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Objective: The aim of this study was to investigate the effects of the total variation regularized expectation maximization (TVREM) reconstruction on improving Ga-DOTA-TATE PET/CT images compared to the ordered subset expectation maximization (OSEM) reconstruction.
Method: A total of 17 patients with neuroendocrine tumors who underwent clinical Ga-DOTA-TATE PET/CT were involved in this study retrospectively. The PET images were acquired with either 3 min-per-bed (min/bed) acquisition time and reconstructed with OSEM (2 iterations, 20 subsets, and a 3.2-mm Gaussian filter) and TVREM (seven penalization factors = 0.01, 0.07, 0.14, 0.21, 0.28, 0.35, and 0.42) for 2 and 3 min-per-bed (min/bed) acquisition time using list-mode. The SUV of the liver, background variability (BV), signal-to-noise ratios (SNR), SUV of the lesions and tumor-to-background ratios (TBR) were measured. The mean percentage difference in the SNR and TBR between TVREM with difference penalization factors and OSEM was calculated. Qualitative image quality was evaluated by two experienced radiologists using a 5-point score scale (5-excellent, 1-poor).
Results: In total, 63 lesions were analyzed in this study. The SUV of the liver did not differ significantly between TVREM and OSEM. The BV of all TVREM groups was lower than OSEM groups (all < 0.05), and the BV of TVREM 2 min/bed group with penalization factor of 0.21 was considered comparable to OSEM 3 min/bed group ( = 0.010 and 0.006). The SNR, SUV and TBR were higher for all TVREM groups compared to OSEM groups (all < 0.05). The mean percentage difference in the SNR and TBR was larger for small lesions (<10 mm) than that for medium (≥10 mm but < 20 mm) and large lesions (≥20 mm). The highest image quality score was given to TVREM 2 min/bed group with penalization factor of 0.21 (3.77 ± 0.26) and TVREM 3 min/bed group with penalization factor of 0.35 (3.77 ± 0.26).
Conclusion: TVREM could reduce image noise, improve the SNR, SUV and TBR of the lesions, and has the potential to preserves the image quality with shorter acquisition time.
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http://dx.doi.org/10.3389/fmed.2022.845806 | DOI Listing |
Multivariate Behav Res
September 2025
Department of Statistics, TU Dortmund University, Dortmund, Germany.
Predicting ordinal responses such as school grades or rating scale data is a common task in the social and life sciences. Currently, two major streams of methodology exist for ordinal prediction: traditional statistical models such as the proportional odds model and machine learning (ML) methods such as random forest (RF) adapted to ordinal prediction. While methods from the latter stream have displayed high predictive performance, particularly for data characterized by non-linear effects, most of these methods do not support hierarchical data.
View Article and Find Full Text PDFLancet Respir Med
September 2025
Effi-Stat, Paris, France.
Background: Among people with cystic fibrosis, sweat chloride and lung function response to elexacaftor-tezacaftor-ivacaftor (ETI) is variable. We hypothesised that the presence of two versus one ETI-responsive CFTR variant could predict response variability.
Methods: In this analysis of two real-world observational studies, data from a French national cohort of adults (aged ≥18 years) with cystic fibrosis and at least one F508del variant treated with ETI and the French compassionate programme for ETI in people (aged ≥6 years) with cystic fibrosis without F508del were used to examine sweat chloride concentrations (SCCs) after ETI initiation, and the absolute change in SCC and percentage of predicted forced expiratory volume in 1 s (ppFEV) following ETI initiation.
J Physiol
September 2025
Instituto de Ciencias Biomédicas, Facultad de Ciencias de la Salud, Universidad Autónoma de Chile, Santiago, Chile.
Cardiorespiratory responses to physical exercise are expected to meet the organism's metabolic demands. As carotid body (CB) glomus cells have been proposed as metabolic sensors, we sought to determine their contribution to peak oxygen uptake ( ) during exercise in rats. Adult male Wistar Kyoto rats underwent bilateral co-injection of two adeno-associated viruses (AAVs) at the CB bifurcation (AVV-TH-Cre-SV40 and AVV-hSyn-DREADD(Gi)-mCherry).
View Article and Find Full Text PDFJ Comput Biol
September 2025
The NeuroCognitive Institute (NCI) Clinical Research Foundation, Mount Arlington, New Jersey, USA.
The general linear model (GLM) has been widely used in research, where the error term has been treated as noise. However, compelling evidence suggests that in biological systems, the target variables may possess their innate variances. A modified GLM was proposed to explicitly model biological variance and nonbiological noise.
View Article and Find Full Text PDFBull Math Biol
September 2025
Department of Computer Science, Hunter College of CUNY and the Division of Invertebrate Zoology, American Museum of Natural History, New York, 10065, USA.
Tree balance plays an important role in various research areas in phylogenetics and computer science. Typically, it is measured with the help of a balance index or imbalance index. There are more than 25 such indices available, recently surveyed in a book by Fischer et al.
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