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Volume 15(1); June 2025

Original Articles

Measurement of Lumbar Lordosis Using a Deep Learning-Based Artificial Intelligence Model
Soo-Bin Lee, Dong-Sik Chae, Seong Ho Oh, Kyung-Yil Kang, Min-Kyu Lee
J Adv Spine Surg 2025;15(1):1-7.   Published online June 30, 2025
DOI: https://doi.org/10.63858/jass.15.1.1
Purpose
To develop and validate a deep learning–based artificial intelligence (AI) model for automated measurement of lumbar lordosis (LL) angles from whole spine lateral radiographs.
Materials and Methods
A total of 888 lateral spine X-rays (2019–2021) were retrospectively collected and annotated with four anatomical keypoints (L1 and S1 vertebral landmarks). An AI model using Detectron2 with a Keypoint R-CNN and ResNeXt-101 backbone was trained with data augmentation. Performance was evaluated on 50 test images, comparing AI results to manual annotations by two orthopedic surgeons using intraclass correlation coefficient (ICC), Pearson’s correlation, and Bland–Altman analysis.
Results
The model achieved an average precision of 71.63 for bounding boxes and 86.61 for keypoints. ICCs between AI and human raters ranged from 0.918 to 0.962. Pearson correlation coefficients were r=0.849 and r=0.903. Bland–Altman analysis showed minor underestimation biases (–3.42° and –4.28°) with acceptable agreement.
Conclusions
The AI model showed excellent agreement with expert measurements and high reliability in LL angle assessment. Despite a slight underestimation, it offers a scalable, consistent tool for clinical use. Further studies should evaluate generalizability and interpretability in broader settings.

Citations

Citations to this article as recorded by  
  • Efficacy of Biportal Endoscopic Decompression for Lumbar Spinal Stenosis: A Meta-Analysis With Single-Arm Analysis and Comparative Analysis With Microscopic Decompression and Uniportal Endoscopic Decompression
    Shuangwen Lv, Haiwen Lv, Yupeng He, Xiansheng Xia
    Operative Neurosurgery.2024; 27(2): 158.     CrossRef
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  • 1 Crossref
The Combination of AI-driven Abdominal CT and Inbody Analysis Plays a Complementary Role in Predicting Metabolic Syndrome
Sung-Ryul Choi, Minyoung Kim, Taehoon Shin, Ji-Won Kwon
J Adv Spine Surg 2025;15(1):8-16.   Published online June 30, 2025
DOI: https://doi.org/10.63858/jass.15.1.8
Purpose
Metabolic syndrome is a multifactorial condition associated with increased risks of cardiovascular disease and type 2 diabetes. This study aims to evaluate whether combining AI-based abdominal CT metrics with traditional InBody analysis enhances the prediction of metabolic syndrome.
Materials and Methods
This retrospective study included 977 adults who underwent both abdominal CT and InBody assessments. AI-derived measurements were obtained using a deep-learning V-Net model trained to segment seven body tissue types. InBody measurements included BMI, body fat percentage, fat mass, and waist-hip ratio. Metabolic syndrome was defined by NCEP-ATP III criteria. Logistic regression and ROC analyses were used to evaluate the predictive performance of AI-derived metrics, InBody metrics, and their combination.
Results
Body fat percentage and waist-hip ratio from InBody analysis were strong predictors of metabolic syndrome (AUC 0.82). AI-derived visceral fat was also significantly associated with metabolic syndrome (AUC 0.61). Combining both AI and InBody metrics slightly improved predictive performance (AUC 0.83), indicating a complementary diagnostic value.
Conclusions
While InBody metrics remain superior in predicting metabolic syndrome due to their close association with metabolic processes, AI-derived body composition metrics, particularly visceral fat, offer structural insights. The modest improvement in prediction when combined suggests the potential of an integrated diagnostic model in clinical practice.
