Spine imaging represents a complex diagnostic frontier characterized by anatomical variability, motion artifacts, metallic instrumentation interference, and significant inter-reader diagnostic variability (κ=0.20 across institutions). While conventional discriminative artificial intelligence (AI) models achieve >95% accuracy in detecting degenerative changes, they remain limited by data scarcity, heterogeneous protocols, and poor generalizability. In the spine, these limitations are particularly relevant because clinical decisions can often depend on subtle distinctions (such as differentiating levels of canal or foraminal stenosis, characterizing Modic endplate changes, or assessing pedicle and vertebral morphology), where small inconsistencies can meaningfully alter management or surgical planning. Generative AI (GenAI) systems—including generative adversarial networks (GANs), diffusion models, and vision-language models (VLMs)—offer a paradigm shift by learning underlying data structures to generate high-quality synthetic outputs rather than merely classifying existing data. This narrative review, conducted using SANRA (scale for the assessment of narrative review articles) methodology across PubMed, Scopus, Embase, and Cochrane Library, examined GenAI applications in spine imaging. Eligible studies included observational designs through randomized controlled trials exploring image reconstruction, synthetic computed tomography (CT) generation, segmentation, and surgical planning applications. GAN-generated synthetic magnetic resonance imaging sequences reduce scan times by ~40% while maintaining diagnostic confidence; diffusion models enable radiation-free synthetic CT for preoperative planning; and VLMs generate structured radiology reports with hallucination rates <1.12%. However, critical barriers impede clinical translation: external validation gaps reveal AI performance collapse in real-world cohorts (sensitivity drops to 54.9% in cervical fracture detection); hallucinations and anatomical inaccuracies risk misguiding implant sizing; bias amplification magnifies demographic underrepresentation; and fragmented, small datasets lack standardized benchmarks. Technical fragility, computational demands, clinician trust deficits, and unresolved regulatory frameworks for iteratively-updating systems remain unaddressed. Successful integration requires coordinated development across 5 priorities: (1) multi-institutional datasets with cross-vendor harmonization, (2) federated learning frameworks preserving privacy, (3) uncertainty quantification and explainability tools, (4) outcome-linked clinical validation replacing technical metrics, and (5) workflow-integrated systems with DICOM-native interfaces and provenance tracking.
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A Commentary on “From Pixels to Precision: Generative Artificial Intelligence as a Paradigm Shift in Spine Imaging—Technical Foundations, Clinical Applications, and the Path to Safe Clinical Deployment” Fabrizio Russo, Luca Ambrosio, Gianluca Vadalà, Vincenzo Denaro Neurospine.2026; 23(2): 314. CrossRef
From the Editor-in-Chief: Featured Articles in the April 2026 Issue Inbo Han Neurospine.2026; 23(2): 227. CrossRef
Objective To determine the role of dynamic hip joint coverage in maintaining postoperative sagittal balance in adult spinal deformity (ASD) patients following S2-alar-iliac (S2AI) fixation.
Methods A total of 224 ASD patients who underwent S2AI fixation were enrolled. Patients were stratified into 2 groups based on pre-to-post (from preoperative to postoperative) changes in femoral head coverage (ΔFHC): change group (group C) and noncoverage change group (group NC). Group C was further subdivided according to FHC recovery during follow-up into rebound (group C-R) and nonrebound (group C-NR) groups. Clinical outcomes and radiographic parameters of hip and spinopelvic alignment were assessed preoperatively, at the initial postoperative standing, and at the 2-year follow-up.
Results Compared to group C, patients in group NC demonstrated a higher incidence of sagittal imbalance-related mechanical complications at 2-year follow-up, with a greater tendency for sagittal imbalance progression (p=0.013), a larger post-to-follow-up change in sagittal vertical axis (ΔSVA) (p=0.029), and a higher incidence of proximal junctional kyphosis (PJK) (p=0.031). Although there was no significant difference in PJK incidence between group C-NR and group C-R (p=0.845), group C-NR showed a greater tendency for postoperative sagittal imbalance aggravation (p=0.025), with a significantly larger ΔSVA during follow-up (p=0.002). The optimal cutoff values for predicting postoperative sagittal imbalance aggravation were 3.5% for pre-to-post ΔFHC (area under the curve [AUC]=0.694) and 1.8% for post-to-follow-up ΔFHC (AUC=0.713).
