Search Results (35)

Background: Lumbar disc herniation (LDH) recurrence remains a pressing clinical challenge, with limited predictive tools available to support early identification and personalized intervention. Predicting recurrence after lumbar disc herniation (LDH) remains clinically important but algorithmically difficult due to extreme class imbalance and low signal-to-noise ratio. Objective: This study proposes a hybrid machine learning framework that integrates supervised classifiers, unsupervised anomaly detection, and decision threshold tuning to predict LDH recurrence using routine clinical data. Methods: A dataset of 977 patients from a Romanian neurosurgical center was used. We trained a deep neural network, random forest, and an autoencoder (trained only on non-recurrence cases) to model baseline and anomalous patterns. Their outputs were stacked into a meta-classifier and optimized via sensitivity-focused threshold tuning. Evaluation was performed via stratified cross-validation and external holdout testing. Results: Baseline models achieved high accuracy but failed to recall recurrence cases (0% sensitivity). The proposed ensemble reached 100% recall internally with a threshold of 0.05. Key predictors included hospital stay duration, L4–L5 herniation, obesity, and hypertension. However, external holdout performance dropped to 0% recall, revealing poor generalization. Conclusions: The ensemble approach enhances detection of rare recurrence cases under internal validation but exhibits poor external performance, emphasizing the challenge of rare-event modeling in clinical datasets. Future work should prioritize external validation, longitudinal modeling, and interpretability to ensure clinical adoption. Full article

Background/Objectives: Lumbar disc herniation (LDH) is the most common condition associated with low back pain, and it adversely impacts individuals’ health. The interplay between energy metabolism and apoptosis is critical, as the loss of viable cells in the intervertebral disc (IVD) can lead to a cascade of degenerative changes. Efferocytosis is a key biological process that maintains homeostasis by removing apoptotic cells, resolving inflammation, and promoting tissue repair. Therefore, enhancing mitochondrial energy metabolism and efferocytosis function in IVD cells holds great promise as a potential therapeutic approach for LDH. Methods: In this study, energy metabolism and efferocytosis-related differentially expressed genes (EMERDEGs) were identified from the transcriptomic datasets of LDH. Machine learning approaches were used to identify key genes. Functional enrichment analyses were performed to elucidate the biological roles of these genes. The functions of the hub genes were validated by RT-qPCR. The CIBERSORT algorithm was used to compare immune infiltration between LDH and Control groups. Additionally, we used single-cell RNA sequencing dataset to analyze cell-specific expression of the hub genes. Results: By using bioinformatics methods, we identified six EMERDEGs hub genes (IL6R, TNF, MAPK13, ELANE, PLAUR, ABCA1) and verified them using RT-qPCR. Functional enrichment analysis revealed that these genes were primarily associated with inflammatory response, chemokine production, and cellular energy metabolism. Further, we identified candidate drugs as potential treatments for LDH. Additionally, in immune infiltration analysis, the abundance of activated dendritic cells, neutrophils, and gamma delta T cells varied significantly between the LDH group and Control group. The scRNA-seq analysis showed that these hub genes were mainly expressed in chondrocyte-like cells. Conclusions: The identified EMERDEG hub genes and pathways offer novel insights into the molecular mechanisms underlying LDH and suggest potential therapeutic targets. Full article

