You may want to expand your search to all colleges offering great opportunities for undergraduate research, including these that appear in a U.S. News list based on survey information:
Anherst, which established the nation’s first undergraduate major in neuroscience, may be of interest, for example.
This resource can be especially convenient for estimating costs across a range of desirable colleges: