@article{chen_song_wang_lin_ducoste_shuford_liu_li_shi_nepomuceno_et al._2014, title={Systems Biology of Lignin Biosynthesis in Populus trichocarpa: Heteromeric 4-Coumaric Acid:Coenzyme A Ligase Protein Complex Formation, Regulation, and Numerical Modeling}, volume={26}, ISSN={1040-4651 1532-298X}, url={http://dx.doi.org/10.1105/tpc.113.119685}, DOI={10.1105/tpc.113.119685}, abstractNote={This work shows that 4CL, an enzyme in monolignol biosynthesis, is found as a heterotetrameric complex of two isoforms in Populus trichocarpa. The activity of the heterotetramer can be described by a mathematical model that explains the effects of each isoform with mixtures of substrates and three types of inhibition, providing insights into the regulation of metabolic flux for this pathway. As a step toward predictive modeling of flux through the pathway of monolignol biosynthesis in stem differentiating xylem of Populus trichocarpa, we discovered that the two 4-coumaric acid:CoA ligase (4CL) isoforms, 4CL3 and 4CL5, interact in vivo and in vitro to form a heterotetrameric protein complex. This conclusion is based on laser microdissection, coimmunoprecipitation, chemical cross-linking, bimolecular fluorescence complementation, and mass spectrometry. The tetramer is composed of three subunits of 4CL3 and one of 4CL5. 4CL5 appears to have a regulatory role. This protein–protein interaction affects the direction and rate of metabolic flux for monolignol biosynthesis in P. trichocarpa. A mathematical model was developed for the behavior of 4CL3 and 4CL5 individually and in mixtures that form the enzyme complex. The model incorporates effects of mixtures of multiple hydroxycinnamic acid substrates, competitive inhibition, uncompetitive inhibition, and self-inhibition, along with characteristic of the substrates, the enzyme isoforms, and the tetrameric complex. Kinetic analysis of different ratios of the enzyme isoforms shows both inhibition and activation components, which are explained by the mathematical model and provide insight into the regulation of metabolic flux for monolignol biosynthesis by protein complex formation.}, number={3}, journal={The Plant Cell}, publisher={Oxford University Press (OUP)}, author={Chen, Hsi-Chuan and Song, Jina and Wang, Jack P. and Lin, Ying-Chung and Ducoste, Joel and Shuford, Christopher M. and Liu, Jie and Li, Quanzi and Shi, Rui and Nepomuceno, Angelito and et al.}, year={2014}, month={Mar}, pages={876–893} }
 @article{chen_song_williams_shuford_liu_wang_li_shi_gokce_ducoste_et al._2013, title={Monolignol Pathway 4-Coumaric Acid: Coenzyme A Ligases in Populus trichocarpa: Novel Specificity, Metabolic Regulation, and Simulation of Coenzyme A Ligation Fluxes}, volume={161}, ISSN={["0032-0889"]}, url={http://www.scopus.com/inward/record.url?eid=2-s2.0-84874626790&partnerID=MN8TOARS}, DOI={10.1104/pp.112.210971}, abstractNote={Abstract}, number={3}, journal={PLANT PHYSIOLOGY}, author={Chen, Hsi-Chuan and Song, Jina and Williams, Cranos M. and Shuford, Christopher M. and Liu, Jie and Wang, Jack P. and Li, Quanzi and Shi, Rui and Gokce, Emine and Ducoste, Joel and et al.}, year={2013}, month={Mar}, pages={1501–1516} }
 @article{shi_shuford_wang_sun_yang_chen_tunlaya-anukit_li_liu_muddiman_et al._2013, title={Regulation of phenylalanine ammonia-lyase (PAL) gene family in wood forming tissue of Populus trichocarpa}, volume={238}, url={http://www.scopus.com/inward/record.url?eid=2-s2.0-84882877816&partnerID=MN8TOARS}, DOI={10.1007/s00425-013-1905-1}, abstractNote={Phenylalanine ammonia-lyase (PAL) catalyzes the initial step of phenylpropanoid biosynthesis in plants. Five PAL genes (PtrPAL1 to 5) have been identified in Populus trichocarpa. These genes are classified into two subgroups according to their transcript sequence similarity and tissue specificity. However, the regulation of these genes and their protein functions are not well understood. In this study, enzymatic properties of each PtrPALs were characterized based on their recombinant proteins expressed in E.coli. Subcellular localizations of each PtrPALs in stem wood forming tissue were investigated and individual PtrPAL protein abundances in