Correction Fusion Research Articles

Classification of Emerging Scoliosis in Congenital Scoliosis After Hemivertebra Resection and Short Segmental Fusion.

Emerging scoliosis (ES) is a rare phenomenon after hemivertebra (HV) resection and short segmental fusion. Since the introduction of the ES, there have been rare in-depth studies. The aim of the present study was to further analyze the characteristics, risk factors, treatment, and prognosis of ES. A retrospective study analyzed patients with congenital scoliosis due to a single HV who underwent posterior correction and short fusion from 2002 to 2022. ES was defined as a Cobb angle ≥20° from its initial value and an apical vertebra located ≥2 levels away from the fusion region. ES patients and non-ES patients were matched at a 1:2 ratio. Both demographics and radiological parameters were compared. Univariate analysis and multivariate logistic analysis were used to identify the risk factors of ES. Among 261 patients, 13 patients (5.0%) experienced ES. There were eight females and five males. The mean age of the ES patients at the time of primary surgery was 6.6 ± 3.7 years old (2.0-13.2 years old), with a mean follow-up of 64.2 ± 47.9 months (12-156 months). The ES could be further divided into three types: balance-related ES, complication-related ES, and separated ES. There were three balance-related ESs, six complication-related ESs, and four separated ESs. At the last follow-up, six patients were under observation, six patients underwent brace treatment, and one patient underwent revision surgery. Multivariate logistic analysis showed that the magnitude of postoperative compensatory curve (CC) was an independent risk factor for ES (OR = 1.172, p = 0.014). ES is an extraordinary phenomenon after HV resection and short fusion, and it can be divided into three types. The magnitude of postoperative CC was an independent risk factor for ES. According to the severity of ES, observation, brace, or surgery can be chosen.

Analysis of adolescent idiopathic scoliosis population for Surgical Site Infection Risk Factors

ObjectiveThe incidence of surgical site infection (SSI) in adolescent idiopathic scoliosis (AIS) patients undergoing surgical correction varies but is commonly reported between 0.5 and 6.7 %. The identification of modifiable risk factors is crucial to preventing these infections in the AIS population. Some potential modifiable risk factors include the use of stainless-steel implants, a larger volume of instrumentation and an increased volume of blood products transfused. However, evidence in support of these factors and others representing true risk for the development of SSI is limited and often varies. We aimed to determine the incidence of SSI in AIS undergoing primary scoliosis fusion at our hospital, and explore demographic and clinical variables in the development of SSI in AIS. MethodsThis was a case control retrospective study. Patients aged 10-19 year-old that underwent posterior spinal fusion for initial correction of AIS at our hospital between the years 2012–2020 were eligible. Patients with any previous spine surgery or spine fracture were excluded. A descriptive analysis was then performed on the data. ResultsOf the 334 patients on which data was collected, one SSI was identified resulting in an incidence of infection of 0.3 %. The largest ethnicity represented was Caucasian with 254 patients. The average age was 14.3 years with averaged follow-up of 6.6 years. The majority of patients (252) received implants composed of titanium and cobalt chrome. The average operation duration was 5 h and 7.7 min, and the average hospital stay was 4.2 days. The average amount of blood loss was 553 ml. Chlorhexidine wipes or some other antimicrobial preparation was used on 197 patients and betadine solution was used on 321.185 patients were recorded to have received either antibiotic-loaded allograft or antibiotic powder and 326 patients were recorded to have received intraoperative antibiotics. ConclusionsThe long term clinical follow up of our study and low incidence of infection provide additional evidence for the benefit of antimicrobial techniques and risk factor mitigation previously suggested in the literature for the prevention of SSI in AIS. Level of evidenceLevel III.

