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Molecular & Cellular Proteomics 7:1587-1597, 2008.
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| ABSTRACT |
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In MS-based proteomics, quantitative strategies typically involve the use of stable isotopic reagents to generate "heavy" and "light" samples, which retain their chemical identity and can then be differentiated and directly compared by MS analysis. Although chemical labeling methods such as ICAT (isotope-coded affinity tags) have demonstrated widespread applicability (1), metabolic incorporation strategies such as stable isotope labeling with amino acids in cell culture (SILAC) are becoming more common for cell types that can be grown for extensive periods of time in vitro. Though there are numerous advantages for using SILAC-based methods, compared with chemical labeling, a major drawback is the unintended metabolic inter-conversion of isotopic amino acids in the labeling process, generating artifacts affecting the quantification. This is a particular problem with arginine, which is a metabolic precursor for proline biosynthesis (Fig. 1). In general, large scale SILAC experiments use both isotope-coded arginine and lysine to obtain labeling of all possible tryptic peptides thereby maximizing quantitative coverage of all potential peptides in a given experiment.
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50% of all tryptic peptides between 700 and 6000 Da in the international protein index human data base contain at least one proline. Moreover, in a recent study it was reported that
30–40% of all observable proline containing peptides exhibited some level of conversion from heavy arginine (7). Besides acting to skew the relative abundance observed, conversion of "heavy" arginine to "heavy" proline also further complicates the mass spectrometry data by increasing the number of peptide ion peaks. One strategy to minimize this problem is the reduction of the arginine concentration in the SILAC media rendering it metabolically unfavorable as a precursor for proline synthesis (8). Although this does reduce the conversion, it does not prevent it completely (3). The other is to avoid the use of arginine altogether (3). Finally, alternative corrections can be done mathematically, post-analysis, but these are inaccurate and do not solve the problem of increased peptide ion complexity (9). Although reducing the concentration of available arginine in SILAC labeling media seems to be the method of choice for preventing its conversion to proline, this approach could be problematic for particular cells types like those with rapid cellular metabolism (10). Moreover, certain sensitive cell types, such as human embryonic stem cells (hESCs) die or differentiate under restrictive metabolic conditions (7, 11). To this end, Van hoof et al. (7) sought to compensate for arginine to proline conversion in SILAC experiments by advocating the use of isotopically labeled arginine (15N4-Arg) in light SILAC media as well as (15N4-13C6-Arg) in the heavy media. With the assumption that arginine to proline conversion would be the same under both conditions, the monoisotopic peak of light and heavy proline containing peptide ions could be compared with correctly determined relative abundance, as both would be reduced proportionately. This method does provide a solution but it further complicates the procedure by generating additional converted proline peptide ions in the MS spectra and by adding the cost of expensive isotopic reagents. Also, there is no guarantee that the rate of arginine to proline conversion will be the same when comparing different cell types or treatments. Adding to these difficulties is the fact that SILAC labeling of both hESCs (7) and ESCs from the mouse (mESC) (12) requires the use of mouse embryonic fibroblast (MEF) feeder cells, which precludes the attainment of high cell numbers necessary for large scale, SILAC-based proteomic applications (8, 13–16). Faced with these challenges, we sought a simple solution, for arginine to proline conversion in SILAC experiments that would be compatible with a robust hESC culture protocol free of feeder cells.