cytosol and membrane protein fractions were measured using protein cleavage-isotope dilution mass spectrometry (PC-IDMS). Protein/mRNA ratios of PtrPALs were further verified using RNA-Seq and gel-enhanced liquid chromatography mass spectrometry (GeLC-MS). All PtrPALs have similar catalytic properties for the deamination of L-phenylalanine, their major substrate. All PtrPALs have similar subcellular locations in stem wood forming tissue, with major amount in the cytosol (93-96 %) and less in the membrane (4-7 %). However, the protein/mRNA ratios of subgroup A (PtrPAL2, 4 and 5) are about five times that of subgroup B (PtrPAL1 and 3) in stem wood forming tissue, while all PtrPALs have similar transcript abundances. These results indicate a greater functional significance of subgroup A PtrPALs for stem wood formation, and highlight the role of gene post-transcriptional regulation.}, number={3}, journal={Planta}, author={Shi, R. and Shuford, C. M. and Wang, Jack P. and Sun, Y. H. and Yang, Z. C. and Chen, H. C. and Tunlaya-Anukit, S. and Li, Q. Z. and Liu, J. and Muddiman, David and et al.}, year={2013}, pages={487–497} }
 @article{wang_shuford_li_song_lin_sun_chen_williams_muddiman_sederoff_et al._2012, title={Functional redundancy of the two 5-hydroxylases in monolignol biosynthesis of Populus trichocarpa: LC-MS/MS based protein quantification and metabolic flux analysis}, volume={236}, ISSN={["1432-2048"]}, url={http://www.scopus.com/inward/record.url?eid=2-s2.0-84865584315&partnerID=MN8TOARS}, DOI={10.1007/s00425-012-1663-5}, abstractNote={Flowering plants have syringyl and guaiacyl subunits in lignin in contrast to the guaiacyl lignin in gymnosperms. The biosynthesis of syringyl subunits is initiated by coniferaldehyde 5-hydroxylase (CAld5H). In Populus trichocarpa there are two closely related CAld5H enzymes (PtrCAld5H1 and PtrCAld5H2) associated with lignin biosynthesis during wood formation. We used yeast recombinant PtrCAld5H1 and PtrCAld5H2 proteins to carry out Michaelis-Menten and inhibition kinetics with LC-MS/MS based absolute protein quantification. CAld5H, a monooxygenase, requires a cytochrome P450 reductase (CPR) as an electron donor. We cloned and expressed three P. trichocarpa CPRs in yeast and show that all are active with both CAld5Hs. The kinetic analysis shows both CAld5Hs have essentially the same biochemical functions. When both CAld5Hs are coexpressed in the same yeast membranes, the resulting enzyme activities are additive, suggesting functional redundancy and independence of these two enzymes. Simulated reaction flux based on Michaelis-Menten kinetics and inhibition kinetics confirmed the redundancy and independence. Subcellular localization of both CAld5Hs as sGFP fusion proteins expressed in P. trichocarpa differentiating xylem protoplasts indicate that they are endoplasmic reticulum resident proteins. These results imply that during wood formation, 5-hydroxylation in monolignol biosynthesis of P. trichocarpa requires the combined metabolic flux of these two CAld5Hs to maintain adequate biosynthesis of syringyl lignin. The combination of genetic analysis, absolute protein quantitation-based enzyme kinetics, homologous CPR specificity, SNP characterization, and ER localization provides a more rigorous basis for a comprehensive systems understanding of 5-hydroxylation in lignin biosynthesis.}, number={3}, journal={PLANTA}, publisher={Springer Science + Business Media}, author={Wang, Jack P. and Shuford, Christopher M. and Li, Quanzi and Song, Jina and Lin, Ying-Chung and Sun, Ying-Hsuan and Chen, Hsi-Chuan and Williams, Cranos M. and Muddiman, David C. and Sederoff, Ronald R. and et al.}, year={2012}, month={Sep}, pages={795–808} }
