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Eurasian Journal of Medicine and
            Oncology
                                                                            Psoas muscle and atherosclerotic inflammation



            Table 1. Quantification of arterial calcium intensity levels   activity and patient weight. TMR was further computed
            per segment                                        using two different cut-off points (>1.8 and >2.3 TMR
                                                               values).
            Level           Range of calcium       Weighted
                          density (CT numbers)      factor       The normality of the FDG signal in the psoas muscle
            L1                130 – 199               1        region was evaluated using the Jarque–Bera normality
            L2                200 – 299               2        test.  Statistical  analyses were  performed  using  the
            L3                300 – 399               3        analysis of variance (ANOVA) to assess data variability
                                                               in TMR values and calcium level clusters, calcium area
            L4                  >400                  4        clusters, and calcium Scs.  A  p <  0.05 was  considered
            Abbreviation: CT: Computed tomography.
                                                               statistically significant, and the null hypothesis was
                                                               rejected.
            circumference. The computed calcium area per ROI was
            classified into four clusters based on the following criteria:   This retrospective study was approved by the Research
            when calcium was present in an arterial segment (ROI)   Ethics Committee of the Faculty of Medicine and Health
            and involved up to 20% of wall circumference, the ROI was   Sciences, University of Sherbrooke, Canada (approval
            assigned to the first calcium area cluster (A1). If the arterial   number: 2019-3145). All participants provided written
            calcification involved more than 20% but up to 40% of   informed  consent  for  FDG-PET/CT  scanning.  This
            arterial wall circumference, it was assigned to the second   research did not receive any specific grants from public,
            calcium area cluster (A2). Similarly, the third calcium   commercial, or not-for-profit funding agencies.
            area cluster (A3) included ROIs with calcium involvement
            >40%  but  up  to  60%  of  the  wall  circumference.  Finally,   3. Results
            if the calcium area involved more than 60% of the wall   The normality of the FDG signal in  the  psoas muscle
            circumference, it was assigned to the fourth calcium area   regions assessed using the Jarque–Bera normality test
            cluster (A4).                                      indicated a normal distribution with a  p  = 0.23. As a

              The calcium score per arterial segment (ROI) was   result, the psoas muscle was used as a reference region to
            assessed as a function of calcium-weighted factors   correct for background in TMR measurements. A total of
            (levels), as shown in Table 1, the thickness of CT slices,   200 arterial ROIs were identified with calcium burden on
            and the calcium area normalized to the total wall   CT images. Calcium burden levels, categorized according
            circumference per ROI. The calcium score per segment   to the Agatston method, were as follows: 38 ROIs (19.0%)
            (ROI) was therefore the result of multiplying these   were classified in the level 1 (L1) cluster, 52 ROIs (26.0%)
            parameters. The calcium score data were then clustered   were assigned to level 2 (L2), 67 ROIs (33.5%) were
            into four clusters using a k-means clustering model,    categorized in the third level (L3), and 43 ROIs (21.5%)
                                                         25
            which is easy to deploy and implement. The first calcium   were classified in the fourth level (L4).
            score was labeled as Sc1, and the scores were assigned   Figure  1A  shows a trans-axial view of a CT slice
            in ascending order, with the highest calcium score being   displaying the arterial wall of the aorta with the calcium
            Sc4. Thus, the calcium score clusters (Sc) were designated   burden indicated by an arrow and the segmented calcium
            as Sc1, Sc2, Sc3, and Sc4.                         region (arrow and bold line) in the arterial wall using
              FDG absorption, represented by the PET signal in   the active contour model, as shown in  Figure  1B. The
            the arterial ROI, was assessed using the TMR). Psoas   corresponding PET slice, matched by slice location with
            muscle FDG uptake served as a background correction   the CT slice), exhibits a markedly high FDG signal in the
            for all selected ROIs across the patients in the study.   arterial region (Figure 1C, arrow and bold line of ROI).
            In the optimization of TMR metrics, the psoas muscle   Finally, the fused PET/CT image shown in  Figure  1D
            region was chosen due to the normal FDG signal. The   confirms  the distinct overlap observed between  calcium
            PET signal per ROI was measured as the average of the   burden and FDG aggregation in the corresponding arterial
            last emission frame in the continuous PET images (from   segment.
            6 to 33 min after FDG injection). TMR was calculated as   The extent of calcium area was measured as the ratio of
            the ratio of standardized uptake values (SUVs) derived   calcium area normalized to the arterial wall circumference
            from the mean of 70% of the peak signal in the arterial   per ROI. Figure 2 illustrates the categorization of calcium
            ROI and the mean of 70% of the peak signal in the   area ratios. In Figure 2A, the calcium area is categorized
            psoas muscle ROI, measured from 6x to 33 mins after   in the A1 cluster, where the calcium area is <20% of the
            FDG injection, and normalized for the injected FDG   total wall circumference. In  Figure  2B, the calcium area


            Volume 9 Issue 1 (2025)                        216                              doi: 10.36922/ejmo.7727
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