  • 172 View
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Comparative Evaluation of Romosozumab and Vertebroplasty in Acute Osteoporotic Vertebral Compression Fractures
Joonoh Seo, Ki-Youn Kwon
J Adv Spine Surg 2025;15(1):17-23.   Published online June 30, 2025
DOI: https://doi.org/10.63858/jass.15.1.17
Purpose
To compare the 3-month outcomes of romosozumab and percutaneous vertebroplasty in patients with acute osteoporotic vertebral compression fractures (OVCFs).
Background
Vertebroplasty provides rapid pain relief in acute OVCFs but carries risks such as cement leakage and adjacent fractures. Romosozumab, an anti-sclerostin monoclonal antibody, promotes bone formation and reduces fracture risk; however, its effectiveness in acute OVCFs remains unclear. Material and Methods: This retrospective study included 84 patients with MRI-confirmed acute OVCFs treated between January 2022 and December 2024. Patients received either monthly subcutaneous romosozumab injections (n=52) or vertebroplasty followed by weekly oral alendronate (n=32). All received daily calcium (500 mg) and vitamin D₃ (1,000 IU). Clinical outcomes were assessed using the Visual Analogue Scale (VAS) and Oswestry Disability Index (ODI), and radiographic changes were evaluated based on anterior vertebral body height at baseline, 1 month, and 3 months.
Results
Both groups showed significant improvements in VAS and ODI scores at 1 and 3 months, with no significant differences between them. Vertebral height changes were also comparable.
Conclusions
Romosozumab-based conservative therapy may be a viable non-invasive alternative to vertebroplasty in treating acute OVCFs, offering similar short-term clinical and radiographic outcomes.
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Study Design
Retrospective comparative study.
Purpose
To evaluate and compare the clinical outcomes and complication profiles of decompression alone versus decompression with instrumented fusion in elderly patients aged 75 and older with lumbar spinal stenosis. Overview of Literature: Lumbar spinal stenosis is a common cause of disability in elderly patients. The decision between decompression alone and fusion surgery in the geriatric population remains controversial due to surgical risks and comorbidities.
Methods
A retrospective analysis of 121 patients aged ≥75 years treated either with laminectomy alone (n=60) or with posterior lumbar interbody fusion (PLIF, n=61) from April 2016 to December 2022. Baseline characteristics, perioperative parameters, and postoperative outcomes were compared.
Results
There were no significant differences in baseline characteristics. The PLIF group showed longer operative times, greater blood loss, and longer hospital stay, but similar complication rates. Both groups showed significant postoperative improvement in VAS, ODI, and EQ-5D scores.
Conclusions
Decompression alone and fusion surgery both provide substantial clinical benefit in elderly patients with spinal stenosis. With careful selection, fusion may be safely considered even in the elderly.
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Study Design
A retrospective comparative study.
Purpose
This study aimed to evaluate the reliability of the external auditory meatus (EAM) as a reference point for determining the cranial center in patients with sagittal spinal deformity. Specifically, we assessed the radiographic visibility and spatial relationship of the EAM relative to the midpoint of the nasion-inion line (MNI) and compared it with the sella turcica. Overview of Literature: The cranial center is commonly defined as the midpoint of the nasion-inion line (MNI). The EAM has been widely used as an approximate surrogate of the MNI; however, its radiographic clarity and consistency are often limited. In contrast, the sella turcica is a singular anatomical structure that is more distinctly visualized on radiographic imaging.
Methods
A total of 71 patients who underwent corrective surgery for spinal deformity between 2021 and 2024 were included. Preoperative full-spine radiographs were analyzed to evaluate the spatial relationship between both the EAM and the sella turcica relative to the MNI. Radiographic visibility was classified into three categories: single-point and clear, duplex but distinguishable, and unclear.
Results
The EAM was located, on average, 1.1 mm posterior and 17.1 mm inferior to the MNI, whereas the sella turcica was located 13.8 mm anterior and 2.0 mm superior to the MNI. Relative to the femoral head axis, angular analysis revealed that the EAM exhibited a mean posterior tilt of 0.2°, while the sella turcica showed a mean anterior tilt of 1.3°. The sella turcica was clearly identifiable in 84.5% of cases, whereas the EAM was clearly visualized in only 14.1%, with the majority being either duplicated or indistinct (p<0.001).
