understand how the biomechanical properties of rabbit cornea change over time after corneal ablation, 21 healthy adult rabbits were used in this study, with the left eye as experimental side and the right eye as the control side. Firstly, a lamellar knife was used to remove a portion of the anterior corneal surface tissue (30%~50% of the original corneal thickness) from the left eye of each rabbit, as an animal model simulating corneal refractive surgery. Secondly, postoperative experimental rabbits were kept for one, three, or six months until being euthanized. Strip specimens were produced using their corneas in vitro to perform a uniaxial tensile test with an average loading-unloading rate of approximately 0.16 mm/s. Finally, the visco-hyperelastic material constitutive model was used to fit the data. The results showed that there was a significant difference in the viscoelastic parameters of the corneas between the experimental and the control eyes at the first and third postoperative months. There was a difference in tangential modulus between the experimental and the control eyes at strain levels of 0.02 and 0.05 at the third postoperative month. There was no significant difference in biomechanical parameters between the experimental and the control eyes at the sixth postoperative month. These results indicate that compared with the control eyes, the biomechanical properties of the experimental eyes vary over postoperative time. At the third postoperative month, the ratio of corneal tangential modulus between the experimental and the control eyes significantly increased, and then decreased. This work lays a preliminary foundation for understanding the biomechanical properties of the cornea after corneal refractive surgery based on rapid testing data obtained clinically.
ObjectiveTo observe the difference between crenel lateral interbody fusion (CLIF) and transforaminal lumbar interbody fusion (TLIF) in the treatment of degenerative lumbar spondylolisthesis (DLS) combined with lumbar spinal stenosis (LSS).MethodsThe clinical data of DLS combined with LSS patients meeting the selection criteria admitted between May 2018 and May 2019 were retrospectively analyzed. According to different surgical methods, the patients were divided into CLIF group (33 cases) and TLIF group (32 cases). There were no significant differences (P>0.05) between the two groups in gender, age, disease duration, lesion segments, lumbar bone mineral density, degree of lumbar spondylolisthesis, and preoperative visual analogue scale (VAS) score, Oswestry disability index (ODI), intervertebral space height, intervertebral foramen height, lumbar lordosis (LL), and segmental lordosis (SL). The operation time, intraoperative blood loss, and perioperative complications were recorded and compared between the two groups. Lumbar CT scan was performed at last follow-up to compare the intervertebral fusion rate between the two groups. Intervertebral space height, intervertebral foramen height, LL, and SL were measured before operation, at 2 weeks, 3 months after operation, and at last follow-up. VAS score and ODI were used to evaluate the pain and improvement of the quality of life of the patients.ResultsThere were no neurological and vascular complications in the two groups. The operation time and intraoperative blood loss in CLIF group were significantly less than those in TLIF group (P<0.05). Patients in both groups were followed up for a median time of 18 months. All the incisions healed by first intention except 1 incision in TLIF group because of poor blood glucose control. No complications such as bedsore, falling pneumonia, and deep venous thrombosis were found in both groups. At last follow-up, the intervertebral fusion rates in CLIF and TLIF group were 90.91% (30/33) and 93.75% (30/32), respectively, showing no significant difference (χ2=0.185, P=0.667). The VAS score, ODI, intervertebral space height, intervertebral foramen height, LL, and SL were significantly improved in both groups at each time point after operation (P<0.05). Except that VAS score in CLIF group was significantly lower than that in TLIF group at 2 weeks after operation (Z=−4.303, P=0.000), there were no significant differences in VAS score and ODI between the two groups at other time points (P>0.05). The intervertebral space height, intervertebral foramen height, LL, and SL in CLIF group were significantly higher than those in TLIF group at each time point after operation, and the differences were significant (P<0.05).ConclusionCLIF in the treatment of DLS combined with LSS can achieve the similar effectiveness with traditional TLIF, and has such advantages as minimal invasion and faster recovery.
