Abstract
DNA microarray technology has become an important research tool for biotechnology and microbiology. It is now possible to characterize genetic diversity and gene expression in a genomewide manner. DNA microarrays have been applied extensively to study the biology of many bacteria including Escherichia coli, but only recently have they been developed for the Grampositive Corynebacterium glutamicum. Both bacteria are widely used for biotechnological amino acid production. In this article, in addition to the design and generation of microarrays as well as their use in hybridization experiments and subsequent data analysis, we describe recent applications of DNA microarray technology regarding amino acid production in C. glutamicum and E. coli. We also discuss the impact of functional genomics studies on fundamental as well as applied aspects of amino acid production with C. glutamicum and E. coli.
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Eggeling, L., Pfefferle, W., and Sahm, H. (2001), in Basic Biotechnology, Ratledge, C., ed., Cambridge University Press, Cambridge, UK, pp. 281–302.
Swartz, J. R. (2001), Curr. Opin. Biotechnol. 12(2), 195–201.
Nakamura, C. E., Gatenby, A. A., Hsu, A. K.-H., et al. (2000), US patent 6,013,494.
Altaras, N. E. and Cameron, D. C. (1999), Appl. Environ. Microbiol. 65(3), 1180–1185.
Donnelly, M. I., Millard, C. S., Clark, D. P., Chen, M. J., and Rathke, J. W. (1998), Appl. Biochem. Biotechnol. 70–72, 187–198.
Vemuri, G. N., Eiteman, M. A., and Altman, E. (2002), J. Industrial Microbiol. Biotechnol. 28(6), 325–332.
Chang, D. E., Jung, H. C., Rhee, J. S., and Pan, J. G. (1999), Appl. Environ. Microbiol. 65(4), 1384–1389.
Zhou, S., Causey, T. B., Hasona, A., Shanmugam, K. T., and Ingram, L. O. (2003), Appl. Environ. Microbiol. 69(1), 399–407.
Underwood, S. A., Zhou, S., Causey, T. B., Yomano, L. P., Shanmugam, K. T., and Ingram, L. O. (2002), Appl. Environ. Microbiol. 68(12), 6263–6272.
Niu, W., Draths, K. M., and Frost, J. W. (2002), Biotechnol. Prog. 18(2), 201–211.
Sahm, H., Eggeling, L., Eikmanns, B., and Kramer, R. (1996), Ann. NY Acad. Sci. 782, 25–39.
Sahm, H., Eggeling, L., and de Graaf, A. A. (2000), Biol. Chem. 381(9–10), 899–910.
Tauch, A., Homann, I., Mormann, S., et al. (2002), J. Biotechnol. 95(1), 25–38.
Kalinowski, J., Bathe, B., Bartels, D., et al. (2003), J. Biotechnol. 104, 5–25.
Schena, M., Shalon, D., Davis, R. W., and Brown, P. O. (1995), Science 270(5235), 467–470.
Lockhart, D. J., Dong, H., Byrne, M. C., et al. (1996), Nat. Biotechnol. 14(13), 1675–1680.
Bernstein, J. A., Khodursky, A. B., Lin, P. H., Lin-Chao, S., and Cohen, S. N. (2002), Proc. Natl. Acad. Sci. USA 99(15), 9697–9702.
Pedersen, S., Bloch, P. L., Reeh, S., and Neidhardt, F. C. (1978), Cell 14(1), 179–190.
Ficarro, S. B., McCleland, M. L., Stukenberg, P. T., Burke, D. J., Ross, M. M., Shabanowitz, J., Hunt, D. F., and White, F. M. (2002), Nat. Biotechnol. 20(3), 301–305.
Gavin, A. C., Bosche, M., Krause, R., et al. (2002), Nature 415(6868), 141–147.
Takizawa, P. A., DeRisi, J. L., Wilhelm, J. E., and Vale, R. D. (2000), Science 290(5490), 341–344.
Iyer, V. R., Horak, C. E., Scafe, C. S., Botstein, D., Snyder, M., and Brown, P. O. (2001), Nature, 409(6819), 533–538.
Zhu, H., Bilgin, M., Bangham, R., et al. (2001), Science 293(5537), 2101–2105.
Raamsdonk, L. M., Teusink, B., Broadhurst, D., et al. (2001), Nat. Biotechnol. 19(1), 45–50.