Research on short-term optimization and scheduling of multi-energy complementary systems based on forecast scenario dynamic correction

The inherent unpredictability and instability of renewable energy sources, such as wind and solar power, hinder the precise execution of power generation plans in complementary systems, posing significant challenges to their integration into power grids. Therefore, this study proposes a dynamic correction method for wind and solar output forecast scenarios in the short-term scheduling of wind-solar-hydro complementary systems. The method utilizes statistical analysis of forecast errors in wind and solar power outputs to characterize uncertainty patterns across different forecast levels and constructs a typical forecast scenario set based on single-day forecasts. This approach probabilistically models each scenario according to the temporal migration patterns of wind and solar power outputs and develops a neural network-based dynamic correction fusion model to refine the forecasts. Application of this method in a case study of the Yalong River Basin demonstrated that, after applying dynamic correction to the forecast scenarios, the mean absolute error in total wind and solar output predictions during the wet and dry seasons was reduced by 50.73 % and 47.95 %, respectively. Additionally, the dynamic correction reduced the maximum residual load on typical wet and dry days by 82.70 % and 62.37 %, respectively, and decreased the total intraday residual electricity by 91.17 % and 73.24 %, compared to single-day forecasts. The study concludes that the proposed dynamic correction method enhances power system stability and improves power generation efficiency and reliability.

Pediatric obesity and adverse outcomes following deformity correction surgery for adolescent idiopathic scoliosis: A cross-sectional analysis using 2015-2019 NIS data.

Obesity in the pediatric population has been a growing medical concern over the last few decades with a prevalence of 19.7% as of 2017-2020. Obesity is a risk factor for greater scoliotic curves and failure of conservative therapy for adolescent idiopathic scoliosis (AIS). Establishing a correlation between obesity and a wide variety of adverse outcomes following scoliosis surgery can assist in the preoperative consultation with the family and proper optimization of the patient for scoliosis fusion surgery. The National Inpatient Sample (NIS) was used to access inpatient data from 2015 to 2019. Pediatric patients with idiopathic scoliosis admitted for spinal deformity correction via posterior spinal fusion of over 8 levels were identified. Patients were stratified based on the comorbid diagnosis of obesity. Variables that were significantly associated with outcomes (p < 0.05) were used in a multivariable logistic regression to control for confounders. Backwards stepwise p-value removal was used to build the final model and model fit was assessed using the area under the curve. A total of 855 obese and 17,285 non-obese pediatric patients undergoing posterior instrumented fusion for scoliotic deformity correction were identified. The obese group was associated with a higher rate of SSI (0.6% vs 0.1%, p < 0.001), UTI (1.2% vs. 0.3%, p < 0.001), and AKI (0.6% vs 0.1%, p = 0.12) compared to the normal BMI group. Obese patients were also more likely to have a non-routine discharge when compared to non-obese (4.7% vs. 2.3%, p < 0.001). The rate of having more than one complication occurring postoperatively was higher in the obese group, however, this finding was not significant (0.6%, vs 0.4%, p = 0.385). On multivariate regression analysis, obesity was positively associated with SSI (OR = 2.758, CI = 0.999-7.614, p = 0.050), UTI (OR = 2.221, CI = 1.082-4.560, p = 0.030), non-routine discharge (OR = 1.515, CI = 1.070-2.147, p = 0.019), and an extended LOS (OR = 1.869, CI = 1.607-2.174, p < 0.001). Obesity was associated with postoperative blood transfusion, SSI, UTI, increased length of stay, and non-routine discharge after pediatric AIS deformity surgery. In addition to the increased morbidity seen in obese patients, we also identified the significantly increased cost of care for this group when compared to non-obese patients. These data should be used for a robust preoperative risk assessment and evidence for BMI optimization prior to deformity correction for AIS.

Attenuated color channel adaptive correction and bilateral weight fusion for underwater image enhancement

Due to the absorption and scattering of light and the influence of suspended particles, underwater images commonly exhibit color distortions, reduced contrast, and diminished details. This paper proposes an attenuated color channel adaptive correction and bilateral weight fusion approach called WLAB to address the aforementioned degradation issues. Specifically, a novel white balance method is first applied to balance the color channel of the input image. Moreover, a local-block-based fast non-local means method is proposed to obtain a denoised version of the color-corrected image. Then, an adaptive stretching method that considers the histogram's local features to get a contrast-enhanced version of the color-corrected image. Finally, a bilateral weight fusion method is proposed to fuse the above two image versions to obtain an output image with complementary advantages. Experimental studies are conducted on three benchmark underwater image datasets and compared with ten state-of-the-art methods. The results show that WLAB has a significant advantage over the comparative methods. Notably, WLAB exhibits a degree of independence from camera settings and enhances the precision of various image processing applications, including key points and saliency detection. Additionally, it demonstrates commendable adaptability in improving low-light and foggy images.