ObjectiveTo evaluate the effectiveness of cement-injectable cannulated pedicle screw combined with multiple level Schwab grade Ⅰ osteotomy for chronic thoracolumbar osteoporotic fractures with kyphosis.MethodsThe clinical data of 27 patients with symptomatic chronic thoracolumbar osteoporotic fractures combined with kyphosis treated between June 2015 and June 2017 were retrospectively analysed. Among them, there were 8 males and 19 females, with an average age of 69.5 years (range, 56-81 years). The damage segment (kyphosis vertex) included T11 in 4 cases, T12 in 12 cases, L1 in 10 cases, and L2 in 1 case. The disease duration ranged from 3 to 21 months, with an average of 12.5 months. The T value of lumbar vertebral bone mineral density ranged from −4.9 to −2.5, with an average value of −3.61. The American Spinal Injury Association (ASIA) classification was used to evaluate spinal cord injury, there were 1 case of grade D and 26 cases of grade E. The visual analogue scale (VAS) score, Oswestry disability index (ODI), kyphosis Cobb angle of fracture site, and sagittal vertical axis (SVA) data were obtained before operation, at 2 weeks after operation, 3 months after operation, and last follow-up, to evaluate the quality of life and improvement of sagittal spine parameters.ResultsNo complications related to pedicle screw and bone cement occurred. The incisions healed by first intention in 26 cases, and 1 incision healed after dressing change due to poor blood glucose control. There were no complications such as bedsore, hypostatic pneumonia, or deep venous thrombosis. All patients were followed up 8-24 months, with an average of 16.6 months. The VAS score, ODI score, Cobb angle, and SVA were significantly improved when compared with those before operation (P<0.05). There was no significant difference in Cobb angle between each time point after operation (P>0.05); the VAS score and ODI score at 3 months after operation and last follow-up were significantly better than those at 2 weeks after operation (P<0.05), and the ODI score at last follow-up was further improved when compared with the score at 3 months (P<0.05), but there was no significant difference in VAS score (P>0.05); SVA at last follow-up was significantly worse than that at 2 weeks and 3 months after operation (P<0.05), but there was no significant difference between at 2 weeks and 3 months after operation (P>0.05). During the follow-up period, there was no complication such as pedicle screw loosening, breakage or cutting, adjacent vertebral fracture, proximal junctional kyphosis, and so on.ConclusionFor the chronic thoracolumbar osteoporotic fractures combined with kyphosis, the cement-injectable cannulated pedicle screw and multiple level Schwab grade Ⅰ osteotomy has the advantages of less operation trauma, quick recovery, and remarkable effectiveness.
ObjectiveTo evaluate the effectiveness of transforaminal lumbar interbody fusion (TLIF) via Luxor retractor associated with Mantis pedicle screw for the treatment of moderate or severe lumbar spondylol isthesis (LSL). MethodsA retrospective analysis was made on the cl inical data of 32 patients with LSL treated with TLIF via Luxor retractor associated with Mantis pedicle screw between June 2010 and June 2012. There were 20 males and 12 females, with the mean age of 48 years (range, 36-69 years). LSL occurred at the L4, 5 in 17 patients and at the L5, S1 in 15 patients. Of them, 18 cases were rated as Meyerding grade Ⅱ, and 14 cases as grade Ⅲ. The disease duration was 8 months to 6 years (mean, 3.5 years). The operation time, intraoperative blood loss, and preoperative and postoperative (1 week and 1 year) intervertebral height and sl ipping angle were recorded, and the sl ipping rate was calculated; Japanese Orthopaedic Association (JOA) score was used for cl inical efficacy assessment. ResultsThe operation time was 90-130 minutes (mean, 110 minutes); intraoperative blood loss was 120-300 mL (mean, 210 mL). Incisions healed by first intention. All patients were followed up 24-36 months (mean, 28 months), and no complications of leakage of cerebrospinal fluid and nerve root injury occurred; X-ray films showed satisfactory reduction of spondylolisthesis and good position of pedicle screw and interbody fusion cage. The mean bone fusion time was 4.0 months (range, 3.8-6.0 months). The JOA score, sl i pping rate, sl i pping angle, and intervertebral height at 1 week and 1 year after operation were significantly improved when compared with preoperative ones (P<0.05), but no significant difference was found between at 1 week and at 1 year after operation (P>0.05). ConclusionTLIF via Luxor retractor associated with Mantis pedicle screw fixation is a safe and effective minimally invasive technique in treating moderate or severe LSL.
