Analysis of genome sequences of 159 isolates of Plasmodium falciparum from Senegal yields an extraordinarily high proportion (26.85%) of protein-coding genes with the ratio of nonsynonymous to synonymous polymorphism greater than one. This proportion is much greater than observed in other organisms. Also unusual is that the site-frequency spectra of synonymous and nonsynonymous polymorphisms are virtually indistinguishable. We hypothesized that the complicated life cycle of malaria parasites might lead to qualitatively different population genetics from that predicted from the classical Wright-Fisher (WF) model, which assumes a single random-mating population with a finite and constant population size in an organism with nonoverlapping generations. This paper summarizes simulation studies of random genetic drift and selection in malaria parasites that take into account their unusual life history. Our results show that random genetic drift in the malaria life cycle is more pronounced than under the WF model. Paradoxically, the efficiency of purifying selection in the malaria life cycle is also greater than under WF, and the relative efficiency of positive selection varies according to conditions. Additionally, the site-frequency spectrum under neutrality is also more skewed toward low-frequency alleles than expected with WF. These results highlight the importance of considering the malaria life cycle when applying existing population genetic tools based on the WF model. The same caveat applies to other species with similarly complex life cycles. M alaria, which is caused by the parasite Plasmodium falciparum, is one of the major causes of death worldwide. To aid the development of vaccines and drug treatments for malaria, researchers have studied the P. falciparum genome and identified genes that are essential to malaria parasites as well as genes that are related to drug-resistance phenotypes using population genetic tools (1-6). Researchers have also focused on particular genes related to drug resistance and characterized the evolutionary pathways of emerging drug resistance using Escherichia coli and Saccharomyces cerevisiae as model systems (7-10).Malaria parasites have a complex life cycle with two types of host organisms: humans and female Anopheles mosquitoes. Malaria parasites are transmitted from mosquito to humans through the bite of an infected mosquito. In the human host, the parasite reproduces asexually multiple times, and the withinhuman population size increases from 10 to 10 2 at the time of infection to 10 8 -1013 within a few weeks. When another female mosquito feeds on the blood of the infected human, 10-10 3 malaria gametocytes are transmitted back to the mosquito host, and these immature gametes undergo maturation, fuse to form zygotes, and undergo sexual recombination and meiosis, and the resulting haploid cells reproduce asexually and form sporozooites that migrate to the salivary glands to complete the life cycle (11). These features of the malaria life cycle pose potential problems when ...