Metabolism of oxygen, while central to life, also produces reactive oxygen species (ROS) that have been implicated in processes as diverse as cancer, cardiovascular disease, and aging. It has recently been shown that central nervous system stem cells 1, 2 and hematopoietic stem cells and early progenitors [3][4][5][6] contain lower levels of ROS than their more mature progeny and that these differences appear to be critical for maintaining stem cell function. We hypothesized that epithelial tissue stem cells and their cancer stem cell (CSC) counterparts may also share this property. Here we show that normal mammary epithelial stem cells contain lower concentrations of ROS than their more mature # To whom correspondence should be addressed. mfclarke@stanford.edu. * Contributed equally.Author Contributions M.D. and R.W.C. contributed equally to this work. M.D, R.W.C., N.L., T.K., M.J.D., A.K., D.Q., J.S.L., L.A., and M.W. performed the experiments. B.J., M.J.K, I.W., F.W., G.S., C.G., B.P., J.S., and S.K.L. aided in human tumor tissue acquisition. G.S. designed a pre-operative protocol allowing for tissue acquisition. M.D., R.W.C., and M.F.C. designed the experiments and wrote the manuscript. S.R.Q., J.M.B., and I.L.W. provided intellectual input and aided in experimental design.Author Information Reprints and permissions information is available at npg.nature.com/reprintsandpermissions. Given the conservation of low ROS levels in several types of normal tissue stem cells, we hypothesized that CSCs in some tumors may also contain lower concentrations of ROS than their non-tumorigenic progeny. In order to investigate ROS biology in human CSCs, we began by examining the expression of genes involved in ROS metabolism in primary human breast CSCs and NTCs. Using microarray data from human breast CSC-enriched populations and NTCs 13 and a curated list of genes involved in ROS metabolism 5 (see methods), Gene Set Enrichment Analysis (GSEA) 14 revealed that the expression of ROS genes was highly overrepresented in the CD44 + CD24 -/low Lin -breast CSC-enriched population compared to NTCs (p<0.001; Supplementary Fig. S2). The ROS genes identified as the core enriched genes by GSEA included a number of important antioxidant genes (Supplementary Table 2). Thus, gene expression profiles of human breast CSC-containing populations suggest that they contain higher levels of antioxidant defense systems than NTCs. NIH Public AccessNext, we directly assessed ROS levels in human tumor subpopulations. To do this the CD44 + CD24 -/low Lin -breast CSC-enriched population and the corresponding "Not CD44 + CD24 -/low " Lin -NTC population were purified from surgically resected breast tumors ( Supplementary Fig. S3). DCF-DA staining revealed that the CSC-enriched population in the human breast tumors we examined contained significantly lower levels of prooxidants than the NTC population. In some breast tumors, the vast majority of cells in the CSC-containing fraction displayed a low ROS phenotype compared to NTCs (Fig. 1e) while ...

Intratumoral heterogeneity is a major obstacle to cancer treatment and a significant confounding factor in bulk-tumor profiling. We performed an unbiased analysis of transcriptional heterogeneity in colorectal tumors and their microenvironments using single-cell RNA-seq from 11 primary colorectal tumors and matched normal mucosa. To robustly cluster single-cell transcriptomes, we developed reference component analysis (RCA), an algorithm that substantially improves clustering accuracy. Using RCA, we identified two distinct subtypes of cancer-associated fibroblasts (CAFs). Additionally, epithelial-mesenchymal transition (EMT)-related genes were found to be upregulated only in the CAF subpopulation of tumor samples. Notably, colorectal tumors previously assigned to a single subtype on the basis of bulk transcriptomics could be divided into subgroups with divergent survival probability by using single-cell signatures, thus underscoring the prognostic value of our approach. Overall, our results demonstrate that unbiased single-cell RNA-seq profiling of tumor and matched normal samples provides a unique opportunity to characterize aberrant cell states within a tumor.

No abstract

II.

No abstract