Introduction: To diagnose osteoporosis, assess the risk of fragility fracture, and determine the necessity for treatment, bone mineral density (BMD) is mostly measured from dual energy X-ray absorptiometry (DXA) as a gold standard. Due to the limited resources of DXA, we proposed the deep learning models to screen for osteoporosis and measure its accuracy on osteoporosis detection from lumbar spine radiographs.
Materials and methods: The models were developed from the training data set (2244 anteroposterior and 2368 lateral lumbar spine radiographs). We categorized patients into two groups based on DXA BMD T-score: non-osteoporosis (T > - 2.5) and osteoporosis (T ≤ - 2.5). A two-class models were trained to classify non-osteoporosis and osteoporosis. Model performance was tested with the test data set (963 AP and 1018 lateral images) to evaluate the accuracy.
Results: The results showed that, for AP images, the ResNet-18 model diagnosing osteoporosis achieved an area under the curve (AUC) of 0.79 (95% confidence interval [CI] 0.76-0.82) with a concomitant sensitivity of 79.7% (95% CI 74.4-85.0%) and specificity of 66.5% (95% CI 63.1-69.9%). For lateral images, the DarkNet-19 model yielded the highest AUC at 0.82 (95% CI 0.80-0.85) with the highest sensitivity for lateral data set at 87.5% (95% CI 83.1-91.9%) and specificity of 79.4% (95% CI 76.6-82.2%).
Conclusions: Deep learning models may have the efficacy to anticipate osteoporosis screening based on lumbar spine radiographs which would be helpful as a readily available tool for assessing the risk and determining treatment.
为了诊断骨质疏松症,评估脆性骨折的风险,并确定治疗的必要性,骨密度(BMD)主要是通过双能x线吸收仪(DXA)作为金标准来测量的。由于DXA资源有限,我们提出了深度学习模型来筛查骨质疏松症,并测量其在腰椎x线片骨质疏松症检测中的准确性。材料和方法:从训练数据集(2244张腰椎正位片和2368张腰椎侧位片)中开发模型。我们根据DXA BMD T评分将患者分为两组:非骨质疏松(T≤- 2.5)和骨质疏松(T≤- 2.5)。对非骨质疏松和骨质疏松两类模型进行分类训练。使用测试数据集(963张AP图像和1018张横向图像)对模型性能进行测试,以评估模型的准确性。结果:结果显示,对于AP图像,ResNet-18模型诊断骨质疏松的曲线下面积(AUC)为0.79(95%可信区间[CI] 0.76 ~ 0.82),伴随敏感性为79.7% (95% CI 74.4 ~ 85.0%),特异性为66.5% (95% CI 63.1 ~ 69.9%)。对于侧面图像,DarkNet-19模型的最高AUC为0.82 (95% CI 0.80-0.85),侧面数据集的最高灵敏度为87.5% (95% CI 83.1-91.9%),特异性为79.4% (95% CI 77.6 -82.2%)。结论:深度学习模型可能有效预测基于腰椎x线片的骨质疏松症筛查,这将有助于作为评估风险和确定治疗的现成工具。
{"title":"Assessing deep learning model performance in osteoporosis screening with lumbar spine radiographs.","authors":"Artit Boonrod, Nut Kittipongphat, Prarinthorn Piyaprapaphan, Daris Theerakulpisut, Arunnit Boonrod","doi":"10.1007/s00774-025-01672-1","DOIUrl":"10.1007/s00774-025-01672-1","url":null,"abstract":"<p><strong>Introduction: </strong>To diagnose osteoporosis, assess the risk of fragility fracture, and determine the necessity for treatment, bone mineral density (BMD) is mostly measured from dual energy X-ray absorptiometry (DXA) as a gold standard. Due to the limited resources of DXA, we proposed the deep learning models to screen for osteoporosis and measure its accuracy on osteoporosis detection from lumbar spine radiographs.</p><p><strong>Materials and methods: </strong>The models were developed from the training data set (2244 anteroposterior and 2368 lateral lumbar spine radiographs). We categorized patients into two groups based on DXA BMD T-score: non-osteoporosis (T > - 2.5) and osteoporosis (T ≤ - 2.5). A two-class models were trained to classify non-osteoporosis and osteoporosis. Model performance was tested with the test data set (963 AP and 1018 lateral images) to evaluate the accuracy.</p><p><strong>Results: </strong>The results showed that, for AP images, the ResNet-18 model diagnosing osteoporosis achieved an area under the curve (AUC) of 0.79 (95% confidence interval [CI] 0.76-0.82) with a concomitant sensitivity of 79.7% (95% CI 74.4-85.0%) and specificity of 66.5% (95% CI 63.1-69.9%). For lateral images, the DarkNet-19 model yielded the highest AUC at 0.82 (95% CI 0.80-0.85) with the highest sensitivity for lateral data set at 87.5% (95% CI 83.1-91.9%) and specificity of 79.4% (95% CI 76.6-82.2%).