Evidence
J Int Med Res. 2024 Apr;52(4):3000605241244754. doi: 10.1177/03000605241244754.
ABSTRACT
OBJECTIVE: Osteoporosis is a systemic bone disease characterized by low bone mass, damaged bone microstructure, increased bone fragility, and susceptibility to fractures. With the rapid development of artificial intelligence, a series of studies have reported deep learning applications in the screening and diagnosis of osteoporosis. The aim of this review was to summary the application of deep learning methods in the radiologic diagnosis of osteoporosis.
METHODS: We conducted a two-step literature search using the PubMed and Web of Science databases. In this review, we focused on routine radiologic methods, such as X-ray, computed tomography, and magnetic resonance imaging, used to opportunistically screen for osteoporosis.
RESULTS: A total of 40 studies were included in this review. These studies were divided into three categories: osteoporosis screening (n = 20), bone mineral density prediction (n = 13), and osteoporotic fracture risk prediction and detection (n = 7).
CONCLUSIONS: Deep learning has demonstrated a remarkable capacity for osteoporosis screening. However, clinical commercialization of a diagnostic model for osteoporosis remains a challenge.
PMID:38656208 | DOI:10.1177/03000605241244754
Estimated reading time: 3 minute(s)
Latest: Psychiatryai.com #RAISR4D Evidence
Cool Evidence: Engaging Young People and Students in Real-World Evidence
Real-Time Evidence Search [Psychiatry]
AI Research
Deep learning in the radiologic diagnosis of osteoporosis: a literature review
🌐 90 Days
AI Virtual Reality Related Evidence Matrix
- Artificial intelligence-enhanced opportunistic screening of osteoporosis in CT scan: a scoping Review
- A novel case-finding strategy based on artificial intelligence for the systematic identification and management of individuals with osteoporosis or at varying risk of fragility fracture
- The neglected association between schizophrenia and bone fragility: a systematic review and meta-analyses
- Educating patients on osteoporosis and bone health: Can "ChatGPT" provide high-quality content?
- Screening and early treatment for osteoporosis: Who are we missing under age 65?
- Preliminary study on AI-assisted diagnosis of bone remodeling in chronic maxillary sinusitis
- A systematic review of deep learning-based spinal bone lesion detection in medical images
- AFFnet - a deep convolutional neural network for the detection of atypical femur fractures from anteriorposterior radiographs
- Pharmacolgic osteoporosis treatment of nursing home residents
- Duration of the untreated period affects bone mineral density in psychiatric patients requiring long-term hospitalization: A cross-sectional study
- Osteoporotic Precise Screening Using Chest Radiography and Artificial Neural Network: The OPSCAN Randomized Controlled Trial
- Validity assessment of self-reported medication use in a pharmacoepidemiologic study by comparison with prescription record review
- Validity assessment of self-reported medication use in a pharmacoepidemiologic study by comparison with prescription record review
- MRI-only based material mass density and relative stopping power estimation via deep learning for proton therapy: a preliminary study
- Vertebral compression fractures at abdominal CT: underdiagnosis, undertreatment and evaluation of an AI algorithm
- Artificial Intelligence in Cancer Diagnosis: A Game-Changer in Healthcare
- Practical Application of Deep Learning in Diagnostic Neuropathology-Reimagining a Histological Asset in the Era of Precision Medicine
- Deep learning in pulmonary nodule detection and segmentation: a systematic review
- From Pixels to Prognosis: Unlocking the Potential of Deep Learning in Fibrotic Lung Disease Imaging Analysis
- A Comprehensive Review on Deep Learning Techniques in Alzheimer's Disease Diagnosis
- Osteoporosis management in adults with schizophrenia following index hip fracture event: a 10-year population-based retrospective cohort study, Ontario, Canada
- Artificial Intelligence in Eye Movements Analysis for Alzheimer's Disease Early Diagnosis
- Exploring the Role of Artificial Intelligence in Mental Healthcare: Current Trends and Future Directions - A Narrative Review for a Comprehensive Insight
- Exploring the Role of Artificial Intelligence in Mental Healthcare: Current Trends and Future Directions - A Narrative Review for a Comprehensive Insight
- Non-linear association of atherogenic index of plasma with bone mineral density a cross-sectional study
- Snyder-Robinson syndrome presenting with learning disability, epilepsy, and osteoporosis: a novel SMS gene variant
- Snyder-Robinson syndrome presenting with learning disability, epilepsy, and osteoporosis: a novel SMS gene variant
- Research progress of deep learning applications in mass spectrometry imaging data analysis
- Investigating the effects of artificial intelligence on the personalization of breast cancer management: a systematic study
- Exploring the deep learning of artificial intelligence in nursing: a concept analysis with Walker and Avant's approach
- Data set terminology of deep learning in medicine: a historical review and recommendation
- Bone mass, microarchitecture and turnover among young Indian women with non-alcoholic fatty liver disease
- Bone mass, microarchitecture and turnover among young Indian women with non-alcoholic fatty liver disease
