Development and validation of a machine learning-derived radiomics model for diagnosis of osteoporosis and osteopenia using quantitative computed tomography

[1] Si L(1993)diagnosis, prophylaxis, and treatment of osteoporosis Am J Med 94 646-650

[2] Winzenberg TM(2015)Projection of osteoporosis-related fractures and costs in China: 2010–2050 Osteoporos Int 26 1929-1937

[3] Jiang Q(2017)Clinical guidelines committee of the American college of P. Treatment of low bone density or osteoporosis to prevent fractures in men and women: a clinical practice guideline update from the American college of physicians Ann Intern Med 166 818-839

[4] Chen M(2008)Clinical use of quantitative computed tomography and peripheral quantitative computed tomography in the management of osteoporosis in adults: the 2007 ISCD official positions J Clin Densitom 11 123-162

[5] Palmer AJ(2019)Differentiating diffuse from focal pattern on computed tomography in multiple myeloma: added value of a radiomics approach Eur J Radiol 121 4259-4269

[6] Qaseem A(2017)Radiomics features of multiparametric MRI as novel prognostic factors in advanced nasopharyngeal carcinoma Clin Cancer Res 23 431-438

[7] Forciea MA(2019)Development and validation of an individualized nomogram to identify occult peritoneal metastasis in patients with advanced gastric cancer Ann Oncol 30 441-446

[8] McLean RM(2012)Radiomics: extracting more information from medical images using advanced feature analysis Eur J Cancer 48 20-29

[9] Denberg TD(2021)Radiomics for precision medicine: current challenges, future prospects, and the proposal of a new framework Methods 188 4595-4605

[10] Engelke K(2021)Radiomics analysis of 18F-Choline PET/CT in the prediction of disease outcome in high-risk prostate cancer: an explorative study on machine learning feature classification in 94 patients Eur Radiol 31 599-610

[1] Si L(1993)diagnosis, prophylaxis, and treatment of osteoporosis Am J Med 94 646-650

[2] Winzenberg TM(2015)Projection of osteoporosis-related fractures and costs in China: 2010–2050 Osteoporos Int 26 1929-1937

[3] Jiang Q(2017)Clinical guidelines committee of the American college of P. Treatment of low bone density or osteoporosis to prevent fractures in men and women: a clinical practice guideline update from the American college of physicians Ann Intern Med 166 818-839

[4] Chen M(2008)Clinical use of quantitative computed tomography and peripheral quantitative computed tomography in the management of osteoporosis in adults: the 2007 ISCD official positions J Clin Densitom 11 123-162

[5] Palmer AJ(2019)Differentiating diffuse from focal pattern on computed tomography in multiple myeloma: added value of a radiomics approach Eur J Radiol 121 4259-4269

[6] Qaseem A(2017)Radiomics features of multiparametric MRI as novel prognostic factors in advanced nasopharyngeal carcinoma Clin Cancer Res 23 431-438

[7] Forciea MA(2019)Development and validation of an individualized nomogram to identify occult peritoneal metastasis in patients with advanced gastric cancer Ann Oncol 30 441-446

[8] McLean RM(2012)Radiomics: extracting more information from medical images using advanced feature analysis Eur J Cancer 48 20-29

[9] Denberg TD(2021)Radiomics for precision medicine: current challenges, future prospects, and the proposal of a new framework Methods 188 4595-4605

[10] Engelke K(2021)Radiomics analysis of 18F-Choline PET/CT in the prediction of disease outcome in high-risk prostate cancer: an explorative study on machine learning feature classification in 94 patients Eur Radiol 31 599-610