Abstract
With sequencing of thousands of organisms completed or in progress, there is a growing need to integrate gene prediction with metabolic network analysis. Using Chlamydomonas reinhardtii as a model, we describe a systems-level methodology bridging metabolic network reconstruction with experimental verification of enzyme encoding open reading frames. Our quantitative and predictive metabolic model and its associated cloned open reading frames provide useful resources for metabolic engineering.
This is a preview of subscription content, access via your institution
Access options
Subscribe to this journal
Receive 12 print issues and online access
$259.00 per year
only $21.58 per issue
Buy this article
- Purchase on Springer Link
- Instant access to full article PDF
Prices may be subject to local taxes which are calculated during checkout
Similar content being viewed by others
Change history
20 July 2009
In the version of this article initially published online, the email address of one of the Corresponding authors was spelled incorrectly. The correct email address is papin@virginia.edu. The error has been corrected for the print, PDF and HTML versions of this article.
References
Feist, A.M., Herrgård, M.J., Thiele, I., Reed, J.L. & Palsson, B. Nat. Rev. Microbiol. 7, 129–143 (2009).
Reboul, J. et al. Nat. Genet. 27, 332–336 (2001).
Jones, S.J.M. Annu. Rev. Genomics Hum. Genet. 7, 315–338 (2006).
Frishman, D. Chem. Rev. 107, 3448–3466 (2007).
Boyle, N.R. & Morgan, J.A. BMC Syst. Biol. 3, 4 (2009).
Apweiler, R. et al. Nucleic Acids Res. 32, D115–D119 (2004).
Lu, Z. et al. Bioinformatics 20, 547–556 (2004).
Zhang, Z. & Wood, W.I. Bioinformatics 19, 307–308 (2003).
Walhout, A.J. et al. Methods Enzymol. 328, 575–592 (2000).
Reed, J.L., Vo, T.D., Schilling, C.H. & Palsson, B.O. Genome Biol. 4, R54 (2003).
Kucho, K. et al. J. Bacteriol. 187, 2190–2199 (2005).
Shendure, J. & Ji, H. Nat. Biotechnol. 26, 1135–1145 (2008).
Herrgård, M.J., Covert, M.W. & Palsson, B. Curr. Opin. Biotechnol. 15, 70–77 (2004).
Papin, J.A., Hunter, T., Palsson, B.O. & Subramaniam, S. Nat. Rev. Mol. Cell Biol. 6, 99–111 (2005).
Belknap, W.R. & Togasaki, R.K. Proc. Natl. Acad. Sci. USA 78, 2310–2314 (1981).
Klein, U., Chen, C. & Gibbs, M. Plant Physiol. 72, 488–491 (1983).
Clemetson, J.M., Boschetti, A. & Clemetson, K.J. J. Biol. Chem. 267, 19773–19779 (1992).
Lemaire, S.D. et al. Proc. Natl. Acad. Sci. USA 101, 7475–7480 (2004).
Gfeller, R.P. & Gibbs, M. Plant Physiol. 75, 212–218 (1984).
Price, N.D., Famili, I., Beard, D.A. & Palsson, B.O. Biophys. J. 83, 2879–2882 (2002).
Becker, S.A. et al. Nat. Protocols 2, 727–738 (2007).
Lee, J.M., Gianchandani, E.P. & Papin, J.A. Brief. Bioinform. 7, 140–150 (2006).
Mahadevan, R. & Schilling, C.H. Metab. Eng. 5, 264–276 (2003).
Merchant, S.S. et al. Science 318, 245–250 (2007).
Rual, J.F., Hill, D.E. & Vidal, M. Curr. Opin. Chem. Biol. 8, 20–25 (2004).
Notredame, C., Higgins, D.G. & Heringa, J. J. Mol. Biol. 302, 205–217 (2000).
Edgar, R.C. Nucleic Acids Res. 32, 1792–1797 (2004).
Acknowledgements
This research was supported by the Office of Science (Biological and Environmental Research), US Department of Energy, grant DE-FG02-07ER64496 (to J.A.P. and K.S.-A.), the Jane Coffin Childs Memorial Fund for Medical Research (to E.F.Y.H.) and by National Science Foundation IGERT training grant DGE0504645 (to R.L.C.).
Author information
Authors and Affiliations
Contributions
A.M., A.K.C., R.L.C. and I.T. reconstructed metabolic networks; L.G., R.R.M., X.Y. and E.M. performed transcript verification experiments, E.F.Y.H. performed localization prediction; L.G., C.L., Y.S., C.F. and T.H., annotated transcripts and analyzed sequences; S.B. annotated transcripts; D.E.H. and M.V. initially developed the transcript verification pipeline; A.M., L.G., E.F.Y.H., K.S.A., J.P., development of pipeline to integrate model with experiments; A.M., L.G., E.F.Y.H., C.L., R.L.C., R.R.M., K.S.-A. and J.A.P. wrote and edited the manuscript; D.E.H. and M.V. edited the manuscript; K.S.-A. guided transcript verification experiments and transcript annotation; J.A.P. guided the metabolic network reconstruction; J.A.P. and K.S.-A. conceived the study.
Corresponding authors
Supplementary information
Supplementary Text and Figures
Supplementary Figures 1–5, Supplementary Tables 2–3, 6–8 and Supplementary Note (PDF 1397 kb)
Supplementary Table 1
Our EC annotation of translated JGI v3.1 transcripts. (XLS 379 kb)
Supplementary Table 4
Transcripts annotation, sequences of experimentally tested transcripts; RT-PCR, 5′, and 3′ RACE summaries, and PA-SUB localization predictions. (XLS 670 kb)
Supplementary Table 5
Sequences of gene-specific primers used in transcript verification experiments. (XLS 90 kb)
Supplementary Table 9
Final metabolic network reconstruction sheet. (XLS 235 kb)
Supplementary Table 10
Results of in silico knockout experiments toward metabolic engineering. (XLS 74 kb)
Supplementary Data 1
Final metabolic network reconstruction in SBML format. (XML 276 kb)
Rights and permissions
About this article
Cite this article
Manichaikul, A., Ghamsari, L., Hom, E. et al. Metabolic network analysis integrated with transcript verification for sequenced genomes. Nat Methods 6, 589–592 (2009). https://doi.org/10.1038/nmeth.1348
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1038/nmeth.1348
This article is cited by
-
Research progress in bioremediation of petroleum pollution
Environmental Science and Pollution Research (2021)
-
Reconstruction and analysis of a carbon-core metabolic network for Dunaliella salina
BMC Bioinformatics (2020)
-
Current status and applications of genome-scale metabolic models
Genome Biology (2019)
-
Phenotypic differentiation of gastrointestinal microbes is reflected in their encoded metabolic repertoires
Microbiome (2015)
-
Transcriptional response to copper excess and identification of genes involved in heavy metal tolerance in the extremophilic microalga Chlamydomonas acidophila
Extremophiles (2015)