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1.
J Magn Reson Imaging ; 2024 Apr 27.
Artículo en Inglés | MEDLINE | ID: mdl-38676436

RESUMEN

BACKGROUND: Methods for grading and localization of lumbar disc herniation (LDH) on MRI are complex, time-consuming, and subjective. Utilizing deep learning (DL) models as assistance would mitigate such complexities. PURPOSE: To develop an interpretable DL model capable of grading and localizing LDH. STUDY TYPE: Retrospective. SUBJECTS: 1496 patients (M/F: 783/713) were evaluated, and randomly divided into training (70%), validation (10%), and test (20%) sets. FIELD STRENGTH/SEQUENCE: 1.5T MRI for axial T2-weighted sequences (spin echo). ASSESSMENT: The training set was annotated by three spinal surgeons using the Michigan State University classification to train the DL model. The test set was annotated by a spinal surgery expert (as ground truth labels), and two spinal surgeons (comparison with the trained model). An external test set was employed to evaluate the generalizability of the DL model. STATISTICAL TESTS: Calculated intersection over union (IoU) for detection consistency, utilized Gwet's AC1 to assess interobserver agreement, and evaluated model performance based on sensitivity and specificity, with statistical significance set at P < 0.05. RESULTS: The DL model achieved high detection consistency in both the internal test dataset (grading: mean IoU 0.84, recall 99.6%; localization: IoU 0.82, recall 99.5%) and external test dataset (grading: 0.72, 98.0%; localization: 0.71, 97.6%). For internal testing, the DL model (grading: 0.81; localization: 0.76), Rater 1 (0.88; 0.82), and Rater 2 (0.86; 0.83) demonstrated results highly consistent with the ground truth labels. The overall sensitivity of the DL model was 87.0% for grading and 84.0% for localization, while the specificity was 95.5% and 94.4%. For external testing, the DL model showed an appreciable decrease in consistency (grading: 0.69; localization: 0.66), sensitivity (77.2%; 76.7%), and specificity (92.3%; 91.8%). DATA CONCLUSION: The classification capabilities of the DL model closely resemble those of spinal surgeons. For future improvement, enriching the diversity of cases could enhance the model's generalization. TECHNICAL EFFICACY: Stage 2.

2.
Mol Biol Rep ; 51(1): 206, 2024 Jan 25.
Artículo en Inglés | MEDLINE | ID: mdl-38270688

RESUMEN

BACKGROUND: Bone marrow mesenchymal stem cells (BMSCs) have been widely recognized as a highly promising option for cell-based tissue engineering therapy targeting osteoporosis. However, the osteogenic differentiation of BMSCs is impeded by the limited viability and diminished capacity for bone formation within the osteoporotic microenvironment. METHODS: In this study, the COL6A3 gene was confirmed through an extensive analysis of the preceding single-cell sequencing database. The generation of an inflammatory microenvironment resembling osteoporotic cell transplantation was achieved by employing lipopolysaccharide (LPS). A lentivirus targeting the COL6A3 gene was constructed, and a Western blotting assay was used to measure the marker proteins of osteogenesis, adipogenesis, and mitophagy. Immunofluorescence was utilized to observe the colocalization of mitochondria and lysosomes. The apoptosis rate of each group was evaluated using the TUNEL assay, and the mitochondrial membrane potential was assessed using JC-1 staining. RESULTS: This investigation discovered that the impaired differentiation capacity and decreased viability of BMSCs within the inflammatory microenvironment were markedly ameliorated upon overexpression of the specific COL6A3 gene. Moreover, the administration of COL6A3 gene overexpression successfully mitigated the inhibitory impacts of LPS on mitophagy and the expression of inflammatory mediators, specifically inducible nitric oxide synthase (iNOS) and cyclooxygenase-2 (COX-2), in BMSCs. To clarify the underlying mechanism, the role of mitophagy during the differentiation of COL6A3 gene-modified BMSCs in the inflammatory microenvironment was evaluated using the mitophagy inhibitor Mdivi-1. CONCLUSIONS: In the context of lipopolysaccharide (LPS) stimulation, COL6A3 enhances the differentiation of BMSCs into osteogenic and adipogenic lineages through the promotion of mitophagy and the maintenance of mitochondrial health. Our findings may provide a novel therapeutic approach utilizing stem cells in the treatment of osteoporosis.


Asunto(s)
Colágeno Tipo VI , Células Madre Mesenquimatosas , Osteoporosis , Lipopolisacáridos/farmacología , Mitofagia/genética , Osteogénesis/genética
3.
J Biochem Mol Toxicol ; 38(1): e23523, 2024 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-37654027

RESUMEN

Pyroptosis, a newly discovered pro-inflammatory programmed necrosis of cells, serves as an initiating and promoting event that leads to intervertebral disc (IVD) degeneration (IDD). Endoplasmic reticulum stress (ERS) and autophagy are vital regulatory mechanisms of cellular homeostasis, which is also closely related to IDD. However, the role and relationship of ERS and autophagy in the pyroptosis of nucleus pulposus cell (NPC) are not well understood. In this research, we aimed to elucidate the role and mechanism of ERS-C/EBP homologous protein (CHOP) in lipopolysaccharide (LPS)-induced cell pyroptosis and determine its interaction with autophagy. ERS and autophagy inducers or inhibitors were used or not in the preconditioning of rat NPCs. Cell viability, pyroptosis-related protein expression, caspase-1 activity assay, and enzyme-linked immunosorbent assay were performed to observe rat NPC pyroptosis after the treatment of LPS. Activation of the ERS pathway and autophagy were assessed by quantitative real-time PCR, western blot analyses, and immunofluorescence staining assay to classify the molecular mechanisms. Our results showed that LPS stimulation induced NPC pyroptosis with concomitant activation of the ERS-CHOP pathway and initiated autophagy. Activation of the ERS-CHOP pathway exacerbated rat NPC pyroptosis, whereas autophagy inhibited cell pyroptosis. LPS-induced cell pyroptosis and CHOP upregulation were negatively regulated by autophagy. LPS-induced autophagy was depressed by the ERS inhibitor but aggravated by the ERS inducer. Taken together, our findings suggested that LPS induced NPC pyroptosis by activating ERS-CHOP signaling and ERS mediated LPS-induced autophagy, which in turn alleviated NPC pyroptosis by inhibiting CHOP signaling.