In this study, we demonstrate that by supplementing SILAC media with standard L-proline, the conversion of isotope-coded arginine to labeled proline can be prevented. In addition, when providing sufficient amounts of arginine, no back conversion from the increased proline supplement was observed. When proline supplementation of SILAC media was adapted to both mouse and human ESC culture reagents complete labeling with isotope-coded lysine and arginine can be routinely achieved using standard procedures in the absence of feeder cells without compromising the ESC phenotype.
| EXPERIMENTAL PROCEDURES |
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Preparation and Digestion of Cell Samples—
To monitor isotopic amino acid incorporation and conversion, trypsin digests were prepared from whole cell lysates for LC-MS analysis. Cell culture media was removed, and cells were washed with phosphate-buffered saline. Cells were then mechanically removed from the plate, lysed by dissociation in 8 M urea, and 50 mM ammonium bicarbonate and frozen at –80 °C. The protein content was determined by Bradford assay, and where indicated, light and heavy isotopic samples were mixed (1:1) based on total protein concentration prior to digestion. For trypsin digestion, samples were reduced with 10 mM dithiothreitol, alkylated with 30 mM iodoacetamide, diluted 1:4 with 50 mM NH4CO3, and treated with modified trypsin (1:25 enzyme/substrate ratio; Promega) at 37 °C overnight. The resulting tryptic peptides were extracted using a 1-ml C18 solid phase extraction cartridge (Waters), eluted with 50% (v/v) acetonitrile, 0.1% (v/v) formic acid to remove urea and salts and were re-concentrated in a vacuum centrifuge. Dried fractions were reconstituted in 10% formic acid for LC-MS/MS analysis.
Liquid Chromatography Tandem Mass Spectrometry (LC-MS/MS) Analysis—
Between 1.0 and 0.5 µg of each original sample was injected on a NanoAcquity UPLC (ultra performance liquid chromatography) (Waters) equipped with a 15 cm x 75 µm C18 reverse phase column employing a 90-min LC gradient (5–40% ACN, 0.1% formic acid) and detected in a data-dependent acquisition mode by tandem MS (Q-ToF Ultima; Waters). The MS was directed to use the following data-dependent acquisition parameters: survey scans range 400–1800 m/z, 1 s scans, 1–4 precursors selected based on charge state (+2, +3 and, +4 ions). MS/MS fragmentation was then performed on the ions using the charge-state collision energy profile function.
Analysis of Isotopic Amino Acid Labeling and Conversion—
Raw data files were processed using Protein Lynx Global Server 2.2.5 and summarized to peak list files (pkl). The processed data was searched against the human or mouse international protein index data base version 3.40 (appended with common protein contaminants including human keratin, bovine albumin, and trypsin) using the built in Protein Lynx Global Server search engine. The search parameters were: 100 ppm for MS and 0.1 Da for MS/MS, 2 missed cleavages on tryptic peptides, carbamidomethyl Cys as a fixed modification, and oxidized Met as a variable modification. For isotopic labeling, variable modifications of 5 or 6 Da for proline, 6 or 10 Da for arginine, and 8 Da for lysine were included in the search where appropriate. Quantification of peak areas was performed manually using MassLynx software version 4.1 on peptides indicated. MS spectra containing peptide ions of interest were summed, and background was subtracted using a polynomial order of 5 at 10% below the curve. The peak area was determined by integration using the built-in algorithm in MassLynx 4.1 to output peak area values. Peak area of the monoisotopic ions was used for comparison and determination of intensity ratios of peptide candidates.
Titration of Proline—
HeLa cells were passaged twice at a ratio of 1:8 in SILAC media containing the indicated amount of L-proline to ensure maximum incorporation of the isotopic arginine label (either 13C6 or 13C6, 15N4-Arg). SILAC media was changed every 3 days or as needed based on phenol red indicator. Whole cell lysates were digested and subject to LC-MS/MS in the initial sample analysis. Both potential and confirmed (by MS/MS) proline containing peptides resulting from the conversion of isotopic arginine were noted. All samples were then re-run in triplicate using the "include only" function to target previously detected/suspected proline containing peptides across all the samples. The candidate list of proline containing peptides was then used to follow the conversion of arginine to proline over varying proline supplement concentrations. Peptides containing labeled proline derived from isotope-coded arginine were confirmed by MS/MS in the 0 and 50 mg/liter proline samples. 13 proline-converted peptides observed in the replicate analysis and confirmed by MS/MS were used to monitor isotopic arginine to proline conversion in these experiments. These were: VAPEEHPVLLTEAPINPK, LILPGELAK, PMFIVNTNVPR, NTGIICTIGPASR, MSVQPTVSLGGFEITPPVVLR, PPYTVVYFPVRGR, YSSLVPIEK, AVFPSLVGRPR, VAPEEHPVLLTEAPINPK, SSGPYGGGGQYFAKPR, QYPKVPR, LAVNMVPFPR, and SSRAGLQFPVGR.