</p><p><strong>Conclusions: </strong>Deep learning models may have the efficacy to anticipate osteoporosis screening based on lumbar spine radiographs which would be helpful as a readily available tool for assessing the risk and determining treatment.</p>","PeriodicalId":15116,"journal":{"name":"Journal of Bone and Mineral Metabolism","volume":" ","pages":"124-131"},"PeriodicalIF":2.2,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145707100","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Introduction: Tendinopathy, a disease that causes inflammation and pain and limits patients' activities of daily living, is considered particularly important to treat during the acute inflammatory phase to prevent the transition to chronic degeneration. Recently, platelet-rich plasma (PRP) has been used to treat tendinopathy; however, it is not clear whether platelets themselves, which are the active component of PRP, could be effective in treating tendinopathy.
Materials and methods: We made rat Achilles tendinopathy models by incision of the calcaneal attachment and administrated platelet-like cells derived from adipose-derived mesenchymal stem cells (ASCL-PLCs) to the injury site and investigated the anti-inflammatory effect.
Results: ASCL-PLCs significantly inhibits the inflammatory cytokine expression and inflammatory cell infiltration in acute tendonitis in a rat Achilles tendon injury model in vivo. Interestingly, we observed no xeno-reaction when human-derived ASCL-PLCs were administered to wild-type rats in vivo. Moreover, IL-6 expression and phosphorylation seen in NIH3T3 fibroblasts treated with IL-6 plus soluble IL-6 receptor were both significantly suppressed by ASCL-PLCs in vitro.
Conclusion: ASCL-PLC has advantages over existing PRP therapies, including the ability to be cryopreserved after quality checks, and homogeneous populations of ASCL-PLCs can be prepared in large quantity. We conclude that in the future ASCL-PLCs may serve as an allogeneic transplant effective to treat tendinopathy.
{"title":"Platelet-like cells differentiated from adipose-derived mesenchymal stem cells inhibit acute inflammation of tendinopathy in rats.","authors":"Akiko Torii, Yuichi Yamada, Yukako Ono-Uruga, Yuiko Sato, Yosuke Kaneko, Satoshi Nakamura, Takuji Iwamoto, Yumiko Matsubara, Morio Matsumoto, Masaya Nakamura, Kazuki Sato, Takeshi Miyamoto","doi":"10.1007/s00774-025-01647-2","DOIUrl":"10.1007/s00774-025-01647-2","url":null,"abstract":"<p><strong>Introduction: </strong>Tendinopathy, a disease that causes inflammation and pain and limits patients' activities of daily living, is considered particularly important to treat during the acute inflammatory phase to prevent the transition to chronic degeneration. Recently, platelet-rich plasma (PRP) has been used to treat tendinopathy; however, it is not clear whether platelets themselves, which are the active component of PRP, could be effective in treating tendinopathy.</p><p><strong>Materials and methods: </strong>We made rat Achilles tendinopathy models by incision of the calcaneal attachment and administrated platelet-like cells derived from adipose-derived mesenchymal stem cells (ASCL-PLCs) to the injury site and investigated the anti-inflammatory effect.</p><p><strong>Results: </strong>ASCL-PLCs significantly inhibits the inflammatory cytokine expression and inflammatory cell infiltration in acute tendonitis in a rat Achilles tendon injury model in vivo. Interestingly, we observed no xeno-reaction when human-derived ASCL-PLCs were administered to wild-type rats in vivo. Moreover, IL-6 expression and phosphorylation seen in NIH3T3 fibroblasts treated with IL-6 plus soluble IL-6 receptor were both significantly suppressed by ASCL-PLCs in vitro.