Conclusions
Although the EAM is anatomically closer to the MNI, its radiographic visibility and consistency are inferior to those of the sella turcica, thereby reducing its reliability as a cranial reference point. Further studies are needed to determine whether the sella turcica can serve as a more reliable alternative reference.
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Case Reports
Delayed Ipsilateral Hemiparesis Following Cervical Facet Dislocation: A Case Report of Traumatic Opalski Syndrome
Sun Geon Yoon, Hongbo Sim
J Adv Spine Surg 2025;15(1):33-37.   Published online June 30, 2025
DOI: https://doi.org/10.63858/jass.15.1.33
Purpose
To report an uncommon case of Opalski syndrome following traumatic C4–C5 facet dislocation with vertebral artery dissection, and to discuss its diagnostic and therapeutic implications.
Materials and Methods
A 60-year-old woman presented after a motor vehicle collision with bilateral upper limb weakness. Cervical X-ray, CT, MRI, and CT angiography revealed C4–C5 facet dislocation and left vertebral artery occlusion. Urgent anterior cervical discectomy and fusion were performed, and the postoperative course was monitored.
Results
Immediate postoperative improvement to 4/5 strength in both arms was noted; however, new left facial numbness appeared at 12 hours and left lower limb weakness with gait ataxia at 48 hours. Brain MRI confirmed left lateral medullary infarction, and aspirin therapy was initiated. At one month, left arm strength recovered to 4/5, but ataxia persisted.
Conclusions
In cervical trauma patients with C4–C5 facet dislocation and vertebral artery injury on initial imaging, the possibility of delayed lateral medullary infarction—particularly Opalski syndrome—should be considered. Prompt brainstem imaging and tailored antithrombotic therapy are essential when new neurologic deficits arise.
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Spinal Subdural Hematoma After Kyphoplasty in a Patient on Warfarin: A Case Report and Literature Review
Ho-Young Jung, Jun-Seok Lee, Geon-U Kim, Hyung-Youl Park
J Adv Spine Surg 2025;15(1):38-44.   Published online June 30, 2025
DOI: https://doi.org/10.63858/jass.15.1.38
Vertebroplasty or kyphoplasty is a widely accepted minimally invasive procedure for treating painful vertebral compression fractures. Although considered safe, rare but serious complications such as spinal subdural hematoma (SDH) can occur, particularly in patients receiving long-term anticoagulation therapy. We present a rare case of spinal SDH following kyphoplasty in a 78-year-old woman with a mechanical aortic valve on chronic warfarin therapy. Anticoagulation was managed perioperatively with warfarin discontinuation and bridging enoxaparin. Postoperative X-ray showed subtle posterior cement leakage. MRI on postoperative day 1 revealed lumbar SDH, which progressed cranially by day 2. The patient remained neurologically intact and was treated conservatively with corticosteroids and temporary suspension of anticoagulation. Follow-up imaging showed gradual hematoma resolution, and she was discharged without deficits. This case suggests the importance of maintaining a high index of suspicion for spinal hematoma in anticoagulated patients, especially when new symptoms or even minor cement leakage are present. Careful perioperative planning, including early imaging and multidisciplinary management, is crucial in such high-risk patients.