Conclusion Dynamic postoperative changes in hip joint coverage, characterized by the FHC, are associated with postoperative sagittal balance maintenance. Patients with limited pre-to-post and post-to-follow-up changes in the FHC demonstrate compromised hip joint compensatory capacity, thereby increasing the risk of postoperative sagittal imbalance-related mechanical complications.
Objective The aim is to study the diagnostic positive rates of metagenomic next-generation sequencing (mNGS), microbial culture, and serologic testing in suspected native spinal brucellosis, and to evaluate the clinical value of their combined application.
Methods In this multicenter, retrospective observational study, 128 patients with suspected native spinal brucellosis from 6 medical centers (February 2020 to February 2025) were enrolled. Specimens from infection sites were subjected to microbial culture, mNGS, and serological testing (agglutination test).
Results Of the 128 patients with suspected native spinal Brucella infections, 118 patients were diagnosed with Brucella spondylitis. Among the 118 confirmed Brucella spondylitis cases, mNGS demonstrated a positivity rate of 92.37% (109 of 118), significantly higher than that of culture (26.27%, 31 of 118) and agglutination test (83.05%, 98 of 118). In the 87 culture-negative samples, mNGS detected Brucella in 91.95% (80 of 87), compared to 82.76% (72 of 87) by agglutination test. mNGS confirmed Brucella infection in all 16 cases that were agglutination test negative. mNGS combined with agglutination tests can effectively complement each other, improving the sensitivity of diagnosis and thereby minimizing missed diagnoses to the greatest extent. Among the 10 nonbrucellar spinal pathologies, agglutination test showed a high false-positive rate of 90% (9 of 10), whereas mNGS had a 10% (1 of 10) false-positive rate. Therefore, the agglutination test has a relatively high rate of false positives.
Conclusion mNGS detection represents an effective adjunct to microbial culture and the agglutination test. The concurrent use of all 3 methods enhances diagnostic accuracy and reduces the likelihood of missed and incorrect diagnoses, significantly improving patient prognosis and guiding personalized clinical treatment.
Objective Contact casting with plaster bandages is a standard technique for thoraco-lumbo-sacral orthosis (TLSO) fabrication. However, this hands-on process depends on the operator’s skill as well as requires a close physical contact, involving potential risks of coronavirus and influenza virus infection and the patient’s personal space violation. Recently, noncontact, highly accurate molding technology using 3-dimensional (3D) digital scanning has been developed. Although 3D scanning is widely applied for limb orthosis, its spinal application mainly focuses on pediatric scoliosis. Comparative studies across diverse body types remain limited. Therefore, this study aimed to clarify the adaptability, accuracy, and fabrication time of TLSO produced using noncontact 3D digital scanning, comparing with conventional contact plaster-bandage casting.
Methods TLSO was fabricated using both contact and noncontact techniques for mannequins with 4 different body types. High-precision scanner and computed tomography (CT) were used to assess the shape reproducibility by quantifying the gap area between the orthosis and mannequin. In addition, total fabrication time was compared between the 2 techniques.
Results High-precision scanner identified that 3D scanning showed a higher shape reproducibility than conventional casting, particularly in curvilinear areas (all p<0.001). In CT measurement, 3D scanning demonstrated a smaller gap area in all the body types (all p<0.001). Fabrication time was also shorter during 3D scanning (54.9±0.9 minutes) than during conventional casting (100.0±5.5 minutes) (p<0.001).
Conclusion Noncontact 3D digital scanning facilitates a rapid, accurate, and reproducible TLSO fabrication across diverse body types, providing a safer and more efficient alternative to conventional contact plaster-bandage casting.
