Assessing the effects of immune checkpoint inhibitors on bone utilizing machine learning-assisted opportunistic quantitative computed tomography.

IF 5.9 1区 医学 Q1 ENDOCRINOLOGY & METABOLISM Journal of Bone and Mineral Research Pub Date : 2025-03-15 DOI:10.1093/jbmr/zjaf009
Bryn E Matheson, Jacob L Jaremko, Alexandra Dowhanik, Jasmine Gill, Cassandra Gallant, John Walker, Nathan Armani, William D Leslie, Michael Kolinsky, Steven K Boyd, Carrie Ye
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Abstract

Immune checkpoint inhibitors (ICIs) are widely used in cancer treatment, yet their impact on bone health remains unclear. This study aimed to perform a retrospective cohort study utilizing routine CT scans from patients with melanoma to perform opportunistic QCT analysis to investigate the effects of ICI treatment on skeletal health, including volumetric BMD (vBMD) measurements and osteoarthritis (OA) parameters. A previously established machine learning-assisted opportunistic QCT pipeline was used to estimate lumbar spine vBMD from baseline and 12-mo follow-up CT scans in patients with melanoma treated with ICI therapy and those not treated with ICI therapy. Facet joint OA, osteophyte formation, and endplate sclerosis were also graded. Independent and paired t tests were used to determine any differences in vBMD and OA parameters between ICI users and non-ICI users. Multivariable linear regression models were used to control for confounding variables. Non-ICI users had a significant decrease in vBMD of -6.96 mg/cm3 from baseline to follow-up, whereas the ICI users had no significant change. There was a significant difference in change in vBMD from baseline to follow-up between the 2 groups, with the non-ICI users experiencing a 11.22 mg/cm3 larger decrease in vBMD. After adjusting for baseline age, sex, baseline vBMD, and change in OA parameters, this difference remained significant at -13.04 mg/cm3. Among the ICI users, those who had a decline in vBMD had a lower baseline vBMD compared with those who had increased vBMD. Neither group showed a significant change in OA parameters over the follow-up period, nor a difference in change between ICI and non-ICI users, even after adjusting for sex, age, and baseline OA parameters. While the effects of ICI treatment on vBMD may vary based on baseline bone health, ICIs do not significantly impact OA parameters in the short term.

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利用机器学习辅助的机会定量计算机断层扫描评估免疫检查点抑制剂对骨骼的影响。
免疫检查点抑制剂(ICI)广泛用于癌症治疗,但其对骨骼健康的影响尚不清楚。本研究旨在进行一项回顾性队列研究,利用黑色素瘤患者的常规计算机断层扫描(CT)进行机会性定量CT (QCT)分析,以研究ICI治疗对骨骼健康的影响,包括体积骨矿物质密度(vBMD)测量和骨关节炎(OA)参数。先前建立的机器学习辅助的机会性QCT管道用于评估接受ICI治疗和未接受ICI治疗的黑色素瘤患者的基线和12个月随访CT扫描腰椎vBMD。小关节OA、骨赘形成和终板硬化也被分级。使用独立和配对t检验来确定ICI用户和非ICI用户之间vBMD和OA参数的差异。多变量线性回归模型用于控制混杂变量。从基线到随访,非ICI使用者的vBMD显著下降-6.96 mg/cm3,而ICI使用者没有显著变化。从基线到随访,两组之间的vBMD变化有显著差异,非ici使用者的vBMD下降幅度为11.22 mg/cm3。在调整基线年龄、性别、基线vBMD和OA参数变化后,这一差异仍然显著,为-13.04 mg/cm3。在ICI使用者中,那些vBMD下降的人比那些vBMD增加的人有更低的基线vBMD。在随访期间,两组患者的OA参数都没有显著变化,即使在调整了性别、年龄和基线OA参数后,ICI和非ICI使用者之间的变化也没有差异。虽然ICI治疗对vBMD的影响可能因基线骨健康而异,但ICI在短期内不会显著影响OA参数。
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来源期刊
Journal of Bone and Mineral Research
Journal of Bone and Mineral Research 医学-内分泌学与代谢
CiteScore
11.30
自引率
6.50%
发文量
257
审稿时长
2 months
期刊介绍: The Journal of Bone and Mineral Research (JBMR) publishes highly impactful original manuscripts, reviews, and special articles on basic, translational and clinical investigations relevant to the musculoskeletal system and mineral metabolism. Specifically, the journal is interested in original research on the biology and physiology of skeletal tissues, interdisciplinary research spanning the musculoskeletal and other systems, including but not limited to immunology, hematology, energy metabolism, cancer biology, and neurology, and systems biology topics using large scale “-omics” approaches. The journal welcomes clinical research on the pathophysiology, treatment and prevention of osteoporosis and fractures, as well as sarcopenia, disorders of bone and mineral metabolism, and rare or genetically determined bone diseases.
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