Asunto(s)
Degeneración del Disco Intervertebral , Núcleo Pulposo , Ratas , Animales , Lipopolisacáridos/toxicidad , Núcleo Pulposo/metabolismo , Piroptosis , Estrés del Retículo Endoplásmico , Degeneración del Disco Intervertebral/metabolismo , Apoptosis/fisiología , Autofagia
4.
BMC Musculoskelet Disord ; 24(1): 157, 2023 Mar 02.
Artículo en Inglés | MEDLINE | ID: mdl-36864426

RESUMEN

Higher levels of apolipoprotein A1 (ApoA1) were associated with higher risk of osteoporosis, which supports the argument that lipid metabolism is involved in bone metabolism. BACKGROUND: Although the current evidence shows that lipid metabolism and osteoporosis are closely related to cardiovascular disease, the association between ApoA1 and osteoporosis is still unknown. Therefore, the purpose of this study was to explore the relationship between ApoA1 and osteoporosis. METHODS: In this cross-sectional study, we included 7743 participants in the Third National Health and Nutrition Examination Survey. ApoA1 was regarded as an exposure variable and osteoporosis was considered as an outcome variable. Multivariate logistic regression analysis, sensitivity analysis, and receiver operator characteristic (ROC) were used to assess the association of ApoA1 with osteoporosis. RESULTS: Participants with higher ApoA1 had higher rates of osteoporosis compared to participants with lower ApoA1 (P <  0.05). Individuals with osteoporosis had higher levels of ApoA1 than individuals without osteoporosis (P <  0.05). In multivariate logistic regression analysis adjusted for age, sex, race, hypertension, diabetes, gout, hypotensive drugs, hypoglycemic drugs, systolic blood pressure, total cholesterol, low-density lipoprotein cholesterol, high-density lipoprotein cholesterol, apolipoprotein B, blood urea nitrogen, albumin, uric acid, hemoglobin A1c, alkaline phosphatase and total calcium, higher ApoA1 was strongly associated with higher risk of osteoporosis, whether as a continuous variable or a categorical variable [Model 3, OR (95% CI), P value: 2.289 (1.350, 3.881), 0.002 and 1.712 (1.183, 2.478), 0.004]. And after excluding individuals with gout, the correlation between them remained and was significant (P <  0.01). And ROC analysis also showed that ApoA1 could predict the development of osteoporosis (AUC = 0.650, P <  0.001). CONCLUSION: ApoA1 was closely associated with osteoporosis.


Asunto(s)
Apolipoproteína A-I , Gota , Humanos , Estudios Transversales , Encuestas Nutricionales , HDL-Colesterol
5.
Biochem Genet ; 2023 Dec 16.
Artículo en Inglés | MEDLINE | ID: mdl-38104050

RESUMEN

Approximately 80% of individuals encounter lower back pain (LBP), a prevalent clinical issue largely attributed to intervertebral disc degeneration (IDD). Ferroptosis is an iron-dependent lipid peroxidation-driven cell death, and there is growing evidence that ferroptosis plays an important role in various human diseases. However, the underlying mechanism of ferroptosis in IDD remains unclear. This study aims to reveal the potential hub genes and related pathways of ferroptosis in the pathogenesis and progression of IDD. In this study, we analyzed three microarray datasets from the GEO database. Additionally, we downloaded ferroptosis-related genes from FerrDb-V2 and extracted apoptosis-related genes from UniProt as a control to show the specificity of ferroptosis. Weighted gene co-expression network analysis (WGCNA) was performed to identify the IDD-related module genes. Then, ferroptosis-related genes and apoptosis-related genes were separately overlapped with the IDD-related module genes, resulting in the identification of 35 ferroptosis-related module genes (FRMG) and 142 apoptosis-related module genes (ARMG). Furthermore, we performed functional enrichment analysis and protein-protein interaction network, and Cytoscape along with CytoHubba was used to identify the hub genes. Finally, logistic regression models were constructed and identified two hub FRMGs (PTEN and EGFR) and one hub ARMG (CTNNB1), which could distinguish IDD patients from controls (P < 0.05). The areas under the ROC curves were 0.792 and 0.730, respectively, suggesting that ferroptosis is more specific than apoptosis in IDD. In conclusion, this study provided fresh perspectives on ferroptosis in the pathogenesis and progression of IDD that can be used to evaluate potential biomarker genes and therapeutic targets.

6.
Altern Ther Health Med ; 29(6): 176-181, 2023 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-37235499

RESUMEN

Background: Osteoporotic thoracolumbar burst fractures (OTLBF) pose challenges for vertebroplasty due to the risk of cement leakage and spinal injury resulting from the fracture of the posterior vertebra and spinal canal occupancy. It limits the application of vertebroplasty in these patients. Objective: This study investigates the efficacy and safety of a bilateral pedicle approach combined with postural reduction for treating OTLBF using vertebroplasty. Material and Methods: Thirteen patients (aged ≥ 65 years) with thoracolumbar fractures without neurological deficits underwent vertebroplasty. The fractures affected the anterior and middle columns of the vertebrae, with mild compression of the canal. Clinical symptoms, procedure effects, patient mobility, and pain were assessed before the procedure and between 1 day and 3 months post-procedure. Kyphosis correction, wedge angle, and height restoration were also measured. Results: Immediate improvements in pain and mobility were observed in all patients following vertebroplasty, with sustained improvements over 6 months. Significant improvements were observed between 1 day and 6 months post-procedure, with at least a 4-level reduction in pain after 6 months. No comorbidities were observed. Kyphosis correction, wedge angle, and height restoration were improved. In one patient, postoperative computed tomography revealed polymethylmethacrylate leakage into the disc space and paravertebral space through the endplate fracture site, while no intraspinal leakage was found in other patients. Conclusions: Although vertebroplasty is generally considered contraindicated in OTLBF patients with posterior body involvement, this study demonstrates successful and safe treatment without causing neurological deficits. Percutaneous vertebroplasty combined with body reduction may serve as an alternative method for treating OTLBF, effectively preventing major surgical complications. Furthermore, it offers superior kyphosis correction, vertebral body reduction, pain reduction, early mobilization, and pain relief for patients.


