Rapid determination of Proteus mirabilis susceptibility to antibiotics using infrared spectroscopy in tandem with random forest

Bacterial infections cause serious illnesses that are treated with antibiotics. Currently used methods for detecting bacterial antibiotic susceptibility consume 48–72 h, leading to overuse of antibiotics. Thus, many bacterial species have acquired resistance to a broad range of available antibiotics. There is an urgent need to develop efficient methods for rapid determination of bacterial susceptibility to antibiotics. The combination of machine learning and Fourier-transform infrared (FTIR) spectroscopy has generated a promising diagnostic approach in medicine and biology. Our main goal is to examine the potential of FTIR spectroscopy to determine the susceptibility of urinary tract infection-Proteus mirabilis to a specific range of antibiotics, within about 20 min after 24 h culture and identification. We measured the infrared spectra of 489 different P. mirabilis isolates and used random forest to analyze this spectral database. A classification success rate of ~84% was achieved in differentiating between the resistant and sensitive isolates based on their susceptibility to ceftazidime, ceftriaxone, cefuroxime, cefuroxime axetil, cephalexin, ciprofloxacin, gentamicin, and sulfamethoxazole antibiotics in a time span of 24 h instead of 48 h.     

Co-operative effects of protein engineering and vector optimization on high yield expression of functional bivalent miniantibodies in Escherichia coli.

The volumetric yield of functional phosphocholine-binding miniantibodies could be increased in E. coli fermentations by the combination of the following approaches: Firstly, miniantibody mutants with amino acid exchanges in the VH chain leading to improved folding were expressed. Secondly, the expression vector was stabilized by an efficient suicide system to prevent plasmid loss. Thirdly, the cells were grown to high cell densities in a stirred tank reactor.     

High-cell-density cultivation of Escherichia coli.

High-cell-density cultivations of Escherichia coli in glucose-mineral-salt media produce more than 100 g dry cells litre-1 in special fed-batch modes with feeding of glucose and ammonia only. The specific growth rate can be adjusted to allow optimum recombinant protein generation.     

Mixed culture kinetics of stringent and relaxed Escherichia coli cells in glucose-limited chemostat

The mixed culture kinetics of stringent and relaxed Escherichia coli cells were investigated in a glucose-limited chemostat at different dilution rates. Independent of the dilution rate the stringent cells competed out the relaxed cells. But the number of generations necessary for displaying the relaxed cells by the stringent ones increased with increasing dilution rate. The results are discussed as a consequence of the regulatory role of guanosine-5'-diphosphate-3'-diphosphate (ppGpp) which is known to be present at different concentrations in stringent and relaxed cells under conditions of nutrient limitation. In addition, it is postulated that the coefficient of the maintenance metabolism according to PIRT (1965) is slower in stringent cells than in relaxed cells of E. coli.