</p><p><strong>Conclusion: </strong>ASCL-PLC has advantages over existing PRP therapies, including the ability to be cryopreserved after quality checks, and homogeneous populations of ASCL-PLCs can be prepared in large quantity. We conclude that in the future ASCL-PLCs may serve as an allogeneic transplant effective to treat tendinopathy.</p>","PeriodicalId":15116,"journal":{"name":"Journal of Bone and Mineral Metabolism","volume":" ","pages":"18-27"},"PeriodicalIF":2.2,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12890972/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145212664","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Bone mineral density after spinal cord injury: assessment of hip and knee measurements-response to the Letter to Editor.","authors":"Nurdan Korkmaz, Gökhan Yardımcı, Ayşe Naz Kalem Özgen, Özlem Köroğlu, Bilge Yılmaz","doi":"10.1007/s00774-025-01675-y","DOIUrl":"https://doi.org/10.1007/s00774-025-01675-y","url":null,"abstract":"","PeriodicalId":15116,"journal":{"name":"Journal of Bone and Mineral Metabolism","volume":" ","pages":""},"PeriodicalIF":2.2,"publicationDate":"2025-12-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145849798","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Response to letter to the editor on \"Preoperative treatment and postoperative outcomes in osteoporotic patients with vertebral fractures: a longitudinal database study\".","authors":"Ruriko Koto, Shiori Yoshida, Akihiro Nakajima, Tetsuya Miwa, Naohisa Miyakoshi","doi":"10.1007/s00774-025-01679-8","DOIUrl":"https://doi.org/10.1007/s00774-025-01679-8","url":null,"abstract":"","PeriodicalId":15116,"journal":{"name":"Journal of Bone and Mineral Metabolism","volume":" ","pages":""},"PeriodicalIF":2.2,"publicationDate":"2025-12-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145849929","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-12-27DOI: 10.1007/s00774-025-01678-9
Tammie Tao Min Sow, Tetsuo Hasegawa
Arthritis represents a group of chronic joint diseases characterised by persistent inflammation, pain, and progressive tissue damage. Despite advances in therapeutic management, many patients experience incomplete symptom relief, highlighting the need to better understand the underlying mechanisms that sustain inflammation and pain. Emerging evidence indicates that neuroimmune interactions within the joint microenvironment play a central role in the pathogenesis of arthritis. The synovium, a thin membrane that lines the joint cavity, is the primary site of pathology in arthritis and serves as a dynamic interface integrating immune, vascular, and neural components. Under physiological conditions, tissue-resident macrophages, fibroblasts, and sensory nerve fibres maintain joint homeostasis. However, during arthritis, the synovium undergoes extensive remodelling, including hyperplasia, angiogenesis, and nerve fibre sprouting, which together amplify inflammatory and nociceptive signalling. Distinct macrophage subsets within the synovium exhibit specialised roles in mediating inflammation and communicating with neurons. Macrophage-derived cytokines such as IL-1β, IL-6, and TNF-α can directly sensitise nociceptors, whilst chemokines like CCL2 engage neuronal receptors to enhance excitability. Conversely, activated sensory neurons release neuropeptides such as calcitonin gene-related peptide (CGRP) and substance P (SP), which can modulate immune cell behaviour. Sympathetic signalling further contributes to immune modulation and correlates with disease severity. Together, these studies reveal that arthritis progression and chronic pain are shaped by reciprocal signalling between the nervous and immune systems. Understanding these complex pathways offers new perspectives for therapeutic intervention, suggesting that targeting neuroimmune crosstalk could provide dual benefits-reducing inflammation whilst alleviating chronic pain in arthritic disease.
