{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,9]],"date-time":"2026-06-09T22:57:44Z","timestamp":1781045864199,"version":"3.54.1"},"reference-count":24,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2024,10,10]],"date-time":"2024-10-10T00:00:00Z","timestamp":1728518400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"},{"start":{"date-parts":[[2024,10,10]],"date-time":"2024-10-10T00:00:00Z","timestamp":1728518400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"}],"funder":[{"name":"the Natural Science Foundation of Shan Dong Province","award":["ZR2021MH020"],"award-info":[{"award-number":["ZR2021MH020"]}]},{"name":"the Qingdao Science and Technology Benefit the People Demonstration Project","award":["23-2-8-smjk-7-nsh"],"award-info":[{"award-number":["23-2-8-smjk-7-nsh"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["BMC Med Imaging"],"DOI":"10.1186\/s12880-024-01450-x","type":"journal-article","created":{"date-parts":[[2024,10,10]],"date-time":"2024-10-10T13:01:54Z","timestamp":1728565314000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["Radiomics based on MRI to predict recurrent L4-5 disc herniation after percutaneous endoscopic lumbar discectomy"],"prefix":"10.1186","volume":"24","author":[{"given":"Antao","family":"Lin","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hao","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yan","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Qian","family":"Cui","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kai","family":"Zhu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Dan","family":"Zhou","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shuo","family":"Han","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shengwei","family":"Meng","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jialuo","family":"Han","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lei","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Chuanli","family":"Zhou","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xuexiao","family":"Ma","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2024,10,10]]},"reference":[{"key":"1450_CR1","doi-asserted-by":"publisher","first-page":"917","DOI":"10.1007\/s00264-018-4256-5","volume":"43","author":"H Kanno","year":"2019","unstructured":"Kanno H, Aizawa T, Hahimoto K, Itoi E. Minimally invasive discectomy for lumbar disc herniation: current concepts, surgical techniques, and outcomes. Int Orthop. 2019;43:917\u201322. https:\/\/doi.org\/10.1007\/s00264-018-4256-5.","journal-title":"Int Orthop"},{"key":"1450_CR2","doi-asserted-by":"publisher","first-page":"E291","DOI":"10.36076\/ppj\/2016.19.E291","volume":"19","author":"KC Choi","year":"2016","unstructured":"Choi KC, Kim J-S, Park C-K. Percutaneous endoscopic lumbar discectomy as an alternative to open lumbar microdiscectomy for large lumbar disc herniation. Pain Physician. 2016;19:E291\u2013300.","journal-title":"Pain Physician"},{"key":"1450_CR3","first-page":"337","volume":"21","author":"S Yin","year":"2018","unstructured":"Yin S, Du H, Yang W, Duan C, Feng C, Tao H. Prevalence of recurrent herniation following percutaneous endoscopic lumbar discectomy: a Meta-analysis. Pain Physician. 2018;21:337\u201350.","journal-title":"Pain Physician"},{"key":"1450_CR4","doi-asserted-by":"publisher","first-page":"215","DOI":"10.14245\/kjs.2012.9.3.215","volume":"9","author":"SM Yoon","year":"2012","unstructured":"Yoon SM, Ahn S-S, Kim KH, Kim YD, Cho JH, Kim D-H. Comparative study of the outcomes of Percutaneous endoscopic lumbar discectomy and microscopic lumbar discectomy using the tubular Retractor System based on the VAS, ODI, and SF-36. Korean J Spine. 