An anomalous (i.e., significantly different from genome-average) GC-content is often used as one of the markers to reveal the events of horizontal gene transfer (HGT). Unfortunately, results obtained by the traditional fixed-length window analysis strongly depend on an arbitrary selection of DNA window length. Here we present a new method for genome-wide statistical analysis of GC-content without that drawback. The method is based on a set of nonparametric statistical tests and is capable of providing reliable estimations of both a local and global GC-content, and thus can identify small local areas (as short as 30 bp) with anomalous GC-content in a bacterial genome. The tests, applied to a well-studied bacterial genome of Escherichia coli K-12, show that approximately 21% of the genome belongs to the anomalous GC-content areas. Among top 23 anomalous GC-content areas, seven correspond to the annotated prophages, four to Rhs elements, and two to IS elements. A remaining 10 areas contain putative horizontally transferred DNA and genes with still unknown functions.
机构:
Columbia Univ, Med Ctr, Mailman Sch Publ Hlth, Dept Environm Hlth Sci, New York, NY 10032 USA
Columbia Univ, Med Ctr, Herbert Irving Comprehens Canc Ctr, New York, NY 10032 USAColumbia Univ, Med Ctr, Mailman Sch Publ Hlth, Dept Environm Hlth Sci, New York, NY 10032 USA
Shen, Jing
Wang, Shuang
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Columbia Univ, Med Ctr, Mailman Sch Publ Hlth, Dept Biostat, New York, NY 10032 USAColumbia Univ, Med Ctr, Mailman Sch Publ Hlth, Dept Environm Hlth Sci, New York, NY 10032 USA
Wang, Shuang
Siegel, Abby B.
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Columbia Univ, Med Ctr, Dept Med, New York, NY 10032 USAColumbia Univ, Med Ctr, Mailman Sch Publ Hlth, Dept Environm Hlth Sci, New York, NY 10032 USA
Siegel, Abby B.
Remotti, Helen
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Columbia Univ, Med Ctr, Dept Pathol & Cell Biol, New York, NY 10032 USAColumbia Univ, Med Ctr, Mailman Sch Publ Hlth, Dept Environm Hlth Sci, New York, NY 10032 USA
Remotti, Helen
Wang, Qiao
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Columbia Univ, Med Ctr, Mailman Sch Publ Hlth, Dept Environm Hlth Sci, New York, NY 10032 USAColumbia Univ, Med Ctr, Mailman Sch Publ Hlth, Dept Environm Hlth Sci, New York, NY 10032 USA
Wang, Qiao
Sirosh, Iryna
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Columbia Univ, Med Ctr, Mailman Sch Publ Hlth, Dept Environm Hlth Sci, New York, NY 10032 USAColumbia Univ, Med Ctr, Mailman Sch Publ Hlth, Dept Environm Hlth Sci, New York, NY 10032 USA
Sirosh, Iryna
Santella, Regina M.
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Columbia Univ, Med Ctr, Mailman Sch Publ Hlth, Dept Environm Hlth Sci, New York, NY 10032 USA
Columbia Univ, Med Ctr, Herbert Irving Comprehens Canc Ctr, New York, NY 10032 USAColumbia Univ, Med Ctr, Mailman Sch Publ Hlth, Dept Environm Hlth Sci, New York, NY 10032 USA
机构:
MIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02142 USAMIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02142 USA
Hashimoto, Tatsunori
Sherwood, Richard I.
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Brigham & Womens Hosp, Dept Med, Div Genet, 75 Francis St, Boston, MA 02115 USA
Harvard Med Sch, Boston, MA 02115 USAMIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02142 USA
Sherwood, Richard I.
Kang, Daniel D.
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MIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02142 USAMIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02142 USA
Kang, Daniel D.
Rajagopal, Nisha
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MIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02142 USAMIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02142 USA
Rajagopal, Nisha
Barkal, Amira A.
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MIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02142 USA
Brigham & Womens Hosp, Dept Med, Div Genet, 75 Francis St, Boston, MA 02115 USA
Harvard Med Sch, Boston, MA 02115 USAMIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02142 USA
Barkal, Amira A.
