Abstract
We describe a 4-column, high-pressure capillary liquid chromatography (LC) system for robust, high-throughput LC-MS(/MS) analyses. This system performs multiple LC separations in parallel, but staggers each of them such that the data-rich region of each separation is sampled sequentially. By allowing nearly continuous data acquisition, this design maximizes the use of the mass spectrometer. Each analytical column is connected to a corresponding ESI emitter in order to avoid the use of post-column switching and associated dead volume issues. Encoding translation stages are employed to sequentially position the emitters at the MS inlet. The high reproducibility of this system is demonstrated using consecutive analyses of global tryptic digest of the microbe Shewanella oneidensis.
Keywords: High Throughput proteomics, liquid chromatography, mass spectrometry
INTRODUCTION
Comprehensive proteomic investigations are challenged by the highly dynamic nature of proteomes and the wide variations in protein molecular weight, isoelectric point (pI), and concentration. In mass spectrometry (MS)-based proteomics, separations are frequently used to overcome dynamic range limitations. The shift over the past decade from offline gel-based separations (i.e., 2D-PAGE) to online separations using capillary liquid chromatography (LC), typically coupled to electrospray ionization ESI-MS(/MS), has resulted in significantly increased throughput. Several innovations, such as the online multidimensional separations pioneered by Yates and coworkers1 and the accurate mass and time tag (AMT) method2 developed by this group have enabled analyses with coverage comparable to that of 2D-PAGE, but with less sample and in a fraction of the time.3, 4 For example, Shen et al. reported a 1D LC-MS/MS analysis of global tryptic digest of the microbe Shewanella oneidensis using a linear ion trapmass spectrometer in which ∼1,000 proteins were identified from 2.5 μg of sample in 50 min.5 However, despite the throughput advantages afforded by capillary LC separations, the low duty cycle of a single-column system indicates that further increases in throughput are possible. The duty cycle of the LC system is defined as the ratio of useful chromatographic separation time to the total time between the beginnings of subsequent chromatographic separations. The low duty cycle of a single-column system stems from the time required to re-equilibrate the column, inject the sample, etc., as well as the dead time at the beginning of a separation particularly with the use of longer columns chosen to provide high peak capacities.
The duty cycle can be significantly improved by operating multiple columns in parallel. High-throughput, conventional flow rate (e.g., ∼1 mm diameter i.d.), multi-column LC-MS systems developed for the pharmaceutical industry have been used to screen combinatorial libraries and perform pharmacokinetic studies6-18. Two parallel techniques - multiplexing and staggered parallel separations - have been pursued for operating non-capillary multi-column LC systems. Multiplexed designs described by de Biasi8 and Kassel9 in 1999 were later commercialized as the MUX interface available from Waters (Milford, MA, USA). The commercial MUX interface consists of either four or eight ESI emitters (one per column) that are aimed at an MS inlet fitted with a rotating aperture used to sequentially sample each emitter. A number of studies and applications using this commercial interface have been reported10-14. Staggered parallel separations are distinct from multiplexed separations because the processing of different samples is offset in time. A variety of mechanisms have been employed to accomplish staggered parallel separations15-17, and currently, a system that utilizes four fully independent HPLC systems, which are coordinated by proprietary software (developed by Cohesive Technologies; now Thermo Fisher, Franklin, MA, USA) is available as the Aria LX4.18
Efforts to improve the throughput of capillary LC systems for proteomics using staggered parallel separations have been pursued in this laboratory by Shen et al., including the development of a dual-column system in which one column was used for analysis while the other was being re-equilibrated19, 20. In a later implementation, Belov, et al. reported a fully automated capillary LC system operated at 10,000 psi that utilized custom control software and an autosampler that automatically retrieved and injected samples into the fluidic system eliminated the need for a human operator and enabled continuous operation.21
Herein, we describe an automated 4-column capillary LC system that performs staggered parallel separations and is capable of unattended continuous operation. This system couples two of the aforementioned 2-column systems and thus has two mobile phase sources 20, 21. Since it can alternate between injecting samples on either of its 2-column systems, the automated 4-column system has a duty cycle of nearly 100% for a broad range of LC conditions. Commercially available encoding translation stages are used to automatically align one column/ESI emitter at a time with the MS inlet for sequential LC-MS analyses22. By coupling a unique ESI emitter to each column, dead volume issues associated with coupling all columns to a single emitter using post-column switching are avoided. We report achievable duty cycles for several LC configurations and the demonstrated reproducibility of the system in terms of relative elution times and analyte peak intensities obtained from repeated proteomic analyses.