Background: Although percutaneous laser disc decompression (PLDD) has been proposed as an alternative to conventional surgery for lumbar disc herniation (LDH), we specifically propose it for patients with contained herniations where standard surgical intervention is not the first option. This study evaluates PLDD compared to conservative therapy as an early treatment alternative. Methods: This retrospective observational study compared PLDD to conservative treatment in adult patients with contained LDH. All patients underwent 3 months of standard conservative therapy. Those who remained dissatisfied according to the Visual Analog Scale (VAS) and/or Macnab criteria were then treated with PLDD. We analyzed outcomes from both treatment phases using the Wilcoxon signed-rank test and the Mann–Whitney U test. Results: 121 patients underwent outpatient evaluation for LDH and received an average of 90 days of conservative therapy. Of these 103 patients, dissatisfied with the outcomes of conservative treatment, subsequently underwent PLDD. Following conservative treatment, the average VAS score reduction was 4.1%. Six months after PLDD, the VAS scores demonstrated a significant reduction, with an average decrease of 30% (p < 0.0001). In terms of functional outcomes assessed by the Macnab criteria, 39.8% of patients treated with PLDD achieved ‘Excellent’ or ‘Good’ outcomes, compared to only 11.4% after conservative treatment. Conclusions: PLDD appears to be a viable alternative to conservative therapy for this subgroup of patients with contained LDH. It may be beneficial to propose PLDD early in the therapeutic regimen to accelerate short term clinical improvement. Further studies are required to evaluate the long term efficacy of this treatment approach. Full article

Endoscopic spine surgery (ESS) has traditionally been employed for lumbar disc herniation (LDH). Recent innovations in surgical methods and technologies have expanded its range to address other spinal pathologies, providing minimally invasive solutions with potential clinical benefits. Our review aims to summarize the applications, clinical outcomes, and limitations of ESS beyond LDH, focusing on its role in complex spinal conditions such as stenosis, thoracic disc herniation, spinal tumors, synovial cysts, and failed back surgery syndrome. A thorough review of the literature was conducted to assess and summarize the current evidence regarding ESS applications for spinal conditions beyond LDH surgery. Areas of focus included innovations in technology and technique, as well as comparisons with conventional open surgical methods. ESS shows notable potential across different spinal conditions by providing minimally invasive alternatives to traditional open surgery. Its use could be associated with reduced surgical morbidity, shorter recovery times, and improved patient outcomes. In particular, ESS is versatile in addressing both degenerative and neoplastic conditions of the spine. Despite this, challenges such as technical complexity, steep learning curves, and limited indications for certain pathologies remain as barriers to wider adoption. ESS is evolving in spine surgery, extending its utility beyond LDH surgery. While the current evidence largely supports its clinical efficacy, further studies are needed to address the present limitations and optimize its application. Future developments in surgical training and technology will likely enhance its adoption and broaden its clinical indications. Full article

Background and Objectives: Lumbar disc herniation (LDH) is influenced by genetic, mechanical, and behavioral factors, with genetic predisposition playing a key role. Vitamin D receptor (VDR) polymorphisms have been implicated in LDH susceptibility, warranting further investigation. This study aimed to assess the association between VDR polymorphisms (FokI, ApaI, and TaqI) and LDH risk through a systematic review, meta-analysis, and trial sequential analysis (TSA). Materials and Methods: A systematic literature search was conducted across PubMed, Web of Science, Scopus, Cochrane Library, and CNKI, up until 30 January 2025. A meta-analysis was performed using Review Manager 5.3, with odds ratios (ORs) and 95% confidence intervals (CIs), and heterogeneity assessed via the I² statistic. The publication bias and TSA were evaluated using CMA 3.0 and TSA software to ensure the reliability of the results. The FATHMM-XF method was applied to predict the functional effect of coding and non-coding polymorphisms. Results: From 79 records, 10 studies were entered into the meta-analysis. The meta-analysis results showed no significant association of FokI and ApaI polymorphisms with LDH, while TaqI exhibited a protective effect, particularly in Asian populations and larger studies. The subgroup analysis revealed significant ethnicity-specific associations for TaqI, with stronger effects observed in Asian compared to Caucasian individuals. The trial sequential analysis indicated that additional studies are required to confirm the findings for FokI, while the recessive model of TaqI polymorphism showed a near-sufficient sample size for reliable conclusions. Conclusions: The TaqI polymorphism, particularly the tt genotype, appears to have a protective effect against LDH, especially in Asian populations and larger studies. However, further large-scale, multi-ethnic research is needed to confirm these findings and explore underlying biological mechanisms. Full article