Zeng, Haoyang
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MIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02142 USAMIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02142 USA
Zeng, Haoyang
Emons, Bart J. M.
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Brigham & Womens Hosp, Dept Med, Div Genet, 75 Francis St, Boston, MA 02115 USA
Harvard Med Sch, Boston, MA 02115 USAMIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02142 USA
Emons, Bart J. M.
Srinivasan, Sharanya
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MIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02142 USA
Brigham & Womens Hosp, Dept Med, Div Genet, 75 Francis St, Boston, MA 02115 USA
Harvard Med Sch, Boston, MA 02115 USAMIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02142 USA
Srinivasan, Sharanya
Jaakkola, Tommi
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MIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02142 USAMIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02142 USA
Jaakkola, Tommi
Gifford, David K.
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MIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02142 USAMIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02142 USA
机构:
Univ Tokyo, Grad Sch Med, Dept Mol Prevent Med, Bunkyo Ku, Tokyo 1130033, JapanUniv Tokyo, Grad Sch Med, Dept Mol Prevent Med, Bunkyo Ku, Tokyo 1130033, Japan
Ogoshi, Katsumi
Hashimoto, Shin-ichi
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机构:
Univ Tokyo, Grad Sch Med, Dept Mol Prevent Med, Bunkyo Ku, Tokyo 1130033, Japan
Univ Tokyo, Grad Sch Frontier Sci, Dept Computat Biol, Chiba 2778561, JapanUniv Tokyo, Grad Sch Med, Dept Mol Prevent Med, Bunkyo Ku, Tokyo 1130033, Japan
Hashimoto, Shin-ichi
Nakatani, Yoichiro
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Univ Tokyo, Grad Sch Frontier Sci, Dept Computat Biol, Chiba 2778561, JapanUniv Tokyo, Grad Sch Med, Dept Mol Prevent Med, Bunkyo Ku, Tokyo 1130033, Japan
Nakatani, Yoichiro
Qu, Wei
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机构:
Univ Tokyo, Grad Sch Frontier Sci, Dept Computat Biol, Chiba 2778561, JapanUniv Tokyo, Grad Sch Med, Dept Mol Prevent Med, Bunkyo Ku, Tokyo 1130033, Japan
Qu, Wei
Oshima, Kenshiro
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机构:
Univ Tokyo, Grad Sch Frontier Sci, Dept Computat Biol, Chiba 2778561, JapanUniv Tokyo, Grad Sch Med, Dept Mol Prevent Med, Bunkyo Ku, Tokyo 1130033, Japan
Oshima, Kenshiro
Tokunaga, Katsushi
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机构:
Univ Tokyo, Grad Sch Med, Dept Human Genet, Bunkyo Ku, Tokyo 1130033, JapanUniv Tokyo, Grad Sch Med, Dept Mol Prevent Med, Bunkyo Ku, Tokyo 1130033, Japan
Tokunaga, Katsushi
Sugano, Sumio
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机构:
Univ Tokyo, Grad Sch Frontier Sci, Dept Med Genome, Chiba 2778561, JapanUniv Tokyo, Grad Sch Med, Dept Mol Prevent Med, Bunkyo Ku, Tokyo 1130033, Japan
Sugano, Sumio
Hattori, Masahira
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Univ Tokyo, Grad Sch Frontier Sci, Dept Computat Biol, Chiba 2778561, JapanUniv Tokyo, Grad Sch Med, Dept Mol Prevent Med, Bunkyo Ku, Tokyo 1130033, Japan
Hattori, Masahira
Morishita, Shinichi
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机构:
Univ Tokyo, Grad Sch Frontier Sci, Dept Computat Biol, Chiba 2778561, JapanUniv Tokyo, Grad Sch Med, Dept Mol Prevent Med, Bunkyo Ku, Tokyo 1130033, Japan
Morishita, Shinichi
Matsushima, Kouji
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Univ Tokyo, Grad Sch Med, Dept Mol Prevent Med, Bunkyo Ku, Tokyo 1130033, JapanUniv Tokyo, Grad Sch Med, Dept Mol Prevent Med, Bunkyo Ku, Tokyo 1130033, Japan