Single-cell dissection of transcriptional heterogeneity in human colon tumors

被引:535
作者
Dalerba, Piero [2 ,3 ]
Kalisky, Tomer [1 ]
Sahoo, Debashis [3 ]
Rajendran, Pradeep S. [3 ]
Rothenberg, Michael E. [3 ,4 ]
Leyrat, Anne A. [1 ]
Sim, Sopheak [3 ]
Okamoto, Jennifer [1 ,5 ]
Johnston, Darius M. [1 ,3 ,5 ]
Qian, Dalong [3 ]
Zabala, Maider [3 ]
Bueno, Janet [6 ]
Neff, Norma F. [1 ]
Wang, Jianbin [1 ]
Shelton, Andrew A. [7 ]
Visser, Brendan [7 ]
Hisamori, Shigeo [3 ]
Shimono, Yohei [3 ]
van de Wetering, Marc [8 ]
Clevers, Hans [8 ]
Clarke, Michael F. [2 ,3 ]
Quake, Stephen R. [1 ,5 ]
机构
[1] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA
[2] Stanford Univ, Dept Med, Div Oncol, Stanford, CA 94305 USA
[3] Stanford Univ, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 USA
[4] Stanford Univ, Dept Med, Div Gastroenterol & Hepatol, Stanford, CA 94305 USA
[5] Howard Hughes Med Inst, Chevy Chase, MD USA
[6] Stanford Univ, Tissue Bank, Stanford, CA 94305 USA
[7] Stanford Univ, Dept Surg, Stanford, CA 94305 USA
[8] Hubrecht Inst Dev Biol & Stem Cell Res, Utrecht, Netherlands
基金
美国国家卫生研究院;
关键词
CANCER STEM-CELLS; GENE-EXPRESSION; DIFFERENTIATION; MARKER; PROGRESSION; EPITHELIUM; PHENOTYPE; EVOLUTION; ADENOMA; DISEASE;
D O I
10.1038/nbt.2038
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Cancer is often viewed as a caricature of normal developmental processes, but the extent to which its cellular heterogeneity truly recapitulates multilineage differentiation processes of normal tissues remains unknown. Here we implement single-cell PCR gene-expression analysis 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 (n = 1) cell, we demonstrate that the transcriptional diversity of cancer tissues is largely explained by in vivo multilineage differentiation and not only by clonal genetic heterogeneity. Finally, we show that the different gene-expression programs linked to multilineage differentiation are strongly associated with patient survival. We develop two-gene classifier systems (KRT20 versus CA1, MS4A12, CD177, SLC26A3) that predict clinical outcomes with hazard ratios superior to those of pathological grade and comparable to those of microarray-derived multigene expression signatures.
引用
收藏
页码:1120 / U11
页数:11
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