 @article{shuford_sederoff_chiang_muddiman_2012, title={Peptide Production and Decay Rates Affect the Quantitative Accuracy of Protein Cleavage Isotope Dilution Mass Spectrometry (PC-IDMS)}, volume={11}, ISSN={1535-9476 1535-9484}, url={http://dx.doi.org/10.1074/mcp.O112.017145}, DOI={10.1074/mcp.o112.017145}, abstractNote={No consensus has been reached on the proper time to add stable-isotope labeled (SIL) peptides in protein cleavage isotope dilution mass spectrometry workflows. While quantifying 24 monolignol pathway enzymes in the xylem tissue of Populus trichocarpa, we compared the protein concentrations obtained when adding the SIL standard peptides concurrently with the enzyme or after quenching of the digestion (i.e. postdigestion) and observed discrepancies for nearly all tryptic peptides investigated. In some cases, greater than 30-fold differences were observed. To explain these differences and potentially correct for them, we developed a mathematical model based on pseudo-first-order kinetics to account for the dynamic production and decay (e.g. degradation and precipitation) of the native peptide targets in conjunction with the decay of the SIL peptide standards. A time course study of the digests confirmed the results predicted by the proposed model and revealed that the discrepancy between concurrent and postdigestion introduction of the SIL standards was related to differential decay experienced by the SIL peptide and the native peptide in each method. Given these results, we propose concurrent introduction of the SIL peptide is most appropriate, though not free from bias. Mathematical modeling of this method reveals that overestimation of protein quantities would still result when rapid peptide decay occurs and that this bias would be further exaggerated by slow proteolysis. We derive a simple equation to estimate the bias for each peptide based on the relative rates of production and decay. According to this equation, nearly half of the peptides evaluated here were estimated to have quantitative errors greater than 10% and in a few cases over 100%. We conclude that the instability of peptides can often significantly bias the protein quantities measured in protein cleavage isotope dilution mass spectrometry-based assays and suggest peptide stability be made a priority when selecting peptides to use for quantification.}, number={9}, journal={Molecular & Cellular Proteomics}, publisher={American Society for Biochemistry & Molecular Biology (ASBMB)}, author={Shuford, Christopher M. and Sederoff, Ronald R. and Chiang, Vincent L. and Muddiman, David C.}, year={2012}, month={May}, pages={814–823} }
 @article{shuford_poteat_buchwalter_muddiman_2011, title={Absolute quantification of free glutathione and cysteine in aquatic insects using isotope dilution and selected reaction monitoring}, volume={402}, ISSN={1618-2642 1618-2650}, url={http://dx.doi.org/10.1007/S00216-011-5416-2}, DOI={10.1007/s00216-011-5416-2}, abstractNote={A simple and robust isotope dilution mass spectrometry-based assay was developed for the determination of free cysteine and glutathione (GSH) in aquatic insects. Several experimental parameters were evaluated and optimized to provide specific and sensitive detection of both compounds by in situ derivatization with N-ethylmaleimide followed by acid alkylation quenching and reverse-phased liquid chromatography coupled with selected reaction monitoring. For both targets, the assay was evaluated over a concentration range of 0.313 to 320 μM and was demonstrated to have a quantitative dynamic range spanning nearly three orders of magnitude, with lower limits of quantification being 0.330 μM for GSH and 0.370 μM for cysteine. Additionally, measurements were observed to be highly reproducible over the course of several days. When applied to the analysis of four different species of insects, large biological variation between and within species was observed. Different feeding regimens were also tested within two species of insects but statistical comparisons revealed no significant difference in the levels of either compound.}, number={1}, journal={Analytical and Bioanalytical Chemistry}, publisher={Springer Science and Business Media LLC}, author={Shuford, Christopher M. and Poteat, Monica D. and Buchwalter, David B. and Muddiman, David C.}, year={2011}, month={Sep}, pages={357–366} }
