This novel workflow efficiently extracts and isolates SDS-insoluble proteins (insolublome) from Caenorhabditis elegans with minimal starting material for quantitative differential proteomic analysis. The protocol uses a comprehensive data-independent acquisition mass spectrometry analysis to quantify the insolublome and bioinformatic analysis to gain biological insights into aging mechanisms and pathologies.
We and others have shown that the aging process results in a proteome-wide accumulation of insoluble proteins. Knocking down genes encoding the insoluble proteins over 40% of the time results in an extension of the lifespan in C. elegans, suggesting that many of these proteins are key determinants of the aging process. Isolation and quantitative identification of these insoluble proteins are crucial to understand key biological processes that occur during aging. Here, we present a modified and improved protocol that details how to extract and isolate the SDS-insoluble proteins (insolublome) from C. elegans more efficiently to streamline mass spectrometric workflows via a novel label-free quantitative proteomics analysis. This improved protocol utilizes a highly efficient sonicator for worm lysis that greatly increases efficiency for protein extraction and allows us to use significantly less starting material (approximately 3,000 worms) than in previous protocols (typically using at least 40,000 worms). Subsequent quantitative proteomic analysis of the insolublome was performed using data-dependent acquisition (DDA) for protein discovery and identification and data-independent acquisition (DIA) for comprehensive and more accurate protein quantification. Bioinformatic analysis of quantified proteins provides potential candidates that can be easily followed up with other molecular methods in C. elegans. With this workflow, we routinely identify more than 1000 proteins and quantify more than 500 proteins. This new protocol enables efficient compound screening with C. elegans. Here, we validated and applied this improved protocol to wild-type C. elegans N2-Bristol strain and confirmed that aged day-10 N2 worms showed greater accumulation of the insolublome than day-2 young worms.
Protein homeostasis progressively declines with aging and results in increased protein aggregation1,2,3. Protein aggregation is associated with several neurodegenerative diseases including Alzheimer’s disease, Parkinson’s disease, Huntington’s disease, and amyotrophic lateral sclerosis4. Aging is considered a principal risk factor for the onset of neurodegenerative disorders associated with protein aggregation. Proteins that are prone to form insoluble aggregates are often linked with cellular toxicity and tissue dysfunction, which might further accelerate aggregation of other proteins5,6,7. Alternatively, insoluble protein aggregates may activate cellular defense mechanisms to remove the toxic oligomeric forms of the protein from the system. Knocking down selected genes encoding insoluble proteins modulates the lifespan of Caenorhabditis elegans (C. elegans) in the context of both age-related disease and normal aging5,8,9. Thus, studying the cellular and molecular mechanisms of protein aggregation is crucial to understanding aging and ultimately may lead to approaches for treating neurodegenerative diseases.
The nematode C. elegans has become one of the most extensively used model organism to study protein aggregation in aging and age-related diseases due to its unique characteristics, such as a relative short lifespan (around 2 weeks), ease of cultivation and genetic manipulation.
The ability to extract and characterize insoluble proteins has played a critical role in determining the age-related changes associated with protein aggregation in C. elegans models. To investigate the contribution of protein aggregation to normal aging processes, we5 and others2 previously extracted and proteolytically digested the insolublome of young versus aged C. elegans, chemically labeled using iTRAQ reagents (‘isobaric tagging for relative and absolute quantification’), and then quantified using MS-based methods. Using an isobaric labeling method and 120 mg of wet worms (about 40,000 worms), we were able to gain significant protein insolublome depth and coverage5. Quantitative analysis demonstrated that 203 out of 1200 proteins identified were significantly enriched in the insolublome of aged C. elegans compared to similar insolublome fractions from young worms5. Independently, David et al. also utilized an iTRAQ LC-MS/MS workflow to examine alterations in protein aggregates with normal aging2. Starting with about 300 mg of worms, they identified ~1000 insoluble proteins using two biological replicates and determined that ~700 out of about 1000 proteins accumulated by 1.5-fold or more with age compared to young worms2. Overall, these independent results indicate that widespread protein insolubility and aggregation are an inherent part of normal aging and may affect both lifespan and the incidence of neurodegenerative disease2,5.
