We describe the practical implementation of a new RP (pH 10 - pH 2) 2D HPLC-ESI/MS scheme for large-scale bottom-up analysis in proteomics. When compared to the common SCX-RP approach, it provides a higher separation efficiency in the first dimension and increases the number of identified peptides/proteins. We also employed the methodology of our sequence-specific retention calculator (SSRCalc) and developed peptide retention prediction algorithms for both LC dimensions. A diverse set of approximately 10,000 tryptic peptides from the soluble protein fraction of whole NK-type cells gave retention time versus hydrophobicity correlations, with R (2) values of 0.95 for pH 10 and 0.945 for pH 2 (formic acid) separation modes. The superior separation efficiency and the ability to use retention prediction to filter out false-positive MS/MS identifications gives promise that this approach will be a method of choice for large-scale proteomics analyses in the future. Finally, the "semi-orthogonal" separation selectivity permits the concatenation of fractions in the first dimension of separation before the final LC-ESI MS step, effectively cutting the analysis time in half, while resulting in a minimal reduction in protein identification.
The growing utility of peptide retention prediction in proteomics would benefit from the development of a universal peptide retention standard for better alignment of chromatographic data obtained using various liquid chromatography (LC) platforms. We describe a six-peptide mixture designed for this purpose; its members cover a wide range of hydrophobicity for the most popular modes of reversed-phase peptide high-performance liquid chromatography (HPLC): C18 sorbents with trifluoroacetic/formic acid as the ion-pairing modifier and separations at pH 10. We propose a hydrophobicity index (HI) describing the concentration of organic solvent (typically acetonitrile) that yields a retention factor of 10 under isocratic elution conditions for any peptide. This measure is a fundamental characteristic of peptide-sorbent interaction, depending only on the type of sorbent and the ion-pairing modifier used. Spiking a sample with a standard peptide mixture provides a measurement of the HI values of all detected species during gradient separation. In addition to alignment of data and calibration of chromatographic runs when peptide retention prediction protocols are used, these values obtained from proteomics experiments can be utilized directly in method development for large-scale preparative separations.
BackgroundClostridium thermocellum produces H2 and ethanol, as well as CO2, acetate, formate, and lactate, directly from cellulosic biomass. It is therefore an attractive model for biofuel production via consolidated bioprocessing. Optimization of end-product yields and titres is crucial for making biofuel production economically feasible. Relative protein expression profiles may provide targets for metabolic engineering, while understanding changes in protein expression and metabolism in response to carbon limitation, pH, and growth phase may aid in reactor optimization. We performed shotgun 2D-HPLC-MS/MS on closed-batch cellobiose-grown exponential phase C. thermocellum cell-free extracts to determine relative protein expression profiles of core metabolic proteins involved carbohydrate utilization, energy conservation, and end-product synthesis. iTRAQ (isobaric tag for relative and absolute quantitation) based protein quantitation was used to determine changes in core metabolic proteins in response to growth phase.ResultsRelative abundance profiles revealed differential levels of putative enzymes capable of catalyzing parallel pathways. The majority of proteins involved in pyruvate catabolism and end-product synthesis were detected with high abundance, with the exception of aldehyde dehydrogenase, ferredoxin-dependent Ech-type [NiFe]-hydrogenase, and RNF-type NADH:ferredoxin oxidoreductase. Using 4-plex 2D-HPLC-MS/MS, 24% of the 144 core metabolism proteins detected demonstrated moderate changes in expression during transition from exponential to stationary phase. Notably, proteins involved in pyruvate synthesis decreased in stationary phase, whereas proteins involved in glycogen metabolism, pyruvate catabolism, and end-product synthesis increased in stationary phase. Several proteins that may directly dictate end-product synthesis patterns, including pyruvate:ferredoxin oxidoreductases, alcohol dehydrogenases, and a putative bifurcating hydrogenase, demonstrated differential expression during transition from exponential to stationary phase.ConclusionsRelative expression profiles demonstrate which proteins are likely utilized in carbohydrate utilization and end-product synthesis and suggest that H2 synthesis occurs via bifurcating hydrogenases while ethanol synthesis is predominantly catalyzed by a bifunctional aldehyde/alcohol dehydrogenase. Differences in expression profiles of core metabolic proteins in response to growth phase may dictate carbon and electron flux towards energy storage compounds and end-products. Combined knowledge of relative protein expression levels and their changes in response to physiological conditions may aid in targeted metabolic engineering strategies and optimization of fermentation conditions for improvement of biofuels production.