Spatial correction and Deblurring fusion algorithm for vehicle license plate images based on deep learning

Spatial correction and Deblurring fusion algorithm for vehicle license plate images based on deep learning

Comparative analysis of surgical treatment results for osteoporotic burst fractures of thoracolumbar vertebral bodies

Introduction Surgical methods for osteoporotic burst vertebral body fracture repair have their advantages and shortcomings. The use of circumferential stabilization and corrective vertebrotomies in elderly patients is highly invasive and carries great surgical risk. On the other hand, minimally invasive methods lead to recurrence of the deformity. Thus, in the treatment of patients with such pathology, it is necessary to choose a surgical method that allows achieving optimal results.Purpose of the work was to compare the results of surgical treatment for osteoporotic burst fractures in thoracolumbar vertebral bodies using the developed method and methods of circular and hybrid stabilization based on clinical and radiological criteria.Materials and methods The study was retrospective. Three groups of patients were formed according to the type of surgical intervention. Inclusion criteria were patients with primary osteoporosis who did not receive osteotropic therapy before surgery, with osteoporotic fractures (type OF3 and OF4) of the vertebral bodies of the thoracolumbar location (Th10–L2). The follow-up period was 12 months. The following criteria were assessed: the amount of kyphosis correction (according to the Cobb method), the amount of residual postoperative kyphotic deformity, as well as its recurrence in the long-term postoperative period; sagittal balance of the torso (Barrey index), subjective evaluation of the patient’s condition (VAS). Quality of life assessment was not performed.Results There were no statistically significant differences in the dynamics of sagittal balance during the follow-up period between the groups (p &gt; 0.99). There was no difference between groups in clinical outcomes (VAS) at follow-up (p &gt; 0.05). A statistically significant difference in the magnitude of kyphotic deformity and its correction in the specified postoperative periods was revealed between the hybrid fixation groups and the corrective vertebrotomy group. No difference was found with the circular stabilization group.Discussion Due to the high risks of poor outcomes of anterior spinal fusion, in particular, implant subsidence, to avoid anterior spinal fusion, we used a method of focal kyphosis correction and posterior spinal fusion with autologous bone. The method proposed by the authors for the correction of focal kyphotic deformity in the treatment of patients with osteoporotic burst fractures of the vertebral bodies combines satisfactory correction of focal kyphosis with minimal surgical invasiveness, which reduces the risks of complications and poor outcomes. The proposed method may also be combined with hybrid fixation.Conclusion The developed method for focal kyphotic deformity correction in the treatment of osteoporotic burst fractures of vertebral bodies provides satisfactory correction of focal kyphosis, reduces the risks of complications and poor outcomes in comparison with circular and hybrid stabilization.

Advancements and Challenges in Algebraic Techniques for Medical Imaging: A Comprehensive Review of MRI and CT Scan Applications in Nigeria

Medical imaging plays a crucial role in modern healthcare by providing essential diagnostic and treatment information. This review examines the advancements and challenges of algebraic techniques in enhancing Magnetic Resonance Imaging (MRI) and Computed Tomography (CT) scans in Nigeria. Algebraic methods, including Algebraic Reconstruction Techniques (ART), Compressed Sensing (CS), and Total Variation (TV) regularization, are integral in refining image reconstruction processes, reducing noise, and improving diagnostic accuracy. These techniques facilitate high-resolution imaging, artifact correction, and effective data fusion across different modalities. Despite the promising advancements, Nigeria faces several challenges, including high implementation costs, limited access to advanced imaging equipment, and a shortage of trained professionals. The economic barriers and disparities in technology access underscore the need for strategic investments, policy support, and collaborative initiatives to broaden the reach of these techniques. Successful case studies from institutions such as Lagos University Teaching Hospital and University College Hospital, Ibadan, highlight the tangible benefits of algebraic imaging techniques, including enhanced diagnostic clarity and reduced scan times. Training and education are essential for leveraging these advanced techniques, necessitating interdisciplinary programs and international collaborations. The integration of algebraic methods holds transformative potential for Nigeria's healthcare system, improving patient outcomes through early disease detection, precise treatment planning, and expanded access to advanced imaging services. Addressing the associated challenges through targeted efforts and continued innovation will further enhance diagnostic practices and healthcare delivery in Nigeria. Keywords: Algebraic Techniques, Medical Imaging, Magnetic Resonance Imaging (MRI), Computed Tomography (CT), Nigeria.