Studying the insolublome had allowed us to determine how environmental influences can accelerate or decelerate the aging process. Klang et al. established label-free proteomic workflows in C. elegans to investigate the role of metallostasis in longevity10. In this study, at least 40,000 worms were used to extract the insolublome10. Data showed that iron, copper, calcium and manganese levels increase with aging and that feeding worms a diet with elevated iron significantly accelerated the age-related accumulation of insoluble proteins10. Using the same workflow to examine the effects of vitamin D on the insolublome of C. elegans, 38 proteins were quantified in young worms (Day 2) and 721 proteins in aged worms (Day 8). Vitamin D feeding significantly reduced the insolublome of aged worms from 721 to 371 proteins11. Further investigation revealed that feeding vitamin D suppressed protein insolubility with age, promoted protein homeostasis, and extended the lifespan in C.elegans N2 wild type worms11. Thus, studying the insolublome can help identify novel modulators of aging and age-related diseases.
While studying the insolublome has been invaluable in progressing the understanding of the aging process, it has been hindered by the requirement for collecting large amounts of starting sample material. Groh et al. recently introduced a label-free proteomic quantification workflow to study inherent protein aggregation changes in C. elegans with aging; however, it required large amounts of starting material (350 mg of ground worms)12. In the present report, we established an improved new extraction and isolation protocol (Figure 1). Use of the highly efficient sonicator during worm lysis significantly improved the extraction efficiency and subsequently reduced the amount of starting material needed, from 40,000 to 3,000 worms. Combining this novel insolublome isolation protocol with a label-free data-independent acquisition (DIA) mass spectrometric workflow significantly improved protein depth and coverage. The protocol presented here is cost-effective and easily modified to allow the performance of insolublome analyses in other model systems.
NOTE: For a better understanding of the experimental procedure, see Figure 1 for a schematic of the workflow.
1. Mass culture of synchronized aging C. elegans
2. Extraction of SDS-insoluble fraction from worms
3. In-gel digestion with trypsin protease to isolate proteins for MS analysis
4. Desalting digested peptides with C18 desalting tip
5. Mass spectrometry analysis of digested peptides using DDA and DIA
NOTE: Samples can be analyzed using either DDA or DIA LC-MS/MS methods. In this study, the samples were analyzed using a nano-LC 2D HPLC system coupled to a high-resolution mass spectrometer.
6. Data analysis
NOTE: Certain data analysis settings should be tailored to specific experimental conditions. For example, the protein database (fasta file) selected will depend on the species that the sample was prepared from (in this protocol we used C. elegans).
Traditional worm lysis methods have various disadvantages. For example, probe-based sonication and bead-beater methods produce excessive heat by allowing contact of the metal tip or beads directly with the samples, resulting in variable protein recoveries and protein denaturization. Liquid nitrogen grinding followed by sonication in lysis buffer, can be time-consuming and requires a large number of worms. Due to the limitations of traditional worm lysis methods, previous MS workflows, such as the labeling methods iTRAQ or label-free methods that have been historically used in the C. elegans model system to gain quantitative information about the insolublome, require large input of starting material (at least 40,000 worms). Laborious worm culture work is required to obtain these numbers of worms. Moreover, the labelling methods require expensive isobaric chemical labels. Label-free quantification methods are cost-effective and have easier and more straightforward sample preparation and labeling methods, but require significantly large numbers of worms to achieve sufficient MS analysis coverage.
The sonicator that we used greatly increases the efficiency and reproducibility of worm lysis by lysing multiple worm samples simultaneously in a temperature-controlled water bath sonicator without cross-contamination14, thus significantly reducing the amount of starting worm material required. Combining the highly efficient sonication method and the quantitative DIA label-free MS approach, we were able to robustly quantify the insolublome of aged and young worms using ~3,000 worms. Here we tested and validated the efficiency of the protocol and compared the insolublome of aged and young worms from a wild-type worm strain, N2-Bristol C. elegans. We applied this protocol to extract and isolate the insolublome from ~3,000 aged and young N2 C. elegans (two biological replicates for each condition), followed by MS analysis with a quadrupole time-of-flight mass spectrometer or other MS systems using a combination of data-dependent acquisition (DDA) and data-independent acquisitions (DIA/SWATH) for protein identification and quantification. The insoluble proteins were first analyzed on a Bis-Tris 4-12% gradient gel to determine the amount of protein in each insolublome sample. As demonstrated in Figure 2, the insolublome sample from N2 aged worms (lanes 2 and 3, biological replicate experiments) has significantly more protein than samples from the N2 young worms (lanes 1 and 4, biological replicate experiments).
