Psychologists have not been very successful at determining which genes are involved in OCD. One reason for this is that it seems that each genetic variation only increases OCD risk by a fraction.
With over 230 candidate genes involved, there are practical issues as it's difficult to assess which candidate genes have the greatest influence and so which genes drug treatments should target. As OCD is polygenic, it is not possible to identify a single gene that it a cause.
This means that the genetic explanation is likely to have little predictive value in the future.