Pseudo-Label Assisted nnU-Net enables automatic segmentation of 7T MRI from a single acquisition.

Introduction: Automatic whole brain and lesion segmentation at 7T presents challenges, primarily from bias fields, susceptibility artifacts including distortions, and registration errors. Here, we sought to use deep learning algorithms (D/L) to do both skull stripping and whole brain segmentation on multiple imaging contrasts generated in a single Magnetization Prepared 2 Rapid Acquisition Gradient Echoes (MP2RAGE) acquisition on participants clinically diagnosed with multiple sclerosis (MS), bypassing registration errors. Methods: Brain scans Segmentation from 3T and 7T scanners were analyzed with software packages such as FreeSurfer, Classification using Derivative-based Features (C-DEF), nnU-net, and a novel 3T-to-7T transfer learning method, Pseudo-Label Assisted nnU-Net (PLAn). 3T and 7T MRIs acquired within 9 months from 25 study participants with MS (Cohort 1) were used for training and optimizing. Eight MS patients (Cohort 2) scanned only at 7T, but with expert annotated lesion segmentation, was used to further validate the algorithm on a completely unseen dataset. Segmentation results were rated visually by experts in a blinded fashion and quantitatively using Dice Similarity Coefficient (DSC). Results: Of the methods explored here, nnU-Net and PLAn produced the best tissue segmentation at 7T for all tissue classes. In both quantitative and qualitative analysis, PLAn significantly outperformed nnU-Net (and other methods) in lesion detection in both cohorts. PLAn's lesion DSC improved by 16% compared to nnU-Net. Discussion: Limited availability of labeled data makes transfer learning an attractive option, and pre-training a nnUNet model using readily obtained 3T pseudo-labels was shown to boost lesion detection capabilities at 7T.

Patients' Perceived Treatment Effectiveness in Dry Eye Disease.

PURPOSE: Patients' perceptions of the effectiveness of a treatment, or perceived treatment effectiveness (PTE), play an important role in medicine. This study aimed to evaluate patients' PTE in dry eye disease (DED) and investigate factors contributing to these patients' perceptions. METHODS: This cross-sectional study included 66 patients with DED. At enrollment, all patients had comprehensive ophthalmic assessment. In addition, to evaluate the patient's PTE, they were asked to use a 10-point scale ranging from "strongly disagree (score 1)" to "strongly agree (score 10)" to score their views on whether their DED treatments had been effective. Changes in clinical parameters of DED over time during their care were also evaluated retrospectively and correlated with the patients' PTE. RESULTS: The mean age of patients was 55.7 years; 79% were women. Regarding patients' PTE, 36.4% strongly (score 10) and 53.0% moderately (scores 6-9) believed that their DED treatment had been effective. However, 10.6% thought that their treatment had not been effective (scores 1-5). Less favorable PTE for the DED treatment was significantly associated with a younger age (P < 0.001), current use of antidepressant medications (P = 0.01), and a higher Ocular Surface Disease Index score (P = 0.01) at enrollment. CONCLUSIONS: A majority of patients with DED have positive perceptions regarding the effectiveness of their treatments. Less favorable perceptions are associated with more severe ocular symptoms and nonocular parameters such as younger age and current antidepressant use. In DED management, assessing patients' PTE should be considered as an important part of clinical practice.

Organ Donation in the 50+ Age Demographic: Survey Results on Decision Rationale and Information Preferences.

The rate of organ donation by older potential donors is significantly declining even though recent studies show positive clinical outcomes with organs transplanted from older donors. This study examined the 50+ age demographic to identify the rationale for donation decisions, preferred media methods of donation information delivery, and responsiveness to an age-tailored donation message. Results from 579 surveys, 87% from the 50+ age demographic, found respondents prone to self-select themselves as medically ineligible based on current medication and health status, even though they might be medically suitable donors. Their incentive to pursue additional information on donation is limited except when motivated by personal accounts within their families and communities. In addition, even when computer literate, they continue to favor the printed or spoken word for donation information delivery. The results suggest an opportunity for those working with older adults to develop more personalized, localized donation education programs targeting this age demographic.

Patients' Perspectives on Their Dry Eye Disease.

PURPOSE: Although it has been known that patients' perspectives on their disease can significantly affect their level of functional disability as well as disease outcome, limited data are available on patients' perceptions of their dry eye disease (DED). The aim of this questionnaire-based study was to evaluate patients' perspectives on their DED. METHODS: This cross-sectional study included 91 patients with DED. In addition to clinical evaluation, all patients completed a questionnaire to evaluate their perspectives on their DED. This included their satisfaction with understanding DED, their opinion on the easiness of following doctors' advice, their opinion on the effectiveness of the treatment, their satisfaction with the eye care, and their general outlook on DED. RESULTS: This study included 75 (82%) women and 16 men (18%) with a mean age of 57 ± 14 years who had been treated for DED for 5.2 ± 5.4 years. 93% of the patients were satisfied with their understanding of DED, and 76% found it easy to follow their doctors' advice for DED management. Furthermore, 95% thought that the DED treatment had been helpful and 95% were satisfied with their eye care for DED. Forty-eight percent expressed optimism regarding the long-term prospects of their DED. CONCLUSIONS: Although the majority of DED patients have positive perspectives on their disease, close to half report a lack of optimism regarding the long-term outlook for their condition.