Asunto(s)
Cifosis , Fracturas Osteoporóticas , Humanos , Fracturas Osteoporóticas/cirugía , Manejo del Dolor , Columna Vertebral , Cifosis/cirugía , Dolor
7.
Arch Orthop Trauma Surg ; 143(6): 2919-2927, 2023 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-35678891

RESUMEN

PURPOSE: To compare the outcomes of expansive open-door laminoplasty with instrumented fusion (ELIF) and expansive open-door laminoplasty with instrumented non-fusion (ELINF) for multilevel cervical ossification of the posterior longitudinal ligament (OPLL). METHODS: Patients who underwent ELIF or ELINF due to multilevel cervical OPLL from June 2013 to June 2019 were identified. Clinical and radiological outcomes were compared between the two groups. RESULTS: A total of 78 patients were enrolled in this study with a minimum follow-up of 24 months, including 42 patients in the ELIF group and 36 patients in the ELINF group. At the final follow-up, sagittal vertical axis (SVA) and C2-C7 Cobb angle in the ELIF group were significantly better than those in the ELINF group, and cervical range of movement (ROM) in the ELIF group decreased significantly than that in the ELINF group. The incidence of OPLL progression at the final follow-up was 4.76% (2/42) in the ELIF group and 27.78% (10/36) in the ELINF group. Postoperative Japanese Orthopaedic Association (JOA) score, neck disability index (NDI), and visual analog scale (VAS) score improved significantly in each group, but JOA score and recovery rate (RR) in the ELIF group were significantly better than those in the ELINF group at the final follow-up. When K-line was positive, the difference in the final JOA score between the two groups was not significant, but the RR in the ELIF group was significantly better than that in the ELINF group. When K-line was negative, the final JOA score and RR in the ELIF group were significant higher than those in the ELINF group. CONCLUSIONS: ELIF and ELINF were two effective surgical procedures for treating multilevel cervical OPLL. However, ELIF was superior to ELINF due to better postoperative JOA score and RR, significant improvement of C2-C7 Cobb angle and maintenance of SVA, and suppressant effect on OPLL progression, especially for patients with K-line ( - ) OPLL.


Asunto(s)
Laminoplastia , Osificación del Ligamento Longitudinal Posterior , Humanos , Ligamentos Longitudinales/cirugía , Laminoplastia/métodos , Osteogénesis , Resultado del Tratamiento , Vértebras Cervicales/cirugía , Osificación del Ligamento Longitudinal Posterior/cirugía , Estudios Retrospectivos
8.
Inflamm Res ; 71(5-6): 695-710, 2022 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-35426501

RESUMEN

BACKGROUND: A20 is an anti-inflammatory molecule in nucleus pulposus (NP) cells. The anti-inflammatory properties of A20 are mainly attributed to its ability to suppress the NF-κB pathway. However, A20 can protect cells from death independently of NF-κB regulation. This study aimed to investigate the effects of A20 on pyroptosis and apoptosis of NP cells induced by lipopolysaccharide (LPS). METHODS: NP cells induced by LPS were used as an in vitro model of the inflammatory environment of the intervertebral disc. Pyroptosis, apoptosis, and mitophagy marker proteins were detected. Then, NP cells were transfected with A20 overexpressed lentivirus or A20-siRNA. Annexin V FITC/PI, Western blotting, and immunofluorescence assays were used to detect the apoptosis, pyroptosis, and mitophagy of NP cells. Furthermore, the expressions of A20, related proteins, and related inflammatory cytokines were detected by western blotting, and ELISA. RESULTS: Apoptosis and pyroptosis of NP cells increased gradually treated with LPS for 12 h, 24 h, and 48 h. Differently, the level of mitophagy increased first and then decreased, and was the highest at LPS treatment for 12 h. Overexpression or knockdown of A20 in NP cells revealed that A20 attenuated the pyroptosis, apoptosis, and production of inflammatory cytokines of NP cells induced by LPS, while A20 sponsored mitophagy, reduced ROS production and collapse of mitochondrial membrane potential (ΔΨm). Moreover, A20 also promoted mitochondrial dynamic homeostasis and attenuated LPS-induced excessive mitochondrial fission. Excitingly, inhibition of mitophagy attenuated the effect of A20 on the negative regulation of pyroptosis of NP cells induced by LPS. Pyroptosis was accompanied by a large release of inflammatory cytokines. Inhibition of pyroptosis also significantly reduced apoptosis of NP cells. Finally, The mitochondria-targeted active peptide SS-31 inhibited LPS-induced pyroptosis and ROS production in NP cells. CONCLUSIONS: To sum up, A20 attenuates pyroptosis and apoptosis of NP cells via promoting mitophagy and stabilizing mitochondrial dynamics. Besides, A20 reduces LPS-induced NP cell apoptosis by inhibiting NLRP3 inflammasome-mediated pyroptosis. It provides theoretical support for the reduction of functional NP cell loss in the intervertebral disc through the gene-targeted intervention of A20.