EXPERIMENTAL
4-column, 2-mixer system design
Figure 1 shows a schematic of the 4-column, 2-mixer system. The system uses a total of 11, 2-position valves (VICI Valco, Houston, TX) that are rated to 15,000 psi. The fluidic components of each sub-system consist of a mobile phase mixer and four valves: a 6-port injection valve with a sample loop and three, 4-port valves (one each for mobile phase solvent, column, and purge/split selection). The LC system is operated at constant pressure and the mobile phase exiting the mixer is split before passing through the sample injection valve and the analytical column. Three 10,000 psi syringe pumps (Teledyne ISCO, Lincoln, NE) that share a single controller are used to supply mobile phase to the systems; two of these pumps are dedicated to mobile phase A (one for each system) and one is dedicated to mobile phase B. Each pump has a dedicated 2-position, 4-port pump control valve that connects the pump either to the fluidic system (i.e., sub-system 1 or 2) or to a refill reservoir via an on-line degasser (Phenomenex, Torrance, CA; not shown). A single autosampler (LEAP Technologies, Carrboro, NC) with a cooled 3-drawer sample holder (not shown) delivers samples to both systems. Each of the two subsystems utilizes two analytical columns. The four electrospray emitters are connected to a pair of coupled mechanical translation stages that sequentially aligns each emitter with the sampling inlet of the mass spectrometer (described in detail below). A single 1-3 axis universal motion controller (Newport, Irvine, CA) controls both stages. Software developed in-house to coordinate operation of the system (including sending a trigger to the mass spectrometer to begin data acquisition) runs on a laptop computer that communicates with the various LC system components through a 16-port USB HUB (Digi International, Minnetonka, MN).
The five different LC configurations used to evaluate duty cycle are listed in Table 1. These configurations are defined by operational pressure, sample loop volume, mixer volume, analytical column characteristics (i.e., the length, internal diameter and size of packing material), flow rates, and length of the gradient elution. The analytical columns consisted of fused-silica capillaries that were packed in-house with porous 3 μm or 5 μm diameter C18 bonded particles (Phenomenex, Torrance, CA) as described previously19. Electrospray emitters were 3-4 cm long and chemically etched from 20 μm i.d. × 150 μm o.d. fused silica capillaries23. The emitters were coupled to the analytical columns using stainless steel unions (VICI Valco, Houston, TX). Mobile phase A was prepared by combining purified water from a Nanopure Infinity system (Barnstead, Dubuque, IA) that had a resistivity ≥ 18 MΩ with 0.2% acetic acid (Sigma-Aldrich, St. Louis, MO) and 0.05% trifluoroacetic acid (Sigma-Aldrich). Mobile phase B consisted of a 90:10 v:v ratio of acetonitrile (Fisher Scientific, Waltham, MA) to nanopure water with 0.1% trifluoroacetic acid (Sigma-Aldrich).
Table 1.
