Epigenetic processes - including DNA methylation - are increasingly seen as having a fundamental role in chronic diseases like cancer. It is well known that methylation levels at particular genes or loci differ between normal and diseased tissue. Here we investigate whether the intra-gene methylation architecture is corrupted in cancer and whether the variability of levels of methylation of individual CpGs within a defined gene is able to discriminate cancerous from normal tissue, and is associated with heterogeneous tumour phenotype, as defined by gene expression. We analysed 270985 CpGs annotated to 18272 genes, in 3284 cancerous and 681 normal samples, corresponding to 14 different cancer types. In doing so, we found novel differences in intra-gene methylation pattern across phenotypes, particularly in those genes which are crucial for stem cell biology; our measures of intra-gene methylation architecture are a better determinant of phenotype than measures based on mean methylation level alone (K-S test p < 10(-3) in all 14 diseases tested). These per-gene methylation measures also represent a considerable reduction in complexity, compared to conventional per-CpG beta-values. Our findings strongly support the view that intra-gene methylation architecture has great clinical potential for the development of DNA-based cancer biomarkers.
机构:
MIT, Dept Biol, Cambridge, MA 02142 USA
MIT, Ludwig Ctr Canc Res, Cambridge, MA 02142 USA
Whitehead Inst Biomed Res, Cambridge, MA 02142 USAMIT, Dept Biol, Cambridge, MA 02142 USA
Ben-Porath, Ittai
;
Thomson, Matthew W.
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h-index: 0
机构:
MIT, Dept Biol, Cambridge, MA 02142 USA
MIT, Broad Inst Harvard, Cambridge, MA 02142 USAMIT, Dept Biol, Cambridge, MA 02142 USA
Thomson, Matthew W.
;
Carey, Vincent J.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Med, Channing Lab, Brigham & Womens Hosp,Dana Farber Canc Inst, Boston, MA 02115 USA
Harvard Univ, Sch Med, Dept Med Oncol, Brigham & Womens Hosp,Dana Farber Canc Inst, Boston, MA 02115 USA
Harvard Univ, Sch Med, Dept Med, Brigham & Womens Hosp,Dana Farber Canc Inst, Boston, MA 02115 USAMIT, Dept Biol, Cambridge, MA 02142 USA
Carey, Vincent J.
;
Ge, Ruping
论文数: 0引用数: 0
h-index: 0
机构:
Whitehead Inst Biomed Res, Cambridge, MA 02142 USAMIT, Dept Biol, Cambridge, MA 02142 USA
Ge, Ruping
;
Bell, George W.
论文数: 0引用数: 0
h-index: 0
机构:
Whitehead Inst Biomed Res, Cambridge, MA 02142 USAMIT, Dept Biol, Cambridge, MA 02142 USA
Bell, George W.
;
Regev, Aviv
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Dept Biol, Cambridge, MA 02142 USA
MIT, Broad Inst Harvard, Cambridge, MA 02142 USAMIT, Dept Biol, Cambridge, MA 02142 USA
Regev, Aviv
;
Weinberg, Robert A.
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Dept Biol, Cambridge, MA 02142 USA
MIT, Ludwig Ctr Canc Res, Cambridge, MA 02142 USA
Whitehead Inst Biomed Res, Cambridge, MA 02142 USAMIT, Dept Biol, Cambridge, MA 02142 USA
机构:
Brown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Brown Univ, Dept Community Hlth, Ctr Environm Hlth & Technol, Providence, RI 02912 USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Christensen, Brock C.
;
Houseman, E. Andres
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h-index: 0
机构:
Brown Univ, Dept Community Hlth, Ctr Environm Hlth & Technol, Providence, RI 02912 USA
Harvard Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Houseman, E. Andres
;
Marsit, Carmen J.
论文数: 0引用数: 0
h-index: 0
机构:
Brown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Marsit, Carmen J.
;
Zheng, Shichun
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Zheng, Shichun
;
Wrensch, Margaret R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Wrensch, Margaret R.
;
Wiemels, Joseph L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Epidemiol & Biostat, San Francisco, CA 94143 USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Wiemels, Joseph L.
;
Nelson, Heather H.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Minnesota, Div Epidemiol & Community Hlth, Masonic Canc Ctr, Minneapolis, MN USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Nelson, Heather H.
;
Karagas, Margaret R.
论文数: 0引用数: 0
h-index: 0
机构:
Dartmouth Med Sch, Dept Community & Family Med, Sect Biostat & Epidemiol, Lebanon, NH USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Karagas, Margaret R.
;
Padbury, James F.
论文数: 0引用数: 0
h-index: 0
机构:
Women & Infants Hosp Rhode Isl, Dept Pediat, Providence, RI 02908 USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Padbury, James F.
;
Bueno, Raphael
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Brigham & Womens Hosp, Div Thorac Surg, Sch Med, Boston, MA 02115 USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Bueno, Raphael
;
论文数: 引用数:
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机构:
Sugarbaker, David J.
;
Yeh, Ru-Fang
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Epidemiol & Biostat, San Francisco, CA 94143 USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Yeh, Ru-Fang
;
Wiencke, John K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Wiencke, John K.
;
Kelsey, Karl T.
