{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,22]],"date-time":"2026-06-22T10:12:04Z","timestamp":1782123124644,"version":"3.54.5"},"reference-count":31,"publisher":"Wiley","license":[{"start":{"date-parts":[[2022,3,21]],"date-time":"2022-03-21T00:00:00Z","timestamp":1647820800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Journal of Healthcare Engineering"],"published-print":{"date-parts":[[2022,3,21]]},"abstract":"<jats:p>Osteoporotic vertebral compression fractures are on the rise in modern society due to the aging population, and this often results in painful symptoms and kyphotic abnormalities in patients. Bone cement was injected into the vertebral body to reinforce the vertebral body and restore most of the damaged vertebrae\u2019s natural height. Percutaneous kyphoplasty is the name given to this type of procedure (PKP). Bone cement leakage has been linked to several problems, according to the research. Neurological problems might arise if bone cement leaks into the spinal canal or the nerve root canal during surgery. As a result, PKP surgeons must now deal with the issue of reducing bone cement leakage. Using smart medical big data, this paper examines a sample of PKP operations and then examines different associated aspects that influence complication rates in order to better advice clinical PKP surgery use. There were 172 vertebral bodies in total in 72 patients receiving PKP surgery at a Chinese hospital that were examined by smart medical big data for vertebral degeneration and fusion. Bone cement leakage and variations in preoperative average anterior vertebral column height, preoperative Cobb angle, and the volume of injected bone cement were considered when dividing the patients into leakage and nonleakage groups; then, we figure out what is causing the bone cement to leak. Five patients experienced lung-related problems out of the 18 vertebral bodies with bone cement leaking that were selected for study. That leakage rate was 10.5%. The differences between the two groups in terms of vertebral compression and bone cement injection were statistically significant based on a single-factor analysis. Bone cement leakage in PKP surgery has been linked to the amount of bone cement injected and whether the vertebral body\u2019s peripheral wall was injured, according to multivariate analysis. Lung-related problems are more common in patients with a prior history of illness. Osteoporotic vertebral compression fractures can be successfully treated with percutaneous kyphoplasty. An important risk factor for bone cement extravasation in PKP surgery is the amount of bone cement injected, as well as its viscosity and whether damage to the vertebral body\u2019s peripheral wall has occurred.<\/jats:p>","DOI":"10.1155\/2022\/8432360","type":"journal-article","created":{"date-parts":[[2022,3,22]],"date-time":"2022-03-22T00:06:01Z","timestamp":1647907561000},"page":"1-9","source":"Crossref","is-referenced-by-count":3,"title":["Different Associated Aspects That Influence Complication Rates on Clinical PKP Surgery Using Smart Medical Big Data"],"prefix":"10.1155","volume":"2022","author":[{"given":"Bin","family":"Fu","sequence":"first","affiliation":[{"name":"Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Yinchuan 750000, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yi","family":"Dong","sequence":"additional","affiliation":[{"name":"Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Yinchuan 750000, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fang","family":"Xiang","sequence":"additional","affiliation":[{"name":"The Third People\u2019s Hospital of Ningxia Hui Autonomous Region, Yinchuan 750000, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gen","family":"Xia","sequence":"additional","affiliation":[{"name":"Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Yinchuan 750000, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhaohao","family":"Ning","sequence":"additional","affiliation":[{"name":"Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Yinchuan 750000, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3154-8963","authenticated-orcid":true,"given":"Huiqiang","family":"Ding","sequence":"additional","affiliation":[{"name":"Department of Spinal Orthopedics, General Hospital of Ningxia Medical University, Yinchuan 750000, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.1097\/00029679-200506010-00001"},{"key":"2","doi-asserted-by":"publisher","DOI":"10.1007\/s00586-010-1444-4"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.1097\/BSD.0b013e3181c0cc94"},{"issue":"1","key":"4","first-page":"826","article-title":"Current status of percutaneous vertebroplasty and percutaneous kyphoplasty-a review","volume":"19","author":"Y. 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