Genomic privacy preservation in genome-wide association studies: taxonomy, limitations, challenges, and vision
Noura Aherrahrou,
Hamid Tairi,
Zouhair Aherrahrou
Abstract:Genome-wide association studies (GWAS) serve as a crucial tool for identifying genetic factors associated with specific traits. However, ethical constraints prevent the direct exchange of genetic information, prompting the need for privacy preservation solutions. To address these issues, earlier works are based on cryptographic mechanisms such as homomorphic encryption, secure multi-party computing, and differential privacy. Very recently, federated learning has emerged as a promising solution for enabling sec… Show more
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