The capacity of highly parallel sequencing technologies to detect small RNAs at unprecedented depth suggests their value in systematically identifying microRNAs (miRNAs). However, the identification of miRNAs from the large pool of sequenced transcripts from a single deep sequencing run remains a major challenge. Here, we present an algorithm, miRDeep, which uses a probabilistic model of miRNA biogenesis to score compatibility of the position and frequency of sequenced RNA with the secondary structure of the miRNA precursor. We demonstrate its accuracy and robustness using published Caenorhabditis elegans data and data we generated by deep sequencing human and dog RNAs. miRDeep reports altogether approximately 230 previously unannotated miRNAs, of which four novel C. elegans miRNAs are validated by northern blot analysis.

Freshwater planaria possess extreme regeneration capabilities mediated by abundant, pluripotent stem cells (neoblasts) in adult animals. Although planaria emerged as an attractive in vivo model system for stem cell biology, gene expression in neoblasts has not been profiled comprehensively and it is unknown how molecular mechanisms for pluripotency in neoblasts relate to those in mammalian embryonic stem cells (ESCs). We purified neoblasts and quantified mRNA and protein expression by sequencing and shotgun proteomics. We identified B4000 genes specifically expressed in neoblasts, including all B30 known neoblast markers. Genes important for pluripotency in ESCs, including regulators as well as targets of OCT4, were well conserved and upregulated in neoblasts. We found conserved expression of epigenetic regulators and demonstrated their requirement for planarian regeneration by knockdown experiments. Post-transcriptional regulatory genes characteristic for germ cells were also enriched in neoblasts, suggesting the existence of a common ancestral state of germ cells and ESCs. We conclude that molecular determinants of pluripotency are conserved throughout evolution and that planaria are an informative model system for human stem cell biology.

SignificanceNucleic acids mediate storage and expression of genetic information. Extracellular DNA (exDNA) and exRNA are traces of nucleic acids released from cells into the extracellular environment. Their use as disease biomarkers has been limited by technical challenges in their isolation caused by abundant RNA- and DNA-degrading enzymes in biofluids. Using isolation protocols developed especially for biofluids, we generated plasma and serum exRNA reference profiles from 13 healthy volunteers over time and determined the effect of critical clinical parameters such as gender and fasting. Surprisingly, we encountered one participant with dramatically increased endocrine-origin exRNA contributions stable over 1 year and detectable in all of his samples, thereby demonstrating the robustness of this approach and the clinical potential of circulating RNAs as biomarkers.

Freshwater planarian flatworms possess uncanny regenerative capacities mediated by abundant and collectively totipotent adult stem cells. Key functions of these cells during regeneration and tissue homeostasis have been shown to depend on PIWI, a molecule required for Piwi-interacting RNA (piRNA) expression in planarians. Nevertheless, the full complement of piRNAs and microRNAs (miRNAs) in this organism has yet to be defined. Here we report on the large-scale cloning and sequencing of small RNAs from the planarian Schmidtea mediterranea, yielding altogether millions of sequenced, unique small RNAs. We show that piRNAs are in part organized in genomic clusters and that they share characteristic features with mammalian and fly piRNAs. We further identify 61 novel miRNA genes and thus double the number of known planarian miRNAs. Sequencing, as well as quantitative PCR of small RNAs, uncovered 10 miRNAs enriched in planarian stem cells. These miRNAs are downregulated in animals in which stem cells have been abrogated by irradiation, and thus constitute miRNAs likely associated with specific stem-cell functions. Altogether, we present the first comprehensive small RNA analysis in animals belonging to the third animal superphylum, the Lophotrochozoa, and single out a number of miRNAs that may function in regeneration. Several of these miRNAs are deeply conserved in animals.microRNAs ͉ miRNAs ͉ piRNAs ͉ regeneration ͉ stem cells P lanarians have become a molecularly tractable model system in which to study regeneration, tissue homeostasis, and stem-cell biology (1). Planaria are free-living, triploblastic flatworms of the phylum Platyhelminthes, which is presently considered to belong to the superphylum Lophotrochozoa. Model systems for modern molecular and developmental biology have almost exclusively focused on the other 2 superphyla, i.e., the Deuterostomes (which includes vertebrates) and the Ecdysozoa (e.g., Caenorhabditis elegans and Drosophila melanogaster). Unlike these model systems, planarians possess remarkable regeneration abilities. Decapitation, for example, results in the complete regeneration of the head within 7 days after amputation. Such robust restoration of missing body parts is mediated by adult stem cells known as neoblasts (2). Of the thousands of known planarian species, Schmidtea mediterranea is arguably the species of choice for modern molecular biology and high-throughput, genome-wide approaches because it is diploid, it exists in sexual and asexual strains, and its genome has recently been sequenced and annotated (3). The size of its genome is roughly a third of the human genome, and Ϸ80% of the Ϸ20,000 annotated planarian genes have orthologs in humans. Moreover, by morphology alone, neoblasts and their immediate division progeny comprise Ϸ25% of all cells in the adult animal (4). In addition, RNAi screens have identified hundreds of genes specifically linked to planarian regeneration and stem-cell biology (5). Many of these genes are conserved in humans, and thus understanding planarian ...