ObjectiveTo analyze the effectiveness of a new type of decellularized allogeneic bone in the application of anterior cervical discectomy and fusion (ACDF). MethodsA retrospective analysis was made on the clinical data of 73 patients with single segmental cervical spondylosis treated with ACDF between January 2009 and December 2013. Of 73 cases, autologous iliac bone was used in 22 cases (group A), new decellularized allogeneic bone transplantation (Bio-Gene) in 22 cases (group B), and normal allogeneic bone (Xin Kang Chen) in 24 cases (group C). There was no significant difference in gender, age, type of cervical spondylosis, course of disease, and involved segment among 3 groups (P>0.05). The operation time, intraoperative blood loss, and complications were compared between groups; X-ray films and CT images were taken to observe the bone fusion, and Japanese Orthopaedic Association (JOA) score was used to assess the clinical efficacy. ResultsThe operation time and intraoperative blood loss of group A were significantly more than those of groups B and C (P<0.05), but no significant difference was found between groups B and C (P>0.05). Pain and numbness at donor site occurred in 12 cases, and poor healing in 1 case of group A; red swelling and exudate were observed in 1 case of group B and in 6 cases of group C; and there was significant difference in complications among 3 groups (χ2=18.82, P=0.00). All patients were followed up 6-54 months (mean, 30 months). The graft fusion rate was 100% in groups A and B, and was 95.8% in group C, showing no significant difference (χ2=2.04, P=0.36). The JOA score at 6 months after operation were significantly improved when compared with preoperative score in 3 groups (P<0.05), but no significant difference was found among the 3 groups at preoperation and 6 months after operation (P>0.05). The excellent and good rates of groups A, B, and C were 90.9%, 88.9%, and 87.5% respectively, showing no significant difference (χ2=0.14, P=0.93). ConclusionNew type of decellularized allogeneic bone in ACDF has the advantages of shorter operation time, less blood loss, and better early effectiveness. But whether there is a chronic rejection or delayed rejection needs further studies.
ObjectiveTo explore an optimized protocol of decellularization to fabricate an ideal scaffold derived from porcine skeletal muscle acellular matrix. MethodsSerial-step protocol of homogenating-milling-detergent method was used to fabricate decellularized porcine muscle tissue (DPMT) derived from native porcine skeletal muscle tissue from adult pig waist. Histological method was used to assess the effects of decellularization and degreasing. Sirius red staining was used to analyze collagen components. Scanning electron microscopy, BCA assay, and PicoGreen assay were used to evaluate the ultrastructure, total protein content, and DNA content in DPMT. The adipose derived stem cells (ADSCs), NIH3T3 cells, and human umbilical vein endothelial cells (HUVECs) were cultured in extraction liquor of DPMT in different concentrations for 1, 3, and 5 days, then the relative growth rate was calculated with cell counting kit 8 to assess the toxicity in vitro. Live/dead cell staining was used to evaluate the cytocompatibility by seeding HUVECs on the surface of DPMT and co-cultured in vitro for 3 days. For in vivo test, DPMT was subcutaneously implanted at dorsal site of male specific-pathogen free Sprague Dawley rats and harvested after 3, 7, 14, and 28 days. Gross obersvation was done and transverse diameter of remained DPMT in vivo was determined. HE staining and immunohistochemical staining of CD31 were used to assess inflammatory response and new capillary rings formation. ResultsDecellularization of the porcine skeletal muscle tissue by homogenating-milling-detergent serial steps protocol was effective, time-saving, and simple, which could be finished within only 1 day. The