Different levels of AFND and challenges for distributed AFND
Analytical level | AFND | Challenges for data governance | ||
---|---|---|---|---|
Privacy risk | Usage control | Computational requirement | ||
1 | Allele frequency | X | ||
2 | Haplotype frequency | X | X | |
3 | Individual genotypic data | X | X | X |
Each AFND level tackles one or multiple challenges illustrated here by an 'X'. In order to respect confidentiality due to security-sensitive patient data and avoid the contractual agreement of data transfers between the data-owning institution and the data-hosting institution, individual data are often confined to data-owning institution. In addition, centralization implies a transfer of the privacy breach, a risk of data loss and an implicit loss of usage control. Risk of re-identification is not addressed by distribution