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Nevin Manimala Statistics

Multimodal feature-guided diffusion model for low-count PET image denoising

Med Phys. 2025 Mar 18. doi: 10.1002/mp.17764. Online ahead of print.

ABSTRACT

BACKGROUND: To minimize radiation exposure while obtaining high-quality Positron Emission Tomography (PET) images, various methods have been developed to derive standard-count PET (SPET) images from low-count PET (LPET) images. Although deep learning methods have enhanced LPET images, they rarely utilize the rich complementary information from MR images. Even when MR images are used, these methods typically employ early, intermediate, or late fusion strategies to merge features from different CNN streams, failing to fully exploit the complementary properties of multimodal fusion.

PURPOSE: In this study, we introduce a novel multimodal feature-guided diffusion model, termed MFG-Diff, designed for the denoising of LPET images with the full utilization of MRI.

METHODS: MFG-Diff replaces random Gaussian noise with LPET images and introduces a novel degradation operator to simulate the physical degradation processes of PET imaging. Besides, it uses a novel cross-modal guided restoration network to fully exploit the modality-specific features provided by the LPET and MR images and utilizes a multimodal feature fusion module employing cross-attention mechanisms and positional encoding at multiple feature levels for better feature fusion.

RESULTS: Under four counts (2.5%, 5.0%, 10%, and 25%), the images generated by our proposed network showed superior performance compared to those produced by other networks in both qualitative and quantitative evaluations, as well as in statistical analysis. In particular, the peak-signal-to-noise ratio of the generated PET images improved by more than 20% under a 2.5% count, the structural similarity index improved by more than 16%, and the root mean square error reduced by nearly 50%. On the other hand, our generated PET images had significant correlation (Pearson correlation coefficient, 0.9924), consistency, and excellent quantitative evaluation results with the SPET images.

CONCLUSIONS: The proposed method outperformed existing state-of-the-art LPET denoising models and can be used to generate highly correlated and consistent SPET images obtained from LPET images.

PMID:40102174 | DOI:10.1002/mp.17764

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Nevin Manimala Statistics

Comparison of Injection Laryngoplasty With and Without Ultrasound Marking After Thyroid Surgery

J Voice. 2025 Mar 17:S0892-1997(25)00093-1. doi: 10.1016/j.jvoice.2025.02.047. Online ahead of print.

ABSTRACT

OBJECTIVES: This study aimed to assess the clinical efficacy of injection laryngoplasty using ultrasound marking in patients with unilateral vocal fold paralysis after thyroidectomy compared with injection laryngoplasty without ultrasound marking.

METHODS: Ten patients with unilateral vocal fold paralysis after thyroidectomy were retrospectively analyzed. There were five patients in the ultrasound marking group and matched five patients in the non-ultrasound marking group. Auditory-perceptual evaluation, acoustic analysis, aerodynamic analysis, and Voice Handicap Index-30 were performed on all patients before and 1 month after injection laryngoplasty.

RESULTS: In all patients, auditory-perceptual parameters and the Voice Handicap Index-30 revealed statistically significant improvements following injection laryngoplasty. No adverse effects were observed in any patient. The Voice Handicap Index-30 and the injection laryngoplasty procedure time were substantially reduced in the ultrasound marking group compared to that in the non-ultrasound marking group. However, other parameters did not exhibit a statistically significant difference between the two groups before and 1 month after injection laryngoplasty.

CONCLUSION: Injection laryngoplasty with ultrasound marking is an easy, rapid, and convenient method for patients who experienced unilateral vocal fold paralysis following thyroidectomy.

PMID:40102159 | DOI:10.1016/j.jvoice.2025.02.047

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Nevin Manimala Statistics

Multiple at-risk groups have lower lung function during the grass pollen season

Allergol Int. 2025 Mar 17:S1323-8930(25)00013-9. doi: 10.1016/j.alit.2025.02.003. Online ahead of print.

NO ABSTRACT

PMID:40102152 | DOI:10.1016/j.alit.2025.02.003

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Nevin Manimala Statistics

The short-term efficacy of modified plate reconstruction and tubularization urethroplasty for posterior hypospadias

J Pediatr Urol. 2025 Mar 4:S1477-5131(25)00130-5. doi: 10.1016/j.jpurol.2025.02.039. Online ahead of print.

ABSTRACT

PURPOSE: To investigate the short-term efficacy of modified plate reconstruction and tubularization urethroplasty for posterior hypospadias.

MATERIAL AND METHOD: We retrospectively collected the clinical data of posterior hypospadias patients who were newly diagnosed and underwent plate reconstruction and tubularization urethroplasty (PRTU) or modified PRTU. Surgical modifications were to reconstruct the glans segment of the urethra with a free flap, thus presenting an orthotopic urethral opening, and to preserve the Buck’s fascia at the coronal sulcus for approximately 1 cm to enhance coverage of the shaped urethra. Regular follow-up was taken in clinic or online. We compared complication rate, HOSE score and uroflowmetry testing results between these two groups.