Pansharpening Based on Multimodal Texture Correction and Adaptive Edge Detail Fusion

Pansharpening refers to the process of fusing multispectral (MS) images with panchromatic (PAN) images to obtain high-resolution multispectral (HRMS) images. However, due to the low correlation and similarity between MS and PAN images, as well as inaccuracies in spatial information injection, HRMS images often suffer from significant spectral and spatial distortions. To address these issues, a pansharpening method based on multimodal texture correction and adaptive edge detail fusion is proposed in this paper. To obtain a texture-corrected (TC) image that is highly correlated and similar to the MS image, the target-adaptive CNN-based pansharpening (A-PNN) method is introduced. By constructing a multimodal texture correction model, intensity, gradient, and A-PNN-based deep plug-and-play correction constraints are established between the TC and source images. Additionally, an adaptive degradation filter algorithm is proposed to ensure the accuracy of these constraints. Since the TC image obtained can effectively replace the PAN image and considering that the MS image contains valuable spatial information, an adaptive edge detail fusion algorithm is also proposed. This algorithm adaptively extracts detailed information from the TC and MS images to apply edge protection. Given the limited spatial information in the MS image, its spatial information is proportionally enhanced before the adaptive fusion. The fused spatial information is then injected into the upsampled multispectral (UPMS) image to produce the final HRMS image. Extensive experimental results demonstrated that compared with other methods, the proposed algorithm achieved superior results in terms of both subjective visual effects and objective evaluation metrics.

Ten-Year Follow-up of Posterior Decompression and Fusion Surgery for Thoracic Ossification of the Posterior Longitudinal Ligament.

We evaluated the clinical, functional, and quality of life (QoL) outcomes of surgical treatment of thoracic ossification of the posterior longitudinal ligament (T-OPLL). We retrospectively evaluated 51 patients followed for ≥10 years after posterior decompression and corrective fusion surgery for T-OPLL. The data collected included demographics, comorbidities, and pre- and postoperative symptoms. The Japanese Orthopaedic Association (JOA) score, numerical rating scale (NRS) for back and leg pain, and EuroQol-5 Dimension-5 Level (EQ-5D-5L) were used to assess neurological function, pain, and QoL. Imaging evaluations were conducted to assess changes in kyphotic angles and ossification progression. A significant improvement was observed in the JOA score from preoperatively (3.7) to 2 years postoperatively (7.9) (p < 0.05); the score remained stable thereafter. The mean EQ-5D-5L score improved from 0.53 preoperatively to 0.68 at 10 years postoperatively (p < 0.001). NRS scores for back and leg pain decreased from 5.4 to 3.5 and 4.0 to 3.0, respectively, from preoperatively to 10 years (p < 0.001 for both). Radiographic outcomes showed changes in kyphotic angles and ossification areas, with no significant progression after 2 years. Fourteen (27.5%) of the patients experienced postoperative complications. Of these, 8 (15.7%) required reoperation, 6 (11.8%) in the perioperative period and 2 (3.9%) later. Four (7.8%) of the patients underwent additional surgeries for conditions including lumbar spinal canal stenosis and cervical OPLL. Nonetheless, physical function in all cases with postoperative complications or additional surgery remained stable over the decade. Surgical treatment of T-OPLL is effective in improving neurological function, QoL, and pain management over an extended period. The long-term outcomes of T-OPLL surgery revealed that, although cervical and lumbar spinal lesions led to reoperations, they did not affect QoL, and relative improvement was maintained even after 10 years. Therapeutic Level IV . See Instructions for Authors for a complete description of levels of evidence.