To investigate the possible back conversion of proline to arginine, a similar process was repeated except the arginine containing peptide candidates did not have a proline in their sequence, so that proline conversion could not interfere with arginine incorporation calculations. Based on replicate analysis, those peptides used for arginine incorporation that were consistently observed and confirmed MS/MS were: STELLIR, AGTGVDNVDLEAATR, VIGSGCNLDSAR, TIAQDYGVLKADEGISFR, GKVKVGVDGFGR, and GITINAAHVEYSTAAR.
SILAC Labeling of Human and Mouse ESCs—
For SILAC labeling of both hESC and mESC cultures measures were taken to remove all non-isotopic Arg and Lys from the system. All cells were washed with either phosphate-buffered saline or DMEM lacking Arg and Lys prior to exposure to SILAC media. Any reagents requiring dilution with DMEM were prepared in DMEM lacking Arg and Lys as well. hESC lines H1 and H9 (19) were maintained in feeder cell-free culture on 1:15 Matrigel-coated plates (BD Biosciences). hESC SILAC media was supplemented with 4 ng/ml basic fibroblast growth factor (bFGF; Invitrogen) and pre-conditioned on irradiated mouse embryonic fibroblasts (MEFs) according to previously established protocols (20). The MEF conditioned hESC SILAC media was further supplemented with 8 ng/ml bFGF prior to addition to hESC cultures and changed daily. Cells were passaged every 5–7 days through dissociation with 200 units/ml collagenase IV (Invitrogen). hESCs were cultured for two passages (>12 days) in SILAC media to achieve maximum isotopic amino acid incorporation. Analysis of hESC culture integrity and expression of pluripotent cell surface markers was performed as described previously (21). E14K mESC cultures from 129/Ola mice were also maintained in the absence of feeder cells on 0.1% (v/v) gelatin-coated plates (Sigma) as described previously (22). mESC SILAC media was supplemented with 1000 units/ml leukemia inhibitory factor (ESGROW, Millipore) prior to addition to cultures. Cells were passaged 1:3 every 2 days through dissociation in 0.25% trypsin, 2.21 mM EDTA (Wisent). mESCs were cultured for 4 passages (>8 days) in SILAC media to achieve maximum isotopic amino acid incorporation.
To monitor isotope-coded amino acid incorporation and determine the optimum times for SILAC adaptation a list of both Lys and Arg containing candidate peptides for both human and mouse ESCs was generated. Those candidate peptides that were consistently identified by MS/MS across all samples during the labeling time course were: NLPQYVSNELLEEAFSVFGQVER, IHFPLATYAPVISAEK, SLQDIIAILGMDELSEEDKLTVSR, LISWYDNEFGYSNR, GVDEVTIVNILTNR, SSGPTSLFAVTVAPPGAR, ALMLQGVDLLADAVAVTMGPK, EVAAFAQFGSDLDAATQQLLSR, LLEDGEDFNLGDALDSSNSMQTIQK, EKPYFPIPEEYTFIQNVPLEDR, VGKDELFALEQSCAQVVLQAANER, GFGFVTYATVEEVDAAMNARPHK, VVLAYEPVWAIGTGK, and YPIEHGIITNWDDMEK for hESC; and KATGPPVSELITK, ALLFVPR, GLFIIDDK, YQAVTATLEEK, ALMLQGVDLLADAVAVTMGPK, SGETEDTFIADLVVGLCTGQIK, MVNHFIAEFK, IGYPAPNFK, IAIYELLFK, ALYETELADARR, SLMDEVVKATSR, ERPPNPIEFLASYLLK, TKVHAELADVLTEAVVDSILAIR for mESCs.