After in-gel digestion, the protein profiles of the insolublome were analyzed by HPLC-MS. Using this workflow, we can generally identify 1000–1500 proteins and quantify 500–1,000 proteins from the SDS-insoluble fraction with high reproducibility (unpublished data). Here we were able to quantify 989 proteins from the insolublome of N2-Bristol C. elegans by analyzing the DIA data and removing redundancy: 768 proteins were significantly enriched and 27 proteins were significantly decreased in the insolublome of aged N2 worm (Day 10) compared with young (day 2) using a fold-change of at least 1.5 and a Q value of less than 0.01 (Figure 3A). As seen on the histogram plot (Figure 3B), the fold-change of significantly altered proteins shows a normal distribution. Aged worms were demonstrated to be significantly enriched for the insolublome: The largest change observed showed the relative protein abundance in the insolublome to be 592 times higher in the old versus young worms; and for 32 proteins the relative protein abundance in the insolublome was >250 times higher in the old versus young worms indicating dramatic insolublome changes with age.
After extracting the list of insoluble proteins that are significantly increased in the aged worms and identified by the wormbase (WS271), KEGG pathway and Gene Ontology (GO) analysis were performed to determine the pathways that are enriched in the aged insolublome to gain biological insights into how these relate to aging. The KEGG pathway analysis of proteins identified in this study shows enrichment of several pathways involving ribosomes, mitochondria, proteasome and spliceosome (Figure 4A). The gene ontology analysis shows that the insolublome from aged worms comprises many proteins in particular categories including mitochondrial, developmental, determinants of adult lifespan, and ribosomal proteins (Figure 4B and Supplementary Table 1A). We then compared the list of proteins identified in this study with previously published work from David et al.2 and Mark et al.11 as demonstrated in Venn diagrams (Figure 5A,5B). The comparison showed significant overlap of identified proteins 394/721 and 444/721 with David et al (Figure 5A) and Mark et al. (Figure 5B) study, respectively. The biological pathways revealed by the KEGG analysis of insolublome from this study have also been identified in the past thus validating our methodology (Supplementary Table 1B). Identification of these pathways and proteins suggests that they may serve as candidates for further biological investigation in regards to their function in the context of aging.
In summary, the use of the efficient sonication method enables the lysis of multiple worm samples at the same time in an environment with well-controlled temperatures and reduced cross-contamination to achieve high protein coverage with significantly less starting worm material. Combining the efficient sonication method with a DIA label-free protein quantification workflow has provided reliable and reproducible results for the quantification of insoluble worm proteins.
Figure 1. Experimental workflow of the protocol. C. elegans were cultured and collected on different days. After worm lysis with a sonicator, the 1% SDS-insoluble protein fraction (insolublome) was extracted and isolated from the lysate. The insolublome was then digested via in-gel trypsin digestion and quantified via DIA mass spectrometry, followed by bioinformatic analysis. Please click here to view a larger version of this figure.
Figure 2. SDS-PAGE gel of the insolublome isolated young versus old worms of the N2-Bristol strain. The insolublomes of young versus old worms of the N2-Bristol strain were analyzed by SDS-PAGE to determine the amount of protein present. The SDS-PAGE gel was stained with a fluorescent protein stain to visualize protein bands. Lanes 1 and 4: Insolublome from two biological replicate experiments of young N2 worms (Day 2). Lanes 2 and 3: Insolublome from two biological replicate experiments of aged N2 worms (Day 10). Please click here to view a larger version of this figure.
Figure 3. Protein candidates identified as showing significant alteration in the aged versus young insolublome and their fold-change distributions. (A) Volcano plot for quantification of the insolublome of aged versus young N2-Bristol worms. Candidates with an absolute fold change >=1.5 and Q value <0.01 are shown as red dots. (B) Histogram plot for fold-change distribution of significantly enriched SDS-insoluble proteins in aged versus young worm samples. Please click here to view a larger version of this figure.
Figure 4. KEGG pathway and Gene Ontology (GO) analysis. (A) KEGG pathway analysis of the day-10 insolublome arranged according to p-value with highly significant pathway shown at the top. (B) Gene Ontology analysis shows that insolublome of aged worms is enriched for many proteins in particular categories including mitochondrial, developmental, determinants of adult lifespan, and ribosomal proteins. The scatterplot view visualizes the GO terms in a “semantic space” where the more similar terms are positioned closer together. The color of the bubble reflects the p-value obtained in the STRING analysis, while its size reflects the generality of the GO term in the UniProt-GOA database. Please click here to view a larger version of this figure.
Figure 5. Insolublome protein overlap identified in day-10 insolublome comparing this study with (A) David et al.2 and (B) Mark et al.11 studies. Please click here to view a larger version of this figure.