  • 61 View
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Targeted Resection of a T1 Pedicle Osteoid Osteoma Using O-Arm Navigation: A Minimally Invasive Approach to a Challenging Location
Junghyun Oh, Ji-Won Kwon, Byung Ho Lee, Kyung-Soo Suk, Hak-Sun Kim, Seong-Hwan Moon, Si-Young Park
J Adv Spine Surg 2025;15(1):45-50.   Published online June 30, 2025
DOI: https://doi.org/10.63858/jass.15.1.45
Osteoid osteoma is a benign bone-forming tumor that commonly affects young adults and often presents with severe nocturnal pain responsive to NSAIDs. While surgical resection is curative, lesions located in the spine, particularly near critical structures such as the vertebral artery and spinal cord, pose substantial diagnostic and surgical challenges. We report a case of a 24-year-old male with intractable night pain caused by an osteoid osteoma located at the superior margin of the right T1 pedicle. Despite extended NSAID therapy, the patient’s symptoms persisted. Multimodal imaging including MRI, CT, and PET-CT confirmed the diagnosis and revealed the lesion’s proximity to vital neurovascular structures. To minimize morbidity, we employed intraoperative O-arm navigation integrated with preoperative imaging to achieve precise localization and targeted resection through a limited posterior approach. The nidus was successfully excised en bloc without complications. Postoperatively, the patient experienced immediate pain relief and returned to normal activities within days. This case highlights the utility of real-time 3D navigation in managing spinal osteoid osteomas and supports its use as a safe, effective alternative to traditional wide exposure techniques, particularly in anatomically constrained regions of the spine.
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Rupture of Thoracic Radicular Artery Aneurysm Presenting with Subdural Hematoma and Subarachnoid Hemorrhage: Two Case Reports
Jun Seok Lee, Dong Wuk Son, Su Hun Lee, Soon Ki Sung, Sang Weon Lee, Chang Hyun Kim
J Adv Spine Surg 2025;15(1):51-56.   Published online June 30, 2025
DOI: https://doi.org/10.63858/jass.15.1.51
Spinal artery aneurysms are exceedingly rare, and their natural history remains poorly understood. Diagnosis can be challenging due to their small size and the difficulty in detection by MR angiography (MRA) or CT angiography (CTA); Digital Subtraction Angiography (DSA) is considered the gold standard diagnostic tool. This case report presents two cases of ruptured thoracic radicular artery aneurysms leading to subdural hematoma (SDH) and subarachnoid hemorrhage (SAH). The first patient, a 71-year-old female, presented with bilateral leg weakness, headache, and severe back pain, where multiple fusiform dilatations of the left T9 radiculopial artery were identified. She showed significant improvement after surgical intervention. The second patient, a 75-year-old female, presented with paraplegia and severe back pain, and a saccular dilatation in the right T10 radiculopial artery was found. She underwent endovascular embolization but showed no neurological improvement. These cases highlight the diverse clinical presentations, diagnostic challenges, and uncertainties in management strategies for ruptured spinal artery aneurysms, emphasizing the need for prompt intervention, especially in cases with significant or progressive neurological deficits.
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A Rare Case of Primary Spinal Glioblastoma Presenting as an Intradural Extramedullary Tumor in an Elderly Patient
Sumin Kye, Jong Joo Lee, Hyun Chul Shin, Jae Keun Oh
J Adv Spine Surg 2025;15(1):57-62.   Published online June 30, 2025
DOI: https://doi.org/10.63858/jass.15.1.57
Primary glioblastoma of the spinal cord is a rare and aggressive tumor, comprising less than 1.5% of spinal neoplasms. It typically affects young adult males and arises in the cervical or thoracic regions. We report an unusual case of intradural extramedullary spinal glioblastoma in a 62-year-old man with prior lymphoma in remission. The patient presented with a 7-month history of progressive lower limb weakness, numbness, and radiating pain. MRI revealed a contrast-enhancing mass at the T6–7 level, initially suspected as lymphoma. Surgical resection via total laminectomy was performed, and en-bloc tumor removal achieved. Histopathological analysis confirmed WHO grade IV glioblastoma, IDH-wildtype, without Histone H3 mutation. This case highlights an atypical radiologic and anatomical presentation, complicating preoperative diagnosis. Histopathologic and molecular studies were essential for confirmation. Postoperative treatment included adjuvant radiotherapy and temozolomide, though their efficacy remains uncertain in spinal glioblastoma due to limited evidence and spinal cord radiosensitivity. Early biopsy and a multimodal diagnostic approach are critical for managing rare spinal tumors presenting with nonspecific clinical and imaging features.
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