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Im Rahmen dieser publikationsbasierten Dissertation wurden drei wissenschaftliche Arbeiten veröffentlicht. Als Erstautorenschaft wurde 2022 die Arbeit “Effectiveness of High-intensity Focused Ultrasound (HIFU) Therapy of Solid and Complex Benign Thyroid Nodules - A Long-term Follow up Two-center Study.” im Journal “Experimental and Clinical Endocrinology & Diabetes” veröffentlicht. Im Folgenden wird der Inhalt dieser Arbeit dargelegt. Ein kurzer Überblick über die Ergebnisse der anderen beiden mitpublizierten Arbeiten findet sich im Kapitel „Weitere Ergebnisse der Arbeitsgruppe“.
Durch die hohe Prävalenz benigner Schilddrüsenknoten sind deren Behandlungsalternativen von großem wissenschaftlichem Interesse. Dabei bildet die nebenwirkungsarme, minimalinvasive Thermoablation mittels high-intensity focused ultrasound (HIFU) eine attraktive Alternative zu herkömmlichen Verfahren wie der Schilddrüsenchirurgie oder der Radioiodtherapie. Bei der HIFU-Echotherapie werden die Schilddrüsenknoten auf 80 - 90 Grad Celsius erhitzt, sodass eine irreversible Koagulationsnekrose entsteht. Um den Therapieprozess und die Indikationsstellung von HIFU bei benignen Schilddrüsenknoten zu optimieren, ist es notwendig, genaue Studien durchzuführen.
Ziel der vorliegenden bizentrischen Langzeitstudie war, die Effektivität von HIFU-Echotherapien bei benignen Schilddrüsenknoten zu evaluieren und erstmalig den Einfluss der Knotenmorphologie auf den Therapieerfolg zu untersuchen. Vor der Therapie und in regelmäßigen Intervallen nach der Therapie wurden die Größe und die Morphologie der Schilddrüsenknoten mittels Ultraschall dokumentiert. In der retrospektiven Studie wurden Daten von 58 Patienten ausgewertet. Dabei wurde die Gesamtpopulation in eine Gruppe mit soliden und in eine Gruppe mit komplexen Knoten eingeteilt. Die durchschnittliche prozentuale Volumenreduktion in jeder Gruppe wurde mit dem Wilcoxon-Signed-Rank Test statistisch analysiert.
Die Gesamtpopulation zeigte eine Volumenreduktion der zuvor abladierten Knoten von 38.86 % nach 3 Monaten (Spannweite: 4.03 % - 91.16 %, p < 0.0001, n = 25), 42.7 % nach 6 Monaten (Spannweite: 7.36 % - 93.2 %, p < 0.0001, n = 18), 62.21 % nach 9 Monaten (Spannweite: 12.88 % - 93.2 %, p = 0.0078, n = 8) und 61.42 % nach 12 Monaten (Spannweite: 39.39 % - 93.2 %, p > 0.05, n = 4). Die soliden Knoten hatten eine Volumenreduktion von 49.98 % nach 3 Monaten (Spannweite: 4.03 % - 91.16 %, p = 0.0001, n = 15), 46.40 % nach 6 Monaten (Spannweite: 7.36 % - 93.2 %, p = 0.001, n = 11), 65.77 % nach 9 Monaten (Spannweite: 39.39 % - 93.2 %, p = 0.0156, n = 7) und 63.88 % nach 12 Monaten (Spannweite: 39.39 % - 93.2%, p > 0.05, n = 2). Komplexe Knoten hatten eine Volumenreduktion von 35.2 % nach 3 Monaten (Spannweite: 5.85 % - 68.63 %, p = 0.002, n = 10), 36.89 % nach 6 Monaten (Spannweite: 12.23 % - 68.63 %, p = 0.0156, n = 7) und 63.64 % nach 12 Monaten (Spannweite: 52,38 % - 73.91 %, p > 0.05, n = 2).
In der vorliegenden bizentrischen Langzeitstudie wurde deutlich, dass HIFU-Echotherapie eine effektive Behandlungsoption benigner Schilddrüsenknoten ist. Erstmalig gezeigt wurde der Trend, dass solide Knoten besser auf HIFU-Echotherapie ansprechen als komplexe Knoten.
Anhand der gewonnenen Ergebnisse und der neuen Erkenntnisse zum Einfluss der Knotenmorphologie auf die HIFU-Echotherapie benigner Schilddrüsenknoten kann HIFU als Therapieoption besser bewertet werden. Eine differenziertere Indikationsstellung in Bezug auf solide und komplexe Knoten wird ermöglicht und die HIFU-Echotherapie kann gegen andere thermoablative Verfahren abgewogen werden.
Highlights
• Currently, China has the most publications, ahead of the USA and European countries.
• Research focuses are strictly separated into ecological and material science topics.
• Russia and Ukraine are among the frontrunners with a clear focus on materials science.
• The focus in PFAS research is shifting toward ecological issues.
• A national imbalance can be observed that leaves the low economies behind.
Abstract
The European Commission's current efforts to launch the largest proposal to restrict per- and polyfluoroalkyl substances (PFAS) in history reflect the dire global plight of PFAS accumulation in the environment and their health impacts. While there are existing studies on PFAS research, there is a lack of comprehensive analysis that both covers the entire research period and provides deep insights into global research patterns, incentives, and barriers based on various parameters. We have been able to demonstrate the increasing interest in PFAS research, although citation numbers are declining prematurely. Policy regulations based on proving and establishing the toxicity of PFASs have stimulated research in developed countries and vice versa, with increasing emphasis on ecological aspects. China, in particular, is investing increasingly in PFAS research, but without defining or implementing regulations - with devastating effects. The separation of industrial and environmental research interests is clear, with little involvement of developing countries, even though their exposure to PFAS is devastating. It, therefore, requires increased globally networked and multidisciplinary approaches to address PFAS contamination challenges.