Optimizing preoperative bone health assessment for adult spinal deformity: a prospective correlation analysis of intraoperative pedicle screw insertion torque and imaging modalities in Japan.

Prospective cohort study. This study aimed to identify the optimal preoperative bone health assessment for adult spinal deformity (ASD) surgery through correlation analysis between intraoperative pedicle screw (PS) insertion torque and various bone quality measures, including bone mineral density (BMD) assessed by dual-energy X-ray absorptiometry (DEXA), Hounsfield unit (HU) by computed tomography (CT), and vertebral bone quality (VBQ) score by magnetic resonance imaging. Existing data on optimal assessment tools for ASD surgery are limited. The study included patients with ASD aged >60 years who underwent spinal corrective fusion surgery from the lower thoracic spine to the pelvis. The intraoperative PS insertion torque was measured using a torque meter. Pearson correlation coefficients were calculated between the PS insertion torque and the BMD, HU, and VBQ score. Preoperative bone quality was compared between the proximal junctional failure (PJF) and non-PJF groups. Thirty-one patients with 177 PS at T10, T11, and T12 were analyzed. The PS insertion torque showed a moderate positive correlation with lumbar spine BMD (r=0.59-0.69, p<0.01), total hip BMD (0.58-0.62, p<0.01), and HU value (r=0.58-0.66, p<0.01). However, the VBQ score did not show significant correlation (r=-0.28 to -0.23, p >0.05). Notably, a strong correlation was found between the PS insertion torque and the HU value for screws of the same size (r=0.71 and 0.74, p<0.01). The HU value at T12 and the PS insertion torque at T10 were significantly lower in the PJF group than in the non-PJF group. This study demonstrates a positive correlation between the PS insertion torque and HU value in the lower thoracic spine and a moderate correlation with BMD but not the VBQ score. Preoperative assessment using DEXA and CT is crucial for optimizing bone health management in ASD surgery.

Impact of Spinal Deformity and Surgery on Health-Related Quality of Life in Cerebral Palsy: A Multicenter Prospective Controlled Trial.

Spinal fusion for scoliosis associated with cerebral palsy (CP) is challenging to study because specialized outcome measures are needed. Therefore, evidence in favor of the benefits of surgery has not been firmly established. This study aimed to determine if corrective spinal fusion improves health-related quality of life (HRQoL) in children with CP scoliosis at 2 years. Children with CP and scoliosis who met the criteria for posterior spinal fusion were offered enrollment at 16 US and Canada centers. Participants' families selected either operative intervention (OP) or nonoperative treatment (NON) in discussion with their surgeon with no influence by the decision to participate in the research study. Demographic, clinical data (function level, magnitude of deformity, comorbidities), and HRQoL (CPCHILD Questionnaire) were collected at baseline and 2 years. Change (from baseline) in total CPCHIL scores was the primary outcome. Three hundred one OP and 34 NON subjects had complete baseline and 2-year data. At baseline, both groups were comparable in function level, comorbid status, and CPCHILD scores (52.1 ±15.3 vs. 53.4 ±14.5; P=0.66). The OP group had a larger spinal deformity magnitude (84.5˚ ± 21.8˚ vs. 66.3˚ ± 18.1˚) (P=0.001). The total CPCHILD score improved in the OP group by 6.6 points (P<0.001). NON scores were unchanged (+1.2; P=0.65) during follow-up. There were also significant score increases in the OP group for 5 of 6 CPCHILD domains. The change in CPCHILD scores from enrollment to 2 years was more significant in the OP group (P=0.05). For children with CP who undergo spinal fusion, HRQoL improved over preoperative levels and an unchanged nonoperative control group. Level II.

Hypomyelinated vps16 Mutant Zebrafish Exhibit Systemic and Neurodevelopmental Pathologies.