Asunto(s)
Núcleo Pulposo , Antiinflamatorios/farmacología , Apoptosis , Citocinas/metabolismo , Lipopolisacáridos/farmacología , Dinámicas Mitocondriales , Mitofagia , FN-kappa B/metabolismo , Proteína con Dominio Pirina 3 de la Familia NLR/metabolismo , Piroptosis , Especies Reactivas de Oxígeno/metabolismo
9.
Cell Biol Int ; 46(4): 568-578, 2022 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-35019194

RESUMEN

Acid-induced cellular senescence is a critical underlying mechanism of intervertebral disc (IVD) degeneration (IDD). Acid stimulation activates a variety of biological changes including autophagy, endoplasmic reticulum stress, and related unfolded protein response (UPR), which are important regulators of cellular senescence. However, the precise mechanism of acid-mediated UPR and autophagy in nucleus pulposus cell (NPC) senescence has not been fully elucidated. In this study, we used acid to mimic the acidic microenvironment of IVD, and rat NPCs were cultured with or without autophagy or UPR signaling small-interfering RNAs. The related proteins and genes were assessed by immunofluorescence staining assay, Western blot analyses, and quantitative real-time polymerase chain reaction to monitor the activation of these signals and classify the molecular mechanisms underlying the correlation between autophagy and UPR pathway. Cell cycle analyses, senescence-associated ß-galactosidase staining, gene expression, and immunoblotting analyses were performed to observe NPC senescence. Results showed that acid stimulation not only induced NPC senescence, but also initiated UPR and autophagy. Silencing the binding immunoglobulin protein signaling of UPR or autophagy signaling promoted rat NPC senescence. Knock-down of the UPR also blocked NPC autophagy. Taken together, UPR inhibits NPC senescence under acidic condition by activating autophagy. Hence, UPR-dependent autophagy could be an effective biologic target for the treatment of IDD in the future.


Asunto(s)
Degeneración del Disco Intervertebral , Núcleo Pulposo , Animales , Autofagia , Senescencia Celular , Estrés del Retículo Endoplásmico , Degeneración del Disco Intervertebral/metabolismo , Núcleo Pulposo/metabolismo , Ratas , Respuesta de Proteína Desplegada
10.
Sleep Breath ; 26(4): 1603-1611, 2022 12.
Artículo en Inglés | MEDLINE | ID: mdl-34783978

RESUMEN

PURPOSE: Psychological symptoms are increasingly being noted in patients with chronic diseases. Currently, little evidence is available on the mental health of patients with overlap syndrome (OVS, chronic obstructive pulmonary disease plus obstructive sleep apnea). This study aimed to describe the prevalence and identify influencing factors of anxiety and depression in patients with OVS. METHODS: We recruited patients admitted for chronic obstructive pulmonary disease (COPD) from July 2018 to July 2019 who also underwent polysomnography tests to assess obstructive sleep apnea (OSA). COPD patients who had an apnea-hypopnea index (AHI) ≥ 5/h were defined as OVS. COPD patients who had an AHI < 5/h were identified as pure COPD. Questionnaires were administered to evaluate depression and anxiety in all subjects. We compared the differences in scores between patients with OVS and pure COPD. RESULTS: Two hundred and fifty-two patients were included, 180 (71%) patients had OVS, while only 72 patients had pure COPD. In the OVS group, 54% of the patients had depression, and 77% of the patients had anxiety. We found that patients with OVS had higher anxiety (8.00 (4.00, 10.00) vs. 6.00 (3.00, 9.00), p = 0.018) and depression (8.00 (4.00, 10.00) vs. 5.50 (2.25, 10.00), p = 0.022) scores than patients with pure COPD. A higher proportion of patients with hypertension (41% vs. 21%) and coronary heart disease (14% vs. 4%) were found in the OVS group. Chest pain, COPD Assessment Test (CAT) score, and OVS were independent risk factors for depression (P<0.05). A positive correlation was shown between anxiety and depression (r=0.638, p < 0.001). CONCLUSIONS: Anxiety and depression were more severe in patients with OVS than in patients with pure COPD. More attention should be paid to the mental health of OVS patients. TRIAL REGISTRATION: ClinicalTrials.gov; URL: www. CLINICALTRIALS: gov . NO.: NCT03182309. Registered on June 9, 2017; https://clinicaltrials.gov/ct2/show/NCT03182309?term=NCT+03182309&draw=2&rank=1.


Asunto(s)
Enfermedad Pulmonar Obstructiva Crónica , Apnea Obstructiva del Sueño , Humanos , Depresión/diagnóstico , Depresión/epidemiología , Apnea Obstructiva del Sueño/diagnóstico , Apnea Obstructiva del Sueño/epidemiología , Polisomnografía , Enfermedad Pulmonar Obstructiva Crónica/diagnóstico , Enfermedad Pulmonar Obstructiva Crónica/epidemiología , Síndrome , Ansiedad/diagnóstico , Ansiedad/epidemiología
11.
BMC Musculoskelet Disord ; 23(1): 767, 2022 Aug 12.
Artículo en Inglés | MEDLINE | ID: mdl-35953802

RESUMEN

BACKGROUND: Deep vein thrombosis (DVT) was a fatal complication of knee arthroplasty. We had neglected the risk factors of preoperative DVT although patients undergoing knee arthroplasty were at high risk for VTE. This study was to determine the risk factors for preoperative DVT and application of Caprini Risk Assessment Model (RAM) in patients with end-stage knee osteoarthritis (OA). METHODS: We retrospectively analyzed 1808 cases with end-stage knee OA undergoing primary knee arthroplasty from May 2015 to December 2020. Based on the results of ultrasonography in lower extremities, all patients were divided into non-DVT group and DVT group. Distribution of risk factors and risk levels were compared using χ2 test between two groups. Binary logistic regression analysis was used to determine the risk factors and relationship of risk levels and preoperative DVT. RESULTS: The incidence of preoperative DVT was 5.53% (n = 100). Distribution of the study population by risk level was low, 4.09%; moderate, 23.95%; high, 66.98%; and highest 4.98%. Female (P = 0.002), age (P = 0.012), swollen legs (P = 0.035) and history of blood clots (P < 0.001) was correlated with preoperative DVT. Difference among four risk levels was significant (P = 0.007). Patients with highest risk level had statistically significant association with preoperative DVT (P = 0.005, OR = 2.93, 95%CI [1.375-6.246]). CONCLUSION: The incidence of preoperative DVT was 5.53% in end-stage knee OA patients. The gender (female) and age were independent risk factors for preoperative DVT. The risk group classification by Caprini RAM was significantly associated with preoperative DVT. The usage of Caprini RAM before knee arthroplasty may be beneficial for prophylaxis of DVT.