Low back pain is a leading cause of disability worldwide, with intervertebral disc herniation contributing substantially to its burden. Most patients improve with conservative care, often associated with disc resorption. Although increasingly recognized as a major determinant of recovery, the mechanisms underlying resorption remain poorly understood. Herniated disc tissue induces immune cell infiltration and release of cytokines and proteolytic enzymes, yet standard anti-inflammatory treatments may paradoxically impede this process. Outcomes are also influenced by physical therapy, lifestyle, herniation characteristics, and immunological background, but predictive biomarkers are lacking. This review summarizes the current knowledge gap and explores strategies to harness intrinsic healing for personalized management.
Objective Intervertebral disc degeneration (IVDD) is a complex pathological process involving inflammation, oxidative stress, and immune dysregulation. Emerging evidence suggests that neuroimmune interactions contribute to IVDD progression, but the role of neuropeptide-like factors remains poorly understood.
Methods We investigated whether Gαi-interacting protein (GINIP+) sensory neurons infiltrate degenerative discs and secrete TAFA chemokine like family member 4 (TAFA4), a neuron-derived cytokine known to influence macrophage activity. In vivo and in vitro models were used to assess TAFA4 expression, its regulatory effects on macrophage polarization, reactive oxygen species (ROS) production, inflammasome activation, and disc cell phenotype. Knockdown of TAFA4 was achieved via lentiviral transduction in rabbit discs and cell coculture models.
Results TAFA4 was upregulated in IVDD tissues and colocalized with GINIP+ neurons. Knockdown of TAFA4 in vivo exacerbated disc degeneration, increased M1 macrophage presence, elevated ROS levels, and activated the NOD-like receptor family pyrin domain-containing 3 (NLRP3) inflammasome. In vitro, GINIP+ neurons promoted macrophage M2 polarization and interleukin (IL)-10 production while suppressing tumor necrosis factor-α and IL-1β. These effects were reversed by TAFA4 knockdown. Moreover, TAFA4 attenuated ROS-dependent NLRP3 activation and preserved anabolic marker expression (ACAN [aggrecan], COL II [type II collagen], SOX9 [SRY-box transcription factor 9]), while reducing catabolic and hypertrophic-related markers (MMP13 [matrix metalloproteinase 13], ADAMTS5 [a disintegrin and metalloproteinase with thrombospondin motifs 5], COL X [collagen type X alpha 1 chain], RUNX2 [Runt-related transcription factor 2]) in nucleus pulposus cells.
Conclusion TAFA4 acts as a neuron-derived mediator of neuroimmune crosstalk in IVDD that modulates macrophage polarization and oxidative stress, thereby delaying disc degeneration. This neuron–immune axis represents a potential therapeutic target.
Objective To evaluate the biomechanical characteristics of 2 anterior fixation techniques (clival plate fixation [CPF], transoral atlantoaxial reduction plate [TARP]) versus posterior occipitocervical fixation (POCF) for basilar invagination with atlantoaxial dislocation (BI-AAD), under varying atlantoaxial lateral mass cage heights (4–10 mm).
Methods Seven fresh cadaveric specimens (occiput to C3, Oc–C3) were tested in the following conditions: (1) intact state; (2) BI-AAD state; (3) BI-AAD+CPF; (4) BI-AAD+TARP fixation; (5) BI-AAD+POCF. A pure 1.5 N·m moment loads to specimens in flexion/extension, lateral bending and axial rotation. Range of motion (ROM) and neutral zone (NZ) values at Oc–C2 were calculated and compared.
Results ROM of the C1–2 segment under the intact and BI-AAD states were as follows: 9.3°±4.6° versus 21.3°±8.3° in flexion, 4.6°±1.9° versus 9.3°±3.8° in extension, 3.6°±2.2° versus 12.0°±6.5° in lateral bending, and 68.9°±14.4° versus 76.6°±6.6° in axial rotation, respectively. Compared with BI-AAD states, all internal fixation techniques significantly reduced the ROM of the Oc–C2 segment. TARP fixation exhibited larger ROM in flexion-extension. While in lateral bending and axial rotation, the ROM values for the anterior plate constructs were smaller than that of POCF, with a statistically significant difference observed between CPF and POCF. Cage height variations showed no significant impact on overall biomechanical stability.
