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Advances in Radiotherapy
            & Nuclear Medicine                                                Modeling renal TAC in dynamic scintigraphy




             A                                                   The statistical analysis of the results in  Table  2 is
                                                               summarized in Table 3.
                                                                 The results and statistical analyses demonstrate that the
                                                               free-hand ROI selection method yields significantly lower
                                                               T  values, indicating a more precise capture of peak tracer
                                                                max
             B                                                 uptake. This method also exhibits a significantly shorter
                                                               tracer elimination time, likely due to better exclusion of
                                                               background noise. Regarding the 30-min min/max ratio,
                                                               the free-hand ROI selection method shows a significantly
                                                               lower residual activity, allowing for more accurate isolation
                                                               of renal function. Overall, the free-hand ROI selection
                                                               method provides physiologically more accurate TACs
                                                               by closely contouring kidney anatomy and minimizing
                                                               background activity. In  contrast,  the rectangular  ROI
                                                               selection method provides consistency across cases but
                                                               may include non-kidney regions, which can lead to slightly
                                                               overestimated retention values.
                                                                 To evaluate the effectiveness and accuracy of the
            Figure  3. Comparison of TACs for Case 1. (A) TAC was generated   proposed fitting function and empirical model, standard
            automatically by the scintigraphy machine. (B) TAC was reconstructed
            manually from processed dynamic renal scintigraphic images using the   goodness-of-fit metrics were used, including the correlation
                                                                                             2
                                                                                2
                                                                      2
            proposed regular rectangular region of interest selection method. The   factor (R ), adjusted R , and reduced χ . For Case 1, Table 4
            manually reconstructed TAC exhibits a more detailed dynamic behavior   indicates a high-quality fit, with R  and adjusted-R  values
                                                                                          2
                                                                                                       2
            than the machine-generated TAC.                    close to 1, and a low reduced χ , confirming the model’s
                                                                                         2
            Abbreviation: TACs: Time-activity curves.          robustness. The fitting parameters, particularly C and α ,
                                                                                                       s
                                                                                                            s
                                                               reflect the pathological status of the left and right kidneys.
                                                               Similar results were observed across all other cases.
                                                                 The proposed clinical data fitting function proved
                                                               suitable for the extraction of key kinetic parameters of
                                                               renal function. It can be applied in any simulation aimed
                                                               at evaluating new radiopharmaceuticals (radiotracers) for
                                                               use in dynamic renal scintigraphy, as well as for other tasks
                                                               of interest.
                                                               4. Discussion
                                                               The findings of this study underscore the significant
                                                               advantages of manual reconstruction and mathematical
                                                               modeling of TACs in dynamic renal scintigraphy over
                                                               the  automatic  algorithms of  standard  imaging  systems.
                                                               By integrating manual ROI selection with an empirical
                                                               mathematical  fitting  function,  this  study  successfully
                                                               reconstructed TACs with greater accuracy and
            Figure 4. Mathematical modeling of the manually reconstructed TAC for   18
            the healthy kidney in Case 1. The experimental data points extracted from   physiological relevance.
            scintigraphic images (black circles) were fitted using the proposed empirical   The manually reconstructed  TACs demonstrated
            fitting function based on a one-compartment model with additional
            adjusting parameters. The fitted curve (solid red line) closely follows the   improved dynamic behavior compared to the machine-
            manual TAC, demonstrating the accuracy of the proposed model.  generated TACs. This superiority can be attributed to the
            Abbreviation: TAC: Time-activity curve.            differences in data processing techniques. While machine-
                                                               generated TACs rely on raw radioactive counts, the manual
              Table 2 presents a numerical comparison of the kinetic   method incorporates gray-level values that undergo
            parameters extracted using both ROI selection methods   additional processing steps, such as analog-to-digital
            (rectangular and free-hand).                       conversion  and  filtering.  This  approach  likely enhances



            Volume 3 Issue 2 (2025)                         67                        doi: 10.36922/ARNM025070008
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