Studying the neural basis of human dynamic visual perception requires extensive experimental data to evaluate the large swathes of functionally diverse brain neural networks driven by perceiving visual events. Here, we introduce the BOLD Moments Dataset (BMD), a repository of whole-brain fMRI responses to over 1,000 short (3s) naturalistic video clips of visual events across ten human subjects. We use the videos’ extensive metadata to show how the brain represents word- and sentence-level descriptions of visual events and identify correlates of video memorability scores extending into the parietal cortex. Furthermore, we reveal a match in hierarchical processing between cortical regions of interest and video-computable deep neural networks, and we showcase that BMD successfully captures temporal dynamics of visual events at second resolution. With its rich metadata, BMD offers new perspectives and accelerates research on the human brain basis of visual event perception.
Highlights
• High resolution profile of C. pipiens' sugar diet has been obtained using UHPLC-MS.
• Artificial feeding using ornamental plants provides similar sugar profiles as observed in field collected mosquitoes.
• Metabolomic profiling found secondary metabolites and pollutants of anthropogenic use.
Abstract: Culex pipiens (Linnaeus, 1758) mosquitoes search plant sources of sugars to cope with the energetic demand of various physiological processes. The crop as part of the digestive system is devoted to the storage of sugar-based meal obtained from various nectars sources. The profiling of sugars and metabolites in the Culex pipiens’ crop is scarce, and only few studies used Liquid Chromatography – Mass Spectrometry (LC-MS), which provides broad detection for biomonitoring environmental substances and even contaminants in the sugar diet of mosquitoes populations.
Therefore, sugar and metabolite profiling were performed on crops obtained from mosquitoes exposed to plant nectar under laboratory or natural conditions by Ultra High-Performance LC-MS (UHPLC-MS). This method allowed us a precise quantitative and qualitative identification of sugar diet and associated environmental compounds in the crop of the mosquito C. pipiens. Under laboratory condition, mosquitoes were allowed to feed on either glucose solution, commercially-available flowers or field collected flowers. In addition, we collected mosquitoes from the field to compare those crop metabolomes with metabolome patterns occurring after nectar feeding in the lab.
The sugar quantities and quality obtained from the crops of mosquitoes collected in the field were similar to those crops obtained from mosquitoes that fed on commercially-available flowers and from field collected flowers with a limit of detection of 10 μg/L for sucrose, glucose and sucrose. Next to sugar compounds, we identified 2 types of amino acids, 12 natural products, and 9 pesticides.
Next to the diversity of sugar compounds, we could confirm that secondary metabolites and environmental pollutants are typically up taken from floral nectar sources by C. pipiens. The in-depth knowledge on mosquito–plant interactions may inspire the development and further optimization of mosquito trap systems and arboviral surveillance systems.
We provide in this paper a comprehensive comparison of various transfer learning strategies and deep learning architectures for computer-aided classification of adult-type diffuse gliomas. We evaluate the generalizability of out-of-domain ImageNet representations for a target domain of histopathological images, and study the impact of in-domain adaptation using self-supervised and multi-task learning approaches for pretraining the models using the medium-to-large scale datasets of histopathological images. A semi-supervised learning approach is furthermore proposed, where the fine-tuned models are utilized to predict the labels of unannotated regions of the whole slide images (WSI). The models are subsequently retrained using the ground-truth labels and weak labels determined in the previous step, providing superior performance in comparison to standard in-domain transfer learning with balanced accuracy of 96.91% and F1-score 97.07%, and minimizing the pathologist's efforts for annotation. Finally, we provide a visualization tool working at WSI level which generates heatmaps that highlight tumor areas; thus, providing insights to pathologists concerning the most informative parts of the WSI.
Marjan van den Akker, Gesundheitswissenschaftlerin und Epidemiologin : Goethe, Deine Forscher
(2024)
Beyond well-established difficulties with working memory in individuals with attention deficit hyperactivity disorder (ADHD), evidence is emerging that other memory processes may also be affected. We investigated, first, which memory processes show differences in adults and adolescents with ADHD in comparison to control participants, focusing on working and short-term memory, initial learning, interference, delayed and recognition memory. Second, we investigated whether ADHD severity, co-occurring depressive symptoms, IQ and physical fitness are associated with the memory performance in the individuals with ADHD.
We assessed 205 participants with ADHD (mean age 25.8 years, SD 7.99) and 50 control participants (mean age 21.1 years, SD 5.07) on cognitive tasks including the digit span forward (DSF) and backward (DSB), the Rey Auditory Verbal Learning Test (RAVLT), and the vocabulary and matrix reasoning subtests of the Wechsler Abbreviated Scale of Intelligence. Participants with ADHD were additionally assessed on ADHD severity, depression symptoms and cardiorespiratory fitness. A series of regressions were run, with sensitivity analyses performed when variables were skewed.
ADHD-control comparisons were significant for DSF, DSB, delayed and recognition memory, with people with ADHD performing less well than the control participants. The result for recognition memory was no longer significant in sensitivity analysis. Memory performance was not associated with greater ADHD or depression symptoms severity. IQ was positively associated with all memory variables except DSF. Cardiorespiratory fitness was negatively associated with the majority of RAVLT variables.
Individuals with ADHD showed difficulties with working memory, short-term memory and delayed memory, as well as a potential difficulty with recognition memory, despite preserved initial learning.