Transposons make up the bulk of eukaryotic genomes, but are difficult to annotate because they evolve rapidly. Most of the unannotated portion of sequenced genomes is probably made up of various divergent transposons that have yet to be categorized. Helitrons are unusual rolling circle eukaryotic transposons that often capture gene sequences, making them of considerable evolutionary importance. Unlike other DNA transposons, Helitrons do not end in inverted repeats or create target site duplications, so they are particularly challenging to identify. Here we present HelitronScanner, a two-layered local combinational variable (LCV) tool for generalized Helitron identification that represents a major improvement over previous identification programs based on DNA sequence or structure. HelitronScanner identified 64,654 Helitrons from a wide range of plant genomes in a highly automated way. We tested HelitronScanner's predictive ability in maize, a species with highly heterogeneous Helitron elements. LCV scores for the 5′ and 3′ termini of the predicted Helitrons provide a primary confidence level and element copy number provides a secondary one. Newly identified Helitrons were validated by PCR assays or by in silico comparative analysis of insertion site polymorphism among multiple accessions. Many new Helitrons were identified in model species, such as maize, rice, and Arabidopsis, and in a variety of organisms where Helitrons had not been reported previously to our knowledge, leading to a major upward reassessment of their abundance in plant genomes. HelitronScanner promises to be a valuable tool in future comparative and evolutionary studies of this major transposon superfamily.A lthough transposable elements constitute the bulk of most sequenced eukaryotic genomes, their annotation has been hindered by their rapid evolutionary divergence. It is conceivable that a large fraction of the unannotated genome of most eukaryotes is made up of as yet unrecognized transposons. To date, elements have been assigned to a superfamily largely on the basis of terminal sequence homology to other elements that still encode vestiges of that superfamily's transposase (1). Helitrons are particularly challenging to identify because, unlike other DNA transposons, they do not end in inverted repeats or create target site duplications. These novel eukaryotic transposons were discovered only recently from a comparative bioinformatic analysis of several plant and animal genomes (2). Helitrons have attracted widespread attention because their remarkable ability to capture gene sequences, and intergenic regions containing potential regulatory elements, makes them of considerable potential evolutionary importance (3-10). Among carefully studied genomes, Helitron content has been estimated to be approximately 2% in Arabidopsis and maize (2, 11, 12) and 4.23% in silkworm (9). However, these values are most likely underestimates because Helitrons are hard to detect computationally given their lack of classical transposon structural features. As...