Lumbar disc degeneration (LDD) is a common musculoskeletal disorder that leads to chronic pain and functional impairment. Recent studies have suggested that the vitamin D receptor (VDR) plays a key part in regulating matrix metabolism, inflammation, and apoptosis in intervertebral discs (IVDs). The objective of this study was to examine cytokine expression and DNA methylation status of the VDR gene in blood leukocytes and lumbar disc tissues from patients with varying degrees of LDD severity. We aimed to explore correlations between VDR expression, methylation status, and clinical parameters such as pain intensity and functional disability. We conducted a prospective case-control study including 50 participants 35 LDD patients and 15 lumbar disc herniation (LDH) controls. Blood and lumbar disc tissue samples were collected for RNA and DNA extraction, followed by quantitative real-time PCR for gene expression and methylation-specific polymerase chain reaction for VDR promoter methylation analysis. Serum and nucleus pulposus (NP) VDR protein levels were measured using enzyme-linked immunosorbent assay. Clinical parameters, including pain intensity (NRS) and functional disability (ODI), were assessed. LDD patients exhibited significantly lower VDR mRNA expression in both blood leukocytes and NP tissue compared to controls (p < 0.05). LDD patients had significantly greater serum TNF-α levels than controls (p < 0.001); however, serum IL-1β levels were not different between two groups. Serum VDR protein levels were elevated in LDD patients (p = 0.016), whereas NP VDR protein was significantly reduced in the LDD group (p = 0.013). VDR promoter methylation was significantly higher in both the blood and NP tissue of LDD patients compared to controls (p < 0.001). Additionally, higher VDR promoter methylation in blood was correlated with advanced disc degeneration (p < 0.05), while NP methylation was associated with all grades of degeneration (p < 0.001). Serum VDR protein levels were inversely correlated with pain intensity (r = −0.39, p = 0.02), while NP VDR levels positively correlated with NRS scores (r = 0.43, p = 0.01). Aberrant VDR expression and increased promoter methylation are associated with LDD severity. Dysregulated VDR signaling, potentially mediated by DNA methylation, may play a critical role in the pathophysiology of LDD. These findings suggest that VDR could be a novel biomarker reflecting disease severity and a potential therapeutic target for managing LDD. Full article

Background/Objectives: Transforaminal endoscopic lumbar discectomy (TELD) is a minimally invasive spinal surgery known for its effectiveness, lower complication rates, faster recovery, and ability to be performed under local anesthesia. However, foraminal narrowing or access pain during the transforaminal approach can delay or hinder surgery in patients with far-lateral lumbar disc herniation (LDH). The objectives of this study were to identify predictive factors from preoperative magnetic resonance imaging (MRI) findings and demographics and discuss the optimization of surgical strategies. Methods: This retrospective study included 75 patients with far-lateral LDH who underwent TELD. Preoperative demographics and MRI findings were analyzed. Surgical data, including operative time, length of hospital stay, and intraoperative pain, were recorded. Postoperative outcomes, including complications, revision surgeries, and global outcomes based on the modified Macnab criteria, were evaluated. Preoperative clinical and radiological factors affecting the operative data and results were analyzed. Results: A higher foraminal stenosis grade was significantly correlated with prolonged operative time (p < 0.01) and extended hospital stay (p < 0.01). Extraforaminal LDH was associated with more severe access pain (p < 0.01) owing to increased nerve root irritation. Access pain was significantly correlated with operative time (p < 0.01) and hospital stay (p < 0.01). Appropriate surgical techniques and intraoperative pain management can mitigate these challenges. Conclusions: Preoperative MRI findings, particularly the grade of foraminal narrowing and herniation zone, can predict surgical difficulty and outcomes in TELD for far-lateral LDH. These insights can guide tailored strategies to reduce access pain and improve procedural success under local anesthesia. Full article