Conclusion Anterior plate fixation techniques demonstrated superior resistance to lateral bending and rotational forces compared to posterior approaches, with clival plate fixation exhibiting optimal biomechanical stability for BI-AAD. Variations in cage height exhibited negligible impact on stability when internal fixation achieved adequate rigidity.
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Reducibility-Based Posterior Reduction and Fusion Strategies for Atlantoaxial Dislocation: A Clinical and Radiological Study Guipeng Zhao, Haotian Long, Dingyu Du, Dean Chou, Longyi Chen, Junting Hu, Hailong Feng, Qidong Liu, Jinping Liu Neurospine.2026; 23(2): 411. CrossRef
H. Chiari described 4 types of abnormal development of the posterior fossa, which were subsequently classified as Chiari malformation types I, II, III, and IV. Many issues in neurosurgery concerning classification and surgical management are without evolving concepts. This review aims to clarify the mechanisms and pathogenesis underlying hindbrain (the brain stem and cerebellum) descent, classify them accordingly, and discuss appropriate surgical management. We propose a classification of 4 independent pathogenic mechanisms: (1) constriction in the posterior cranial fossa (PCF) due to underdevelopment of the occipital bone; (2) enlargement of hindbrain; and (3) traction caused by tethering lesions. We examine the pathogenesis of hindbrain descent from embryological perspectives and neuroradiological findings, with a particular focus on lesser-known mechanisms. Additionally, another fourth mechanism is proposed: (4) instability at the craniocervical junction. We suggest a novel classification for Chiari malformation type I based on the underlying pathogenesis, guided by morphometric (occipital bone size) and volumetric (PCF volume) analyses. Furthermore, it delves deeper into their pathogenesis by drawing on insights from developmental biology, genetic studies, and experimental research. Surgical management is tailored to the underlying mechanism, and we proposed the algorithm for decision of surgical intervention. For crowding of the PCF due to underdevelopment of the occipital bone, posterior fossa decompression is the appropriate surgical intervention. For craniocervical instability, occipitocervical fixation is recommended. We also review the recent literature on surgical outcomes associated with each treatment approach. Finally, we highlight current genetic research related to the pathogenesis of hindbrain descent.
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Pediatric Chiari Formation – Atlantoaxial Instability is the Cause Abhidha Shah, Apurva Prasad, Atul Goel Journal of Spinal Surgery.2026; 13(1): 27. CrossRef
Objective Intramedullary hemorrhage (IH) associated with cavernous malformation (CM) of the high cervical spine remains a significant challenge for neurosurgeons. This study aimed to evaluate the efficacy and safety of the posterolateral sulcus (PLS) approach in managing these complex cases.
Methods This single-center retrospective study included 58 cases of spinal intramedullary tumors treated surgically over the past 4 years. The PLS approach on the side of the IH was applied for the removal of CM. Neurological function was assessed using the modified McCormick functional scale (MMCS) before surgery, one week after surgery, and at the most recent follow-up.
Results Six patients with IH associated with CM above the C3 level were identified from the database. The mean age was 31.2 years, and 4 of the 6 patients were female. Symptom duration prior to surgery ranged from 0 to 48 months. Total removal of the CM was achieved in all 6 cases without any serious adverse events including respiratory complications. The average follow-up duration was 21.7 months. The mean MMCS score was 3.0 before surgery, maintained at 2.5 in the early postoperative period, and improved further to 2.2 at the most recent follow-up. One patient of ventral-type CM experienced recurrent hemorrhage at the same level 30 months after the initial surgery. This patient subsequently underwent a second surgery using the anterolateral sulcus approach, which was well tolerated.
Conclusion The PLS approach enables safe removal of CM even in the high cervical spine. However, ventral-type CMs remain a major surgical concern.