Stelling, J., Klamt, S., Bettenbrock, K., Schuster, S., and Gilles, E. D. (2002), Nature 420(6912), 190–193.
Lange, C., Rittmann, D., Wendisch, V. F., Bott, M., and Sahm, H. (2003), Appl. Environ. Microbiol. 69(5), 2521–2532.
Gygi, S. P., Rochon, Y., Franza, B. R., and Aebersold, R. (1999), Mol. Cell. Biol. 19(3), 1720–1730.
Yoshida, K., Kobayashi, K., Miwa, Y., et al. (2001), Nucleic Acids Res. 29(3), 683–692.
Jurgen, B., Hanschke, R., Sarvas, M., Hecker, M., and Schweder, T. (2001), Appl. Microbiol. Biotechnol. 55(3), 326–332.
Yoon, S. H., Han, M. J., Lee, S. Y., Jeong, K. J., and Yoo, J. S. (2003), Biotechnol. Bioeng. 81(7), 753–767.
Peng, L. and Shimizu, K. (2003), Appl. Microbiol. Biotechnol. 61(2), 163–178.
Rhodius, V., Van Dyk, T. K., Gross, C., and LaRossa, R. A. (2002), Annu. Rev. Microbiol. 56, 599–624.
Khodursky, A. B., and Bernstein, J. A. (2003), Trends Genet. 19(3), 113–115.
Conway, T. and Schoolnik, G. K. (2003), Mol. Microbiol. 47(4), 879–889.
Schoolnik, G. K. (2002), Adv. Microb. Physiol. 46, 1–45.
Picataggio, S. K., Templeton, L. J., Smulski, D. R., and LaRossa, R. A. (2002), Methods Enzymol. 358, 177–188.
Ye, R. W., Wang, T., Bedzyk, L., and Croker, K. M. (2001), J. Microbiol. Methods 47(3), 257–272.
Hermann, T., Pfefferle, W., Baumann, C., et al. (2001), Electrophoresis 22(9), 1712–1723.
Schaffer, S., Weil, B., Nguyen, V. D., Dongmann, G., Gunther, K., Nickolaus, M., Hermann, T., and Bott, M. (2001), Electrophoresis 22(20), 4404–4422.
Liang, P. and Pardee, A. B. (1992), Science 257(5072), 967–971.
Velculescu, V. E., Zhang, L., Vogelstein, B., and Kinzler, K. W. (1995), Science 270(5235), 484–487.
Brenner, S., Johnson, M., Bridgham, J., et al. (2000), Nat. Biotechnol. 18(6), 630–634.
van Hal, N. L., Vorst, O., van Houwelingen, A. M., Kok, E. J., Peijnenburg, A., Aharoni, A., van Tunen, A. J., and Keijer, J. (2000), J. Biotechnol. 78(3), 271–280.
Hayward, R. E., Derisi, J. L., Alfadhli, S., Kaslow, D. C., Brown, P. O., and Rathod, P. K. (2000), Mol. Microbiol. 35(1), 6–14.
Rhodius, V. A. and LaRossa, R. A. (2003), Curr Opin Microbiol. 6(2), 114–119.
Khodursky, A. B., Bernstein, J. A., Peter, B. J., Rhodius, V., Wendisch, V. F., and Zimmer, D. P. (2003), Methods Mol. Biol. 224, 61–78.
Muffler, A., Bettermann, S., Haushalter, M., Horlein, A., Neveling, U., Schramm, M., and Sorgenfrei, O. (2002), J. Biotechnol. 98(2–3), 255–268.
Ishige, T., Krause, M., Bott, M., Wendisch, V. F., and Sahm, H. (2003), J. Bacteriol. 185(15), 4519–4529.
Gerstmair, R., Wendisch, V. F., Schnicke, S., Ruan, H., Farwick, M., Reinscheid, D., and Eikmanns, B. J. (2003), J. Biotechnol. 104(1–3), 99–122.
Tjaden, B., Haynor, D. R., Stolyar, S., Rosenow, C., and Kolker, E. (2002), Bioinformatics 18(Suppl. 1), S337-S344.
Storz, G. (2002), Science 296(5571), 1260–1263.
DeRisi, J. L., Iyer, V. R., and Brown, P. O. (1997), Science 278(5338), 680–686.