 @misc{shuford_muddiman_2011, title={Capitalizing on the hydrophobic bias of electrospray ionization through chemical modification in mass spectrometry-based proteomics}, volume={8}, ISSN={["1744-8387"]}, DOI={10.1586/epr.11.24}, abstractNote={Protein chemical derivatization has emerged as an invaluable bioanalytical approach in mass spectrometry-based proteomics with nearly unlimited potential. To date, derivatization strategies in proteomics have primarily focused on improving mass spectral identification and relative quantification of proteins, as well as increasing enrichment yield from complex mixtures. However, there is a great opportunity to develop and exploit front-end chemical processes to enhance the ability to detect low-abundant peptides and proteins for a large number of applications. The content of this article focuses on improvements in targeted, mass spectrometry-based proteomic strategies, achieved by taking advantage of the mechanism of ESI through the use of hydrophobic chemical derivatization.}, number={3}, journal={EXPERT REVIEW OF PROTEOMICS}, author={Shuford, Christopher M. and Muddiman, David C.}, year={2011}, month={Jun}, pages={317–323} }
 @article{gokce_shuford_franck_dean_muddiman_2011, title={Evaluation of Normalization Methods on GeLC-MS/MS Label-Free Spectral Counting Data to Correct for Variation during Proteomic Workflows}, volume={22}, ISSN={["1879-1123"]}, DOI={10.1007/s13361-011-0237-2}, abstractNote={Normalization of spectral counts (SpCs) in label-free shotgun proteomic approaches is important to achieve reliable relative quantification. Three different SpC normalization methods, total spectral count (TSpC) normalization, normalized spectral abundance factor (NSAF) normalization, and normalization to selected proteins (NSP) were evaluated based on their ability to correct for day-to-day variation between gel-based sample preparation and chromatographic performance. Three spectral counting data sets obtained from the same biological conidia sample of the rice blast fungus Magnaporthe oryzae were analyzed by 1D gel and liquid chromatography-tandem mass spectrometry (GeLC-MS/MS). Equine myoglobin and chicken ovalbumin were spiked into the protein extracts prior to 1D-SDS- PAGE as internal protein standards for NSP. The correlation between SpCs of the same proteins across the different data sets was investigated. We report that TSpC normalization and NSAF normalization yielded almost ideal slopes of unity for normalized SpC versus average normalized SpC plots, while NSP did not afford effective corrections of the unnormalized data. Furthermore, when utilizing TSpC normalization prior to relative protein quantification, t-testing and fold-change revealed the cutoff limits for determining real biological change to be a function of the absolute number of SpCs. For instance, we observed the variance decreased as the number of SpCs increased, which resulted in a higher propensity for detecting statistically significant, yet artificial, change for highly abundant proteins. Thus, we suggest applying higher confidence level and lower fold-change cutoffs for proteins with higher SpCs, rather than using a single criterion for the entire data set. By choosing appropriate cutoff values to maintain a constant false positive rate across different protein levels (i.e., SpC levels), it is expected this will reduce the overall false negative rate, particularly for proteins with higher SpCs.}, number={12}, journal={JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY}, author={Gokce, Emine and Shuford, Christopher M. and Franck, William L. and Dean, Ralph A. and Muddiman, David C.}, year={2011}, month={Dec}, pages={2199–2208} }
 @article{chen_li_shuford_liu_muddiman_sederoff_chiang_2011, title={Membrane protein complexes catalyze both 4-and 3-hydroxylation of cinnamic acid derivatives in monolignol biosynthesis}, volume={108}, ISSN={["0027-8424"]}, DOI={10.1073/pnas.1116416109}, abstractNote={
            The hydroxylation of 4- and 3-ring carbons of cinnamic acid derivatives during monolignol biosynthesis are key steps that determine the structure and properties of lignin. Individual enzymes have been thought to catalyze these reactions. In stem differentiating xylem (SDX) of
            Populus trichocarpa
            , two cinnamic acid 4-hydroxylases (PtrC4H1 and PtrC4H2) and a
            p