Background/Objectives: The treatment for lumbar disc herniation (LDH) is surgical discectomy. This surgery may enhance spinal instability and exacerbate disc degeneration. The most common treatment options include microdiscectomy (MD), interspinous process device (IPD) implantation, and percutaneous endoscopic lumbar discectomy (PELD). As few studies have compared these three procedures, this study focused on collecting data on the clinical, functional, and imaging outcomes of surgery for symptomatic LDH. Methods: This is a retrospective, transverse, and analytical study, with a total of 383 patients who received operations for symptomatic LDH between 2018 and 2022. Medical information from the charts of these patients was collected. The results were followed up on for a minimum of one year by collecting responses from several questionnaires and clinical data, including patients’ scores on the visual analogue scale (VAS), Oswestry Disability Index (ODI), and symptomatic improvement score (SIS), as well as wound size, blood loss, hospital stay, postoperative disc change, and complications. Results: At the end of data collection, the VAS and ODI scores all showed significant improvement following these three procedures (p < 0.01). The SISs were all ranked as good (8.1, 8.5, and 7.9) post-surgery. PELD was a minimally invasive procedure that resulted in the smallest wound size (0.82 cm), minimal blood loss (21 mL), and a short hospital stay (4.2 days). A substantial pre-/postoperative change in disc height was noted in the MD (−17%) and PELD (−15%) groups. The complication rates were similar among the three groups (3%, 5%, and 5.6%). Conclusions: IPD implantation and PELD yielded outcomes comparable to those of conventional MD for symptomatic relief and functional recovery. Although the complication rates were similar, the postoperative complications were quite different from those of the other procedures. PELD resulted in rapid recovery and minimal invasion, and IPD implantation showed a good ability to preserve disc height and spinal stability; however, the clinical relevance of these findings in disc degeneration remains controversial. Full article

Background/Objectives: Intradiscal condoliase injection is a minimally invasive and effective treatment option for lumbar disc herniation (LDH). However, the appropriate use, efficacy, and potential outcomes of this therapy have to be carefully considered because condoliase can only be administered once in life. The aim of this study is to identify factors that predict the efficacy of condoliase injection before treatment. Methods: A retrospective analysis was performed for 115 patients with LDH treated with intradiscal condoliase injection. The patients’ background and MRI-based evaluations were used to measure various pretreatment parameters, including age, sex, symptom duration, comorbidity of psychological factors, disc height, herniated mass area, and contrast ratios within the disc and herniation. Clinical response was defined as a ≥50% reduction in leg pain on a numerical rating scale 3 months after treatment. Factors with significance in the univariate analysis were further examined using multivariate logistic regression. Results: Among the 115 patients, 73.9% had a ≥50% post-treatment pain reduction. The predictive factors for poorer outcomes included a longer symptom duration, psychological comorbidities, a smaller herniated mass size, a higher disc height, and a higher contrast ratio within the disc. No significant associations were found between the treatment efficacy and patient age or contrast ratio within the herniation. Conclusions: This study identified several pre-treatment factors that predict the efficacy of intradiscal condoliase injection for LDH. Treatment decisions should be made with particular attention to patients with a longer symptom duration, psychological factors, and fewer degenerative discs. The most important determinant of treatment efficacy may be how condoliase acts on the herniation mass. Full article

Background/Objectives: We aimed to compare non-pharmacological (non-PHM) and pharmacological (PHM) treatment for patients with non-acute lumbar disc herniation (LDH) and determine the feasibility of a large-scale study. Methods: This was a two-armed, parallel, multicenter, pragmatic controlled trial performed in South Korea. All patients underwent magnetic resonance imaging (MRI) scans both at the screening stage and the last follow-up. Patients with LDH findings on MRI were randomly assigned to non-PHM and PHM groups. Treatment was administered twice a week for a total of 8 weeks, and follow-up assessments were performed at weeks 9, 13, and 27 post-randomization. The primary outcome was the Oswestry Disability Index (ODI) score. A linear mixed model was used for primary analysis from intention-to-treat perspectives. The incremental cost-effectiveness ratio (ICER) was calculated for economic evaluation. Results: Thirty-six patients were enrolled, and thirty-five were included in the final analysis. At Week 9, the difference in ODI scores between the two groups was 5.17 (95% CI: −4.00 to 14.35, p = 0.262), and the numeric rating scale scores for lower back and leg pains were 1.89 (95% CI: 0.68 to 3.10, p = 0.003) and 1.52 (95% CI: 0.27 to 2.77, p = 0.018), respectively, confirming greater improvement in the non-PHM group than in the PHM group. The non-PHM group showed lower costs and higher quality-adjusted life years than the PHM group. The ICER calculated using the EuroQoL-5 Dimension (EQ-5D) was USD 20,926. Conclusions: We confirm the possibility that a non-PHM strategy could be a more effective and cost-effective treatment option than PHM for patients with non-acute lumbar disc herniation. Furthermore, this pilot study confirmed the feasibility of the main study in terms of design and patient compliance. Full article