Pressure (psi) | Vol. sample loop (ul) | Mixer volume (ml) | Analytical column | Flow Rates (ul/min) (pump controller) | Times (min) | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Length (cm) | Internal dia. (um) | Particle dia. (um) | purge | split | Load (L) | ‘Hop’ (∼Dead Time (DT)) | Gradient (G) | Purge (P) | Regeneration (R) | ||||
1 | 8,500 | 5 | 1.5 | 10 | 50 | 3 | 2,300 | 100 | 16.3 | 2.1 | 3.1 | 6.8 | 2.1 |
2 | 10,000 | 5 | 1.5 | 10 | 50 | 3 | 2,300 | 100 | 16.3 | 2.1 | 17.6 | 6.8 | 2.1 |
3 | 10,000 | 5 | 2.5 | 65 | 75 | 3 | 2,300 | 20 | 56.7 | 15.0 | 120.0 | 13.4 | 48.8 |
4 | 5,000 | 10 | 2.5 | 65 | 150 | 5 | 1,800 | 30 | 26.4 | 10.0 | 100.0 | 16.4 | 45.0 |
5 | 20,000 | 20 | 2.5 | 200 | 50 | 3 | 2,300 | 0.1 | 83.3 | 100.0 | 2000.0 | 16.4 | 336.8 |
Positioning electrospray emitters for the multiple-capillary LC system
The translation stages (Newport, Irvine, CA) used to position electrospray emitters at the mass spectrometer inlet are pictured in Figure S-1a. Each stage is capable of 100 mm of travel and is coupled to the other stage by a 90-degree angle bracket (Newport). DC actuators that provide 50 mm of travel and have a bidirectional repeatability of <2 μm are used to position the stages. The horizontal translation stage sits on top of a custom-machined aluminum mounting plate that is used to position the components in front of the mass spectrometer inlet.
The custom-built Delrin® carriage that is used to couple four electrospray emitters onto the vertical translation stage is detailed in Figure S-1b. Stainless steel unions that couple the emitters to the analytical columns fit into slots in the Delrin carriage and are held in place by a set-screw with a spring-loaded ball bearing at one end of the screw. The electrical connection between unions is made through two mechanisms: 1) stainless steel ‘bridges’ maintain electrical contact between unions that sit side-by-side and 2) metal springs in electrical contact with the screws that hold the metal ‘bridges’ onto the Delrin carriage maintain the electrical contact between top and bottom electrospray emitters. The ESI voltage source from the mass spectrometer is connected to one of the screws which leads to all of the electrospray emitters being held at the same voltage. At normal operating voltages all of the ESI emitters are electrospraying but only the emitter positioned at the mass spectrometer inlet leads to any detectable signal (i.e., there is no cross-talk between emitters). This is demonstrated by a complete loss of signal upon movement of the stages by 3 mm (i.e., 17% of the smallest distance between emitters) while they are held at their normal operating voltage. Electrospray performance for the emitter positioned at the inlet of the mass spectrometer can be affected by sample injection onto another column and is likely due to a temporary drop in the resistance along the second column as unretained salts in the sample pass through the column and lead to the current limit of the ESI voltage source being met before its voltage is automatically lowered. An ESI holder that decouples the ESI emitters electrically will address this issue.
While the pumps are pressurized, solvent flows through all 4 emitters continuously, either from the mixer or from a dedicated line for mobile phase. During pump refills, the ESI voltage is set to 0 kV.
LC system operation
The four steps associated with each LC separation- load, gradient elution, purge, regeneration - are depicted in Figure 2a along with the MS data acquisition time. The load step includes the time needed for the autosampler to wash the sample injection syringe, inject a sample onto the sample loop, and load the sample onto the head of the column. The gradient elution step begins when the solvent select valve is switched, which allows mobile phase B to enter the mixer. The purge step consists of flushing the mixer at a relatively high flow rate (∼2 mL/min) with mobile phase B, followed by a period of time to allow residual bound species to be washed from the column, and then flushing the mixer with mobile phase A. Column regeneration begins as soon as the mixer is fully purged with mobile phase A and continues using a dedicated line connected to the column select valve (see Figure 1). The gradient elution step can be divided into three regions: dead time, data-rich region, and data-poor region. In the data-poor region, very little data is acquired that is relevant to peptide identifications. The dead time of the gradient elution refers to the delay time required for the solvent gradient to reach the ESI emitter. In our system, the sample loop is bypassed during the gradient elution, purge, and regeneration steps, which minimizes the volume of solvent in the flow path. The ESI emitters are positioned immediately before MS data acquisition begins.
Mass spectrometer
Data was obtained using an LTQ ion trap mass spectrometer (Thermo Fisher). The ESI voltage was set at 2.2 kV and the heated capillary was maintained at 200°C.Ions were detected over an m/z range of 400-2000.
