I have argued earlier that the free decision of an individual to allow genetic testing, will also reveal data on genetic relatives that have never consented to that procedure.
A new review by Bruce Weir now confirms that “it is reasonably straightforward to find the probability of the genotypes of individuals when their relationship is known…” My current work lets me also assume that with 500,000 SNP data at hand, much individual characteristics of the donor can be reconstructed – there are no anonymous DNAs datasets as some people still believe.
I even fear that genetic testing will increase for example in “homeless” (in vitro fertilized) individuals as these people will want to prevent sibling marriage – see for example the a-China DNA project. Other people may be curious about their genealogy, others about drug side effect prediction, lifestyle, assurance questions…
With every new dataset, available datasets will gradually decrease their anonymity level. I fear that anonymity is not so much a dichotomous property, it is much more a likelihood ratio to stay unknown under the probability to be known. Yea, yea.

Addendum

Time online of Dec 17, 2006 reports that the British police is holding the DNA records of more than 1m innocent people — eight times more than ministers have previously admitted. I wonder if this will affect participation rate of the UK Biobank that targets health of lifestyle, environment and genes in 500,000 people.