Supplementary Table 1 (related to Figure 4 and Figure 5). (A) Gene ontology (biological process) analyzed with STRING database. (B) Detailed list of proteins and KEGG pathways identified in this study with color codes depicting their overlap with the published work. Please click here to download this file.
In this protocol, we report an improved sample preparation method for the extraction of insoluble proteins from C. elegans. By replacing traditional worm lysis (e.g., probe sonication or bead beater techniques) with the efficient sonicator, we increased the yield of the insoluble protein extraction and reduced the number of worms needed for label-free MS analysis from 40,000 worms to 3,000 worms. A database search engine was used for protein identification from DDA data and the C. elegans spectral library was built using the ‘DIA Quantitative Analysis Software’ and the corresponding DDA database search results (importing FDR file reports generated by the database search engine). Relative quantification of aged and young C. elegans insolublome data was carried out using the ‘DIA Quantitative Analysis Software’ to process the novel DIA dataset and the generated spectral library.
Several steps are critical in the protocol. The short lifespan of C. elegans makes it an ideal system to study aging, compared to other eukaryotes such as mammalian cells, but it is crucial to isolate a homogenous population of worms when studying aging-related phenomenon. FUDR was used in this protocol to obtain synchronized aging worms. It is important to transfer worms early in their L4 stage onto the NGM-seeded plate containing FUDR to ensure its effectiveness. During worm lysis using the efficient sonicator, water bath temperature must be set at 4 °C and sonication at 30 s ON and 30 s OFF to prevent overheating of the samples. After the first round of sonication for 10 cycles (10 min), it is important to check under the microscope to assure that all worms were efficiently lysed. If not, more cycles of sonication are needed. During the process of in-gel digestion, each gel slice must be diced into pieces of the proper size (<1 mm2)—if too small, they may be lost in the sample preparation process, and if too large, the digestion may be inadequate.
The need for much less starting material significantly reduces the laborious work associated with worm culture to obtain samples for insolubolome analyses. However, extraction and isolation of the 1% SDS-insoluble protein fraction involves multiple washing steps and careful sample handling is required to avoid sample loss and to ensure reproducible results. The amount of material generated for MS analysis is sufficient for ~3 injections for subsequent DDA and DIA analysis but not to save for future experiments. Furthermore, despite its potentially confounding effects15, we used the lowest possible concentration of FUdR to sterilize worms during the aging process. Future studies may circumvent the use of FUdR by using sterile mutants or by manually transferring and collecting worms.
Use of the highly efficient sonicator for worm lysis allows efficient extraction of the insolublome allowing good protein coverage and cost-effective label-free DIA MS analysis to quantify the insolublome using a greatly reduced number of worms. It significantly reduces the workload allowing for the screening for more conditions per experiment. In addition, the label-free MS DIA workflow is cost-effective and provides protein depth and coverage at comparable levels to labeling methods including iTRAQ, TMT or SILAC. The C. elegans model is a fast screening system for aging research. The workflow can be easily modified and applied to study aging and age-related disease research in this and other organisms. For example, in ongoing studies we are applying this workflow to investigate protein profiles of insolublome and proteostasis in various Alzheimer’s disease (AD) C. elegans models including Abeta, tau, and dual Abeta/tau worms with or without different drug interventions for future high-throughput drug screening.
This work was supported by a NIH shared instrumentation grant for a TripleTOF system (1S10 OD016281, Buck Institute), NIH grant, RF1 AG057358 (GJL, JKA) and NIH grant U01AG045844 (GJL). XX is supported by a T32 postdoctoral fellowship (NIH grant 5T32AG000266, PI: Judith Campisi and Lisa Ellerby). MC is supported by a postdoctoral fellowship from the Larry L. Hillblom Foundation.