- Brain-Bone Crosstalk in a Murine Polytrauma Model Promotes Bone Remodeling but Impairs Neuromotor Recovery and Anxiety-Related Behavior
- Brain Disorder Detection and Diagnosis using Machine Learning and Deep Learning - A Bibliometric Analysis
- Validation of an AI-Powered Automated X-ray Bone Age Analyzer in Chinese Children and Adolescents: A Comparison with the Tanner-Whitehouse 3 Method
- Validation of an AI-Powered Automated X-ray Bone Age Analyzer in Chinese Children and Adolescents: A Comparison with the Tanner-Whitehouse 3 Method
- The use of artificial intelligence in musculoskeletal ultrasound: a systematic review of the literature
- The Future of Orthodontics: Deep Learning Technologies
- The use of artificial intelligence in induced pluripotent stem cell-based technology over 10-year period: A systematic scoping review
- Bone metastasis prediction in non-small-cell lung cancer: primary CT-based radiomics signature and clinical feature
- Bone metastasis prediction in non-small-cell lung cancer: primary CT-based radiomics signature and clinical feature
- Progress and trends in neurological disorders research based on deep learning
- Artificial intelligence: a new cutting-edge tool in spine surgery
- Applications of artificial intelligence in restorative dentistry: a scoping review
- Machine learning, deep learning and hernia surgery. Are we pushing the limits of abdominal core health? A qualitative systematic review
- Systematic review and meta-analysis of deep learning applications in computed tomography lung cancer segmentation
- Correction to: Artificial intelligence-enhanced opportunistic screening of osteoporosis in CT scan: a scoping Review
- Using natural language processing in emergency medicine health service research: A systematic review and meta-analysis
- The Application of Artificial Intelligence to Cancer Research: A Comprehensive Guide
- The Impact of Artificial Intelligence on Allergy Diagnosis and Treatment
- Low muscle quality on a procedural computed tomography scan assessed with deep learning as a practical useful predictor of mortality in patients with severe aortic valve stenosis
- Advances in estimating plasma cells in bone marrow: A comprehensive method review
- Machine Learning-Assisted Decision Making in Orthopaedic Oncology
- Neuropsychiatric Manifestations and Cognitive Decline in Patients With Long-Standing Lyme Disease: A Scoping Review
- Neuropsychiatric Manifestations and Cognitive Decline in Patients With Long-Standing Lyme Disease: A Scoping Review
- Neuropsychiatric Manifestations and Cognitive Decline in Patients With Long-Standing Lyme Disease: A Scoping Review
- Exploring the link between toxic metal exposure and ADHD: a systematic review of pb and hg
- Advancing deep learning-based acoustic leak detection methods towards application for water distribution systems from a data-centric perspective
- Neuropsychiatric Manifestations and Cognitive Decline in Patients With Long-Standing Lyme Disease: A Scoping Review
- Microstrip isoelectric focusing with deep learning for simultaneous screening of diabetes, anemia, and thalassemia
- Deep Deblurring in Teledermatology: Deep Learning Models Restore the Accuracy of Blurry Images' Classification
- Radiomics of pituitary adenoma using computer vision: a review
- An improved method for diagnosis of Parkinson's disease using deep learning models enhanced with metaheuristic algorithm
Evidence Blueprint
Deep learning in the radiologic diagnosis of osteoporosis: a literature review
☊ AI-Driven Related Evidence Nodes
(recent articles with at least 5 words in title)
More Evidence
Deep learning in the radiologic diagnosis of osteoporosis: a literature review
🌐 365 Days
AI Virtual Reality Related Evidence Matrix
- Artificial intelligence-enhanced opportunistic screening of osteoporosis in CT scan: a scoping Review
- Impact of carbonated beverages on early onset of osteoporosis: A narrative review
- Osteoporosis and Fragility Fractures in Patients with Liver Cirrhosis: Usefulness of FRAX® as a Screening Tool
- A novel case-finding strategy based on artificial intelligence for the systematic identification and management of individuals with osteoporosis or at varying risk of fragility fracture
- Anorexia Nervosa and Osteoporosis: A Possible Complication to Remember
- Dementia, osteoporosis and fragility fractures: intricate epidemiological relationships, plausible biological connections, and twisted clinical practices
- First UK spine fracture patients identified by NHS-X and Nanox.AI Artificial Intelligence research study
- Osteoporosis in Asthma and COPD
- The neglected association between schizophrenia and bone fragility: a systematic review and meta-analyses
- Prospective Association Between the Dispensing of Antidepressants and of Medications to Treat Osteoporosis in Older Age
- Amyloid-beta neuropathology induces bone loss in male mice by suppressing bone formation and enhancing bone resorption
- Effect of romosozumab in premenopausal women with severe osteoporosis and anorexia nervosa
- Genetic Variants in WNT16 and PKD2L1 Locus Affect Heel Ultrasound Bone Stiffness: Analyses from the General Population and Patients Evaluated for Osteoporosis
- Educating patients on osteoporosis and bone health: Can "ChatGPT" provide high-quality content?
- Alterations in Alzheimer's disease microglia transcriptome might be involved in bone pathophysiology
- Screening and early treatment for osteoporosis: Who are we missing under age 65?