2012;9:215\u201322. https:\/\/doi.org\/10.14245\/kjs.2012.9.3.215.","journal-title":"Korean J Spine"},{"key":"1450_CR5","doi-asserted-by":"publisher","first-page":"E105","DOI":"10.36076\/ppj.2018.2.E105","volume":"1","author":"Z Chuanli","year":"2018","unstructured":"Chuanli Z. Unique Complications of Percutaneous EndoscopicLumbar Discectomy and Percutaneous EndoscopicInterlaminar Discectomy. Pain Physician. 2018;1:E105\u201312. https:\/\/doi.org\/10.36076\/ppj.2018.2.E105.","journal-title":"Pain Physician"},{"key":"1450_CR6","doi-asserted-by":"publisher","first-page":"791","DOI":"10.1002\/jmri.26901","volume":"51","author":"H Wang","year":"2020","unstructured":"Wang H, Chen H, Duan S, Hao D, Liu J. Radiomics and Machine Learning with Multiparametric Preoperative MRI May accurately predict the histopathological grades of soft tissue sarcomas. J Magn Reson Imaging JMRI. 2020;51:791\u20137. https:\/\/doi.org\/10.1002\/jmri.26901.","journal-title":"J Magn Reson Imaging JMRI"},{"key":"1450_CR7","doi-asserted-by":"publisher","first-page":"109287","DOI":"10.1016\/j.ejrad.2020.109287","volume":"132","author":"J Zhang","year":"2020","unstructured":"Zhang J, Sun J, Han T, Zhao Z, Cao Y, Zhang G, Zhou J. Radiomic features of magnetic resonance images as novel preoperative predictive factors of bone invasion in meningiomas. Eur J Radiol. 2020;132:109287. https:\/\/doi.org\/10.1016\/j.ejrad.2020.109287.","journal-title":"Eur J Radiol"},{"key":"1450_CR8","doi-asserted-by":"publisher","first-page":"1314","DOI":"10.1002\/jmri.27690","volume":"54","author":"J Pan","year":"2021","unstructured":"Pan J, Zhang K, Le H, Jiang Y, Li W, Geng Y, Li S, Hong G. Radiomics Nomograms based on non-enhanced MRI and clinical risk factors for the differentiation of Chondrosarcoma from Enchondroma. J Magn Reson Imaging JMRI. 2021;54:1314\u201323. https:\/\/doi.org\/10.1002\/jmri.27690.","journal-title":"J Magn Reson Imaging JMRI"},{"key":"1450_CR9","doi-asserted-by":"publisher","first-page":"8019","DOI":"10.1007\/s00330-022-08805-4","volume":"32","author":"Y-W Jiang","year":"2022","unstructured":"Jiang Y-W, Xu X-J, Wang R, Chen C-M. Radiomics analysis based on lumbar spine CT to detect osteoporosis. Eur Radiol. 2022;32:8019\u201326. https:\/\/doi.org\/10.1007\/s00330-022-08805-4.","journal-title":"Eur Radiol"},{"key":"1450_CR10","doi-asserted-by":"publisher","first-page":"2095","DOI":"10.2147\/JPR.S312224","volume":"14","author":"C Zhao","year":"2021","unstructured":"Zhao C, Zhang H, Wang Y, Xu D, Han S, Meng S, Han J, Liu H, Zhou C, Ma X. Nomograms for Predicting recurrent herniation in PETD with preoperative radiological factors. J Pain Res. 2021;14:2095\u2013109. https:\/\/doi.org\/10.2147\/JPR.S312224.","journal-title":"J Pain Res"},{"key":"1450_CR11","doi-asserted-by":"publisher","first-page":"441","DOI":"10.1016\/j.ejca.2011.11.036","volume":"48","author":"P Lambin","year":"2012","unstructured":"Lambin P, Rios-Velazquez E, Leijenaar R, Carvalho S, van Stiphout RGPM, Granton P, Zegers CML, Gillies R, Boellard R, Dekker A, Aerts HJWL. Radiomics: extracting more information from medical images using advanced feature analysis. Eur J Cancer Oxf Engl 1990. 2012;48:441\u20136. https:\/\/doi.org\/10.1016\/j.ejca.2011.11.036.","journal-title":"Eur J Cancer Oxf Engl 1990"},{"key":"1450_CR12","doi-asserted-by":"publisher","first-page":"e165","DOI":"10.1016\/j.acra.2020.03.046","volume":"28","author":"L He","year":"2021","unstructured":"He L, Liu Z, Liu C, Gao Z, Ren Q, Lei L, Ren J. Radiomics Based on Lumbar Spine Magnetic Resonance Imaging to detect osteoporosis. Acad Radiol. 