Richmond, C. S., Glasner, J. D., Mau, R., Jin, H., and Blattner, F. R. (1999), Nucleic Acids Res. 27(19), 3821–3835.
Khodursky, A. B., Peter, B. J., Cozzarelli, N. R., Botstein, D., Brown, P. O., and Yanofsky, C. (2000), Proc. Natl. Acad. Sci. USA 97(22), 12,170–12,175.
Zimmer, D. P., Soupene, E., Lee, H. L., Wendisch, V. F., Khodursky, A. B., Peter, B. J., Bender, R. A., and Kustu, S. (2000), Proc. Natl. Acad. Sci. USA 97(26), 14,674–14,679.
Wei, Y., Lee, J. M., Richmond, C., Blattner, F. R., Rafalski, J. A., and LaRossa, R. A. (2001), J. Bacteriol. 183(2), 545–556.
Polen, T., Rittmann, D., Wendisch, V. F., and Sahm, H. (2003), Appl. Environ. Microbiol. 69(3), 1759–1774.
Wilson, M., DeRisi, J., Kristensen, H. H., Imboden, P., Rane, S., Brown, P. O., and Schoolnik, G. K. (1999), Proc. Natl. Acad. Sci. USA 96(22), 12,833–12,838.
Oshima, T., Aiba, H., Masuda, Y., Kanaya, S., Sugiura, M., Wanner, B. L., Mori, H., and Mizuno, T. (2002), Mol. Microbiol. 46(1), 281–291.
de Saizieu, A., Certa, U., Warrington, J., Gray, C., Keck, W., and Mous, J. (1998), Nat. Biotechnol. 16(1), 45–48.
Loos, A., Glanemann, C., Willis, L. B., O’Brien, X. M., Lessard, P. A., Gerstmeir, R., Guillouet, S., and Sinskey, A. J. (2001), Appl. Environ. Microbiol. 67(5), 2310–2318.
Hayashi, M., Mizoguchi, H., Shiraishi, N., Obayashi, M., Nakagawa, S., Imai, J., Watanabe, S., Ota, T., and Ikeda, M. (2002), Biosci. Biotechnol. Biochem. 66(6), 1337–1344.
Wendisch, V. F., Zimmer, D. P., Khodursky, A., Peter, B., Cozzarelli, N., and Kustu, S. (2001), Anal Biochem. 290(2), 205–213.
Brazma, A., Parkinson, H., Sarkans, U., et al. (2003), Nucleic Acids Res. 31(1), 68–71.
Diehn, M., Sherlock, G., Binkley, G., et al. (2003), Nucleic Acids Res. 31(1), 219–223.
Gollub, J., Ball, C. A., Binkley, G., et al. (2003), Nucleic Acids Res. 31(1), 94–96.
Conway, T., Kraus, B., Tucker, D. L., Smalley, D. J., Dorman, A. F., and McKibben, L. (2002), Biotechniques 32(1), 110, 112–114, 116, 118, 119.
Pan, W. (2002), Bioinformatics 18(4), 546–554.
Arfin, S. M., Long, A. D., Ito, E. T., Tolleri, L., Riehle, M. M., Paegle, E. S., and Hatfield, G. W. (2000), J. Biol. Chem. 275(38), 29,672–29,684.
Eisen, M. B., Spellman, P. T., Brown, P. O., and Botstein, D. (1998), Proc. Natl. Acad. Sci. USA 95(25), 14,863–14,868.
Tamames, J., Clark, D., Herrero, J., Dopazo, J., Blaschke, C., Fernandez, J. M., Oliveros, J. C., and Valencia, A. (2002), J. Biotechnol. 98(2–3), 269–283.
Sabatti, C., Rohlin, L., Oh, M. K., and Liao, J. C. (2002), Nucleic Acids Res. 30(13), 2886–2893.
Niehrs, C. and Pollet, N. (1999), Nature 402(6761), 483–487.
Niebisch, A. and Bott, M. (2001), Arch. Microbiol. 175(4), 282–294.
Hacia, J. G., Brody, L. C., Chee, M. S., Fodor, S. P., and Collins, F. S. (1996), Nat. Genet. 14(4), 441–447.
Behr, M. A., Wilson, M. A., Gill, W. P., Salamon, H., Schoolnik, G. K., Rane, S., and Small, P. M. (1999), Science 284(5419), 1520–1523.
