The present data showed that the frequencies of allelic diversity and MOI of msp-1, msp-2, and msp-3 significantly decreased in the 2013–2016 group when compared with those the 2006–2007 group, which may reflect a trend associated with decreasing malaria transmission intensity on this island. This evidence concerns the gene ATAD1 and malaria.