Feasibility of identifying proliferative active bone marrow with fat fraction MRI and multi-energy CT

被引:1
|
作者
Lawless, M. [1 ]
Byrns, K. [2 ]
Bednarz, B. P. [3 ]
Meudt, J. [4 ]
Shanmuganayagam, D. [4 ]
Shah, J. [5 ]
McMillan, A. [6 ]
Li, K. [3 ]
Pirasteh, A. [6 ]
Miller, J. [1 ]
机构
[1] Univ Wisconsin Madison, Dept Human Oncol, 600 Highland Ave, Madison, WI 53792 USA
[2] St Lukes Radiat Oncol Associates, 915 E 1st St, Duluth, MN 55805 USA
[3] Univ Wisconsin Madison, Dept Med Phys, 1111 Highland Ave, Madison, WI 53705 USA
[4] Univ Wisconsin Madison, Dept Anim & Dairy Sci, 1675 Observ Dr, Madison, WI 53706 USA
[5] Siemens Healthineers, 221 Gregson Dr, Cary, NC 27511 USA
[6] Univ Wisconsin Madison, Dept Radiol, 600 Highland Ave, Madison, WI 53792 USA
来源
PHYSICS IN MEDICINE AND BIOLOGY | 2024年 / 69卷 / 13期
关键词
active bone marrow; multi-energy CT; fat fraction MRI; TOTAL-BODY IRRADIATION; MODULATED RADIATION-THERAPY; ACUTE NONLYMPHOBLASTIC LEUKEMIA; POSITRON-EMISSION-TOMOGRAPHY; ACUTE HEMATOLOGIC TOXICITY; GUIDED TOTAL-MARROW; CONCURRENT CHEMOTHERAPY; CERVICAL-CANCER; HELICAL TOMOTHERAPY; PELVIC RADIATION;
D O I
10.1088/1361-6560/ad58a0
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Objective. Active bone marrow (ABM) can serve as both an organ at risk and a target in external beam radiotherapy. 18F-fluorothymidine (FLT) PET is the current gold standard for identifying proliferative ABM but it is not approved for human use, and PET scanners are not always available to radiotherapy clinics. Identifying ABM through other, more accessible imaging modalities will allow more patients to receive treatment specific to their ABM distribution. Multi-energy CT (MECT) and fat-fraction MRI (FFMRI) show promise in their ability to characterize bone marrow adiposity, but these methods require validation for identifying proliferative ABM. Approach. Six swine subjects were imaged using FFMRI, fast-kVp switching (FKS) MECT and sequential-scanning (SS) MECT to identify ABM volumes relative to FLT PET-derived ABM volumes. ABM was contoured on FLT PET images as the region within the bone marrow with a SUV above the mean. Bone marrow was then contoured on the FFMRI and MECT images, and thresholds were applied within these contours to determine which threshold produced the best agreement with the FLT PET determined ABM contour. Agreement between contours was measured using the Dice similarity coefficient (DSC). Main results. FFMRI produced the best estimate of the PET ABM contour. Compared to FLT PET ABM volumes, the FFMRI, SS MECT and FKS MECT ABM contours produced average peak DSC of 0.722 +/- 0.080, 0.619 +/- 0.070, and 0.464 +/- 0.080, respectively. The ABM volume was overestimated by 40.51%, 97.63%, and 140.13% by FFMRI, SS MECT and FKS MECT, respectively. Significance. This study explored the ability of FFMRI and MECT to identify the proliferative relative to ABM defined by FLT PET. Of the methods investigated, FFMRI emerged as the most accurate approximation to FLT PET-derived active marrow contour, demonstrating superior performance by both DSC and volume comparison metrics. Both FFMRI and SS MECT show promise for providing patient-specific ABM treatments.
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页数:13
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