Jishage, M. and Ishihama, A. (1997), J. Bacteriol. 179(3), 959–963.
Ochman, H. and Jones, I. B. (2000), EMBO J. 19(24), 6637–6643.
Perkins, J. D., Health, J. D., Sharma, B. R., and Weinstock, G. M. (1993), J. Mol. Biol. 232(2), 419–445.
Blattner, F. R., Plunkett, G. 3rd, Bloch, C. A., et al. (1997), Science 277(5331), 1453–1474.
Zeppenfeld, T., Larisch, C., Lengeler, J. W., and Jahreis, K. (2000), J. Bacteriol. 182(16), 4443–4452.
Bailey, J. E., Sburlati, A., Hatzimanikatis, V., Lee, K., Renner, W. A., and Tsai, P. S. (1996), Biotechnol. Bioeng. 52, 109–121.
Ohnishi, J., Mitsuhashi, S., Hayashi, M., Ando, S., Yokoi, H., Ochiai, K., and Ikeda, M. (2002), Appl. Microbiol. Biotechnol. 58(2), 217–223.
Cho, R. J., Fromont-Racine, M., Wodicka, L., Feierbach, B., Stearns, T., Legrain, P., Lockhart, D. J., and Davis, R. W. (1998), Proc. Natl. Acad. Sci. USA 95(7), 3752–3757.
Sassetti, C. M., Boyd, D. H., and Rubin, E. J. (2001), Proc. Natl. Acad. Sci. USA 98(22), 12,712–12,717.
Gill, R. T., Wildt, S., Yang, Y. T., Ziesman, S., and Stephanopoulos, G. (2002), Proc. Natl. Acad. Sci. USA 99(10), 7033–7038.
Reitzer, L. (2003), Annu. Rev. Microbiol. 57, 155–176.
Ikeda, T. P., Shauger, A. E., and Kustu, S. (1996), J Mol Biol. 259(4), 589–607.
Burkovski, A. (2003), Arch. Microbiol. 179(2), 83–88.
Jakoby, M., Nolden, L., Meier-Wagner, J., Kramer, R., and Burkovski, A. (2000), Mol. Microbiol. 37(4), 964–977.
Calvo, J. M. and Matthews, R. G. (1994), Microbiol. Rev. 58, 466–490.
Hung, S. P., Baldi, P., and Hatfield, G. W. (2002), J. Biol. Chem. 277(43), 40,309–40,323.
Tani, T. H., Khodursky, A., Blumenthal, R. M., Brown, P. O., and Matthews, R. G. (2002), Proc. Natl. Acad. Sci. USA 99(21), 13,471–13,476.
Radmacher, E., Vaitsikova, A., Burger, U., Krumbach, K., Sahm, H., and Eggeling, L. (2002), Appl. Environ. Microbiol. 68(5), 2246–2250.
Eggeling, L., Morbach, S., and Sahm, H. (1997), J. Biotechnol. 56(Pt. 7), 167–182.
Tauch, A., Hermann, T., Burkovski, A., Kramer, R., Puhler, A., and Kalinowski, J. (1998), Arch. Microbiol. 169(4), 303–312.
Yang, J., Wang, P., and Pittard, A. J. (1999), J. Bacteriol. 181(20), 6411–6418.
Pittard, A. J. (1996), in Escherichia coli and Salmonella: Cellular and Molecular Biology, Neidhardt, F. C., ed., ASM Press, Washington, DC, pp. 458–484.
LaRossa, R. A., Van Dyk, T. K., and Smulski, D. R. (1987), J. Bacteriol. 169(4), 1372–1378.
Whipp, M. J., Camakaris, H., and Pittard, A. J. (1998), Gene 209(1–2), 185–192.
Kirkpatrick, C., Maurer, L. M., Oyelakin, N. E., Yoncheva, Y. N., Maurer, R., and Slonczewski, J. L. (2001), J. Bacteriol. 183(21), 6466–6477.
Lee, S. Y. (1996), Trends Biotechnol. 14(3), 98–105.
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Polen, T., Wendisch, V.F. Genomewide expression analysis in amino acid-producing bacteria using DNA microarrays. Appl Biochem Biotechnol 118, 215–232 (2004). https://doi.org/10.1385/ABAB:118:1-3:215
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DOI: https://doi.org/10.1385/ABAB:118:1-3:215