Asunto(s)
Artroplastia de Reemplazo de Rodilla , Osteoartritis de la Rodilla , Trombosis de la Vena , Artroplastia de Reemplazo de Rodilla/efectos adversos , Femenino , Humanos , Osteoartritis de la Rodilla/complicaciones , Complicaciones Posoperatorias/epidemiología , Complicaciones Posoperatorias/etiología , Complicaciones Posoperatorias/cirugía , Estudios Retrospectivos , Medición de Riesgo , Factores de Riesgo , Trombosis de la Vena/diagnóstico por imagen , Trombosis de la Vena/epidemiología , Trombosis de la Vena/etiología
12.
Neurosurg Focus ; 52(4): E7, 2022 04.
Artículo en Inglés | MEDLINE | ID: mdl-35364584

RESUMEN

OBJECTIVE: The purpose of this study was to develop natural language processing (NLP)-based machine learning algorithms to automatically differentiate lumbar disc herniation (LDH) and lumbar spinal stenosis (LSS) based on positive symptoms in free-text admission notes. The secondary purpose was to compare the performance of the deep learning algorithm with the ensemble model on the current task. METHODS: In total, 1921 patients whose principal diagnosis was LDH or LSS between June 2013 and June 2020 at Zhongda Hospital, affiliated with Southeast University, were retrospectively analyzed. The data set was randomly divided into a training set and testing set at a 7:3 ratio. Long Short-Term Memory (LSTM) and extreme gradient boosting (XGBoost) models were developed in this study. NLP algorithms were assessed on the testing set by the following metrics: receiver operating characteristic (ROC) curve, area under the curve (AUC), accuracy score, recall score, F1 score, and precision score. RESULTS: In the testing set, the LSTM model achieved an AUC of 0.8487, accuracy score of 0.7818, recall score of 0.9045, F1 score of 0.8108, and precision score of 0.7347. In comparison, the XGBoost model achieved an AUC of 0.7565, accuracy score of 0.6961, recall score of 0.7387, F1 score of 0.7153, and precision score of 0.6934. CONCLUSIONS: NLP-based machine learning algorithms were a promising auxiliary to the electronic health record in spine disease diagnosis. LSTM, the deep learning model, showed better capacity compared with the widely used ensemble model, XGBoost, in differentiation of LDH and LSS using positive symptoms. This study presents a proof of concept for the application of NLP in prediagnosis of spine disease.


Asunto(s)
Desplazamiento del Disco Intervertebral , Estenosis Espinal , Humanos , Desplazamiento del Disco Intervertebral/diagnóstico , Aprendizaje Automático , Procesamiento de Lenguaje Natural , Estudios Retrospectivos , Estenosis Espinal/diagnóstico
13.
Eur Spine J ; 30(4): 886-892, 2021 04.
Artículo en Inglés | MEDLINE | ID: mdl-33386474

RESUMEN

PURPOSE: To investigate radiological risk factors for recurrent lumbar disc herniation (rLDH) after percutaneous transforaminal endoscopic discectomy (PTED). METHODS: Patients who underwent PTED due to a single-level L4-L5 or L5-S1 disc herniation from January 2013 to May 2019 were enrolled in this study. A matched case-control design was carried out in a single institution. Cases were defined as those who developed rLDH, and controls were matched from those patients without rLDH according to corresponding clinical characteristics. The radiological parameters were compared between two groups. The radiological risk factors for rLDH after PTED were identified by univariate and multivariate logistic regression analysis. RESULTS: A total of 2186 patients who underwent PTED at L4-L5 or L5-S1 level were enrolled in this study. Sixty-eight patients were diagnosed with rLDH, and 136 patients were selected from the remaining 2118 nonrecurrent patients as matched controls. Univariate analysis demonstrated that herniation type (P = 0.009), surgical-level disc degeneration (P < 0.001), adjacent-level disc degeneration (P = 0.017), disc height index (DHI) (P = 0.003), and sagittal range of motion (sROM) (P < 0.001) were significantly related to rLDH. Multiple logistic regression analysis showed that low grade of surgical-level disc degeneration (P < 0.001), senior grade of adjacent-level disc degeneration (P < 0.001), a high DHI (P = 0.012), and a large sROM (P < 0.001) were the radiological independent risk factors. CONCLUSION: This study showed that low grade of surgical-level disc degeneration, senior grade of adjacent-level disc degeneration, a high DHI, and a large sROM were the radiological independent risk factors for rLDH after PTED.


Asunto(s)
Discectomía Percutánea , Degeneración del Disco Intervertebral , Desplazamiento del Disco Intervertebral , Estudios de Casos y Controles , Endoscopía , Humanos , Degeneración del Disco Intervertebral/cirugía , Desplazamiento del Disco Intervertebral/cirugía , Vértebras Lumbares/cirugía , Estudios Retrospectivos , Factores de Riesgo
14.
Chin J Traumatol ; 23(6): 367-371, 2020 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-32912709

RESUMEN

Subtalar dislocation is defined as a separation of the talocalcaneal and talonavicular articulations, commonly caused by high-energy mechanisms, which include falls from height, motor vehicle crashes, and twisting leg injuries. The dislocations are divided into medial, lateral, anterior, and posterior types on the basis of the direction in which the distal part of the foot has shifted in relation to the talus. The most common type is medial dislocation resulted from inversion injury. Subtalar dislocation may accompany with other fractures. Physical examination must be performed carefully to assess for neurovascular compromise. Most of the subtalar dislocations can be treated with closed reduction under sedation. If this is not possible, open reduction without further delay should be conducted. After primary treatment, X-ray and computed tomography scan should be performed to evaluate the alignment and the fractures. We report a 37-year-old male patient sustained a subtalar dislocation without any bony injury when he was playing football. The patient was successfully treated by closed reduction, and a good alignment was observed at the last follow-up. The pathogenesis and treatment method of this case were analyzed, and the related literature were reviewed, which provided a reference for future clinical treatment.