Homotypic Fusion and Protein Sorting (HOPS) and Class C-core Vacuole/Endosome Tethering (CORVET) complexes regulate the correct fusion of endolysosomal bodies. Mutations in core proteins (VPS11, VPS16, VPS18, and VPS33) have been linked with multiple neurological disorders, including mucopolysaccharidosis (MPS), genetic leukoencephalopathy (gLE), and dystonia. Mutations in human Vacuolar Protein Sorting 16 (VPS16) have been associated with MPS and dystonia. In this study, we generated and characterized a zebrafish vps16(-/-) mutant line using immunohistochemical and behavioral approaches. The loss of Vps16 function caused multiple systemic defects, hypomyelination, and increased neuronal cell death. Behavioral analysis showed a progressive loss of visuomotor response and reduced motor response and habituation to acoustic/tap stimuli in mutants. Finally, using a novel multiple-round acoustic/tap stimuli test, mutants showed intermediate memory deficits. Together, these data demonstrate that zebrafish vps16(-/-) mutants show systemic defects, neurological and motor system pathologies, and cognitive impairment. This is the first study to report behavior abnormalities and memory deficiencies in a zebrafish vps16(-/-) mutant line. Finally, we conclude that the deficits observed in vps16(-/-) zebrafish mutants do not mimic pathologies associated with dystonia, but more align to abnormalities associated with MPS and gLE.

Underwater image enhancement via color correction and multi-feature image fusion

Abstract The light attenuation underwater causes the actual underwater images to suffer from color cast, low contrast, and weak illumination. To address these issues, an effective fusion-based method is proposed, which realizes color correction, brightness adjustment, contrast, and detail enhancement of underwater images. Concretely, we first design an adaptive color correction method via dominant color channel judgment and lower color channel compensation. Then, we detect the brightness of each input image and propose a gamma correction function based on the gradient of the cumulative histogram to adjust the brightness of the low-light images. Subsequently, global histogram stretching and adaptive fractional differentiation techniques are employed to process the brightness-adjusted image, and then the global contrast-enhanced version and detail-enhanced version are generated respectively. To integrate the advantages of both versions, a channel fusion method based on the Lab color space is used to fuse the luminance and color of the two versions separately. The experimental results demonstrate the effectiveness of the proposed method in improving the color and illumination of underwater images, as well as enhancing the clarity of images. Moreover, the testing results on multiple datasets validate the excellent stability of this method.&amp;#xD;

An Evaluation of Sagittal Balance and the Influence of Spinopelvic Components on Sagittal Balance through the Correction and Stabilization Using the Pedicle Screw Rod System on Patients with Adolescent Idiopathic Scoliosis

Background The pedicle screw rod system is believed to correction of 3-dimensional deformity and maintain the results of the correction, so the better sagittal balance correction can be expected. Methods We conducted a retrospective cohort study on 43 adolescent idiopathic scoliosis (AIS) patients who performed correction, stabilization and posterior fusion to determine the effect of spinal and spinopelvic components on sagittal balance correction. X-ray data were measured for thoracic kyphosis and lumbar lordosis as the spinal components and pelvic incidence (PI), pelvic tilt (PT), and sacral slope (SS) as the spinopelvic components. Further evaluations include sagittal spinal balance (C7PL), global sagittal balance, and sacrofemoral distance pre- and post-surgery. Statistical evaluation is performed to determine the correlation between the spinal and the spinopelvic components and the achievement of sagittal balance correction. Results TK/Sagittal Modifier obtained a significant correction with an average is 18.69° (±9.57), while LL (lumbar lordosis) has 44.58 ° (±11.94). Average of C7PL correction is 0.68 cm (±3.13), Global Sagittal Balance is -2.04 cm (±3.24), and SCFD is 2.69 cm (±2.48). The TK/LL degree doesn’t significantly influence on Global Sagittal Balance and C7PL. The TK degree significantly affects SCFD, whereas LL doesn’t significantly affect SCFD. Changes in each spinopelvic component are not significant in affecting Global Sagittal Balance. Conclusions Correction and stabilization of AIS’s patients using the pedicle screw rod system resulted in significant Spinal Component TK/Sagittal Modifier and LL correction. Meanwhile, Spinopelvic Components didn’t achieve significant correction. Mean correction of C7PL is -2.66 (±4.4) and Global Sagittal is -3.11 cm (±4.94), SCFD only managed to correct 37.3%. Global Sagittal Balance is not significantly affected by all components of Spinopelvic components, while the C7PL is only affected by PT. Only PT and SS that significantly affected SCFD.

