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18F-FDG PET/CT 图像变异系数和纹理分析预测多发性骨髓瘤患者的预后。

Coefficient of variation and texture analysis of 18F-FDG PET/CT images for the prediction of outcome in patients with multiple myeloma.

机构信息

Department of Advanced Biomedical Sciences, University Federico II, Via Sergio Pansini 5, Naples, 80131, Italy.

Department of Clinical Medicine and Surgery, University Federico II, Naples, Italy.

出版信息

Ann Hematol. 2024 Sep;103(9):3713-3721. doi: 10.1007/s00277-024-05905-7. Epub 2024 Jul 24.

Abstract

In multiple myeloma (MM) bone marrow infiltration by monoclonal plasma cells can occur in both focal and diffuse manner, making staging and prognosis rather difficult. The aim of our study was to test whether texture analysis of 18 F-2-deoxy-d-glucose positron emission tomography/computed tomography (18F-FDG PET/CT) images can predict survival in MM patients. Forty-six patients underwent 18 F-FDG-PET/CT before treatment. We used an automated contouring program for segmenting the hottest focal lesion (FL) and a lumbar vertebra for assessing diffuse bone marrow involvement (DI). Maximum standardized uptake value (SUVmax), mean standardized uptake value (SUVmean) and texture features such as Coefficient of variation (CoV), were obtained from 46 FL and 46 DI. After a mean follow-up of 51 months, 24 patients died of myeloma and were compared to the 22 survivors. At univariate analysis, FL SUVmax (p = 0.0453), FL SUVmean (p = 0.0463), FL CoV (p = 0.0211) and DI SUVmax (p = 0.0538) predicted overall survival (OS). At multivariate analysis only FL CoV and DI SUVmax were retained in the model (p = 0.0154). By Kaplan-Meier method and log-rank testing, patients with FL CoV below the cut-off had significantly better OS than those with FL CoV above the cut-off (p = 0.0003), as well as patients with DI SUVmax below the threshold versus those with DI SUVmax above the threshold (p = 0.0006). Combining FL CoV and DI SUVmax by using their respective cut-off values, a statistically significant difference was found between the resulting four survival curves (p = 0.0001). Indeed, patients with both FL CoV and DI SUVmax below their respective cut-off values showed the best prognosis. Conventional and texture parameters derived from 18F-FDG PET/CT analysis can predict survival in MM patients by assessing the heterogeneity and aggressiveness of both focal and diffuse infiltration.

摘要

在多发性骨髓瘤(MM)中,单克隆浆细胞可以局灶性或弥漫性浸润骨髓,这使得分期和预后变得相当困难。我们的研究旨在测试 18F-2-脱氧-d-葡萄糖正电子发射断层扫描/计算机断层扫描(18F-FDG PET/CT)图像的纹理分析是否可以预测 MM 患者的生存情况。46 例患者在治疗前接受了 18F-FDG-PET/CT 检查。我们使用自动勾画程序对最热点状病灶(FL)和一个腰椎进行分割,以评估弥漫性骨髓受累(DI)。从 46 个 FL 和 46 个 DI 中获得最大标准化摄取值(SUVmax)、平均标准化摄取值(SUVmean)和纹理特征,如变异系数(CoV)。在平均 51 个月的随访后,24 例患者死于骨髓瘤,并与 22 例幸存者进行比较。单因素分析显示,FL SUVmax(p=0.0453)、FL SUVmean(p=0.0463)、FL CoV(p=0.0211)和 DI SUVmax(p=0.0538)预测总生存(OS)。多因素分析仅保留了 FL CoV 和 DI SUVmax 进入模型(p=0.0154)。通过 Kaplan-Meier 方法和对数秩检验,FL CoV 低于截值的患者 OS 明显优于 FL CoV 高于截值的患者(p=0.0003),DI SUVmax 低于阈值的患者 OS 明显优于 DI SUVmax 高于阈值的患者(p=0.0006)。通过使用各自的截值将 FL CoV 和 DI SUVmax 相结合,在四条生存曲线之间发现了统计学上的显著差异(p=0.0001)。事实上,FL CoV 和 DI SUVmax 均低于各自截值的患者预后最好。18F-FDG PET/CT 分析得到的常规和纹理参数可以通过评估局灶性和弥漫性浸润的异质性和侵袭性来预测 MM 患者的生存情况。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ad3e/11358233/423e2d56c4b6/277_2024_5905_Fig1_HTML.jpg

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