| RESULTS |
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Proline Availability Effects on Isotopic Arginine Conversion to Proline—
In standard DMEM-based SILAC media, in the absence of proline supplement, cells readily convert isotopic arginine to proline, which is then incorporated into newly synthesized proteins. This conversion divides the MS signal of the heavy proline containing peptide in a complex fashion, resulting in false relative abundance values when compared with an equal amount of light sample (Fig. 1, a and b). To eliminate this artifact in arginine-based SILAC procedures we investigated whether increased L-proline supplementation could prevent the conversion in a concentration-dependent manner.
Equal amounts of cell lysates extracted from HeLa cells cultured in SILAC media (13C6-Arg) containing 0–800 mg/liter proline were digested with trypsin and subjected to LC-MS/MS analysis. Detected proline conversion peptides were used to build a list of peptide candidates for quantification. By using +2 or +3 charge states, the selection of the peptide candidates was based on whether they were observed in all samples, the number of proline residues, the extent of conversion observed, and whether the sequence contained arginine. Based on the triplicate analysis of all lysates, a list of thirteen peptide candidates was chosen and quantified across the 0–800 mg/liter proline concentrations.
Throughout the titration of L-proline in SILAC media both signals of the converted proline containing peptides was monitored (Fig. 2, a and b). In addition, the ratio of heavy labeled Arg peptide to light peptide was measured to detect whether a decrease in the converted proline peptide signal resulted in a subsequent increase in the expected heavy peptide (Fig. 2, a and b). Within the set of peptide candidates proline conversion consumed an average of 28% of the monoisotopic signal of the heavy arginine peptide in the 0 mg/liter proline sample (standard SILAC media) (5). As the proline concentration was increased to 50, 100, and 200 mg/liter, the monoisotopic heavy proline peak occupied 9, 3, and 2%, respectively. However, within this list of proline-containing peptides no peaks corresponding to a converted proline could be detected in the MS spectrum beyond 100 mg/liter proline. As such, 2% of the total signal seen at 200 mg/liter proline was a result of unsubtracted background in the MS spectrum where there was low signal-to-noise. Moreover, maximum relative signal of heavy arginine-labeled peptide (
20% increase versus 0 mg/liter Pro) was seen at 200 mg/liter and beyond (Fig. 2b). Consequently, even in some of the worst cases of proline conversion (Fig. 2c) no proline conversion could be observed in cells supplemented with 200 mg/liter proline or greater (d). Taken together, these data not only demonstrate that supplementation of standard SILAC media can eliminate the proline conversion, but also return the "lost signal" to the expected peak within the heavy SILAC sample. Most surprisingly, this critical improvement in arginine-based SILAC methods can be achieved by supplementing cell culture medium with as little as 200 mg/liter L-proline.
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To prevent back conversion of proline into arginine and to increase the compatibility of the medium with nutritionally sensitive cell types like ESCs (7), we re-supplemented the DMEM-based SILAC media with its standard complement of isotope-coded arginine (0.398 mM). This was in direct contrast to the reported reduction of the concentration of isotope-coded arginine to prevent its availability for conversion to proline (5, 8). At the end point in the same proline titration experiments we monitored the heavy arginine labeling efficiency by tracking the ratio of heavy to light peptides, which contained arginine (Fig. 3a). To minimize proline conversion artifacts that would interfere with these calculations, we avoided peptides with proline in their sequences.
