From my experience, reproducibility is the single biggest challenge with any fMRI study. I was a part of a reproduction study done by a group which did the original study in question, and the results were 100% indicative of "random chance" instead of any meaningful pattern in the data. That seems particularly problematic when the same techniques and data set is used by the same group of people.