- Preliminary study on AI-assisted diagnosis of bone remodeling in chronic maxillary sinusitis
- Bone mineral density, turnover, and microarchitecture assessed by second-generation high-resolution peripheral quantitative computed tomography in patients with Sheehan's syndrome
- A systematic review of deep learning-based spinal bone lesion detection in medical images
- Applications of Artificial Intelligence, Machine Learning, and Deep Learning in Nutrition: A Systematic Review
- Applications of Artificial Intelligence Methods for the Prediction of Osteoporotic Fractures
- Mind the Gap: Unraveling the Intricate Dance Between Alzheimer's Disease and Related Dementias and Bone Health
- AFFnet - a deep convolutional neural network for the detection of atypical femur fractures from anteriorposterior radiographs
- Pharmacolgic osteoporosis treatment of nursing home residents
- Characteristics of bone mineral density in patients with functional hypothalamic amenorrhoea and its association with reproductive hormones and body composition
- Artificial Intelligence in Bone Metastasis Imaging: Recent Progresses from Diagnosis to Treatment - A Narrative Review
- Duration of the untreated period affects bone mineral density in psychiatric patients requiring long-term hospitalization: A cross-sectional study
- Deep Learning and Multimodal Artificial Intelligence in Orthopaedic Surgery
- Osteoporotic Precise Screening Using Chest Radiography and Artificial Neural Network: The OPSCAN Randomized Controlled Trial
- Validity assessment of self-reported medication use in a pharmacoepidemiologic study by comparison with prescription record review
- Validity assessment of self-reported medication use in a pharmacoepidemiologic study by comparison with prescription record review
- Bone Marrow Adipose Tissue
- MRI-only based material mass density and relative stopping power estimation via deep learning for proton therapy: a preliminary study
- Differentiation of Native Vertebral Osteomyelitis: A Comprehensive Review of Imaging Techniques and Future Applications
- Vertebral compression fractures at abdominal CT: underdiagnosis, undertreatment and evaluation of an AI algorithm
- Artificial Intelligence in Cancer Diagnosis: A Game-Changer in Healthcare
- Deep learning applications in vascular dementia using neuroimaging
- Influence of psychostimulants on bone mineral density and content among children with attention deficit hyperactivity disorder. A systematic review
- Increased risk of osteoporosis in patients with cognitive impairment: a systematic review and meta-analysis
- Practical Application of Deep Learning in Diagnostic Neuropathology-Reimagining a Histological Asset in the Era of Precision Medicine
- Knockdown of LOX-1 ameliorates bone quality and generation of type H blood vessels in diabetic mice
- Deep learning in pulmonary nodule detection and segmentation: a systematic review
- Inescapable foot shock induces PTSD-like phenotype and negatively impacts adult murine bone
- From Pixels to Prognosis: Unlocking the Potential of Deep Learning in Fibrotic Lung Disease Imaging Analysis
- Age-Related Decrease in Pellino-1 Expression Contributes to Osteoclast-Mediated Bone Loss
- A Comprehensive Review on Deep Learning Techniques in Alzheimer's Disease Diagnosis
- Interpretable artificial intelligence for classification of alveolar bone defect in patients with cleft lip and palate
- Artificial intelligence in colonoscopy: from detection to diagnosis
- Osteoporosis management in adults with schizophrenia following index hip fracture event: a 10-year population-based retrospective cohort study, Ontario, Canada
- Osteoporosis and fracture as risk factors for self-harm and suicide: a systematic review and meta-analysis
- Mobile applications in COVID-19 detection and diagnosis: an efficient tool to control the future pandemic; a multidimensional systematic review of the state of the art
- Artificial Intelligence in Eye Movements Analysis for Alzheimer's Disease Early Diagnosis
- Exploring the Role of Artificial Intelligence in Mental Healthcare: Current Trends and Future Directions - A Narrative Review for a Comprehensive Insight
- Exploring the Role of Artificial Intelligence in Mental Healthcare: Current Trends and Future Directions - A Narrative Review for a Comprehensive Insight
- Strut and radio-morphometric analysis of mandibular trabecular structure in pre-and post-menopausal women to aid in the diagnosis of osteoporosis
- Mechanism of action of Sambucus williamsii Hance var. miquelii in the treatment of osteoporosis analyzed by UHPLC-HRMS/MS combined network pharmacology and experimental validation
- Non-linear association of atherogenic index of plasma with bone mineral density a cross-sectional study
- Snyder-Robinson syndrome presenting with learning disability, epilepsy, and osteoporosis: a novel SMS gene variant
- Snyder-Robinson syndrome presenting with learning disability, epilepsy, and osteoporosis: a novel SMS gene variant
- Pathogenesis and treatment of a giant occipital bone defect with meningoencephalocele in an NF1 child: case report and review of the literature
- Deep Learning and Geriatric Mental Health
- Osteovascular Conflicts in the Neck Region and Cerebrovascular Events: Illustrative Cases and Literature Review
- Application of deep learning in radiation therapy for cancer
- Research progress of deep learning applications in mass spectrometry imaging data analysis