Development and validation of a clinical prediction model for osteoporosis diagnosis by lumbosacral X-ray and radiomics

Development and validation of a clinical prediction model for osteoporosis diagnosis by lumbosacral X-ray and radiomics

PurposeTo develop a clinical prediction model for the diagnosis of osteoporosis using lumbosacral X-ray images through radiomics analysis.MethodsA total of 272 patients who underwent dual-energy X-ray absorptiometry (DXA) and lumbosacral X-ray examinations were categorized into two groups: (1) the t...

Full description

Saved in:

Bibliographic Details
Main Authors:	Xiaofeng Chen, Dongling Cai, Hao Li, Weijun Guo, Qian Li, Jinjun Liang, Junxian Xie, Jincheng Liu, Zhen Xiang, Wenxuan Dong, Sihong OuYang, Zhuozheng Deng, Qipeng Wei
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2025-07-01
Series:	Frontiers in Aging
Subjects:	osteoporosis lumbosacral X-ray predictive model radiomics nomogram
Online Access:	https://www.frontiersin.org/articles/10.3389/fragi.2025.1476902/full
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Nonspecific pain in the lumbosacral area: clinical features of and approachesto drug therapy (according to the materials of the European guidelinesfor the management of nonspecific lumbosacral pain)
by: Tat'yana Alekseevna Raskina, et al.
Published: (2011-06-01)

High-intensity zones in dogs with lumbosacral intervertebral disc degeneration: insights from MRI and histopathological findings
by: S. Amir Kamali, et al.
Published: (2025-12-01)

The experience with repetitive peripheral magnetic stimulation in subjects with lumbosacral radiculopathy
by: V. N. Blokhina, et al.
Published: (2020-08-01)

Plexiform neurofibromas of bilateral brachial and lumbosacral plexuses
by: S Sheetal, et al.
Published: (2022-01-01)

Modulation of Neurturin Expression by Lumbosacral Spinal Stenosis, Lifestyle Factors, and Glycemic Dysregulation
by: Małgorzata Sobańska, et al.
Published: (2025-05-01)

Effectiveness of local injective therapy use for lumbosacral pain syndromes
by: V. V. Andreev, et al.
Published: (2020-02-01)

Contrast-Enhanced CT-Based Radiomics Nomogram for Prediction of Pathologic T3a Upstaging in Clinical T1 RCC
by: Di Yin, et al.
Published: (2025-02-01)

Lumbosacral motor polyneuropathy
by: S. A. Malmberg, et al.
Published: (2015-02-01)

Prediction of acute pancreatitis severity based on early CT radiomics
by: Mingyao Qi, et al.
Published: (2024-11-01)

Calculation of the Lumbosacral Segment Volume of the Spinal Cord in Ducks (Anas) Using the Stereological Method
by: Gamze Cakmak, et al.
Published: (2025-03-01)

TRANS: a prediction model for EGFR mutation status in NSCLC based on radiomics and clinical features
by: Zhigang Chen, et al.
Published: (2025-06-01)

Clinical value of the nomogram model based on endoscopic ultrasonography radiomics and clinical indicators in identifying benign and malignant lesions of the pancreas
by: Xiaofei Fan, et al.
Published: (2025-02-01)

A study on the prediction of targeted therapy efficacy in advanced lung adenocarcinoma patients with EGFR mutations using CT-based delta-radiomics model
by: Zekai Wu, et al.
Published: (2025-05-01)

Editorial: Integrated clinical management and neurorehabilitation for lumbosacral spinal diseases
by: Moksada Regmi, et al.
Published: (2025-06-01)

Clinical efficacy of epidural injection of betamethasone in dogs with lumbosacral stenosis
by: Sergey A. Yagnikov, et al.
Published: (2024-12-01)

Radiomic nomograms in CT diagnosis of gall bladder carcinoma: a narrative review
by: Nirupam Konwar Baishya, et al.
Published: (2024-12-01)

Development and validation of an explainable machine learning model for predicting osteoporosis in patients with type 2 diabetes mellitus
by: Qipeng Wei, et al.
Published: (2025-08-01)