Ions are produced from a conventional matrix-assisted laser desorption/ionization (MALDI) target by irradiation with a nitrogen laser pulsed at 20 Hz. After being cooled by collisions in an RF-quadrupole ion guide, the ions enter an orthogonal-injection TOF mass spectrometer, already used for electrospray. The collisional cooling spreads the ions out along the axis of the quadrupole to produce a quasi-continuous beam, which is then pulsed into the mass spectrometer at a repetition rate of about 4 kHz. Approximately five ions enter the mass spectrometer with each injection pulse, and these are detected using single-ion counting and registered in a TDC with 0.5 ns resolution.The performance of the instrument is similar to that obtained with an ESI source. A uniform mass resolution of about 5000 (full width at half maximum definition) is routinely obtained for molecular weights up to about 6000 Da, with mass accuracy around 30 ppm. The sensitivity for peptides is in the low femtomole range. The mass range is currently limited by the low energy (5 keV) of the ions at the detector, although ions of cytochrome C (12 359 Da) have been detected.The performance of the instrument for peptides is competitive with delayed-extraction MALDI in the usual axial geometry, but with the advantage of mass-independent focusing conditions, and a simple twopoint calibration procedure. However, the most important advantages result from the nearly complete decoupling of the ion production from the mass measurement. In the usual MALDI experiment the instrument must be carefully adjusted for optimum performance, and the optimum parameters depend on the matrix and the method of sample preparation. As a result of the decoupling, the performance of the instrument is independent of source conditions. This allows much greater flexibility to experiment with different matrices, different substrates (including insulating substrates), and different laser wavelengths, pulse widths and fluences.Because of the decoupling, the design also allows convenient use of both ESI and MALDI sources (and possibly others) on the same spectrometer. # 1998 John Wiley & Sons, Ltd. Received 26 February 1998; Revised 16 March 1998; Accepted 17 March 1998 Over the last ten years mass spectrometry has emerged as a major analytical tool in biotechnology and biochemistry. This is mainly a result of the invention of two new ionization techniques for large and/or thermally labile biomolecules: electrospray ionization (ESI) and matrixassisted laser desorption/ionization (MALDI).1 The techniques have complementary advantages and disadvantages, so it is useful to have both available. However, the ion beams produced by the two methods have very different characteristics, and consequently it has been necessary to examine them in different types of mass analyzer. ESI produces a continuous beam of ions. Like other continuous ion sources, it is more compatible with mass spectrometers that operate in a similarly continuous fashion, such as quadrupole mass filters. On the other ha...
Separation selectivity of C18 reversed-phase columns from different manufacturers has been compared to evaluate the applicability of our sequence-specific retention calculator (SSRCalc) peptide retention prediction algorithms. Three different versions of SSRCalc are currently in use: 300-A pore size sorbents (TFA as ion-pairing modifier, pH 2), 100 A (TFA, pH 2), and 100 A (pH 10), which have been applied for the separation of randomly chosen mixture of tryptic peptides. The major factor affecting separation selectivity of C18 sorbents was found to be apparent pore size, while differences in end-capping chemistry do not introduce a significant impact. The introduction of embedded polar groups to the C18 functionality increases the retention of peptides containing hydrophobic amino acid residues with polar groups: Tyr and Trp. We also demonstrate that changing the ion-pairing modifier to formic/acetic acid significantly reduces the algorithm's predictive ability, so models developed for different eluent conditions cannot be compared directly to each other.
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