M-path: a compass for navigating potential metabolic pathways

被引:27
作者
Araki, Michihiro [1 ]
Cox, Robert Sidney, III [2 ]
Makiguchi, Hiroki [3 ]
Ogawa, Teppei [3 ]
Taniguchi, Takeshi [4 ]
Miyaoku, Kohei [5 ]
Nakatsui, Masahiko [2 ]
Hara, Kiyotaka Y. [1 ]
Kondo, Akihiko [2 ]
机构
[1] Kobe Univ, Org Adv Sci & Technol, Kobe, Hyogo 6578501, Japan
[2] Kobe Univ, Grad Sch Engn, Dept Chem Sci & Engn, Kobe, Hyogo 6578501, Japan
[3] Mitsui Knowledge Ind MKI Co, Osaka 5300005, Japan
[4] MCHC R&D Synergy Ctr Inc, Yokohama, Kanagawa 2278502, Japan
[5] Mitsubishi Chem Grp Sci & Technol Res Ctr MCRC In, Yokohama, Kanagawa 2278502, Japan
关键词
BIOCHEMICAL PATHWAYS; SYNTHETIC BIOLOGY; WEB SERVER; DESIGN; CHEMICALS; NETWORKS; BIOTECHNOLOGY; PROTEIN; SEARCH; TOOL;
D O I
10.1093/bioinformatics/btu750
中图分类号
Q5 [生物化学];
学科分类号
070307 [化学生物学];
摘要
Motivation: Construction of synthetic metabolic pathways promises sustainable production of diverse chemicals and materials. To design synthetic metabolic pathways of high value, computational methods are needed to expand present knowledge by mining comprehensive chemical and enzymatic information databases. Several computational methods have been already reported for the metabolic pathway design, but until now computation complexity has limited the diversity of chemical and enzymatic data used. Results: We introduce a computational platform, M-path, to explore synthetic metabolic pathways including putative enzymatic reactions and compounds. M-path is an iterative random algorithm, which makes efficient use of chemical and enzymatic databases to find potential synthetic metabolic pathways. M-path can readily control the search space and perform well compared with exhaustively enumerating possible pathways. A web-based pathway viewer is also developed to check extensive metabolic pathways with evaluation scores on the basis of chemical similarities. We further produce extensive synthetic metabolic pathways for a comprehensive set of alpha amino acids. The scalable nature of M-path enables us to calculate potential metabolic pathways for any given chemicals.
引用
收藏
页码:905 / 911
页数:7
相关论文
共 35 条
[1]
Database resources of the National Center for Biotechnology Information [J].
Acland, Abigail ;
Agarwala, Richa ;
Barrett, Tanya ;
Beck, Jeff ;
Benson, Dennis A. ;
Bollin, Colleen ;
Bolton, Evan ;
Bryant, Stephen H. ;
Canese, Kathi ;
Church, Deanna M. ;
Clark, Karen ;
DiCuccio, Michael ;
Dondoshansky, Ilya ;
Federhen, Scott ;
Feolo, Michael ;
Geer, Lewis Y. ;
Gorelenkov, Viatcheslav ;
Hoeppner, Marilu ;
Johnson, Mark ;
Kelly, Christopher ;
Khotomlianski, Viatcheslav ;
Kimchi, Avi ;
Kimelman, Michael ;
Kitts, Paul ;
Krasnov, Sergey ;
Kuznetsov, Anatoliy ;
Landsman, David ;
Lipman, David J. ;
Lu, Zhiyong ;
Madden, Thomas L. ;
Madej, Tom ;
Maglott, Donna R. ;
Marchler-Bauer, Aron ;
Karsch-Mizrachi, Ilene ;
Murphy, Terence ;
Ostell, James ;
O'Sullivan, Christopher ;
Panchenko, Anna ;
Phan, Lon ;
Pruitt, Don Preussm Kim D. ;
Rubinstein, Wendy ;
Sayers, Eric W. ;
Schneider, Valerie ;
Schuler, Gregory D. ;
Sequeira, Edwin ;
Sherry, Stephen T. ;
Shumway, Martin ;
Sirotkin, Karl ;
Siyan, Karanjit ;
Slotta, Douglas .
NUCLEIC ACIDS RESEARCH, 2014, 42 (D1) :D7-D17
[2]
Engineering specialized metabolic pathways-is there a room for enzyme improvements? [J].
Bar-Even, Arren ;
Tawfik, Dan Salah .
CURRENT OPINION IN BIOTECHNOLOGY, 2013, 24 (02) :310-319
[3]
The Moderately Efficient Enzyme: Evolutionary and Physicochemical Trends Shaping Enzyme Parameters [J].
Bar-Even, Arren ;
Noor, Elad ;
Savir, Yonatan ;
Liebermeister, Wolfram ;
Davidi, Dan ;
Tawfik, Dan S. ;
Milo, Ron .
BIOCHEMISTRY, 2011, 50 (21) :4402-4410
[4]
Network biology:: Understanding the cell's functional organization [J].
Barabási, AL ;
Oltvai, ZN .
NATURE REVIEWS GENETICS, 2004, 5 (02) :101-U15
[5]
XTMS: pathway design in an eXTended metabolic space [J].
Carbonell, Pablo ;
Parutto, Pierre ;
Herisson, Joan ;
Pandit, Shashi Bhushan ;
Faulon, Jean-Loup .
NUCLEIC ACIDS RESEARCH, 2014, 42 (W1) :W389-W394
[6]
Enumerating metabolic pathways for the production of heterologous target chemicals in chassis organisms [J].
Carbonell, Pablo ;
Fichera, Davide ;
Pandit, Shashi B. ;
Faulon, Jean-Loup .
BMC SYSTEMS BIOLOGY, 2012, 6
[7]
Prediction of novel synthetic pathways for the production of desired chemicals [J].
Cho, Ayoun ;
Yun, Hongseok ;
Park, Jin Hwan ;
Lee, Sang Yup ;
Park, Sunwon .
BMC SYSTEMS BIOLOGY, 2010, 4
[8]
FMM: a web server for metabolic pathway reconstruction and comparative analysis [J].
Chou, Chih-Hung ;
Chang, Wen-Chi ;
Chiu, Chih-Min ;
Huang, Chih-Chang ;
Huang, Hsien-Da .
NUCLEIC ACIDS RESEARCH, 2009, 37 :W129-W134
[9]
Expanding metabolic networks:: Scopes of compounds, robustness, and evolution [J].
Handorf, T ;
Ebenhöh, O ;
Heinrich, R .
JOURNAL OF MOLECULAR EVOLUTION, 2005, 61 (04) :498-512
[10]
Exploring the diversity of complex metabolic networks [J].
Hatzimanikatis, V ;
Li, CH ;
Ionita, JA ;
Henry, CS ;
Jankowski, MD ;
Broadbelt, LJ .
BIOINFORMATICS, 2005, 21 (08) :1603-1609