DNA sequence represents a single format onto which a broad range of biological phenomena can be projected for high-throughput data collection. Over the past three years, massively parallel DNA sequencing platforms have become widely available, reducing the cost of DNA sequencing by over two orders of magnitude, and democratizing the field by putting the sequencing capacity of a major genome center in the hands of individual investigators. These new technologies are rapidly evolving, and near-term challenges include the development of robust protocols for generating sequencing libraries, building effective new approaches to data-analysis, and often a rethinking of experimental design. Next-generation DNA sequencing has the potential to dramatically accelerate biological and biomedical research, by enabling the comprehensive analysis of genomes, transcriptomes and interactomes to become inexpensive, routine and widespread, rather than requiring significant production-scale efforts.

Over the last decade, the introduction of microarray technology has had a profound impact on gene expression research. The publication of studies with dissimilar or altogether contradictory results, obtained using different microarray platforms to analyze identical RNA samples, has raised concerns about the reliability of this technology. The MicroArray Quality Control (MAQC) project was initiated to address these concerns, as well as other performance and data analysis issues. Expression data on four titration pools from two distinct reference RNA samples were generated at multiple test sites using a variety of microarray-based and alternative technology platforms. Here we describe the experimental design and probe mapping efforts behind the MAQC project. We show intraplatform consistency across test sites as well as a high level of interplatform concordance in terms of genes identified as differentially expressed. This study provides a resource that represents an important first step toward establishing a framework for the use of microarrays in clinical and regulatory settings.

Intra-tumor heterogeneity (ITH) drives neoplastic progression and therapeutic resistance. We used EXPANDS and PyClone to detect clones >10% frequency within 1,165 exome sequences from TCGA tumors. 86% of tumors across 12 cancer types had at least two clones. ITH in nuclei morphology was associated with genetic ITH (Spearman ρ: 0.24–0.41, P<0.001). Mutation of a driver gene that typically appears in smaller clones was a survival risk factor (HR=2.15, 95% CI: 1.71–2.69). The risk of mortality also increased when >2 clones coexisted (HR=1.49, 95% CI: 1.20–1.87). In two independent datasets, copy number alterations affecting either <25% or >75% of a tumor’s genome predicted reduced risk (HR=0.15, 95% CI: 0.08–0.29). Mortality risk also declined when more than four clones coexisted in the sample, suggesting a tradeoff between costs and benefits of genomic instability. ITH and genomic instability have the potential to be useful measures universally applicable across cancers.

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SUMMARY Several cell populations have been reported to possess intestinal stem cell (ISC) activity during homeostasis and injury-induced regeneration. Here, we explored inter-relationships between putative mouse ISC populations by comparative RNA-sequencing (RNA-seq). The transcriptomes of multiple cycling ISC populations closely resembled Lgr5+ ISCs, the most well-defined ISC pool, but Bmi1-GFP+ cells were distinct and enriched for enteroendocrine (EE) markers including Prox1. Prox1-GFP+ cells exhibited sustained clonogenic growth in vitro, and lineage-tracing of Prox1+ cells revealed long-lived clones during homeostasis and after radiation-induced injury in vivo. Single-cell mRNA-seq revealed two subsets of Prox1-GFP+ cells, one of which resembled mature EE cells while the other displayed low level EE gene expression but co-expressed tuft cell markers, Lgr5 and Ascl2, reminiscent of label-retaining secretory progenitors. Our data suggest that the EE lineage, including mature EE cells, comprise a reservoir of homeostatic and injury-inducible ISCs, extending our understanding of cellular plasticity and stemness.