decellularizarion and degreasing effect of DPMT was complete. The main component of DPMT was collagen type I and type IV. The DNA content in DPMT was (15.902±1.392) ng/mg dry weight, the total protein content was 68.94% of DPMT dry weight, which was significantly less than those of fresh skeletal muscle tissue[(140.727±10.422) ng/mg and 93.14%] (P<0.05). The microstructure of DPMT was homogeneous and porous. The result of cytocompatibility revealed that the cytotoxicity of DPMT was 0-1 grade, and HUVECs could stably grow on DPMT. In vivo study revealed DPMT could almost maintain its structural integrity at 14 days and it degraded completely at 28 days after implantation. The inflammatory response peaked at 3 days after implantation, and reduced obviously at 7 days. Difference was significant in the number of inflammatory cells between 2 time points (P<0.05). Neovascularization was observed at 7 days after implantation and the number of new vessels increased at 14 days, showing significant difference between at 7 and 14 days (P<0.05). ConclusionThe homogenating-milling-detergent serial-steps protocol is effective, time-saving, and reproducible. The DPMT reveals to be cell and lipid free, with highly preserved protein component. DPMT has good biocompatibility both in vitro and in vivo and may also have potential in promoting neovascularization.
ObjectiveTo assesse the effectiveness of anterior cervical discectomy and fusion with Cage alone in treating multi-level cervical degenerative disease. MethodsBetween August 2010 and August 2012, 62 eligible patients with multi-level cervical degenerative disease were treated, and the clinical data were reviewed. Of 62 patients, 32 underwent anterior cervical discectomy and fusion with Cage alone (group A), and 30 underwent anterior cervical discectomy and fusion with plate fixation (group B). Both groups showed no significant difference in gender, age, disease duration, lesion types, and affected segments (P>0.05), it had comparability. Clinical outcomes were assessed using Japanese Orthopedic Association (JOA) score and visual analogue scale (VAS) score; the fused segment height, subsidence rates of Cages, global cervical lordosis, and fusion rates were also compared. ResultsThe operation time of group B[(109.7±11.2) minutes] was significantly more than group A[(87.8±6.9) minutes] (t=-2.259, P=0.037). Primary healing of incisions was obtained in all patients of 2 groups. All patients were followed up; the follow-up period ranged from 8 to 27 months (mean, 15.8 months) in group A, and from 9 to 28 months (mean, 16.4 months) in group B. There was no complication and internal fixation failure. The JOA score and VAS score were significantly improved at last follow-up when compared with preoperative scores in 2 groups (P<0.05). According to Robinson standard for axial symptom severity, the results were excellent in 20 cases, good in 9, fair in 2, and poor in 1, with an excellent and good rate of 90.63% in group A; the results were excellent in 19 cases, good in 7, fair in 3, and poor in 1, with an excellent and good rate of 86.67% in group B; and no significant difference was found between 2 groups (χ2=0.765, P=0.382). The fused segment height at immediate after operation and at last follow-up and global cervical lordosis at last follow-up were significantly improved when compared with preoperative ones in 2 groups (P<0.05). There was no significant difference (P>0.05) between groups A and B in the Cage subsidence height[(1.4±0.9) mm vs. (1.2±1.6) mm], Cage subsidence rate[9.52% (8/84) vs. 7.59% (6/79)], and fusion rate[95.24% (80/84) vs. 96.20% (76/79)]. ConclusionAnterior cervical discectomy and fusion with Cage alone can obtain good clinical results and radiologic indexes, avoid plate-related complications and reduce operation time. It is a safe and effective surgical option in the treatment of multi-level cervical degenerative disease.