            -coumaroyl ester 3-hydroxylase (PtrC3H3) are the enzymes involved in these reactions. Here we present evidence that these hydroxylases interact, forming heterodimeric (PtrC4H1/C4H2, PtrC4H1/C3H3, and PtrC4H2/C3H3) and heterotrimeric (PtrC4H1/C4H2/C3H3) membrane protein complexes. Enzyme kinetics using yeast recombinant proteins demonstrated that the enzymatic efficiency (
            V
            max
            /
            k
            m
            ) for any of the complexes is 70–6,500 times greater than that of the individual proteins. The highest increase in efficiency was found for the PtrC4H1/C4H2/C3H3-mediated
            p
            -coumaroyl ester 3-hydroxylation. Affinity purification-quantitative mass spectrometry, bimolecular fluorescence complementation, chemical cross-linking, and reciprocal coimmunoprecipitation provide further evidence for these multiprotein complexes. The activities of the recombinant and SDX plant proteins demonstrate two protein-complex–mediated 3-hydroxylation paths in monolignol biosynthesis in
            P
            .
            trichocarpa
            SDX; one converts
            p
            -coumaric acid to caffeic acid and the other converts
            p
            -coumaroyl shikimic acid to caffeoyl shikimic acid. Cinnamic acid 4-hydroxylation is also mediated by the same protein complexes. These results provide direct evidence for functional involvement of membrane protein complexes in monolignol biosynthesis.
          }, number={52}, journal={PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA}, author={Chen, Hsi-Chuan and Li, Quanzi and Shuford, Christopher M. and Liu, Jie and Muddiman, David C. and Sederoff, Ronald R. and Chiang, Vincent L.}, year={2011}, month={Dec}, pages={21253–21258} }
 @article{shuford_comins_whitten_burnett_muddiman_2010, title={Improving limits of detection for B-type natriuretic peptide using PC-IDMS: An application of the ALiPHAT strategy}, volume={135}, ISSN={["1364-5528"]}, DOI={10.1039/b919484c}, abstractNote={Hydrophobic tagging of biomolecules has been reported by our group and others to increase their ionization efficiency during electrospray ionization and facilitate their detection by mass spectrometry. As such, hydrophobic tagging should provide a viable method for augmenting MS-based quantification of low abundance proteins by decreasing their detection limits. Herein we have evaluated two commercial alkylation reagents and several newly synthesized hydrophobic alkylation reagents for their utility in quantifying B-type Natriuretic Peptide, a low abundance cardiac biomarker, by protein cleavage isotope dilution mass spectrometry. For the cysteine containing tryptic peptide evaluated, a approximately 3.5-fold decrease in the detection limit was observed for the best performing hydrophobic reagent, 2-iodo-N-octylacetamide, relative to the commonly used alkylation reagent, iodoacetamide. Additionally, we have evaluated the use of nonpolar surface areas as a metric for assessing the effectiveness of the alkylation reagents in improving ESI response.}, number={1}, journal={ANALYST}, author={Shuford, Christopher M. and Comins, Daniel L. and Whitten, Jerry L. and Burnett, John C., Jr. and Muddiman, David C.}, year={2010}, pages={36–41} }
 @article{shuford_hawkridge_burnett_muddiman_2010, title={Utilizing Spectral Counting To Quantitatively Characterize Tandem Removal of Abundant Proteins (TRAP) in Human Plasma}, volume={82}, ISSN={["0003-2700"]}, DOI={10.1021/ac102248d}, abstractNote={Biomarker discovery efforts in serum and plasma are greatly hindered by the presence of high abundance proteins that prevent the detection and quantification of less abundant, yet biologically significant, proteins. The most common method for addressing this problem is to specifically remove the few abundant proteins through immunoaffinity depletion/subtraction. Herein, we improved upon this method by utilizing multiple depletion columns in series, so as to increase the efficiency of the abundant protein removal and augment the detection/identification of less abundant plasma proteins. Spectral counting was utilized to make quantitative comparisons between undepleted plasma, plasma