[HTML][HTML] Legal aspects of privacy-enhancing technologies in genome-wide association studies and their impact on performance and feasibility

A Brauneck, L Schmalhorst, S Weiss, L Baumbach… - Genome Biology, 2024 - Springer
Genomic data holds huge potential for medical progress but requires strict safety measures
due to its sensitive nature to comply with data protection laws. This conflict is especially …

[HTML][HTML] Genome interpretation in a federated learning context allows the multi-center exome-based risk prediction of Crohn's disease patients

D Raimondi, H Chizari, N Verplaetse, BS Löscher… - Scientific Reports, 2023 - nature.com
High-throughput sequencing allowed the discovery of many disease variants, but nowadays
it is becoming clear that the abundance of genomics data mostly just moved the bottleneck …

Response to “The perpetual motion machine of AI-generated data and the distraction of ChatGPT as a 'scientist'”

WS Noble - Nature biotechnology, 2024 - nature.com
Many of Jennifer Listgarten's arguments are compelling: in particular, that the protein folding
problem is an outlier relative to other grand challenges in science, both in terms of the …

[HTML][HTML] Efficacy of federated learning on genomic data: a study on the UK Biobank and the 1000 Genomes Project

D Kolobkov, S Mishra Sharma, A Medvedev… - Frontiers in big …, 2024 - frontiersin.org
Combining training data from multiple sources increases sample size and reduces
confounding, leading to more accurate and less biased machine learning models. In …

Machine learning methods applied to classify complex diseases using genomic data

M Arnal Segura, G Bini, A Krithara, G Paliouras… - bioRxiv, 2024 - biorxiv.org
Complex diseases pose challenges in disease prediction due to their multifactorial and
polygenic nature. In this work, we explored the prediction of two complex diseases, multiple …

[PDF][PDF] Rôle, évaluation et réglementation des intelligences artificielles appliquées au diagnostic et à la thérapeutique

I Alsaïdi - 2023 - researchgate.net
J'aimerais tout d'aborder remercier ma directrice de thèse, le Pr. Lydia Guittet, pour sa
confiance, sa patience, son investissement et son encadrement exemplaire. Je la remercie …

[图书][B] Could federated data analysis be the catalyst accelerating the introduction of newborn genome screening for the detection of genetic disease?

P Tsipouras, MC Dunford, H Sheppard, H Gaimster… - 2023 - books.google.com
Data federation intermediated through trusted research environments can help accelerate
the adoption and utilization of newborn genome screening worldwide. Data federation will …