Conservative treatment is primarily performed for the treatment of patients with lumbar disc herniation (LDH), but if it does not respond, surgical treatment can be performed. Surgical intervention has a positive effect on the rapid improvement of LDH symptoms. However, the effectiveness of surgical versus conservative treatment for LDH is controversial, especially regarding long-term effects. Recently, a treatment using platelet-rich plasma (PRP), bone marrow aspirate concentrate (BMAC), low-intensity pulsed ultrasound (LIPUS), etc., has been actively conducted as a treatment to avoid side effects of surgery and promote tissue regeneration. In this paper, the literature evaluating the effectiveness of non-surgical treatment options is reviewed with an emphasis on the effectiveness of clinical application. Several clinical studies have shown that PRP, biomaterials, BMAC, and LIPUS treatment promote tissue regeneration and alleviate symptoms. Although PRP-applied studies have suggested disc height changes, cell therapy and LIPUS treatment have many shortcomings in clinical aspects of tissue regeneration. Therefore, it is necessary to establish a unified, safe protocol and standardize the method of presenting results to confirm the clinical effect of the treatment for impaired intervertebral regeneration in patients with intervertebral disc degeneration (IDD), including LDH. Full article

Objective: To compare the efficiency of unilateral and bilateral transforaminal epidural steroid injections (TFESI) in patients with unilateral lumbar disc herniation (LDH). Methods: In this prospective randomized single-blinded study, patients with unilateral LDH were randomly divided into two groups: A unilateral TFESI group; and a bilateral TFESI group. The severity of pain and disability were assessed with the Numeric Rating Scale (NRS-11) and Oswestry Disability Index (ODI) at baseline, 1 week, 1 month, and 3 months after interventions. Treatment response was defined as ≥50% reduction in the NRS-11 at the 3-month follow-up. Changes in medication consumption at 3 months following the interventions were recorded. This study protocol is registered at ClinicalTrials.gov (NCT06240793). Results: A total of 104 patients were included in the study (n = 58 in the unilateral TFESI group and n = 46 in the bilateral TFESI group). The NRS-11, ODI scores and medical treatment consumption did not differ statistically between the groups at 3 months (p ˃ 0.05). At 3 months, the rates of patients with a > 50% decrease in NRS-11 scores were 13.8% and 32.6% in the unilateral TFESI group and bilateral TFESI group, respectively. Conclusions: Unilateral and bilateral TFESI both decrease pain severity and disability scores to a similar degree, although bilateral TFESI was more effective in reducing pain severity by over 50% in patients with single-level unilateral LDH. Full article

