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      Single-cell dissection of transcriptional heterogeneity in human colon tumors

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          Abstract

          Cancer is often viewed as a caricature of normal developmental processes, but the extent by which its cellular heterogeneity truly recapitulates multi-lineage differentiation processes of normal tissues remains unknown. Here, we implement “single-cell PCR gene-expression analysis” (SINCE-PCR) to dissect the cellular composition of primary human normal colon and colon cancer epithelia. We show that human colon cancer tissues contain distinct cell populations whose transcriptional identities mirror those of the different cellular lineages of normal colon. By creating monoclonal tumor xenografts from injection of a single-cell (n = 1), we show that transcriptional diversity of cancer tissues is largely explained by in vivo multi-lineage differentiation, not only by clonal genetic heterogeneity. Finally, we show that perturbations in gene-expression programs linked to multi-lineage differentiation strongly associate with patient survival. Guided by SINCE-PCR data, we develop two-gene classifier systems (KRT20 vs CA1, MS4A12, CD177, SLC26A3) that predict clinical outcomes with hazard-ratios superior to pathological grade and comparable to microarray-derived multi-gene expression signatures.

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          Most cited references39

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          What is principal component analysis?

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            Bmi-1 is required for maintenance of adult self-renewing haematopoietic stem cells.

            A central issue in stem cell biology is to understand the mechanisms that regulate the self-renewal of haematopoietic stem cells (HSCs), which are required for haematopoiesis to persist for the lifetime of the animal. We found that adult and fetal mouse and adult human HSCs express the proto-oncogene Bmi-1. The number of HSCs in the fetal liver of Bmi-1-/- mice was normal. In postnatal Bmi-1-/- mice, the number of HSCs was markedly reduced. Transplanted fetal liver and bone marrow cells obtained from Bmi-1-/- mice were able to contribute only transiently to haematopoiesis. There was no detectable self-renewal of adult HSCs, indicating a cell autonomous defect in Bmi-1-/- mice. A gene expression analysis revealed that the expression of stem cell associated genes, cell survival genes, transcription factors, and genes modulating proliferation including p16Ink4a and p19Arf was altered in bone marrow cells of the Bmi-1-/- mice. Expression of p16Ink4a and p19Arf in normal HSCs resulted in proliferative arrest and p53-dependent cell death, respectively. Our results indicate that Bmi-1 is essential for the generation of self-renewing adult HSCs.
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              Bmi1 is expressed in vivo in intestinal stem cells.

              Bmi1 plays an essential part in the self-renewal of hematopoietic and neural stem cells. To investigate its role in other adult stem cell populations, we generated a mouse expressing a tamoxifen-inducible Cre from the Bmi1 locus. We found that Bmi1 is expressed in discrete cells located near the bottom of crypts in the small intestine, predominantly four cells above the base of the crypt (+4 position). Over time, these cells proliferate, expand, self-renew and give rise to all the differentiated cell lineages of the small intestine epithelium. The induction of a stable form of beta-catenin in these cells was sufficient to rapidly generate adenomas. Moreover, ablation of Bmi1(+) cells using a Rosa26 conditional allele, expressing diphtheria toxin, led to crypt loss. These experiments identify Bmi1 as an intestinal stem cell marker in vivo. Unexpectedly, the distribution of Bmi1-expressing stem cells along the length of the small intestine suggested that mammals use more than one molecularly distinguishable adult stem cell subpopulation to maintain organ homeostasis.
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                Author and article information

                Journal
                9604648
                20305
                Nat Biotechnol
                Nat. Biotechnol.
                Nature Biotechnology
                1087-0156
                1546-1696
                17 October 2011
                13 November 2011
                01 June 2012
                : 29
                : 12
                : 1120-1127
                Affiliations
                [1 ]Stanford Institute for Ste m Cell Biology and Regenerative Medicine, Stanford University, Stanford, U.S.A
                [2 ]Department of Medicine, Division of Oncology, Stanford University, Stanford, U.S.A
                [3 ]Department of Bioengineering, Stanford University, U.S.A
                [4 ]Department of Medicine, Division of Gastroenterology and Hepatology, Stanford University, U.S.A
                [5 ]Howard Hughes Medical Institute, Chevy Chase, Maryland, U.S.A
                [6 ]Tissue Bank, Stanford University, Stanford, U.S.A
                [7 ]Department of Surgery, Stanford University, Stanford. U.S.A
                [8 ]Hubrecht Institute for Developmental Biology and Stem Cell Research, Utrecht, The Netherlands
                Author notes
                Correspondence to: Stephen R. Quake, Ph.D., Professor of Bioengineering and Applied Physics, Stanford University, Clark Center, E350Q, 318 Campus Drive, Stanford, California, 94305, phone (650) 736-7890, fax(650) 736-1961, quake@ 123456stanford.edu
                [*]

                These authors contributed equally to the study.

                Article
                hhmipa331576
                10.1038/nbt.2038
                3237928
                22081019
                3bd5b741-7d94-492a-a04a-16dded6b6a46

                Users may view, print, copy, download and text and data- mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use: http://www.nature.com/authors/editorial_policies/license.html#terms

                History
                Funding
                Funded by: National Cancer Institute : NCI
                Award ID: K99 CA151673 || CA
                Categories
                Article

                Biotechnology
                Biotechnology

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