论文数: 0引用数: 0
h-index: 0
机构:
Brown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Brown Univ, Dept Community Hlth, Ctr Environm Hlth & Technol, Providence, RI 02912 USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
机构:
Univ So Calif, Los Angeles, CA 90033 USAJohns Hopkins Inst, Sidney Kimmel Comprehens Canc Ctr, Baltimore, MD 21117 USA
Weisenberger, Dan
;
Collisson, Eric
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Div Hematol Oncol, San Francisco, CA 94143 USAJohns Hopkins Inst, Sidney Kimmel Comprehens Canc Ctr, Baltimore, MD 21117 USA
Collisson, Eric
;
Zhu, Jingchun
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Santa Cruz, Ctr Biomol Sci & Engn, Santa Cruz, CA 95064 USAJohns Hopkins Inst, Sidney Kimmel Comprehens Canc Ctr, Baltimore, MD 21117 USA
机构:
MIT, Dept Biol, Cambridge, MA 02142 USA
MIT, Ludwig Ctr Canc Res, Cambridge, MA 02142 USA
Whitehead Inst Biomed Res, Cambridge, MA 02142 USAMIT, Dept Biol, Cambridge, MA 02142 USA
Ben-Porath, Ittai
;
Thomson, Matthew W.
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Dept Biol, Cambridge, MA 02142 USA
MIT, Broad Inst Harvard, Cambridge, MA 02142 USAMIT, Dept Biol, Cambridge, MA 02142 USA
Thomson, Matthew W.
;
Carey, Vincent J.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Med, Channing Lab, Brigham & Womens Hosp,Dana Farber Canc Inst, Boston, MA 02115 USA
Harvard Univ, Sch Med, Dept Med Oncol, Brigham & Womens Hosp,Dana Farber Canc Inst, Boston, MA 02115 USA
Harvard Univ, Sch Med, Dept Med, Brigham & Womens Hosp,Dana Farber Canc Inst, Boston, MA 02115 USAMIT, Dept Biol, Cambridge, MA 02142 USA
Carey, Vincent J.
;
Ge, Ruping
论文数: 0引用数: 0
h-index: 0
机构:
Whitehead Inst Biomed Res, Cambridge, MA 02142 USAMIT, Dept Biol, Cambridge, MA 02142 USA
Ge, Ruping
;
Bell, George W.
论文数: 0引用数: 0
h-index: 0
机构:
Whitehead Inst Biomed Res, Cambridge, MA 02142 USAMIT, Dept Biol, Cambridge, MA 02142 USA
Bell, George W.
;
Regev, Aviv
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Dept Biol, Cambridge, MA 02142 USA
MIT, Broad Inst Harvard, Cambridge, MA 02142 USAMIT, Dept Biol, Cambridge, MA 02142 USA
Regev, Aviv
;
Weinberg, Robert A.
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Dept Biol, Cambridge, MA 02142 USA
MIT, Ludwig Ctr Canc Res, Cambridge, MA 02142 USA
Whitehead Inst Biomed Res, Cambridge, MA 02142 USAMIT, Dept Biol, Cambridge, MA 02142 USA
机构:
Brown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Brown Univ, Dept Community Hlth, Ctr Environm Hlth & Technol, Providence, RI 02912 USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Christensen, Brock C.
;
Houseman, E. Andres
论文数: 0引用数: 0
h-index: 0
机构:
Brown Univ, Dept Community Hlth, Ctr Environm Hlth & Technol, Providence, RI 02912 USA
Harvard Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Houseman, E. Andres
;
Marsit, Carmen J.
论文数: 0引用数: 0
h-index: 0
机构:
Brown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Marsit, Carmen J.
;
Zheng, Shichun
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Zheng, Shichun
;
Wrensch, Margaret R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Wrensch, Margaret R.
;
Wiemels, Joseph L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Epidemiol & Biostat, San Francisco, CA 94143 USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Wiemels, Joseph L.
;
Nelson, Heather H.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Minnesota, Div Epidemiol & Community Hlth, Masonic Canc Ctr, Minneapolis, MN USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Nelson, Heather H.
;
Karagas, Margaret R.
论文数: 0引用数: 0
h-index: 0
机构:
Dartmouth Med Sch, Dept Community & Family Med, Sect Biostat & Epidemiol, Lebanon, NH USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Karagas, Margaret R.
;
Padbury, James F.
论文数: 0引用数: 0
h-index: 0
机构:
Women & Infants Hosp Rhode Isl, Dept Pediat, Providence, RI 02908 USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Padbury, James F.
;
Bueno, Raphael
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Brigham & Womens Hosp, Div Thorac Surg, Sch Med, Boston, MA 02115 USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Bueno, Raphael
;
论文数: 引用数:
h-index:
机构:
Sugarbaker, David J.
;
Yeh, Ru-Fang
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Epidemiol & Biostat, San Francisco, CA 94143 USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Yeh, Ru-Fang
;
Wiencke, John K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Wiencke, John K.
;
Kelsey, Karl T.
论文数: 0引用数: 0
h-index: 0
机构:
Brown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
Brown Univ, Dept Community Hlth, Ctr Environm Hlth & Technol, Providence, RI 02912 USABrown Univ, Dept Pathol & Lab Med, Providence, RI 02912 USA
机构:
Univ So Calif, Los Angeles, CA 90033 USAJohns Hopkins Inst, Sidney Kimmel Comprehens Canc Ctr, Baltimore, MD 21117 USA
Weisenberger, Dan
;
Collisson, Eric
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Div Hematol Oncol, San Francisco, CA 94143 USAJohns Hopkins Inst, Sidney Kimmel Comprehens Canc Ctr, Baltimore, MD 21117 USA
Collisson, Eric
;
Zhu, Jingchun
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Santa Cruz, Ctr Biomol Sci & Engn, Santa Cruz, CA 95064 USAJohns Hopkins Inst, Sidney Kimmel Comprehens Canc Ctr, Baltimore, MD 21117 USA