ArticleEuropean spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society2026
Digital risk prediction model for transoral surgery in patients with atlantoaxial dislocation and sandwich fusion.
Article in European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
1 citing paper in PubMed.
- Three-dimensional morphometry and clinical implications of the atlantoaxial lateral mass joint: a study of sexual dimorphism.Journal of orthopaedic surgery and research · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors.
Funding
Abstract
purposeIn patients presenting with the sandwich fusion, characterized by C1 occipitalization and C2-C3 non-segmentation, leading to stress concentration at the atlantoaxial joint, there is an increased likelihood of atlantoaxial dislocation (AAD). The decision to proceed with transoral surgery is contingent upon the outcomes of intraoperative traction assessment. The complexity of intraoperative decision-making introduces a degree of uncertainty in preoperative planning, complicating both the surgical preparation and doctor-patient communication. This study aims to investigate the factors influencing the necessity of transoral surgery in these patients by analyzing atlantoaxial CT parameters and to develop a predictive model for transoral surgery.
methodsA retrospective analysis was conducted on patients with AAD and associated sandwich deformity who were treated at our institution between 2010 and 2020. Patients were categorized into transoral and non-transoral groups. The sagittal inclination angle (SIA) and coronal inclination angle (CIA) of the C1 lateral masses, along with the lateral mass joint slippage distance of C1 relative to C2 (LD), were measured using three-dimensional reconstructed images from atlantoaxial CT scans. SIAmax was defined as the larger of the two SIA angles (left and right sides), and SIAmin as the smaller; SIAavg was the average of these angles. CIA was measured and defined in a similar manner. The ratio of the longer LD to the length of the C2 lateral mass surface was defined as the lateral displacement ratio (LDR). Statistical comparisons of clinical data between the two groups were performed using t-tests and Mann-Whitney U tests. Univariate and multivariate binary logistic regression models were employed to analyze factors influencing the necessity of transoral surgery, culminating in the development of a predictive model.
resultsA total of 155 patients were included in the analysis, with 42 patients undergoing transoral surgery and 113 patients undergoing only posterior cervical surgery. Significant differences were observed between the groups in SIAmax, SIAmin, SIAavg, CIAmin, CIAavg, and LDR (P < 0.05). Multivariate binary logistic regression including SIAmax, SIAmin, CIAmax, CIAmin, and LDR, identified SIAmin as an independent factor influencing the need for transoral surgery (P < 0.001, r = 1.072). The predictive model's ROC analysis yielded an AUC of 0.801, with a model sensitivity of 73.8% and specificity of 70.8% at the selected cut-off value.
conclusionClinical decision-making in patients with the sandwich deformity is closely related to the morphological characteristics of the atlantoaxial joint, with SIAmin, indicative of the sagittal inclination of the bilateral lateral masses, emerging as an independent predictor for the necessity of transoral surgery. The greater the forward inclination angle, the higher the likelihood of requiring transoral surgery. The developed binary logistic regression model shows promise as a tool for assessing the need for transoral surgery in this patient population.
Indexed as
Identifiers
40906265What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.