RESULTS: A total of 107 children underwent either PRTU or modified PRTU, and 102 of them were fully followed-up (55 cases of PRTU and 47 cases of modified PRTU). All of the patients were diagnosed with posterior hypospadias. The age at operation ranged from 1 year to 1 month to 14 years old (mean age 3 years and 2 months). The postoperative follow-up period ranged from six to 63 months, with an average follow-up period of 23.2 months, and 102 patients provided comprehensive post-operative data, exhibiting a comprehensive follow-up rate of 95.3 %. There’s a statistically significant difference in the incidence of dehiscence of urethra between PRTU group (10 cases) and modified PRTU group (2 cases).

CONCLUSION: Modified PRTU is a safe, practical, and effective method for hypospadias. This procedure is appropriate for repairing posterior-type hypospadias combined with penoscrotal transposition, while reducing the risk of postoperative urethral dehiscence and achieve good appearance.

PMID:40102138 | DOI:10.1016/j.jpurol.2025.02.039

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Nevin Manimala Statistics

Investigation of the Relationship Between Health Literacy and Adherence to Immunosuppressive Therapy in Heart Transplant Patients: A Cross-Sectional Study

Transplant Proc. 2025 Mar 17:S0041-1345(25)00147-2. doi: 10.1016/j.transproceed.2025.01.008. Online ahead of print.

ABSTRACT

BACKGROUND: Nonadherence to immunosuppressive therapy after heart transplantation, driven by factors such as patient, caregiver, institutional, policy-related issues, and health literacy, leads to rejection and increased mortality. This study aimed to investigate the relationship between health literacy and adherence to immunosuppressive therapy in heart transplant patients.

METHODS: The sample of this cross-sectional study consisted of 57 patients who underwent heart transplantation in a university hospital in Izmir, Turkey. “Sociodemographic and Descriptive Characteristics Form”, “Data on Immunosuppressive Drug Therapy Form”, “Rapid Estimate of Adult Health Literacy in Medicine (REALM) Scale”, and “Immunosuppressive Therapy Adherence Scale (ITAS)” were used to collect the data..

RESULTS: The median score on the REALM scale was 64.00 (IQR = 3.00, min = 18.00, max = 66.00) and 80.7% of the patients scored adequately. The median score of the immunosuppressive therapy adherence scale was 11.00 (IQR= 1.00, min= 5.00, max= 12.00) and 42.1% of the patients scored full score. There was no statistically significant relationship between the median total scores of the REALM and ITAS scales in heart transplant patients (r = 0.181, P = .178).

CONCLUSIONS: In this study, the majority of heart transplant patients had adequate health literacy. It was found that less than half of these patients adhered to immunosuppressive therapy. Less than half of these patients were found to comply with immunosuppressive therapy. In this study, no relationship was found between health literacy and adherence to immunosuppressive therapy.

PMID:40102130 | DOI:10.1016/j.transproceed.2025.01.008

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Nevin Manimala Statistics

Comparative Analysis of Plasmapheresis Versus Plasmapheresis Combined With Continuous Renal Replacement Therapy in Adult Liver Failure: A Retrospective Observational Study

Transplant Proc. 2025 Mar 17:S0041-1345(25)00140-X. doi: 10.1016/j.transproceed.2025.02.051. Online ahead of print.

ABSTRACT

BACKGROUND: Liver failure constitutes a critical medical condition marked by the rapid decline in hepatic functions. Novel therapeutic approaches, including therapeutic plasma exchange (TPE) and continuous venovenous hemodiafiltration (CVVHDF), have emerged as promising modalities for mitigating the effects of this condition by facilitating detoxification and enhancing liver function. The efficacy of these interventions, whether administered individually or in combination, is a prominent area of investigation in the management of liver failure among adult populations. This study aims to evaluate the role and effectiveness of TPE, both as a standalone treatment and in conjunction with CVVHDF, in the management of liver failure in adult patients.

METHODS: This retrospective study was conducted in a Liver Transplant Intensive Care Unit (LTICU), focusing on the medical records of adult patients aged 35 to 62 years. The patient cohort consisted of individuals admitted between January 1, 2021, and June 1, 2024, due to acute liver failure or acute-on-chronic liver failure. The analysis specifically included patients who underwent therapeutic plasma exchange (TPE) or those who received continuous renal replacement therapy in conjunction with TPE. For the statistical analysis, a P-value of less than .05 was deemed indicative of statistical significance. The study encompassed a total of 47 patients with liver failure, comprising 23 males and 24 females. Among these patients, 25 (53.2%) received only TPE, while 22 (46.8%) were treated with a combination of TPE and continuous venovenous hemodiafiltration (CVVHDF).

