Figure 1 shows the BALF processing workflow, compatible with LC-MS/MS and quantitative proteomic analysis. Details of each step are provided in the Methods section. The key steps to the workflow include using a molecular weight cutoff spin filter which simultaneously concentrates the higher MW proteins and enables collection of endogenous peptides for analysis by LC-MS, if desired. Concentrated proteins are subjected to immunoaffinity depletion of high abundance plasma proteins, followed by concentration of non-retained proteins, and cleanup and trypsin digestion using protein trapping. Peptide mixtures are then ready for isobaric labeling, if desired, and/or direct analysis using nanoscale LC-MS/MS.
Initially our protocol included a protein precipitation step, similar to other past protocols(28, 30), to concentrate, and ostensibly eliminate contaminants from the BALF proteins. Methanol:chloroform precipitation was chosen as a means to phase separate potential lipid or surfactant contaminants from soluble proteins(30). However, we found that the precipitation step was inconsistent in its effectiveness at removing contaminants, as in some cases downstream LC-MS/MS analysis showed contaminants that obscured detection of BALF-derived peptides (see Supplementary Figure 1 for representative contamination results). Precipitation also had the downside of expanding sample volumes, which required extra handling and concentration steps.
As a solution, we introduced a concentration step using a MW cutoff spin filter, and downstream protein trapping via the S-Trap technology(31, 32). In our hands, protein trapping provided a means to efficiently capture proteins, remove contaminants, concentrate samples, and conduct tryptic digestion all within the same disposable filter, while providing an easy means to collect the peptides for further processing and/or analysis. After implementing the protein trapping step, we eliminated problems with contaminants.
Our workflow also provides a means to enrich endogenous peptides from BALF. These are most likely peptides processed proteolytically and have been shown to have potential diagnostic value in BALF samples(31, 32). We have found that the flow-through collected from the 3 kDa molecular weight cut-off filters using starting volumes of 1-5 mL of BALF contain micrograms of endogenous peptides, which can be concentrated and desalted using STAGE Tips and detected directly by LC-MS/MS (data not shown).
The yield of high-quality proteins, and resulting tryptic peptides, is another critical parameter for ensuring deep and accurate results in MS-based proteomics from challenging clinical samples such as BALF. Once we had determined the ability of our workflow to reliably eliminate contaminants from BALF samples, we assessed the yield of proteins and tryptic peptides from starting sample amounts representative of those generated from patients in the clinic. Table 1 shows results from nineteen processed BALF samples collected from healthy control patients, each with a starting amount of only 5 mL or less of volume, which represents an amount of clinical sample that is commonly collected from infants and children where volumes are proportional to body weight(33, 34). Here, we show the average amounts of protein, and peptides after digestion with trypsin, quantified at key points across the steps shown in Figure 1. Important values shown in Table 1 include the amount of protein available after depletion of high abundance proteins (including a calculation of % depletion), and also the final amount of peptides available after digestion from the S-trap. Supplementary Table 1 shows the values for individual samples used for this assessment. Although there is some variation in these numbers depending on the sample, the processing workflow consistently yields microgram amounts of high-quality tryptic peptides, leaving an excess of sample for analysis on contemporary LC-MS/MS instrumentation platforms.
Table 1
Yield of proteins and peptides from 5 mL of BALF across processing workflow
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)
From the samples used for generating results in Table 1, we also assessed the depth of results from a direct LC-MS/MS analysis of these samples using an Orbitrap Eclipse system. Figure 2 shows a Venn diagram of the proteins identified from six of these samples, which yielded an average of 988 proteins identified via direct LC-MS/MS analysis. Parameters were set at 1% FDR with 2 or more unique peptides for protein identification and grouping (see Methods for details).
The amenability of any sample processing workflow to quantitative analysis is critically important, as most researchers will seek to compare changes in BALF protein abundance between different conditions. As such, we carried out a demonstration study using some of the samples from Table 1 to test repeatability of the workflow. We used the isobaric Tandem Mass Tags (TMT) reagents for multiplexed quantitative analysis(35). Proteins isolated from two different BALF samples (called here Test 1 and Test 2) were divided into two equal parts and taken through the protein depletion and clean-up steps of the workflow. The peptides from these test samples (5 micrograms per sample) were labeled with TMT reagents, as part of a larger testing experiment using the 16-plex TMTPro labeling kit and fractionated using offline high pH HPLC.
Table 2 shows results from the replicate TMT-labeled (Test 1 and Test 2) BALF samples. We found that samples divided into equal amounts prior to protein depletion had average protein ratios close to 1, with acceptable CVs for untargeted isobaric tagging experiments demonstrating reproducibility of our workflow. Across the entire 16plex TMT experiment, we identified with high confidence 1844 protein groups from 24306 peptides. Supplementary Table 2 shows the complete set of protein identification results from this TMT-based experiment, and the quantitative analysis of the Test 1 and Test 2 replicate samples.
Table 2
Results from a demonstration TMT-based quantitative repeatability experiment in BALF samples using our sample preparation workflow.
![](data:image/png;base64,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Finally, we also tested the effectiveness of handling samples that yield lower amounts of protein prior to LC-MS/MS analysis. Here, individual BALF samples with very small starting sample sizes (1-10 mL) yielded very low amounts of recovered digested peptides, in some cases only about 1 microgram. To demonstrate the amenability of our workflow to in-depth, quantitative analysis using TMT labeling, we adapted a microscale labeling(36) and fractionation method(37, 38). Here, to minimize sample handling steps the peptides are labeled while bound to C18 stationary phase. In this way, each of 16 separate samples with starting peptide amounts of 1 microgram each were subjected to TMT labeling, followed by microscale high pH fractionation (referred to here as “microfractionation”) resulting in 9 fractions for LC-MS/MS analysis. Table 3 shows the results from this analysis, comparing the effects of direct analysis on this sample compared to adding microfractionation on numbers of peptides and proteins identified. Here, results from three different 16-plex, TMT-labeled groups of samples were compared using either no fractionation or microfractionation, with average peptides and proteins identified across these different groups. Microfractionation increased the depth of protein identification significantly, by approximately 2-fold. Supplementary Table 3 shows the number of proteins identified within one of these 16-plex TMT labeled group of samples.
Table 3
Amenability of the workflow to material-limited samples and the effects of microfractionation on increasing depth of peptide and protein identification.
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)
Our results demonstrate the effectiveness of our workflow for preparing samples for a wide variety of proteomic studies in BALF samples. BALF is a commonly collected clinical specimen, rich in biomolecules, and valuable for molecular characterization of lung disease and health. Proteins are a main component of BALF(9, 10, 21) making this sample type a prime target for MS-based proteomic analysis. However, the small sample volume, potential for contaminants and suppression by high abundance proteins is known to limit many researchers in their attempts to analyze BALF(23). Here, we present a robust workflow for processing BALF that overcomes these limitations.