Here, our data provide the first evidence that the inhibition of HDAC3 by lentivirus‐mediated shRNA in the hippocampus attenuates spatial memory deficits and decreases amyloid plaque load and Aβ levels in 9‐month‐old APP/PS1 mice. This evidence concerns the gene PSEN1 and amyloidosis.