2021;28:e165\u201371. https:\/\/doi.org\/10.1016\/j.acra.2020.03.046.","journal-title":"Acad Radiol"},{"key":"1450_CR13","doi-asserted-by":"publisher","first-page":"5228","DOI":"10.1038\/s41467-020-19116-x","volume":"11","author":"W Mu","year":"2020","unstructured":"Mu W, Jiang L, Zhang J, Shi Y, Gray JE, Tunali I, Gao C, Sun Y, Tian J, Zhao X, Sun X, Gillies RJ, Schabath MB. Non-invasive decision support for NSCLC treatment using PET\/CT radiomics. Nat Commun. 2020;11:5228. https:\/\/doi.org\/10.1038\/s41467-020-19116-x.","journal-title":"Nat Commun"},{"key":"1450_CR14","doi-asserted-by":"publisher","first-page":"4595","DOI":"10.1007\/s00330-020-06768-y","volume":"30","author":"X Wang","year":"2020","unstructured":"Wang X, Wan Q, Chen H, Li Y, Li X. Classification of pulmonary lesion based on multiparametric MRI: utility of radiomics and comparison of machine learning methods. Eur Radiol. 2020;30:4595\u2013605. https:\/\/doi.org\/10.1007\/s00330-020-06768-y.","journal-title":"Eur Radiol"},{"key":"1450_CR15","doi-asserted-by":"publisher","first-page":"255","DOI":"10.3171\/SPI\/2008\/8\/3\/255","volume":"8","author":"K Hasegawa","year":"2008","unstructured":"Hasegawa K, Kitahara K, Hara T, Takano K, Shimoda H, Homma T. Evaluation of lumbar segmental instability in degenerative diseases by using a new intraoperative measurement system. J Neurosurg Spine. 2008;8:255\u201362. https:\/\/doi.org\/10.3171\/SPI\/2008\/8\/3\/255.","journal-title":"J Neurosurg Spine"},{"key":"1450_CR16","doi-asserted-by":"publisher","first-page":"672","DOI":"10.1097\/00007632-200103150-00024","volume":"26","author":"KS Suk","year":"2001","unstructured":"Suk KS, Lee HM, Moon SH, Kim NH. Recurrent lumbar disc herniation: results of operative management. Spine. 2001;26:672\u20136. https:\/\/doi.org\/10.1097\/00007632-200103150-00024.","journal-title":"Spine"},{"key":"1450_CR17","doi-asserted-by":"publisher","first-page":"6492675","DOI":"10.1155\/2019\/6492675","volume":"2019","author":"HS Kim","year":"2019","unstructured":"Kim HS, You JD, Ju CI. Predictive scoring and risk factors of early recurrence after percutaneous endoscopic lumbar discectomy. BioMed Res Int. 2019;2019:6492675. https:\/\/doi.org\/10.1155\/2019\/6492675.","journal-title":"BioMed Res Int"},{"key":"1450_CR18","doi-asserted-by":"publisher","first-page":"3051","DOI":"10.2147\/RMHP.S287976","volume":"13","author":"M Kong","year":"2020","unstructured":"Kong M, Xu D, Gao C, Zhu K, Han S, Zhang H, Zhou C, Ma X. Risk factors for recurrent L4-5 disc herniation after percutaneous endoscopic transforaminal discectomy: a retrospective analysis of 654 cases, risk Manag. Healthc Policy. 2020;13:3051\u201365. https:\/\/doi.org\/10.2147\/RMHP.S287976.","journal-title":"Healthc Policy"},{"key":"1450_CR19","doi-asserted-by":"publisher","first-page":"328","DOI":"10.1148\/radiol.2020191145","volume":"295","author":"A Zwanenburg","year":"2020","unstructured":"Zwanenburg A, Leger S, Valli\u00e8res M, L\u00f6ck S. Image biomarker standardisation initiative. Radiology. 2020;295:328\u201338. https:\/\/doi.org\/10.1148\/radiol.2020191145.","journal-title":"Radiology"},{"key":"1450_CR20","unstructured":"Lundberg S, Lee S-I, editors. A unified approach to interpreting model predictions., in: Proc. 31st Int. Conf. Neural Inf. Process. Syst., 2017."},{"key":"1450_CR21","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1186\/s12880-022-00778-6","volume":"22","author":"G Yu","year":"2022","unstructured":"Yu G, Yang W, Zhang J, Zhang Q, Zhou J, Hong Y, Luo J, Shi Q, Yang Z, Zhang K, Tu H. Application of a nomogram to radiomics labels in the treatment prediction scheme for lumbar disc herniation. BMC Med Imaging. 2022;22:51. https:\/\/doi.org\/10.1186\/s12880-022-00778-6.","journal-title":"BMC Med Imaging"},{"key":"1450_CR22","doi-asserted-by":"publisher","first-page":"791","DOI":"10.1186\/s12891-023-06911-y","volume":"24","author":"B Saravi","year":"2023","unstructured":"Saravi B, Zink A, \u00dclk\u00fcmen S, Couillard-Despres S, Wollborn J, Lang G, Hassel F. Clinical and radiomics feature-based outcome analysis in lumbar disc herniation surgery. BMC Musculoskelet Disord. 2023;24:791. https:\/\/doi.org\/10.1186\/s12891-023-06911-y.","journal-title":"BMC Musculoskelet Disord"},{"key":"1450_CR23","doi-asserted-by":"publisher","first-page":"171","DOI":"10.1016\/j.ebiom.2018.09.007","volume":"36","author":"Y Jiang","year":"2018","unstructured":"Jiang Y, Chen C, Xie J, Wang W, Zha X, Lv W, Chen H, Hu Y, Li T, Yu J, Zhou Z, Xu Y, Li G. Radiomics signature of computed tomography imaging for prediction of survival and chemotherapeutic benefits in gastric cancer. EBioMedicine. 2018;36:171\u201382. https:\/\/doi.org\/10.1016\/j.ebiom.2018.09.007.","journal-title":"EBioMedicine"},{"key":"1450_CR24","doi-asserted-by":"publisher","first-page":"1742","DOI":"10.1007\/s00586-020-06351-5","volume":"29","author":"LP Staub","year":"2020","unstructured":"Staub LP, Aghayev E, Skrivankova V, Lord SJ, Haschtmann D, Mannion AF. Development and temporal validation of a prognostic model for 1-year clinical outcome after decompression surgery for lumbar disc herniation. Eur Spine J off Publ Eur Spine Soc Eur Spinal Deform Soc Eur Sect Cerv Spine Res Soc. 2020;29:1742\u201351. https:\/\/doi.org\/10.1007\/s00586-020-06351-5.","journal-title":"Eur Spine J off Publ Eur Spine Soc Eur Spinal Deform Soc Eur Sect Cerv Spine Res Soc"}],"container-title":["BMC Medical Imaging"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1186\/s12880-024-01450-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1186\/s12880-024-01450-x\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1186\/s12880-024-01450-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,10,11]],"date-time":"2024-10-11T00:03:39Z","timestamp":1728605019000},"score":1,"resource":{"primary":{"URL":"https:\/\/bmcmedimaging.biomedcentral.com\/articles\/10.1186\/s12880-024-01450-x"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,10,10]]},"references-count":24,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2024,12]]}},"alternative-id":["1450"],"URL":"https:\/\/doi.org\/10.1186\/s12880-024-01450-x","relation":{},"ISSN":["1471-2342"],"issn-type":[{"value":"1471-2342","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,10,10]]},"assertion":[{"value":"17 October 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"1 October 2024","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"10 October 2024","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"All procedures were approved by the ethics committee of the Affiliated Hospital of Qingdao University and approved number of IRB was QYFYWZLL27871. Written informed consent was received from all patients and\/or their legal guardian(s) before the operation. And all experiments were performed in accordance with relevant guidelines and regulations.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethics approval and consent to participate"}},{"value":"Not applicable.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent for publication"}},{"value":"The authors declare no competing interests.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}],"article-number":"273"}}