Motion compensation for fully 4D PET reconstruction using PET superset data.

Fully 4D PET image reconstruction is receiving increasing research interest due to its ability to significantly reduce spatiotemporal noise in dynamic PET imaging. However, thus far in the literature, the important issue of correcting for subject head motion has not been considered. Specifically, as a direct consequence of using temporally extensive basis functions, a single instance of movement propagates to impair the reconstruction of multiple time frames, even if no further movement occurs in those frames. Existing 3D motion compensation strategies have not yet been adapted to 4D reconstruction, and as such the benefits of 4D algorithms have not yet been reaped in a clinical setting where head movement undoubtedly occurs. This work addresses this need, developing a motion compensation method suitable for fully 4D reconstruction methods which exploits an optical tracking system to measure the head motion along with PET superset data to store the motion compensated data. List-mode events are histogrammed as PET superset data according to the measured motion, and a specially devised normalization scheme for motion compensated reconstruction from the superset data is required. This work proceeds to propose the corresponding time-dependent normalization modifications which are required for a major class of fully 4D image reconstruction algorithms (those which use linear combinations of temporal basis functions). Using realistically simulated as well as real high-resolution PET data from the HRRT, we demonstrate both the detrimental impact of subject head motion in fully 4D PET reconstruction and the efficacy of our proposed modifications to 4D algorithms. Benefits are shown both for the individual PET image frames as well as for parametric images of tracer uptake and volume of distribution for (18)F-FDG obtained from Patlak analysis.

Nonrandom X-inactivation patterns in normal females: lyonization ratios vary with age.

The utility of X-inactivation based clonality assays for evaluation of human neoplasia is well-documented. However, excessive Lyonization is a potential limitation of these assays, because it mimics clonal derivation of cells. The incidence of excessive Lyonization in healthy females is controversial, with reported incidence varying from 4% to 33%. Several explanations have been offered for the observed variation, including different criteria for excessive Lyonization, diversity of X-linked clonality assays, small population sizes and more recently, tissue specificity of X-inactivation patterns. However, it is also possible that stem cell depletion, clonal hematopoiesis, or selection pressures on blood cells results in an increased incidence of excessive skewing. If any of the latter is true, then the incidence of excessive skewing should increase with age in blood cells. To test this hypothesis, we determined X-inactivation ratios at the human androgen receptor locus of 295 normal females from three age groups: (1) neonates, (2) females 28 to 32 years old and, (3) females aged > or = 60 years. The incidence of skewing (allele ratios > or = 3:1) was 8.6% (14 of 162) in neonates (P = .104 v 28 to 32); 16.4% (11/67) in 28 to 32 y.o. (P = .0064 v > or = 60), and 37.9% (25 of 66) in women > or = 60 y.o. (P < .0001 v neonates). When a more stringent criterion for skewing was used (allele ratios > or = 10:1), the incidence was 1.9% (3 of 162) in neonates (P = .362 v 28 to 32), 4.5% (3 of 67) in 28 to 32 y.o. (P = .0022 v > or = 60), and 22.7% (15 of 66) in > or = 60 y.o. group (P < .0001 v neonates). Results have been confirmed at the phosphoglycerate kinase locus for 48 heterozygous females. The incidence of excessive skewing increases with age. In neonates, the incidence is low and may correspond to true excessive Lyonization. Acquired skewing occurs with aging in normal females and is present in 38% of females over the age of 60. Further studies are needed to determine whether acquired skewing is a consequence of stem cell depletion, true clonal hematopoiesis, growth advantage conferred by parental-specific X-chromosomes, or other causes. These data provide an explanation for variation in reported incidence of excessive skewing in normal females. Furthermore, these findings suggest that any study of clonality using X-inactivation based assays should incorporate age-matched controls for Lyonization.