depleted with a single depletion column, and plasma depleted using two or three depletion columns in tandem. In the undepleted plasma only 29 lower abundance protein groups were identified with the top-scoring protein from each group having a median spectral count of 3, while in the plasma processed using a single HSA depletion column 61 such protein groups were identified with a median spectral count of 8. In comparison, 76 lesser abundant protein groups were identified with a median spectral count of 11.5 in the two column setup (i.e., HSA followed by MARS Hu14). However, in the ultimate depleted plasma sample, which was created using three depletion columns in tandem, the number of less abundant protein groups identified increase to 81 and the median spectral count for the top-scoring proteins from each group increased to 15 counts per protein. Moreover, exogenous B-type natriuretic peptide-32, which was added to the plasma as a detection benchmark at 12 μg/mL, was only detected in the plasma sample depleted using three depletion columns in tandem. Collectively, these data demonstrate that this method, tandem removal of abundant proteins or TRAP, provides superior removal efficiency compared to traditional applications and improves the depth of proteome coverage in plasma.}, number={24}, journal={ANALYTICAL CHEMISTRY}, author={Shuford, Christopher M. and Hawkridge, Adam M. and Burnett, John C., Jr. and Muddiman, David C.}, year={2010}, month={Dec}, pages={10179–10185} }
 @article{andrews_shuford_burnett_hawkridge_muddiman_2009, title={Coupling of a vented column with splitless nanoRPLC-ESI-MS for the improved separation and detection of brain natriuretic peptide-32 and its proteolytic peptides}, volume={877}, ISSN={1570-0232}, url={http://dx.doi.org/10.1016/j.jchromb.2009.02.040}, DOI={10.1016/j.jchromb.2009.02.040}, abstractNote={The circulating concentration of a biomarker for congestive heart failure, Brain (B-type) Natriuretic Peptide (BNP-32), is measured using ELISA based assays in order to rapidly diagnose and monitor disease progression. The lack of molecular specificity afforded by these assays has recently come into question as emerging studies indicate there are potentially multiple heterogeneous forms of BNP in circulation with immunoreactive capabilities. In order to better understand the molecular biology of BNP-32 as it relates to congestive heart failure, it would thus be advantageous to use a detection platform such as Fourier transform ion cyclotron resonance mass spectrometry. This high resolving power mass spectrometer can provide unparalleled molecular specificity and can facilitate identification and characterization of the various molecular forms across all disease states. Unfortunately, BNP circulates at low concentrations (as low as 3fmol/mL). Thus, it will require a collaborative effort from a number of orthogonal front-end technologies to overcome the disconnect between the practical detection limits of this instrument platform and the physiological levels of BNP-32 and its alternative molecular forms. Herein, we begin optimization of these front-end techniques by first enhancing the conditions for online nanoLC-ESI-MS separations of BNP-32 and its proteolytic fragments. Through extensive analysis of various chromatographic parameters we determined that Michrom Magic C8 stationary phase used in conjunction with a continuous, vented column configuration provided advanced chromatographic performance for the nano-flow separations involving intact BNP-32 and its associated tryptic peptides. Furthermore, conditions for the tryptic digestion of BNP-32 were also studied. We demonstrate that the use of free cysteine as an alkylation quenching agent and a secondary digestion within the digestion scheme can provide targeted tryptic peptides with increased abundances. Combined, these data will serve to further augment the detection of BNP-32 by LC-MS.}, number={10}, journal={Journal of Chromatography B}, publisher={Elsevier BV}, author={Andrews, Genna L. and Shuford, Christopher M. and Burnett, John C., Jr. and Hawkridge, Adam M. and Muddiman, David C.}, year={2009}, month={Apr}, pages={948–954} }