Lemieux et al. (1) describe a reanalysis of our in vivo Plasmodium falciparum patient samples (2), supporting many of our conclusions (exclusive presence of rings, lack of distinct asexual phases in the clusters, a relation between Cluster 1 and gametogenesis). However, Lemieux et al. (1) fit the observed in vivo profiles as a mixture of gametocyte and asexual form mRNA (Fig. 2E in ref. 1), concluding that the discrete clusters are consistent with varying proportions of sexually committed but phenotypically indistinguishable parasites, reflected by the parameter α.
This interpretation is problematic on both computational and biological grounds. From a computational perspective, all Cluster 1 samples in their model have very similar, unique, and high α values (≈0.6). This implies that these patients had a very similar fraction of gametocytes, a highly unlikely situation. Furthermore, comparable α values are obtained in vitro only at a high fraction of phenotypically observable gametocytes (Figs. 2E and S8 in ref. 1). None of the patient samples in the study had a high fraction of gametocytes and in most patients, gametocytes were not detected by microscopy at all. Even a high gametocyte contamination rate in an in vivo sample could not explain the observed >20-fold decrease in the expression of glycolysis-related genes without any substantial expression differences in many other sexual development genes that are not involved in metabolism. In particular, several markers of early gametogenesis (Table 1 and Fig. 2 in ref. 3) do not show any consistent induction pattern in Cluster 1. In more minor points, Lemieux et al. (1) raise differences in signal intensities in 2004 samples. However, our clustering is independent of these samples, and none are present in Cluster 1 or 2. The lack of signal in ex vivo samples reported by Lemieux et al. (1) is also irrelevant, because these were cultured in typical (rich) conditions.
The main commonality between Cluster 1 and gametocyte profiles is the shift from glycolysis to a mitochondrial metabolism. However, this does not necessarily mean that Cluster 1 is contaminated with gametocytes. An alternative explanation for the distinction between Cluster 1 and 2 is the presence of an additional transcriptional state, which is not observed in vitro, but bears some similarity to gametocytogenesis in relevant transcription modules (Fig. S6 B and C and Supplementary Note 1 in ref. 2). This connection is highly plausible, because starvation and the production of sexual forms are intimately connected in organisms as diverse as bacteria, yeast, and Plasmodium.
Footnotes
The authors declare no conflict of interest.
References
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