A genetic algorithm for the optimization of the thermoinduction protocol for high-level production of recombinant human-like collagen from Escherichia coli

Biotechnol Appl Biochem. 2011 May;58(3):175-84. doi: 10.1002/bab.25. Epub 2011 May 26.

Abstract

Production of recombinant human-like collagen (RHLC) by thermoinduction of recombinant Escherichia coli BL 21 during high cell density cultivation was investigated in a 30 L bioreactor. The effects of induction temperature (T), pH, and carbon-to-nitrogen molar ratio of the nutrient medium (C/N) were examined. The optimal thermoinduction protocol for RHLC production was determined by using a model coupling genetic algorithm and artificial neural networks. The optimal operating conditions were as follows: maintenance of induction temperature at 42°C for 3 H and then at 39.4°C until the end, induction pH at 7.03, and C/N at 4.8 (mol/mol). The theoretical maximum concentration of RHLC was 12.5 g/L, whereas the experimental value was 12.1 g/L under the optimal induction conditions.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Algorithms*
  • Bioreactors
  • Biotechnology / methods*
  • Collagen / biosynthesis*
  • Collagen / genetics
  • Escherichia coli / genetics
  • Escherichia coli / metabolism*
  • Humans
  • Hydrogen-Ion Concentration
  • Recombinant Proteins / biosynthesis*
  • Recombinant Proteins / genetics
  • Temperature*

Substances

  • Recombinant Proteins
  • Collagen