Distinguishing atypical parotid carcinomas and pleomorphic adenomas based on multiphasic computed tomography radiomics nomogram: a multicenter study
by: Lin-Wen Huang, et al.
Published: (2025-08-01)

Survival prediction in gliomas based on MRI radiomics combined with clinical factors and molecular biomarkers
by: Min Hao, et al.
Published: (2025-08-01)

Development and validation of a radiomics-based nomogram for predicting pathological grade of upper urinary tract urothelial carcinoma
by: Yanghuang Zheng, et al.
Published: (2024-12-01)

Structural and compensatory trends in spinopelvic parameters of lumbosacral transitional vertebrae: A retrospective cohort analysis
by: Nikita Das, et al.
Published: (2025-10-01)

The Impact of Lumbosacral Transitional Vertebra on Long-Term Surgical Outcome of Adjacent Single-Level Lumbar Discectomy
by: Farzad Omidi-Kashani, et al.
Published: (2025-03-01)

Machine learning-based ultrasound radiomics for predicting risk of recurrence in breast cancer
by: Wei Fan, et al.
Published: (2025-05-01)

Video-urodynamic Profile in Postoperative Cases of Lumbosacral Myelomeningocele with Neurogenic Bladder
by: Dipanjan Goswami, et al.
Published: (2025-01-01)

Sagittal balance analysis and treatment rationale for young patients with symptomatic lumbosacral transitional vertebrae
by: Andreas Tsoupras, et al.
Published: (2025-03-01)

Lumbosacral Transitional Vertebra-Prevalence of Different Types in South Indian Population with Low Backache
by: V. Sivakumar, et al.
Published: (2021-04-01)

High-risk breast lesions: a combined intratumoral and peritumoral radiomics nomogram model to predict pathologic upgrade and reduce unnecessary surgical excision
by: Tingting Liao, et al.
Published: (2024-12-01)

Building radiomics models based on ACR TI-RADS combining clinical features for discriminating benign and malignant thyroid nodules
by: Xingxing Chen, et al.
Published: (2025-07-01)

The role of regional anesthesia techniques in the treatment of lumbosacral plexopathy after aorto-femoral bifurcation prosthetics (clinical case)
by: K. V. Paromov, et al.
Published: (2024-12-01)

The Impact of Selected Demographic and Clinical Factors on the Social and Economic Situation of Patients after Surgical Treatment of Lumbosacral Discopathy
by: Robert Ślusarz, et al.
Published: (2020-06-01)

Essential elements role in pathogenesis of occupational chronic lumbosacral radiculopathy in coal miners.
by: A. V. Basanets, et al.
Published: (2020-07-01)

CT-radiomics combined with inflammatory indicators for prediction of progression free survival of resectable esophageal squamous cell carcinoma
by: Yating Wang, et al.
Published: (2025-05-01)

Prediction of peripheral lymph node metastasis (LNM) in thyroid cancer using delta radiomics derived from enhanced CT combined with multiple machine learning algorithms
by: Wenzhi Wang, et al.
Published: (2025-03-01)

A nomogram based on multiparametric magnetic resonance imaging radiomics for prediction of acute pancreatitis activity
by: Ting-Ting Liu, et al.
Published: (2025-07-01)

A combined radiomics and clinical model for preoperative differentiation of intrahepatic cholangiocarcinoma and intrahepatic bile duct stones with cholangitis: a machine learning approach
by: Hongwei Qian, et al.
Published: (2025-03-01)

Computed Tomography-Based Radiomic Nomogram to Predict Occult Pleural Metastasis in Lung Cancer
by: Xiaoyi Zhao, et al.
Published: (2025-04-01)

Research on ischemic stroke risk assessment based on CTA radiomics and machine learning
by: Zhi-Li Li, et al.
Published: (2025-06-01)

Different radiomics models in predicting the malignant potential of small intestinal stromal tumors
by: Yuxin Xie, et al.
Published: (2024-12-01)

Survival outcome prediction of esophageal squamous cell carcinoma patients based on radiomics and mutation signature
by: Ting Yan, et al.
Published: (2025-01-01)

Risk stratification of thymic epithelial tumors based on peritumor CT radiomics and semantic features
by: Lin Zhang, et al.
Published: (2024-10-01)