Name | Company | Catalog Number | Comments |
Strains used | |||
Esherichia coli OP50 | Caenorhabditis Genetics Center (CGC) | ||
N2 (Bristol) | Caenorhabditis Genetics Center (CGC) | ||
Buffer/Solution | |||
NGM (Nematode Growth Media) | Recipe: 3 g/L NaCl, 23 g/L agar; 2.5 g/L peptone; 1 mM CaCl2, 5 mg/L cholesterol, 1 mM MgSO4, 25 mM KH2PO4 | ||
S-basal solution | Recipe: 5.85 g/L NaCl, 1g/L K2HPO4, 6 g/L KH2PO4, H2O to 1 L | ||
Sodium hypochlorite bleach solution | Recipe: Mix 0.5 mL 5 N NaOH with 1 ml Sodium hypochlorite (5%) and make volume to 5 mL with H20. | ||
Material/ Equipment | |||
Agar | Difco Granulated Agar, BD Biosciences | 90000-782 | |
Bioruptor Plus sonication device | Diagenode, USA | B01020001 | |
Cholesterol | Sigma | c8503 | |
2'-deoxy-5-fluorouridine | VWR | TCD2235 | |
Glycerol | Millipore Sigma | 356350-1000ML | |
LB broth, Miller | Millipore Sigma | 60801-450 | |
Sodium dodecyl sulfate (SDS) | Sigma | L4509-250G | |
Sodium chloride | Sigma | 59888 | |
M880 Ultrasonic bath, 117 V, holds 5.5 gallons | VWR, USA | 89375-458 | |
Magnesium sulphate | Sigma | M506 | |
Magnesium chloride | Sigma | 208337 | |
NGM agar plate | VWR Disposable Petri Dishes | 25384-342 | |
NuPAGE LDS Sample Buffer (4X) | Thermo Fisher Scientific | NP0007 | |
NuPAGE protein gels, 4-12% | Invitrogen | NP 0335BOX | |
Protease inhibiotr cocktail (PIC) | Roche | 11836170001 | |
Pierce BCA Assay | Thermo Fisher Scientific | 23225 | |
Sodium hypochlorite 5% | VWR | JT9416-1 | |
SYPRO Ruby Protein Gel Stain | Thermo Fisher Scientific | S12000 | |
MS Section | |||
Acetonitrile, Burdick and Jackson LC-MS | Honeywell International Inc., Charlotte, NC, USA | 36XL66 | |
Agilent Zorbax 300Extend C18 column | Agilent Technologies Inc., Santa Clara, CA, USA | 770995-902 | |
Ammonium bicarbonate | Sigma Aldrich, St. Louis, MO, USA | 9830 (1 kg) | |
Dithiothreitol (DTT) | Sigma Aldrich, St. Louis, MO, USA | D9779-5G | |
Eppendorf Thermomixer Compact | Eppendorf AG, Hamburg, Germany | T1317-1EA | |
Formic acid | Sigma Aldrich, St. Louis, MO, USA | F0507-500ML | |
Indexed retention time (iRT) normalization peptide standard | Biognosys AG, Schlieren, Zurich, Switzerland | Ki-3002-2 | |
Iodoacetamide (IAA) | Sigma Aldrich, St. Louis, MO, USA | I1149-25G | |
Methanol, HPLC Grade | Honeywell International Inc., Charlotte, NC, USA | 34885 | |
Nano cHiPLC Trap ChromXP C18-CL, 200 um x 6 mm, 3 um, 120A. (pre-column chip) (200 um x 6 mm ChromXP C18-CL chip, 3 um, 300 A) | Sciex LLC, Framingham, MA, USA | 804-00006 | |
Nano cHiPLC ChromXP 75 um by 15cm, C18-CL, 3 um, 120 A (analytical column chip) | Sciex LLC, Framingham, MA, USA | 804-00001 | |
Orthoganol quadrupole time-of-flight (QqTOF) TripleTOP 6600 mass spectrometer | Sciex LLC, Framingham, MA, USA | Per quote | |
ProteinPilot 5.0 | Sciex LLC, Framingham, MA, USA | software download Sciex | |
Savant SPD131DDA Speedvac Concentrator | Thermo Fisher Scientific, Waltham, MA, USA | SPD131DDA-115 | |
Sequencing-grade lyophilized trypsin | Life Technologies | 23225 | |
Spectronaut | Biognosys AG, Schlieren, Zurich, Switzerland | Sw-3001 | |
SWATH 2.0 plugin into PeakView 2.2 | Sciex LLC, Framingham, MA, USA | software download Sciex | |
Ultra Plus nano-LC 2D HPLC system | Sciex LLC, Eksigent Division, Framingham, MA, USA | Model # 845 | |
Water, Burdick and Jackson LC-MS | Honeywell International Inc., Charlotte, NC, USA | 600-30-76 | |
Waters 1525 binary HPLC pump system | Waters Corp., Milford, MA, USA | WAT022939 | |
Waters 2487 Dual Wavelength UV detector | Waters Corp., Milford, MA, USA | WAT081110 | |
Waters 717plus Autosampler | Waters Corp., Milford, MA, USA | WAT022939 | |
Waters Fraction Collector III | Waters Corp., Milford, MA, USA | 186001878 |
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