Background/Objectives: Recurrent lumbar disc herniation (RLDH) refers to a lumbar disc herniation (LDH) that recurs at the same level, location, and side following surgical repair. This study aimed to evaluate the efficacy of transforaminal epidural steroid injection (TESI) and dorsal root ganglion pulsed radiofrequency (DRG PRF) therapy with and without caudal epidural steroid injection (CESI) for the treatment of lumbar radicular pain (LRP) associated with RLDH. Methods: This retrospective cohort study included 57 patients treated for RLDH in a hospital pain clinic between September 2022 and February 2024. A total of 27 patients received TESI and DRG PRF therapy (Group 1) and 30 patients received TESI, DRG PRF, and CESI therapy (Group 2). We evaluated patient age, sex, symptom duration, pain medication use, number of prior LDH operations, presence of stabilization on magnetic resonance imaging (MRI), intervention received, lumbar level and side of the intervention, and Numeric Rating Scale (NRS) pain scores before and at 1, 3, and 6 months post-procedure. Treatment success was defined as an NRS score at least 50% or 4 points lower than the pre-procedure score at post-procedure 6 months. Results: There was no significant difference in NRS scores between the groups during the 6-month follow-up period. Moreover, NRS scores did not differ based on the presence of stabilization on MRI or the use of pain medication (p > 0.05). Conclusions: TESI and DRG PRF therapy were effective in the treatment of LRP associated with RLDH over a 6-month follow-up period, and adding CESI did not increase treatment success. Full article

Background: Lumbar disc herniation (LDH) is a common cause of lower back pain and radiculopathy. In recent years, the enhanced recovery after surgery (ERAS) concept has been increasingly applied in orthopedics and gastrointestinal surgery. Purpose: To investigate the effect of using rapid rehabilitation surgical care for lumbar disc herniation by meta-analysis. Data source: Google Scholar, PubMed Medical, Cochrane and Embase databases were used for the analysis. Research selection: An initial search yielded a total of 322 relevant articles. Duplicate pieces of literature were screened using Endnote. In addition, non-randomized controlled trials and studies with a sample size of less than 30 were excluded. A total of seven papers were included in this study. Main outcomes: The Rapid Rehabilitation Surgical Nursing (RRSN) group showed significantly higher patient satisfaction (RR = 1.24; 95% CI: 1.06, 1.26; p < 0.01) and self-assessed health (Total MD = 5.67; 95% CI: 4.27, 7.06; p < 0.01) compared to the Normal Nursing (NN) group. Pain levels (MD = −0.66; 95% CI: −0.97, −0.36; p < 0.01), disability levels (MD = −18.64; 95% CI: −32.53, −4.76; p < 0.01), anxiety risk (SAS-MD = −4.33; 95% CI: −6.23, −2.44; p < 0.01), and depression risk (SDS-MD = −4.29; 95% CI: −7.50, −1.07; p < 0.01) were significantly lower in the RRSN group compared to the NN group. According to the GRADE classification, the certainty for patient satisfaction is high, while the certainty for post-care pain, functional capacity, risk of psychological disorders, and self-assessed health status is moderate. Conclusions: Rapid recovery surgical nursing can significantly improve postoperative recovery of lumbar disc herniation, increase patient satisfaction, reduce the risk of psychological disorders, improve lumbar function, and alleviate patient pain. Full article

Background/Objectives: Transforaminal endoscopic lumbar discectomy (TELD) under local anesthesia is a promising minimally invasive surgical option for intractable lumbar disc herniation (LDH). However, our understanding of access pain prediction during foraminal pathological procedures is limited. To our knowledge, no predictive rules for access pain have been established during TELD for foraminal or extraforaminal LDH. This study, with its potential for predicting access pain during TELD and discussing strategies for pain prevention and management, could significantly benefit the field of endoscopic spine surgery. Methods: This observational study included 73 consecutive patients who underwent TELD for foraminal or extraforaminal LDH between January 2017 and December 2022. Preoperative clinical and radiographic factors affecting significant access pain and the impact of access pain on clinical outcomes were evaluated. Results: The rate of significant access pain was 13.70% (10 of 73 patients). Extraforaminal LDH tended to cause more severe pain than did foraminal LDH during TELD under local anesthesia (p < 0.05). Although the degree of access pain was not related to global clinical outcomes, increased pain was strongly associated with prolonged operative time and length of hospital stay (p < 0.05). Conclusions: TELD could be an effective surgical option for foraminal or extraforaminal LDH under local anesthesia. More access pain might develop during TELD for extraforaminal LDH. The extraforaminal component of LDH could narrow the safe working zone. Significant access pain might prolong the duration of surgery and hospitalization. Thus, a specialized technique is required for the clinical success of TELD. Full article