RESULTS: In the cohort of patients who received only therapeutic plasma exchange (TPE), the median International Normalized Ratio (INR) improved significantly, decreasing from 2 (1.6-2.6) to 1.3 (1.1-1.7). Similarly, alanine aminotransferase levels reduced from 351 (66-1482) to 166 (71-367), while aspartate aminotransferase levels decreased from 259 (132-1392) to 86 (35-160). In the group receiving a combination of TPE and continuous venovenous hemodiafiltration (CVVHDF), notable reductions were also observed: INR decreased from 3 (2.4-4.7) to 1.5 (1.3-2.4), alanine aminotransferase levels dropped from 691 (59-2397) to 162 (70-1060), and aspartate aminotransferase levels fell from 916 (134-1828) to 69 (45-503). These changes were statistically significant, with P-values of less than .05 for each parameter in both treatment groups. Overall, 21 patients achieved survival without requiring a liver transplant, while 7 patients underwent liver transplantation, resulting in a transplant-free survival rate of 44.7%.

CONCLUSION: The findings from our study on the management of liver failure in adults demonstrate that both therapeutic plasma exchange (TPE) administered alone and in conjunction with continuous venovenous hemodiafiltration (CVVHDF) are effective treatment modalities, particularly as a bridging strategy to liver transplantation. The observed transplant-free survival rate of 44.7% underscores the significant clinical advantages of these therapies. However, to enhance the validity of these results and their applicability in broader clinical contexts, additional multicenter studies are essential for further exploration of these treatment approaches in liver failure management.

PMID:40102129 | DOI:10.1016/j.transproceed.2025.02.051

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Nevin Manimala Statistics

The Effect of PNI Score on Renal Prognosis and Graft Rejection After Kidney Transplantation

Transplant Proc. 2025 Mar 17:S0041-1345(25)00151-4. doi: 10.1016/j.transproceed.2025.02.038. Online ahead of print.

ABSTRACT

BACKGROUND: Determining effective ways to make prognostic predictions after kidney transplantation of patients is essential for the management of patients. This study examines how the PNI score affects renal outcomes after kidney transplantation. The potential impact of PNI on renal function beyond the overall nutritional status was also examined.

METHODS: In this retrospective study, 100 kidney transplant patients were divided into three groups according to PNI scores: low (<40), intermediate (40-45) and high (>45). Demographic characteristics, clinical parameters, serum creatinine levels, estimated glomerular filtration rate (eGFR) and parenchymal thickness were evaluated. Logistic regression analysis was applied for the risk of graft rejection. Patients who were followed up for at least 6 months after kidney transplantation and had complete clinical data were included in the study. The mean follow-up period was 36 months (range: 6-60 months).

RESULTS: There was no statistically significant correlation between PNI scores and renal function (P > .05). The mean creatinine level was 1.73 ± 1.11 mg/dL in the low PNI group and 1.37 ± 0.52 mg/dL in the high PNI group. Although this difference was close to the limit of statistical significance, it was not significant (P = .083). In logistic regression analysis, no significant effect of PNI score on graft rejection was observed (OR: 1.0015, 95% CI: 0.7975-1.2576, P = .9899). However, age (OR: 0.9247, P = .0347) and serum creatinine levels (OR: 2.8396, P = .0151) significantly affected the risk of graft rejection. No significant effect of PNI score on complication rates was observed.

CONCLUSIONS: This study demonstrated that PNI score alone is not a sufficient predictor of renal prognosis and graft rejection risk after kidney transplantation. Factors such as age and serum creatinine levels were found to be more predictive of the risk of graft rejection.

PMID:40102127 | DOI:10.1016/j.transproceed.2025.02.038

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Nevin Manimala Statistics

Evaluation of instruments assessing peripheral arthritis in spondyloarthritis: an analysis of the ASAS-PerSpA study

Ann Rheum Dis. 2025 Mar 17:S0003-4967(25)00240-7. doi: 10.1016/j.ard.2025.02.011. Online ahead of print.

ABSTRACT

OBJECTIVES: To assess construct validity, including known-group discrimination, of the currently available disease activity instruments assessing peripheral arthritis in spondyloarthritis (SpA).