Sample preparation
Sample preparation was similar to that reported previously by Shen et al.24 Briefly, S. oneidensis was grown chemostatically in-house to steady state prior to harvest. Cell pellets were resuspended and then lysed using 0.1 mm zirconia/silica beads in a Mini-BeadBeater-8 (BioSpec Products Inc., Bartlesville, OK). The lysate was collected and then subjected to reduction and denaturation with urea, thiourea, and dithiothreitol, after which it was diluted 10-fold with 100 mM NH4HCO3, pH 8.4. Following addition of CaCl2, samples were tryptically digested for 3 h at 37 °C (1:50 trypsin:protein w:w). Once digested, the samples were cleaned-up using C18 solid phase extraction (SPE) columns (Supelco, St. Louis, MO). Peptides were eluted off of the SPE columns with 4:1 ACN:H2O that contained 0.1% TFA, and the resulting sample was concentrated using a Speed Vac (Thermo-Savant, Holbrook, NY) to a final concentration of 26.4 μg/μl in 100 uL of solution. This solution was then diluted to a concentration of 0.22 μg/μl with 25 mM Ammonium Formate, pH 8.0 and aliquots of 100 μl were stored at -80° C.
RESULTS AND DISCUSSION
Reproducibility
To evaluate the reproducibility of the 4-column, 2-mixer LC system, 36 consecutive analyses of 500 ng of tryptically digested S. onedenisis whole-cell lysate were performed over a period of 3.5 days. The system was operated based on configuration 3 (Table 1) and routine conditions were employed that included automated pump refills and a single visual alignment of the ESI emitters prior to the first run. All four columns were used sequentially and were grouped into 9 “cycles” of 4 analyses apiece such that each cycle included one analysis on each column. MS analyses were performed during cycles 1, 3, 5, 7, and 9 and MS/MS analyses during cycles 2, 4, 6, and 8. Reproducibility was evaluated based on the elution times of 10 peaks from across the elution profile that were observed in all 20 MS analyses (Figure 3). Absolute elution times for each LC-MS analysis were determined from inspection of selected ion chromatograms (SIC) for all 10 peaks simultaneously. For comparative purposes, the relative elution times for these peaks were calculated using the method employed by Shen et al.,25 which consisted of linearly normalizing the elution times between 0 and 1 based on the elution times of the earliest and latest eluting peaks chosen for analysis.
All columns of the 4-column, 2-mixer system produced comparable results even for analyses that were performed several days apart. The elution order of the 10 peaks was maintained for all analyses. Variations in elution time are characteristic of variable-flow/constant-pressure LC systems (e.g., single column systems). The 4-column system reported here also exhibited “column-specific” and “sub-system specific” variations. Sub-system-specific variations occur because each pair of columns is physically connected to different sub-systems and are illustrated by similar behavior for columns 1 and 3 and similar behavior for columns 2 and 4. These variations are significantly reduced by the normalization strategy described above.
Elution time run-to-run reproducibility was evaluated based on the performance of each individual column during cycles 1, 3, 5, 7 and 9. The relative peak intensities, absolute elution time of individual peaks, and peak shapes are fairly consistent across all runs. The average relative standard deviation (RSD) values for absolute elution times (10 peaks) for columns 1, 2, 3 and 4 (over all 5 cycles) were 7.5%, 1.2%, 17.3%, and 0.5% respectively. The relatively higher run-to-run variations observed for columns 1 and 3 reflect sub-system specific variations. The effects of these variations are significantly reduced by using relative retention times. The average RSD values for relative elution time were 0.7%, 0.3%, 0.9% and 0.3% for columns 1, 2, 3, and 4, respectively, which is comparable with published values for the manually-operated 1-column, 1-mixer precursor of the current system.25
Column-to-column elution time reproducibility was determined from consecutive analyses using each of the four different columns during a given cycle (e.g., columns 1, 2, 3 and 4 during cycle 1). Normalized chromatograms for the first cycle are shown in Figure 4. Similar to the run-to-run analyses, the average RSD for these column-to-column analyses is the average of the RSD values for each of the 10 peaks observed during a given cycle (i.e., on columns 1, 2, 3 and 4). The average RSD values for absolute elution time were 7.0%, 15.9%, 6.5%, 7.2%, and 11.6% for cycles 1, 3, 5, 7 and 9, respectively, while the average RSD values for relative elution time were 0.3%, 1.1%, 0.3%, 0.5%, and 0.9%, which are consistent with published results25. Like the run-to-run analyses, these variations reflect sub-system specific variations. The effect of subsystem variations on RSD values becomes more apparent when the values for the column that showed the largest deviation from average elution time of the first eluting peak (i.e., m/z 627.83) are excluded from the calculation. For example, the average RSD of absolute elution time dropped to 3.2%, 1.2%, 2.6%, 3.4%, and 1.7% for cycles 1, 3, 5, 7, and 9, respectively, when values for either column 1 or 3, both on subsystem 1, were removed from the evaluation.
Duty cycle
The 4-column, 2-mixer gradient, reversed-phase, capillary LC system is designed to maximize sample throughput, i.e., the number of samples analyzed by the mass spectrometer per unit time, while maintaining comparable chromatographic quality achieved with a 1-column, 1-mixer system. Since the mass spectrometer only acquires useful data during the gradient elution step, the highest achievable throughput is obtained when gradient elution steps are performed back-to-back. As shown in Figure 2b, this is not possible with a single-column design. Even with two columns and a single mixer, which allows one column to be regenerated while the other is used for an analysis, there is still wasted time on the mass spectrometer during the load and purge steps between each gradient elution (Figure 2c). Though the time for these steps can be minimized, they cannot be completely removed because the system has only a single gradient mixer, which inherently limits the duty cycle. By using two mixers, analyses can be alternated between a column connected to the first mixer and a column connected to the second mixer (Figures 2d). The four steps can be further staggered such that when the gradient elution ends on one column, the data-rich region of the gradient elution is just beginning on another column (Figure 2e), a technique which we refer to here as elution hopping. Using elution hopping, the LC system operates with a duty cycle of nearly 100% and the mass spectrometer only samples the data-rich region of each separation.
The theoretical duty cycle for each of the three LC systems (i.e., 1-column, 1-mixer; 2-columns, 1-mixer; 4-columns, 2-mixers) is provided in Table 2 along with relevant time restrictions that must be met for the theoretical and empirical duty cycles to match. The single restriction on a 2-column, 1-mixer system is the result of competition for the single mixer (e.g., the mixer cannot provide mobile phase B for the gradient elution of column 1 while simultaneously supplying mobile phase A for the load step of column 2). A 4-column, 2-mixer system has two restrictions. The first is that the time involved for successive uses of the same column (i.e., purge, regeneration, and load steps) must be less than or equal to the sum of the gradient elution times for the other three columns. The second restriction is that the gradient elution time for a column (e.g., column #2) connected to mixer #2 must be greater than or equal to the sum of the purge and load times of the two columns (e.g., columns #1 and #3) that share mixer #1. Note that the restrictions for the 4-column, 2-mixer system without and with elution hopping are related by substituting the gradient elution time with gradient elution time minus dead time and the load time with load time plus dead time.
Table 2.
LC system | Theoretical Duty Cycle | Restriction #1 | Restriction #2 | |
---|---|---|---|---|
1-column, 1-mixer | N/A | N/A | ||
2-column, 1-mixer | L + G + P ≥ Rmax | N/A | ||
4-column, 2-mixer no elution hopping | 3G ≥ P + Rmax + L | G ≥ P + L | ||
4-column, 2-mixer with elution hopping | 3(G - DT) ≥ P + Rmax + L + DT | G - DT ≥ P + L + DT |
The benefits of the 4-column, 2-mixer system with elution hopping are illustrated in Figure 5 by comparing its performance to that of a 1-column, 1-mixer system and a 2-column, 1-mixer system for each of the five LC configurations listed in Table 1. In all cases the 4-column, 2-mixer system with elution hopping has a higher duty cycle than either of the 1-mixer systems. This benefit is most dramatic for configurations 2, 3 and 4 where the 4-column, 2-mixer system with elution hopping provides more than a 100% improvement in the duty cycle compared to the 1-column, 1-mixer system. This benefit is reduced for configuration 5 because of the long gradient elution time compared to the times of the other steps; however, the 4-column, 2-mixer system with elution hopping still provides 28% improvement in duty cycle over the 1-column, 1-mixer system. Configuration 1 illustrates just the opposite; that is, the gradient elution time is so short compared to the other times that neither of the restrictions listed in Table 2 are satisfied, and the empirical duty cycle of the 4-column, 2-mixer system with elution hopping drops to 6% compared to 4% for the 1-column, 1-mixer system. Similarly, but less dramatically, restriction #2 is not satisfied for the 4-column, 2-mixer system with elution hopping for configuration 2, which reduces the duty cycle to 91%. We note that to achieve a duty cycle of ∼100% would require the addition of more sub-systems (see Figure 1), e.g., a 6-column, 3-mixer system. To maximize the benefit of these additions, pumps dedicated to supplying mobile phase A to each additional sub-system would also have to be added.
Several other aspects that relate to practical operation of the 4-column, 2-mixer system also affect its duty cycle. The first two are that in between each analysis, the ESI tips must be repositioned and the mass spectrometer reset. These processes can be overlapped and are relatively short, taking ∼10 s and ∼30 s, respectively. Inclusion of these times in the duty cycle calculations for an LC configuration with a gradient elution time of >∼100 min (i.e., configurations 3, 4 and 5 in Table 2) leads to a duty cycle of > 99%. The third aspect has a much larger effect and is due to automatic pump refills that occur less frequently, but completely stop sample processing while they take place. A pump refill leads to a gap between the end of one gradient elution and the beginning of the next that is equivalent to the time needed for a purge, regeneration, refill (∼18 min), and load and dead times. For example, pump refills for configuration 3 (Table 1) occur after every 10 samples and reduce the overall duty cycle to 87%. Note that the duty cycle between refills remains >99%. The addition of another pump to this system so that each sub-system would have a dedicated pump for mobile phase A and one for mobile phase B would allow pump refills to be coordinated so that samples could be processed continuously (i.e., only the pumps for one sub-system would be refilled at a time). Alternatively, the loss in duty cycle could be avoided by using different pumps, such as reciprocating piston pumps that can be refilled without interrupting operation.
Extended operation
Nine fully-automated LC systems in our high-throughput proteomics production facility have been configured as 4-column, 2-mixer systems that operate in elution hopping mode. Operation of these systems, some for more than a year, has demonstrated the significant benefits that this design offers in terms of cost and laboratory space, in addition to data production. For example, a system setup according to configuration 3 in Table 1 was operated for several days as a 4-column, 2-mixer system and then as a 1-column system. The practical throughput of the 4-column system (e.g., including pump refills) was twice that of the 1-column system - an average of 12 samples vs. 6 samples processed in 24 hours. Furthermore, this increased throughput comes without a need for increased laboratory space. Upgrading an existing 2-column, 1-mixer system to a 4-column, 2-mixer system increases throughput by ∼80% while the cost of this upgrade is significantly less than that of a new LC system and mass spectrometer to provide comparable throughput.
CONCLUSIONS
Evaluation of our 4-column, 2-mixer high-throughput, capillary LC system designed to perform staggered separations reveals a duty cycle of nearly 100% when operated within well-defined time parameters for column load, gradient elution, purge, and regeneration steps. The platform alternates between two identical sub-systems to achieve a nearly 100% duty cycle, a concept that is applicable to a variety of non-identical designs. An important aspect of this system is the use of encoding translation stages for positioning the ESI emitters, i.e., one emitter for each analytical column, at the inlet of the mass spectrometer. By using one emitter per column instead of coupling all 4 columns to a single emitter using a valve avoids degradation of chromatographic quality that would result due to dead volume in the valve. The performance and reproducibility of this system determined from repeated analyses of the microbe S. oneidensis is consistent with those obtained for a 1-column, 1-mixer system25. Average RSD values of ∼1% for run-to-run and column-to-column relative elution times are observed. Operation of nine 4-column, 2-mixer systems for high throughput LC-MS(/MS) analyses over the past year has demonstrated the robustness of these systems.
Supplementary Material
ACKNOWLEDGEMENTS
We thank Matthew E. Monroe and Navdeep Jaitly for useful discussions regarding data analysis, Heather M. Mottaz for sample preparation and James Ewing for the mechanical drawing shown in Figure S-1b. We thank the U.S. Department of Energy, Office of Biological and Environmental Research for their support of portions of this research. Work was performed in the Environmental Molecular Science Laboratory, a U. S. Department of Energy (DOE) national scientific user facility located on the campus of Pacific Northwest National Laboratory (PNNL) in Richland, Washington. PNNL is a multiprogram national laboratory operated for the DOE by Battelle Memorial Institute under contract DE-AC05-76RLO-1830.
REFERENCES
- (1).Link AJ, Eng J, Schieltz DM, Carmack E, Mize GJ, Morris DR, Garvik BM, Yates JR., 3rd Nat Biotechnol. 1999;17:676–682. doi: 10.1038/10890. [DOI] [PubMed] [Google Scholar]
- (2).Smith RD, Anderson GA, Lipton MS, Pasa-Tolic L, Shen Y, Conrads TP, Veenstra TD, Udseth HR. Proteomics. 2002;2:513–523. doi: 10.1002/1615-9861(200205)2:5<513::AID-PROT513>3.0.CO;2-W. [DOI] [PubMed] [Google Scholar]
- (3).Gorg A, Weiss W, Dunn MJ. Proteomics. 2004;4:3665–3685. doi: 10.1002/pmic.200401031. [DOI] [PubMed] [Google Scholar]
- (4).Lopez-Ferrer D, Canas B, Vazquez J, Lodeiro C, Rial-Otero R, Moura I, Capelo JL. Trac-Trends in Analytical Chemistry. 2006;25:996–1005. [Google Scholar]
- (5).Shen YF, Smith RD, Unger KK, Kumar D, Lubda D. Analytical Chemistry. 2005;77:6692–6701. doi: 10.1021/ac050876u. [DOI] [PubMed] [Google Scholar]
- (6).Tiller PR, Romanyshyn LA, Neue UD. Analytical And Bioanalytical Chemistry. 2003;377:788–802. doi: 10.1007/s00216-003-2146-0. [DOI] [PubMed] [Google Scholar]
- (7).Manisali I, Chen DDY, Schneider BB. Trac-Trends in Analytical Chemistry. 2006;25:243–256. [Google Scholar]
- (8).de Biasi V, Haskins N, Organ A, Bateman R, Giles K, Jarvis S. Rapid Communications in Mass Spectrometry. 1999;13:1165–1168. doi: 10.1002/(SICI)1097-0231(19990630)13:12<1165::AID-RCM638>3.0.CO;2-4. [DOI] [PubMed] [Google Scholar]
- (9).Wang T, Cohen J, Kassel DB, Zeng L. Comb Chem High Throughput Screen. 1999;2:327–334. [PubMed] [Google Scholar]
- (10).Bayliss MK, Little D, Mallett DN, Plumb RS. Rapid Commun Mass Spectrom. 2000;14:2039–2045. doi: 10.1002/1097-0231(20001115)14:21<2039::AID-RCM130>3.0.CO;2-2. [DOI] [PubMed] [Google Scholar]
- (11).Yang LY, Mann TD, Little D, Wu N, Clement RP, Rudewicz PJ. Analytical Chemistry. 2001;73:1740–1747. doi: 10.1021/ac0012694. [DOI] [PubMed] [Google Scholar]
- (12).Deng Y, Zeng H, Unger SE, Wu JT. Rapid Commun Mass Spectrom. 2001;15:1634–1640. doi: 10.1002/rcm.422. [DOI] [PubMed] [Google Scholar]
- (13).Deng Y, Wu JT, Lloyd TL, Chi CL, Olah TV, Unger SE. Rapid Commun Mass Spectrom. 2002;16:1116–1123. doi: 10.1002/rcm.688. [DOI] [PubMed] [Google Scholar]
- (14).Fung EN, Chu I, Li C, Liu T, Soares A, Morrison R, Nomeir AA. Rapid Commun Mass Spectrom. 2003;17:2147–2152. doi: 10.1002/rcm.1165. [DOI] [PubMed] [Google Scholar]
- (15).Cass RT, Villa JS, Karr DE, Schmidt DE., Jr. Rapid Commun Mass Spectrom. 2001;15:406–412. doi: 10.1002/rcm.246. [DOI] [PubMed] [Google Scholar]
- (16).Xia YQ, Whigan DB, Powell ML, Jemal M. Rapid Commun Mass Spectrom. 2000;14:105–111. doi: 10.1002/(SICI)1097-0231(20000130)14:2<105::AID-RCM842>3.0.CO;2-Q. [DOI] [PubMed] [Google Scholar]
- (17).Van Pelt CK, Corso TN, Schultz GA, Lowes S, Henion J. Anal Chem. 2001;73:582–588. doi: 10.1021/ac0006876. [DOI] [PubMed] [Google Scholar]
- (18).King RC, Miller-Stein C, Magiera DJ, Brann J. Rapid Communications in Mass Spectrometry. 2002;16:43–52. doi: 10.1002/rcm.539. [DOI] [PubMed] [Google Scholar]
- (19).Shen Y, Zhao R, Belov ME, Conrads TP, Anderson GA, Tang K, Pasa-Tolic L, Veenstra TD, Lipton MS, Udseth HR, Smith RD. Anal Chem. 2001;73:1766–1775. doi: 10.1021/ac0011336. [DOI] [PubMed] [Google Scholar]
- (20).Shen Y, Tolic N, Zhao R, Pasa-Tolic L, Li L, Berger SJ, Harkewicz R, Anderson GA, Belov ME, Smith RD. Anal Chem. 2001;73:3011–3021. doi: 10.1021/ac001393n. [DOI] [PubMed] [Google Scholar]
- (21).Belov ME, Anderson GA, Wingerd MA, Udseth HR, Tang K, Prior DC, Swanson KR, Buschbach MA, Strittmatter EF, Moore RJ, Smith RD. Journal of the American Society for Mass Spectrometry. 2004;15:212–232. doi: 10.1016/j.jasms.2003.09.008. [DOI] [PubMed] [Google Scholar]
- (22).Livesay EA, Tang K, Buschbach MA, Shen Y, Taylor BK, Anderson GA, Moore RJ, Smith RD. 53rd ASMS Conference on Mass Spectrometry; San Antonio, TX. 2005; R. Z. poster. [Google Scholar]
- (23).Kelly RT, Page JS, Luo QZ, Moore RJ, Orton DJ, Tang KQ, Smith RD. Analytical Chemistry. 2006;78:7796–7801. doi: 10.1021/ac061133r. [DOI] [PMC free article] [PubMed] [Google Scholar]
- (24).Shen Y, Zhang R, Moore RJ, Kim J, Metz TO, Hixson KK, Zhao R, Livesay EA, Udseth HR, Smith RD. Anal Chem. 2005;77:3090–3100. doi: 10.1021/ac0483062. [DOI] [PubMed] [Google Scholar]
- (25).Shen Y, Zhao R, Berger SJ, Anderson GA, Rodriguez N, Smith RD. Anal Chem. 2002;74:4235–4249. doi: 10.1021/ac0202280. [DOI] [PubMed] [Google Scholar]
- (26).Shen Y, Strittmatter EF, Zhang R, Metz TO, Moore RJ, Li F, Udseth HR, Smith RD, Unger KK, Kumar D, Lubda D. Anal Chem. 2005;77:7763–7773. doi: 10.1021/ac051257o. [DOI] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.