Independent Risk Factors of Proximal Junctional Kyphosis with Vertebral Fracture After Spinal Long Fusion: Survivorship Analysis of Adult Spinal Deformity Surgery Patients

ObjectiveThis study aimed to identify risk factors for postoperative proximal junctional kyphosis (PJK) with vertebral fracture in adult spinal deformity (ASD) patients. We performed a survival analysis considering various factors, including osteoporosis. MethodsThis single-center retrospective study included 101 ASD patients (mean age: 67.2 years, mean follow-up: 8.1 years). We included patients aged ≥ 50 years with abnormal radiographic variables undergoing corrective long spinal fusion. The main outcome measure was PJK with vertebral fracture, analyzed based on patient data, radiographic measurements, sagittal parameters, bone mineral density, and osteoporosis medication. ResultsPJK occurred in 37.6% of patients, with vertebral fracture type 2 accounting for 65% of these cases. Kaplan-Meier analysis indicated a median PJK-free survival time of 60.7 months. Existing vertebral fracture (grade 1 or higher or grade 2 or higher) was a significant risk factor for PJK with vertebral fracture, with hazard ratios of 4.58 and 5.61, respectively. The onset time of PJK with vertebral fracture was 1.5 months postoperatively, with 44% of these cases occurring within 1 month and 64% within 2 months. ConclusionsPJK with vertebral fracture affected 25% of ASD patients, emphasizing the importance of osteoporosis evaluation. Existing vertebral fracture emerged as a significant independent risk factor, surpassing bone mineral density. This study provides valuable insights for spine surgeons, highlighting the need to provide osteoporosis treatment and emphasize potential postoperative complications during discussions with patients.

Predictive role of FRAX© for postoperative proximal junctional kyphosis with vertebral fracture after adult spinal deformity surgery.

To identify risk factors, including FRAX (a tool for assessing osteoporosis) scores, for development of proximal junctional kyphosis (PJK), defined as Type 2 in the Yagi-Boachie classification (bone failure), with vertebral fracture (VF) after surgery for symptomatic adult spinal deformity. This was a retrospective, single institution study of 127 adults who had undergone corrective long spinal fusion of six or more spinal segments for spinal deformity and been followed up for at least 2years. The main outcome was postoperative development of PJK with VF. Possible predictors of this outcome studied included age at surgery, BMI, selected radiographic measurements, bone mineral density, and 10-year probability of major osteoporotic fracture (MOF) as determined by FRAX. We also analyzed use of medications for osteoporosis. Associations between the selected variables and PJK with VF were assessed by the Mann-Whitney, Fishers exact, and Wilcoxon signed-rank tests, and Kaplan-Meier analysis, as indicated. Forty patients (31.5%) developed PJK with VF postoperatively,73% of them within 6months of surgery. Statistical analysis of the selected variables found that only a preoperative estimate by FRAX of a > 15% risk of MOF within 10years, pelvic tilt > 30° at first standing postoperatively and lower instrumented level (fusion terminating at the pelvis) were significantly associated with development of PJK with VF. Preoperative assessment of severity of osteoporosis using FRAX provides an accurate estimate of risk of postoperative PJK with VF after surgery for adult spinal deformity.

ViTR-Net: An unsupervised lightweight transformer network for cable surface defect detection and adaptive classification

As a crucial load-bearing component of the cable-stayed bridge, the cable requires surface defect detection to maintain its safety. The current deep-learning-based stay-cable surface defect detection still faces challenges, including insufficient actual defect samples, cumbersome labeling processes, and an effective method for further evaluation and classification of defects. To address these problems, an unsupervised vision transformer-based lightweight reconstruction network called ViTR-Net is proposed, which only uses normal stay-cable surface images to achieve end-to-end localization of defect areas in the image. ViTR-Net is a generative-based method that uses a hybrid network of convolutional neural networks and visual transformers as a feature extraction network. A feature correction fusion module is designed by integrating differential convolution and attention mechanisms to compensate for potential detail loss caused by feature extraction. Subsequently, a severity index for defects is established to assess the severity of various defects, and the detected defects are adaptively classified using the affinity propagation clustering algorithm. ViTR-Net achieves the highest defect detection accuracy and exquisite defect segmentation results on a realistic cable defect dataset through experimental validation. The proposed model can realize the surface defect assessment and adaptive classification of the stay cable, which has a good application prospect in the actual maintenance process of the stay cable.