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Adaptation of SILAC Labeling to Feeder Cell-free hESC Culture—
To perform a wide variety of large scale SILAC-based proteomic experiments with hESCs the ability to generate large numbers of labeled cells has to be achieved. It became clear that SILAC methods compatible with feeder cell-free culture systems would be necessary to attain these high cell numbers (reviewed in (11)). In an attempt to extend standard SILAC labeling procedures to feeder cell-free hESC culture we confirmed incompatibilities previously highlighted using a feeder-cell-based culture system (7). Using standard SILAC media with 13C6-arginine and supplemented with 36 ng/ml bFGF (26), hESC cultures achieved maximum levels of isotope-coded arginine incorporation after only 2 passages or after more than 12 days under SILAC culture conditions (Fig. 4a). By day 15 in SILAC medium, hESCs had reached 96.5% average efficiency in isotope-coded amino acid labeling. However, in the same period of time the hESCs rapidly differentiated as demonstrated by the loss of SSEA3 expression (Fig. 4a), a marker of pluripotent stem cells. We also observed the loss of defined hESC undifferentiated colony structure and tight cell morphology indicating the presence of differentiated cell types (Fig. 4b). Moreover, manual inspection of the MS data showed that the conversion of arginine to proline was exacerbated in these cells. Although it was clear that arginine incorporation was complete in day 14 samples the proline-converted peptide ions were prevalent (Fig. 4c). In some extreme cases, converted proline peptide ions consumed greater than 50% of the expected peptide ion signal (Fig. 4d). The instability of the hESC phenotype combined with the pronounced arginine to proline conversion artifacts indicated that the standard SILAC media formulation was not a suitable protocol to adapt to feeder cell-free hESC culture.
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An hESC SILAC medium with 20% KOSR and 13C6, 15N4-Arg and 13C6, 15N2-Lys were formulated taking into account the SILAC compatibility of the media (see under "Experimental Procedures"). The hESC SILAC medium was then pre-conditioned on irradiated MEFs according to previously established protocols (20). The resulting medium, when supplemented with 8 ng/ml bFGF, allowed hESCs to incorporate the isotope-coded amino acids at the same rate as observed with standard SILAC medium where after 2 passages and more than 12 days in SILAC culture hESC had reached their maximum levels of incorporation (Fig. 5a). Consistent with the preliminary proline titration data, there was no difficulty encountered in isotopic amino acid labeling because the cells were on average 96.1% labeled by day 14. Moreover, in the new medium formulation the cells were now able to maintain SSEA3 expression (Fig. 5a) and continue to form tight, undifferentiated colony structures (B). Inspection of the MS spectra (Fig. 5c) of the hESC lysates labeled using the new formulation demonstrated the same level of isotopic amino acid incorporation as standard SILAC medium when examining the same peptides (Fig. 4c). Additionally, for the same peptide there was no longer any arginine to proline conversion artifacts observed (Fig. 5c), even when examining peptides with the highest proportion of converted proline peptide ions (Fig. 5d versus Fig. 4d). Consequently, when a 14-day SILAC-labeled (13C6, 15N4-Arg and 13C6, 15N2-Lys) hESC extract was mixed (1:1) with a light hESC lysate, equivalent levels of the expected light and heavy peptides were observed even in sequences most susceptible to proline conversion artifacts (Fig. 5d). These observations clearly demonstrate that combining KOSR as an alternative serum supplement with both a SILAC compatible hESC media formulation and pre-conditioning on feeder cells offers a reliable solution for large scale hESC applications in quantitative proteomics without compromising data quality.
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Therefore a mESC SILAC medium containing 15% KOSR was formulated (18) and the media supplemented with 1000 units/ml of leukemia inhibitory factor prior to addition to feeder cell-free mESC cultures. After 4 passages in our mESC SILAC medium the pluripotent culture morphology was indiscernible from those mESCs cultured under standard conditions (Fig. 6, a and b). After the same period of time mESCs also achieved maximum incorporation of isotopic amino acids (13C6, 15N4-Arg and 13C6, 15N2-Lys) (Fig. 6c) with an average labeling of 96.3%. Moreover, visual inspection of SILAC-labeled mESC MS spectra demonstrates similar results as observed with hESCs samples where there is no compromise with levels of isotopic arginine incorporation and no detectable incidence of proline conversion artifacts even in peptide ions with multiple proline residues in the sequence (Fig. 6d). In accordance with the observations in the hESC system, the application of a KOSR-based SILAC medium to a feeder cell-free mouse ESC culture, now provides a robust protocol for routine, large scale quantitative proteomic experiments using SILAC in mESCs as well.