{"title":"Neuroimmune interactions in arthritis: linking pain sensitisation and inflammation.","authors":"Tammie Tao Min Sow, Tetsuo Hasegawa","doi":"10.1007/s00774-025-01678-9","DOIUrl":"https://doi.org/10.1007/s00774-025-01678-9","url":null,"abstract":"<p><p>Arthritis represents a group of chronic joint diseases characterised by persistent inflammation, pain, and progressive tissue damage. Despite advances in therapeutic management, many patients experience incomplete symptom relief, highlighting the need to better understand the underlying mechanisms that sustain inflammation and pain. Emerging evidence indicates that neuroimmune interactions within the joint microenvironment play a central role in the pathogenesis of arthritis. The synovium, a thin membrane that lines the joint cavity, is the primary site of pathology in arthritis and serves as a dynamic interface integrating immune, vascular, and neural components. Under physiological conditions, tissue-resident macrophages, fibroblasts, and sensory nerve fibres maintain joint homeostasis. However, during arthritis, the synovium undergoes extensive remodelling, including hyperplasia, angiogenesis, and nerve fibre sprouting, which together amplify inflammatory and nociceptive signalling. Distinct macrophage subsets within the synovium exhibit specialised roles in mediating inflammation and communicating with neurons. Macrophage-derived cytokines such as IL-1β, IL-6, and TNF-α can directly sensitise nociceptors, whilst chemokines like CCL2 engage neuronal receptors to enhance excitability. Conversely, activated sensory neurons release neuropeptides such as calcitonin gene-related peptide (CGRP) and substance P (SP), which can modulate immune cell behaviour. Sympathetic signalling further contributes to immune modulation and correlates with disease severity. Together, these studies reveal that arthritis progression and chronic pain are shaped by reciprocal signalling between the nervous and immune systems. Understanding these complex pathways offers new perspectives for therapeutic intervention, suggesting that targeting neuroimmune crosstalk could provide dual benefits-reducing inflammation whilst alleviating chronic pain in arthritic disease.</p>","PeriodicalId":15116,"journal":{"name":"Journal of Bone and Mineral Metabolism","volume":" ","pages":""},"PeriodicalIF":2.2,"publicationDate":"2025-12-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145843649","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-12-12DOI: 10.1007/s00774-025-01668-x
{"title":"List of reviewers 2025.","authors":"","doi":"10.1007/s00774-025-01668-x","DOIUrl":"https://doi.org/10.1007/s00774-025-01668-x","url":null,"abstract":"","PeriodicalId":15116,"journal":{"name":"Journal of Bone and Mineral Metabolism","volume":" ","pages":""},"PeriodicalIF":2.2,"publicationDate":"2025-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145742696","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-12-09DOI: 10.1007/s00774-025-01669-w
{"title":"Journal of Bone and Mineral Metabolism Best Paper Award 2025.","authors":"","doi":"10.1007/s00774-025-01669-w","DOIUrl":"https://doi.org/10.1007/s00774-025-01669-w","url":null,"abstract":"","PeriodicalId":15116,"journal":{"name":"Journal of Bone and Mineral Metabolism","volume":" ","pages":""},"PeriodicalIF":2.2,"publicationDate":"2025-12-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145707097","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-12-07DOI: 10.1007/s00774-025-01673-0
Richa Kothari, Rekha Pathak, Vandana Gupta
{"title":"Critical Appraisal on \"Bone mineral density after spinal cord injury: assessment of hip and knee measurements\".","authors":"Richa Kothari, Rekha Pathak, Vandana Gupta","doi":"10.1007/s00774-025-01673-0","DOIUrl":"10.1007/s00774-025-01673-0","url":null,"abstract":"","PeriodicalId":15116,"journal":{"name":"Journal of Bone and Mineral Metabolism","volume":" ","pages":""},"PeriodicalIF":2.2,"publicationDate":"2025-12-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145700986","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-25DOI: 10.1007/s00774-025-01666-z
Haoze Gan, Yun Zhang, Changlong Yang
{"title":"Post-2019 anabolic advancements and the 90-day intervention window: Policy and clinical insights for osteoporotic vertebral fracture management.","authors":"Haoze Gan, Yun Zhang, Changlong Yang","doi":"10.1007/s00774-025-01666-z","DOIUrl":"10.1007/s00774-025-01666-z","url":null,"abstract":"","PeriodicalId":15116,"journal":{"name":"Journal of Bone and Mineral Metabolism","volume":" ","pages":""},"PeriodicalIF":2.2,"publicationDate":"2025-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145604050","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-25DOI: 10.1007/s00774-025-01665-0
Mihir Manuja
{"title":"Critical appraisal of \"Preoperative treatment and postoperative outcomes in osteoporotic patients with vertebral fractures: a longitudinal database study\".","authors":"Mihir Manuja","doi":"10.1007/s00774-025-01665-0","DOIUrl":"10.1007/s00774-025-01665-0","url":null,"abstract":"","PeriodicalId":15116,"journal":{"name":"Journal of Bone and Mineral Metabolism","volume":" ","pages":""},"PeriodicalIF":2.2,"publicationDate":"2025-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145603962","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}