Postoperative pain is an inevitable consequence of spine surgery, yet there remains no universal consensus on the optimal pain management strategy. The complexity of spine procedures, coupled with patient variability, necessitates a multifaceted approach to pain control. Over time, numerous strategies have emerged, each with varying levels of effectiveness. Pharmacological approaches, including multimodal analgesia, local anesthetic infusions, and gabapentinoids, provide relief for both acute and chronic pain. Additionally, perioperative strategies such as enhanced recovery after surgery (ERAS) protocols have demonstrated benefits in optimizing pain control and recovery outcomes. Beyond pharmacological interventions, physical therapy has become a cornerstone of postoperative pain management, aiding in functional recovery and reducing reliance on medications. For patients with refractory or chronic pain, neuromodulatory techniques such as spinal cord stimulation and intrathecal injections offer alternative solutions. Despite the breadth of evidence-based strategies available, limitations persist, including opioid dependence, the complexity of multimodal regimens leading to suboptimal compliance, and cases of refractory pain. These challenges underscore the importance of tailoring pain management approaches to individual patient needs, ensuring a balance between effectiveness and safety. This narrative review of evidence seeks to explore the multifaceted nature of pain management following spine surgery, highlighting the challenges and evolving strategies in optimizing patient outcomes.
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Objective Facet joint injections (FJIs) and medial branch blocks (MBBs) are commonly used interventions for chronic spinal pain, but their comparative effectiveness remains unclear. This meta-analysis aimed to compare the pain relief, functional improvement, complications, and patient satisfaction associated with FJI and MBB.
Methods A systematic review and meta-analysis of randomized controlled trials and observational studies were conducted. Primary outcomes included pain relief (numerical rating scale) and functional improvement (Oswestry Disability Index [ODI]/Neck Disability Index). Secondary outcomes assessed adverse effects and patient satisfaction. The differences in characteristics between patients who were readmitted and those who were not were identified and analyzed using the Review Manager software.
Results FJI resulted in lower pain and ODI scores compared to MBB, but the differences were not statistically significant. However, patient satisfaction was significantly higher in the FJI group (odds ratio, 1.81; 95% confidence interval, 1.02–3.24; p=0.04). Additionally, FJI had fewer adverse effects than MBB.
Conclusion Both FJI and MBB are effective for chronic spinal pain, but FJI may be preferred for patients seeking immediate pain relief with fewer complications. Further high-quality studies are needed to refine treatment guidelines.
Objective There is increased use of 3-dimensional (3D)-printing for manufacturing of interbody cages to create microscale surface features that promote bone formation. Those features may be vulnerable to abrasion and/or delamination during cage impaction. Our objective was to quantify loss of mass and changes in surface topography of 3D-printed titanium interbody cages due to surgical impaction.
Methods Eight surfaces of four 3D-printed titanium modular interbody fusion cages were tested. The cages were impacted into the Sawbones model with compression preload of either 200N or 400N using a guided 1-lb (0.45 kg) drop weight. Mass and surface roughness parameters of each endplate were recorded and compared for differences.
Results Significant weight loss was observed for the superior endplate group and for both 200N and 400N preloads. For pooled data comparison, significant postimpaction decreases were observed for mean roughness, root-mean-squared roughness, mean roughness depth, and total height of roughness profile. No significant differences were observed for profile skewness and kurtosis. There were significant changes in almost all roughness parameters in the anterior region of the cage postimpaction with significant changes in 2 out of 6 parameters in the middle, posterior, and central regions postimpaction.
Conclusion Three-dimensional-printed titanium interbody fusion cages underwent loss of mass and alteration in surface topography during benchtop testing replicating physiologic conditions. There was an endplate- and region-specific postimpaction change in roughness parameters. The anterior surface experienced the largest change in surface parameters postimpaction. Our results have implications for future cage design and pre-approval testing of 3D-printed implants.