Asunto(s)
Reducción Cerrada/métodos , Fútbol Americano/lesiones , Luxaciones Articulares/etiología , Luxaciones Articulares/cirugía , Articulación Talocalcánea/lesiones , Adulto , Estudios de Seguimiento , Humanos , Luxaciones Articulares/clasificación , Luxaciones Articulares/diagnóstico por imagen , Masculino , Tomografía Computarizada por Rayos X , Resultado del Tratamiento
15.
J Cell Physiol ; 234(7): 11631-11645, 2019 07.
Artículo en Inglés | MEDLINE | ID: mdl-30515797

RESUMEN

Cellular loss induced by tumor necrosis factor alpha (TNF-α) contributes to the pathogenesis of intervertebral disc (IVD) degeneration. Cellular stress induced by TNF-α activates several processes to restore cell homeostasis. These processes include autophagy, endoplasmic reticulum stress, and related unfolded protein response (UPR). However, the effect and mechanism of UPR and autophagy regulated by TNF-α in IVD degeneration (IDD) remain unclear. The effect of autophagy on biological changes in nucleus pulposus cells (NPCs) also remains elusive. In this study, rat NPCs were cultured with TNF-α in the presence or absence of the UPR or autophagy pathway small-interfering RNAs. The associated genes and proteins were evaluated through immunofluorescence staining, quantitative real-time polymerase chain reaction (qRT-PCR) and western blot analyses to monitor UPR and autophagy signaling and identify the regulatory mechanism of autophagy by the UPR pathway. Trypan blue exclusion assay, cell flow cytometry, terminal deoxynucleotidyl transferase dUTP nick end labeling staining, qRT-PCR, and western blot analyses were performed to examine the apoptosis of NPCs. The results showed that the acute exposure of TNF-α induced the apoptosis of rat NPCs and activated the protein kinase RNA-like ER kinase/eukaryotic translation initiation factor 2α (PERK/eIF2α) pathway of UPR and initiated autophagy. Silencing the PERK/eIF2α pathway or inhibiting autophagy enhanced the apoptosis of NPCs. Interference of the PERK/eIF2α pathway suppressed the autophagy of rat NPCs under TNF-α stimulation. Taken together, the PERK/eIF2α pathway reinforces the survival of NPCs under TNF-α stimulation by activating autophagy. Therefore, PERK/eIF2α-dependent autophagy could be a novel biological therapeutic target for IDD.


Asunto(s)
Apoptosis/efectos de los fármacos , Autofagia/efectos de los fármacos , Factor 2 Eucariótico de Iniciación/metabolismo , Núcleo Pulposo/patología , Transducción de Señal , Factor de Necrosis Tumoral alfa/farmacología , eIF-2 Quinasa/metabolismo , Animales , Proteína 5 Relacionada con la Autofagia/metabolismo , Beclina-1/metabolismo , Supervivencia Celular/efectos de los fármacos , Citoprotección/efectos de los fármacos , Estrés del Retículo Endoplásmico/efectos de los fármacos , Masculino , Modelos Biológicos , ARN Interferente Pequeño/metabolismo , Ratas Sprague-Dawley , Transducción de Señal/efectos de los fármacos , Respuesta de Proteína Desplegada/efectos de los fármacos
16.
Neurosurg Rev ; 42(2): 455-462, 2019 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-29732516

RESUMEN

This study was aimed to analyze the survival of patients with spinal chordomas. Patients' data in the Surveillance, Epidemiology, and End Results (SEER) database were retrieved and analyzed statistically. There were 765 patients with spinal chordomas between 1974 and 2013. The overall survival did not improve significantly over decades for patients receiving surgery and radiotherapy (SR) (P = 0.221). There were significant differences in overall survival among subgroups of patients receiving surgery (S), radiotherapy (R), and neither S nor R (NSR) (P = 0.031, 0.037, and 0.031, respectively). Cancer-specific survival did not change significantly among subgroups of patients receiving R (P = 0.411), while it increased steadily among subgroups of patients receiving S, SR, and NSR (P < 0.001, 0.001, and 0.049, respectively). In the multivariate Cox regression model, younger onset age (hazard ratio [HR] 1.052, P < 0.001), surgery (HR 0.291, P = 0.001), and tumor location of the sacrum (HR 0.401, P = 0.002) were associated with a better overall survival. Similarly, younger onset age (HR 1.036, P = 0.029), surgery (HR 0.221, P = 0.009), and tumor location of the sacrum (HR 0.287, P = 0.002) were also associated with a higher cancer-specific survival. The changes in overall and cancer-specific survival over time differ among different treatment groups. Younger onset age, surgical strategy, and tumor location of the sacrum may be correlated with a higher overall and cancer-specific survival.


Asunto(s)
Cordoma/mortalidad , Neoplasias de la Columna Vertebral/mortalidad , Adulto , Edad de Inicio , Anciano , Cordoma/patología , Cordoma/terapia , Bases de Datos Factuales , Femenino , Humanos , Estimación de Kaplan-Meier , Masculino , Persona de Mediana Edad , Modelos de Riesgos Proporcionales , Radiocirugia , Sacro , Neoplasias de la Columna Vertebral/patología , Neoplasias de la Columna Vertebral/terapia , Análisis de Supervivencia , Tasa de Supervivencia
17.
Eur Spine J ; 28(4): 633-648, 2019 04.
Artículo en Inglés | MEDLINE | ID: mdl-30715648