The Validation of the Japanese Version of the Scoliosis Research Society-30 Questionnaire for Adolescent Idiopathic Scoliosis Patients.

The Scoliosis Research Society-30 (SRS-30) is a questionnaire originally developed from the SRS-22r questionnaire and is used to evaluate adolescent idiopathic scoliosis (AIS). It comprised questions on five domains: function, pain, self-image, mental health, and satisfaction, with seven additional questions related to postoperative aspects. In addition to the original English version, translations in multiple languages have been effectively applied. Herein, we evaluated the internal consistency and external validity of the Japanese version of the SRS-30 for AIS patients. Among the 30 questions in SRS-30, the eight additional questions from SRS-22r were translated and back-translated to create a Japanese version of the SRS-30. This translated questionnaire was then used to survey patients with AIS who underwent corrective fusion surgery one year postoperatively. The internal consistency of the responses was evaluated using the Cronbach α coefficient. Additionally, the Spearman correlation analyses were conducted to assess the correlation between the scores obtained from the SRS-30 Japanese version and SRS-22r and the Oswestry Disability Index (ODI) for the overall scale and the five domains. A total of 81 cases (eight males and 73 females; mean age at surgery 14.4 years) were enrolled. The mean preoperative Cobb angle was 51.0°. The Cronbach α coefficient for the overall SRS-30 was 0.861, indicating high internal consistency, while the coefficients for each domain were as follows: function/activity, 0.697; pain, 0.405; self-image/appearance, 0.776; mental health, 0.845; and satisfaction, 0.559. The SRS-30 total score significantly correlated with the SRS-22r total (r=0.945, P<0.001) and the ODI (r=-0.511, P<0.001). The SRS-30 domains highly correlated with the corresponding SRS-22r domains, with correlations ranging from r=0.826 to 0.901 (all P<0.001). The Japanese version of the SRS-30 demonstrated good internal and external validity. The SRS-30 can be used as an assessment tool for health-related quality of life in AIS patients.

Cost-Effectiveness of Corrective Fusion Surgeries for Adult Spinal Deformities: Does Unexpected Revision Surgery Affect Cost-Effectiveness?

Previous research has demonstrated that mid- to long-term health-related quality of life following corrective fusion surgery for adult spinal deformity (ASD) can be improved by appropriate revision surgery. In this study, we aim to compare the cost-effectiveness of corrective fusion surgery for ASD with and without unexpected revision surgery 5 years postoperatively. In total, 79 patients with ASD (mean age, 68.7 years) who underwent corrective fusion surgery between 2013 and 2015 were included in this study. Cost-effectiveness was evaluated based on the cost of obtaining 1 quality-adjusted life year (QALY). Patients were divided into two groups according to the presence or absence of unexpected revision surgery following corrective fusion and were subjected for comparison. As per our study findings, 26 (33%) of the 79 ASD patients underwent unexpected revision surgery during the first 5 years following surgery. Although there was no significant difference in terms of inpatient medical costs at the time of initial surgery for 5 years after surgery between the two groups (no-revision group, revision group; inpatient medical costs at the time of initial surgery: USD 69,854 vs. USD 72,685, P=0.344), the total medical expenses up to 5 years after surgery were found to be higher in the revision group (USD 72,704 vs. USD 104,287, P<0.001). The medical expenses required to improve 1 QALY 5 years after surgery were USD 178,476 in the no-revision group, whereas it was USD 222,081 in the revision group. Although the total medical expenses were higher in the revision group, no significant difference was observed in the cumulative QALY improvement between the revision and no-revision groups. Moreover, the medical expenses required to improve 1 QALY were higher in the revision group, with a difference of approximately 20%.