Objective This study aimed to explore the correlation between balance function and core muscle activation in patients with adolescent idiopathic scoliosis (AIS), compared to healthy individuals.
Methods A total of 24 AIS patients and 25 healthy controls were recruited. The limits of stability (LOS) test were conducted to assess balance function, while surface electromyography was used to measure the activity of core muscles, including the internal oblique, external oblique, and multifidus. Diaphragm thickness was measured using ultrasound during different postural tasks. Center of pressure (COP) displacement and trunk inclination distance were also recorded during the LOS test.
Results AIS patients showed significantly greater activation of superficial core muscles, such as the internal and external oblique muscles, compared to the control group (p < 0.05). Diaphragm activation was lower in AIS patients during balance tasks (p < 0.01). Although no significant difference was observed in COP displacement between the groups, trunk inclination was significantly greater in the AIS group during certain tasks (p < 0.05).
Conclusion These findings suggest distinct postural control patterns in AIS patients, highlighting the importance of targeted interventions to improve balance and core muscle function in this population.
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Objective Uniportal full-endoscopic transforaminal lumbar interbody fusion (FE-TLIF) carries a unique risk of nerve traction and abrasion injury during cage insertion. This study aims to evaluate the clinical efficacy of the GUARD technique and delayed ligamentum flavectomy in reducing postoperative radicular pain and neurapraxia in patients undergoing uniportal FE-TLIF.
Methods A retrospective analysis was conducted on 45 patients with an average age of 53.9±12.4 years who underwent either FE facet-sparing TLIF (FE fs-TLIF) or FE facet-resecting TLIF (FE fr-TLIF). Patients were divided into 2 groups: the sentinel group (21 patients) using traditional sentinel pin techniques, and the GUARD group (24 patients) using the GUARD technique with delayed ligamentum flavectomy. Patient-reported outcomes included the visual analogue scale (VAS) for leg and back pain, and Oswestry Disability Index. Complication rates, including incidental durotomy, postoperative neurapraxia, and hematoma, were also documented.
Results Postoperative radicular pain in the legs was significantly reduced at 6 weeks in the GUARD group compared to the sentinel group (VAS: 2.201 vs. 3.267, p=0.021). The incidence of postoperative neurapraxia was markedly lower in the GUARD group (0% vs. 19%, p=0.047). Both groups showed similar improvements in disc height, segmental lordosis, and lumbar lordosis at the 1-year follow-up, with no significant differences in endplate injury or fusion rates.
Conclusion The GUARD technique and delayed ligamentum flavectomy significantly enhance patient safety by reducing postoperative radicular pain and neurapraxia without incurring additional costs. These techniques are easy to learn and integrate into existing surgical workflows, offering a valuable improvement for surgeons performing FE-TLIF procedures.
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Objective Spinal cord injury (SCI) leads to severe motor and sensory deficits, with limited treatment options. This study investigates how methylprednisolone-loaded nanoparticles (MP-NPs) modulate SCI repair by targeting solute carrier family 16 member 3 (SLC16A3) and reshaping the macrophage-inflammatory microenvironment.
Methods Transcriptome data were analyzed to identify differentially expressed genes (DEGs) associated with SCI. Immune infiltration and WGCNA (Weighted Gene Co-expression Network Analysis) identified genes linked to M2 macrophage polarization, pinpointing SLC16A3 as a key regulatory factor. MP-NPs were synthesized, characterized, and tested for their effects on macrophage polarization, neuronal protection, and SCI recovery in rats.
Results We identified 612 DEGs related to inflammation and immune response in SCI. SLC16A3, upregulated in SCI, was downregulated by MP-NPs. In vitro, MP-NPs promoted M2 macrophage polarization, enhanced neuronal survival, and supported neural stem cell differentiation. In vivo, MP-NPs significantly improved motor recovery, reduced inflammation, and facilitated neural repair in SCI rats.
Conclusion MP-NPs downregulate SLC16A3 and modulate the macrophage-inflammatory environment, promoting neural repair and functional recovery in SCI, offering a promising therapeutic strategy.
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