RESUMEN

PURPOSE: To elucidate the natural history of intervertebral disk (IVD) and characterize its embryonic beginnings and age-related degeneration. METHODS: Coronal sections of embryonic (E13.5-neonatal) and postnatal (4-60-week-old) Sprague-Dawley rat IVD were stained by a series of histological stainings (hematoxylin and eosin, Alcian blue, Picrosirius red, Masson, Periodic acid-Schiff). Growth kinetics within embryonic IVD were evaluated by immunohistochemical staining of Ki67 and proliferating cell nuclear antigen. Postnatal maturation and degeneration of IVD were visualized on radiology by X-ray, CT, and MR imaging. RESULTS: During the formation of rat IVD, inner annulus fibrosus (AF) and cartilaginous endplate (CEP) shared similar cell density, extracellular matrix, and potential of growth kinetics; notochord provided increased and enlarged cytoplasmic vacuoles to generate nucleus pulposus (NP), part of which was retained within CEP. Postnatally, vacuolated notochord cells were reduced by devacuolation, while chondrocytic NP cells increased; cartilaginous layers of CEP were narrowed by vertebrae growth and secondary ossification; fibrotic portion of AF decreased as cartilaginous matrix accumulated and infiltrated outward. In aged and degenerated IVD, large longitudinal fissures were detected near the boundaries between inner and outer AF, whereas both reduced cellularity and accumulated cell clusters were evident within the dehydrated NP; only part of these histocytological changes could be reported on radiology. CONCLUSIONS: By showing that the natural history of IVD is orchestrated by a dynamic histocytological regulation, our study may facilitate better understanding of the developmental defects, cellular heterogeneity, age-related degenerative mechanisms, and biological regeneration of IVD. These slides can be retrieved under Electronic Supplementary Material.


Asunto(s)
Degeneración del Disco Intervertebral/patología , Disco Intervertebral/embriología , Envejecimiento/patología , Animales , Anillo Fibroso/citología , Anillo Fibroso/embriología , Anillo Fibroso/patología , Recuento de Células , Diferenciación Celular/fisiología , Condrocitos/patología , Matriz Extracelular , Femenino , Desarrollo Fetal/fisiología , Disco Intervertebral/diagnóstico por imagen , Disco Intervertebral/crecimiento & desarrollo , Disco Intervertebral/patología , Degeneración del Disco Intervertebral/diagnóstico por imagen , Imagen por Resonancia Magnética , Masculino , Notocorda/citología , Notocorda/embriología , Núcleo Pulposo/embriología , Núcleo Pulposo/patología , Radiografía , Ratas Sprague-Dawley , Tomografía Computarizada por Rayos X
18.
Int Orthop ; 43(4): 923-937, 2019 04.
Artículo en Inglés | MEDLINE | ID: mdl-30547214

RESUMEN

PURPOSE: We conducted a systematic review and meta-analysis to compare the clinical outcomes of percutaneous endoscopic lumbar discectomy (PELD) and microendoscopic discectomy (MED) for the treatment of lumbar disc herniation (LDH), and to clarify whether PELD is more superior to MED. METHODS: We performed a comprehensive search in the databases of MEDLINE, EMBASE, PubMed, Web of Science, Cochrane database, CNKI, and Wanfang Data to acquire all relevant studies up to July 2018. The searched literatures were then screened according to the strict inclusion and exclusion criteria. The critical data were extracted and analyzed utilizing Review Manager software. The pooled effects were calculated by mean difference (MD) or odds ratio (OR) with 95% confidence intervals (CI) on the basis of data attributes. RESULTS: A total of 18 studies (2161 patients, 1093 in the PELD group and 1068 in the MED group) were included in this systematic review and meta-analysis. At last follow-up, the results revealed that no significant difference was found between PELD group and MED group with respect to ODI (MD - 0.30; 95% CI - 1.02 to 0.42; P = 0.41), VAS-leg pain (MD - 0.18; 95% CI - 0.45 to 0.09; P = 0.19), VAS-unspecified (MD - 0.00; 95% CI - 0.05 to 0.04; P = 0.94), excellent & good rate (OR, 1.04; 95% CI 0.68 to 1.59; P = 0.86), total complication rate (OR, 0.96; 95% CI 0.65 to 1.43; P = 0.85), dural tear rate (OR, 0.39; 95% CI 0.10 to 1.55; P = 0.18), and residue or recurrence rate (OR, 2.22; 95% CI 1.02 to 4.83; P = 0.05). When compared to MED group, the PELD group showed significantly better results with regard to shorter length of incision (MD - 1.18; 95% CI - 1.39 to - 0.97; P < 0.00001), less blood loss (MD - 45.17; 95% CI - 64.74 to - 25.60; P < 0.00001), shorter post-operative in-bed time (MD - 59.11; 95% CI - 71.19 to - 47.04; P < 0.00001), shorter post-operative hospital stay (MD - 3.07; 95% CI - 4.81 to - 1.33; P < 0.00001), shorter total hospital stay (MD - 2.29; 95% CI - 3.03 to - 1.55; P < 0.00001), and lower VAS-back pain at last follow-up (MD - 0.77; 95% CI - 1.31 to - 0.24; P = 0.005), but with significantly worse results such as more fluoroscopy (MD 7.63; 95% CI 5.25 to 10.01; P < 0.00001) and higher re-operation rate (OR, 2.67; 95% CI 1.07 to 6.67; P = 0.04). Although no significant difference was found between the two groups in terms of duration of operation (MD 6.27; 95% CI - 2.44 to 14.98; P = 0.16) and total hospital cost (MD - 0.69; 95% CI - 12.60 to 11.23; P = 0.91), further subgroup analysis revealed that the duration of operation was significantly longer in the PELD group compared with the MED group in "Years before 2016" (MD 24.97; 95% CI 7.07 to 42.87; P = 0.006) and "Year 2016 to 2017" (MD 6.57; 95% CI 0.58 to 12.55; P = 0.03) subgroups but not in the subgroup "Year 2018" (MD - 5.66; 95% CI - 18.84 to 7.53; P = 0.40), and that the total hospital cost was significantly more in the PELD group compared with the MED group in the subgroup "Southeast of China" (MD 6.67; 95% CI 3.23 to 10.28; P = 0.0002) but not in the subgroup "Midwest of China" (MD - 8.09; 95% CI - 17.99 to 1.80; P = 0.11). CONCLUSIONS: For the treatment of LDH, both of PELD and MED can reach excellent results and no superiority was found between the two minimally invasive procedures with regard to duration of operation, ODI, VAS-leg pain, VAS-unspecified, excellent & good rate, total complication rate, dural tear rate, and residue or recurrence rate. While PELD can achieve better outcomes with respect to the length of incision, blood loss, post-operative in-bed time, post-operative hospital stay, total hospital stay, and VAS-back pain at last follow-up, however, MED showed certain advantages of less fluoroscopic times and lower re-operation rate. More practice and development are needed to make up for the deficiencies of PELD. Besides, the economic factor should also be considered according to different regions before making the treatment strategies. Well-defined randomized controlled trials with large samples are needed to further confirm these results.