METHODS: In this analysis from the Assessment of SpondyloArthritis International Society (ASAS)-PerSpA study, patients with a diagnosis of axial SpA, peripheral SpA, or psoriatic arthritis (PsA) were included. The disease activity instruments evaluated were the Patient Global Assessment (PGA), Bath Ankylosing Spondylitis Disease Activity Index, Axial Spondyloarthritis Disease Activity Score, Disease Activity Index for PsA (DAPSA), Swollen Joint Count (SJC), Tender Joint Count, Disease Activity Score (DAS) 28, DAS44, and C-reactive protein (CRP). Construct validity was assessed through correlations with external constructs (Bath Ankylosing Spondylitis Functional Index, ASAS Health Index, and Euro Quality of Life 5 Dimensions) and known-group discrimination (active/inactive disease based on a combination of PGA [≥5/<5]), and SJC (≥1/0 and ≥2/<2) was analysed using standardised mean differences (SMDs).

RESULTS: In total, 4121 patients were included (mean age 45 [SD, 14] years, 61% males). When assessing the construct validity through correlations with external constructs, all instruments performed excellently (100% hypotheses confirmed). When assessing known-group discrimination, all disease activity measures, except CRP, presented SMDs ≥ 0.8 (good discrimination), with higher SMDs observed for DAS28 followed by DAPSA. Results were similar across disease phenotypes. Considering all combinations of PGA and SJC to discriminate between active/inactive disease, a better performance was observed for the composite scores, including joint counts.

CONCLUSIONS: In our construct validity analysis, all disease activity instruments assessing peripheral arthritis had a good performance as reflected in the correlations with external constructs and the known-group discrimination. The highest discriminatory capacity to distinguish between ‘active/inactive disease’ was observed for composite scores, including joint counts, like DAS28 and DAPSA.

PMID:40102118 | DOI:10.1016/j.ard.2025.02.011

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Nevin Manimala Statistics

Envelope spectrum knowledge-guided domain invariant representation learning strategy for intelligent fault diagnosis of bearing

ISA Trans. 2025 Mar 11:S0019-0578(25)00145-4. doi: 10.1016/j.isatra.2025.03.004. Online ahead of print.

ABSTRACT

Deep learning has significantly advanced bearing fault diagnosis. Traditional models rely on the assumption of independent and identically distributed, which is frequently violated due to variations in rotational speeds and loads during bearing fault diagnosis. The fault diagnosis of the bearing based on representation learning lacks the consideration of spectrum knowledge and representation diversity under multiple working conditions. Therefore, this study presents a domain-invariant representation learning strategy (DIRLs) for diagnosing bearing faults across differing working conditions. DIRLs, by leveraging envelope spectrum knowledge distillation, captures the Fourier characteristics as domain-invariant features and secures robust health state representations by aligning high-order statistics of the samples under different working conditions. Moreover, an innovative loss function, which maximizes the two-paradigm metric of the health state representation, is designed to enrich representation diversity. Experimental results demonstrate an average AUC improvement of 28.6 % on the Paderborn-bearing dataset and an overall diagnostic accuracy of 88.7 % on a private bearing dataset, validating the effectiveness of the proposed method.

PMID:40102111 | DOI:10.1016/j.isatra.2025.03.004

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Nevin Manimala Statistics

DeepSMCP – Deep-learning powered denoising of Monte Carlo dose distributions within the Swiss Monte Carlo Plan

Z Med Phys. 2025 Mar 17:S0939-3889(25)00034-0. doi: 10.1016/j.zemedi.2025.02.004. Online ahead of print.

ABSTRACT

This work demonstrated the development of a fast, deep-learning framework (DeepSMCP) to mitigate noise in Monte Carlo dose distributions (MC-DDs) of photon treatment plans with high statistical uncertainty (SU) and its integration into the Swiss Monte Carlo Plan (SMCP). To this end, a two-channel input (MC-DD and computed tomography (CT) scan) 3D U-net was trained, validated and tested (80%/10%/10%) on high/low-SU MC-DD-pairs of 106 clinically-motivated VMAT arcs for 29 available CTs, augmented to 3074 pairs. The model was integrated into SMCP to enable a “one-click” workflow of calculating and denoising MC-DDs of high SU to obtain MC-DDs of low SU. The model accuracy was evaluated on the test set using Gamma passing rate (2% global, 2 mm, 10% threshold) comparing denoised and low-SU MC-DD. Calculation time for the whole workflow was recorded. Denoised MC-DDs match low-SU MC-DDs with average (standard deviation) Gamma passing rate of 82.9% (4.7%). Additional application of DeepSMCP to 12 unseen clinically-motivated cases of different treatment sites, including treatment sites not present during training, resulted in an average Gamma passing rate of 91.0%. Denoised DDs were obtained on average in 35.1 s, a 340-fold efficiency gain compared to low-SU MC-DD calculation. DeepSMCP presented a first seamlessly integrated promising denoising framework for MC-DDs.

PMID:40102103 | DOI:10.1016/j.zemedi.2025.02.004