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| DISCUSSION |
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Based on the cellular pathways of proline and arginine metabolism (Fig. 1c), the addition of proline is an obvious solution to the conversion issue; however the concern has always been the potential back conversion to arginine, which would interfere with isotope-coded arginine labeling (8). Some studies, such as the recent one using SILAC in mESCs stress that all reagents are prepared without proline for this very reason (12). To our knowledge, no study to date has demonstrated that the presence of proline actually induces significant back conversion to arginine in a concentration-dependent manner during a SILAC procedure. In fact, we demonstrate here that between 0 and 800 mg/liter proline there is no significant change detectable in the labeling of cells with isotope-coded arginine (Fig. 3).
Proline is a preferred precursor for arginine biosynthesis in neonates in vivo just as arginine is for proline. However it has been clearly demonstrated in a number of studies that the de novo biosynthesis of either arginine or proline using the other as a precursor is most strongly influenced by their bioavailability (24, 25, 27). In other words, if there is sufficient free proline present to maintain cellular homeostasis the endogenous production of proline will not be favored, regardless of the concentration of its available precursors. The same statement can be made in the opposite direction for arginine. With respect to energy and metabolism this observation makes sense as it would be the most efficient. Even though a diminished arginine concentration may be sufficient in certain cell types, it has been reported that this is not completely efficient at preventing proline conversion artifacts (3, 8). Our study suggests that this was due to the absence of proline in the standard SILAC media formulation. Although the inter-conversion of proline and arginine may still exist in cells labeled with isotope-coded arginine using our media formulation, we were unable to detect it with any level of significance. More importantly, our strategy of supplying additional or high concentrations of amino acids appears to be more effective at eliminating the problem and makes our strategy the most applicable to biologically important in vitro cell types like embryonic stem cells.
| ACKNOWLEDGMENTS |
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| FOOTNOTES |
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Published, MCP Papers in Press, DOI 10.1074/mcp.M800113-MCP200
1 The abbreviations used are: MS, mass spectrometry; bFGF, basic fibroblast growth factor; DMEM, Dulbecco's Modified Eagle's Medium; hESC, human embryonic stem cell; FBS, fetal bovine serum; hESC, human embryonic stem cell; KOSR, knockout serum replacement; LC, liquid chromatography; MEF, mouse embryonic fibroblast; mESC, mouse embryonic stem cell; SILAC, stable isotope labeling with amino acids in culture; LC-MS, liquid chromatography mass spectrometry; LC-MS/MS, liquid chromatography tandem mass spectrometry. ![]()
* This work was supported by grants from the Ontario Research and Development Challenge Fund (ORDCF) (to G. L.), CIHR and Stem Cell Network (to M. B.), and by Canada Research Chair positions (to B. D. and M. B.). The costs of publication of this article were defrayed in part by the payment of page charges. This article must therefore be hereby marked "advertisement" in accordance with 18 U.S.C. Section 1734 solely to indicate this fact. ![]()
¶ Both authors contributed equally to this work. ![]()
|| Supported by Canadian Institutes of Health Research Canada Graduate Scholarship Doctoral awards. ![]()
** To whom correspondence should be addressed: Don Rix Protein Identification Facility, Department of Biochemistry, Schulich School of Medicine and Dentistry, University of Western Ontario, London, Ontario N6A 5C1, Canada. Ph.: 519-661-3054; Fax: 519-661-3954; E-mail: glajoie{at}uwo.ca
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