Asunto(s)
Discectomía Percutánea , Discectomía , Desplazamiento del Disco Intervertebral , Discectomía/métodos , Discectomía Percutánea/métodos , Endoscopía/métodos , Humanos , Degeneración del Disco Intervertebral , Desplazamiento del Disco Intervertebral/cirugía , Dolor de la Región Lumbar/cirugía , Vértebras Lumbares/cirugía , Región Lumbosacra/cirugía , Reoperación
19.
Cells Tissues Organs ; 206(1-2): 9-15, 2018.
Artículo en Inglés | MEDLINE | ID: mdl-30282069

RESUMEN

Degeneration of the intervertebral disc, which is closely associated with the loss of vacuolated notochordal nucleus pulposus cells (NNPC), remains a major cause of lower-back pain and motor deficiency. Being the most defining characteristic of NNPC, large cytoplasmic vacuoles not only modulate the cytoskeleton and shape cell morphology but they also respond to the disc microenvironment and regulate the biological behavior of vacuolated cells as a potent reporter of the histocytological changes that occur at the beginning of disc aging and degeneration. Here we hypothesize a model in which large cytoplasmic vacuoles primarily function to maintain a reasonable intracellular pressure (Pv) that facilitates NNPC in resisting the extracellular mechanical loading (Pe), part of which is absorbed by the extracellular matrix (Pm), forming the equation Pe = Pm + Pv. By mimicking a situation of contact-induced growth inhibition, the crowded cytoplasmic vacuoles slow down the proliferation of NNPC and restrain the generation of nonvacuolated chondrocytic nucleus pulposus cells (CNPC), whereas increased mechanical loading (↑Pe) alters cytoskeletons and breaches cytoplasmic vacuoles, which in turn weakens the vacuoles-mediated proliferation check, increases the generation of CNPC that accumulates fibrocartilaginous matrix, and rebalances the increased loading with elevated Pm (↑Pm) and lowered Pv (↓Pv), equating to ↑Pe = ↑Pm + ↓Pv. By depicting the biological function and the disappearance of the cytoplasmic vacuoles, our model highlights a mechanical exhaustion of the notochordal cell resources, which might help to elucidate the histocytological changes that initiate disc aging and degeneration.


Asunto(s)
Citoesqueleto/metabolismo , Notocorda/citología , Núcleo Pulposo/citología , Vacuolas/metabolismo , Animales , Fenómenos Biomecánicos , Proliferación Celular , Humanos , Notocorda/ultraestructura , Núcleo Pulposo/ultraestructura , Vacuolas/ultraestructura
20.
Orthopade ; 47(12): 993-1002, 2018 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-30171289

RESUMEN

PURPOSE: Microendoscopic discectomy (MED) is becoming an established and effective minimally invasive surgical method for the treatment of lumbar disc herniation (LDH); however, the absence of prognostic factors for long-term outcomes after MED results in a lack of specific criteria for appropriate patient selection. Therefore, we evaluated the long-term outcomes and associated predictors in patients who underwent MED for LDH. MATERIAL AND METHODS: Baseline and follow-up data for 664 LDH patients who suffered from sciatica and underwent primary MED were reviewed retrospectively. Variables at baseline that were analyzed as potential prognostic factors included sociodemographic characteristics, clinical findings, and imaging features. Follow-up data including improvements in the Visual Analog Scale (VAS) score and Oswestry Disability Index (ODI), postoperative low back pain (LBP), reoperation, and excellent/good results according to the modified MacNab criteria were set as outcome variables for univariate and further multivariate logistic regression analyses. RESULTS: The mean follow-up period was 63.8 ± 20.0 months (range 24-96 months). On average, sufficient improvements in both the VAS score (72.8%) and ODI (63.4%) were observed. In addition, a low postoperative LBP rate (23.9%), low reoperation rate (7.1%), and high rate of excellent/good clinical outcomes (89.9%) were achieved. A multivariate analysis indicated that older age, shorter disease duration, higher preoperative VAS score, lower preoperative ODI, shorter surgical time, lower severity of disc and adjacent disc degeneration, and lower severity of lumbar multifidus atrophy contributed to superior clinical outcomes. CONCLUSION: Excellent long-term outcomes after primary MED were achieved and specific sociodemographic, clinical, and imaging variables were identified as prognostic factors that can be used to guide patient selection and clinical decision making.


Asunto(s)
Discectomía/métodos , Endoscopía/métodos , Degeneración del Disco Intervertebral/cirugía , Desplazamiento del Disco Intervertebral/cirugía , Vértebras Lumbares/cirugía , Adulto , Anciano , Femenino , Humanos , Degeneración del Disco Intervertebral/diagnóstico por imagen , Desplazamiento del Disco Intervertebral/diagnóstico por imagen , Vértebras Lumbares/diagnóstico por imagen , Imagen por Resonancia Magnética , Persona de Mediana Edad , Procedimientos Quirúrgicos Mínimamente Invasivos , Dimensión del Dolor/métodos , Estudios Retrospectivos , Resultado del Tratamiento , Escala Visual Analógica
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