Abstract
Ageing is driven by a loss of cellular integrity1. Given the major role of ubiquitin modifications in cell function2, here we assess the link between ubiquitination and ageing by quantifying whole-proteome ubiquitin signatures in Caenorhabditis elegans. We find a remodelling of the ubiquitinated proteome during ageing, which is ameliorated by longevity paradigms such as dietary restriction and reduced insulin signalling. Notably, ageing causes a global loss of ubiquitination that is triggered by increased deubiquitinase activity. Because ubiquitination can tag proteins for recognition by the proteasome3, a fundamental question is whether deficits in targeted degradation influence longevity. By integrating data from worms with a defective proteasome, we identify proteasomal targets that accumulate with age owing to decreased ubiquitination and subsequent degradation. Lowering the levels of age-dysregulated proteasome targets prolongs longevity, whereas preventing their degradation shortens lifespan. Among the proteasomal targets, we find the IFB-2 intermediate filament4 and the EPS-8 modulator of RAC signalling5. While increased levels of IFB-2 promote the loss of intestinal integrity and bacterial colonization, upregulation of EPS-8 hyperactivates RAC in muscle and neurons, and leads to alterations in the actin cytoskeleton and protein kinase JNK. In summary, age-related changes in targeted degradation of structural and regulatory proteins across tissues determine longevity.
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Main
Ageing can be delayed by evolutionary conserved pathways such as dietary restriction and reduced insulin/insulin-like growth factor (IGF-1) signalling1. The attachment of the small protein ubiquitin to lysine residues of specific targets is a central pathway by which cellular decisions are made2, but the effect of ubiquitination in ageing remains unclear. Numerous proteins are ubiquitinated in a dynamic and tightly regulated manner through a sequential mechanism that involves E3 ubiquitin ligases, which are responsible for substrate selection2. However, deubiquitinating enzymes (DUBs) can reverse this process6.
The ubiquitination cascade also links additional molecules to the internal lysine sites of the primary ubiquitin. Ubiquitin has seven lysine residues, all of which can form polyubiquitin chains. A Lys48-linked polyubiquitin chain is the primary signal for degradation by the proteasome—the main selective proteolytic system in eukaryotic cells2,3. As such, the ubiquitin–proteasome system regulates the levels of several structural and short-lived regulatory proteins. Here we asked whether ageing modifies the ubiquitination and targeted degradation of regulatory proteins that, in turn, could actively influence longevity. To this end, we used an antibody that recognizes di-glycine moieties linked by an isopeptide bond to lysine sites of proteins7. These epitopes, which constitute remnants of ubiquitination followed by tryptic digestion, can be engaged in biochemical isolation and mass spectrometry to provide site-specific information and quantification of ubiquitin modifications across the proteome7.
Ub-proteome remodelling during ageing
The median lifespan of wild-type C. elegans is 19 days8. Thus, we compared the ubiquitin (Ub)-modified proteome of worms at the first day of adulthood with young (day 5), mid-age (day 10) and aged adults (day 15). Moreover, we assessed age-matched long-lived genetic models of dietary restriction (eat-2(ad1116)) and reduced insulin/IGF-1 signalling (daf-2(e1370)) (Fig. 1a). With high reproducibility between biological replicates, our assay identified ubiquitination sites for 3,373 peptides that correspond to 1,485 distinct proteins (Extended Data Fig. 1a, Supplementary Table 1). The levels of multiple Ub-peptides changed with age in wild-type and long-lived mutant worms compared with their respective day-1 adults (Fig. 1b, Supplementary Table 1). In wild-type worms, the total number of differentially abundant Ub-peptides increased after day 5. Most of these changes were linked to downregulated ubiquitination levels. By contrast, long-lived mutants had fewer downregulated Ub-peptides during ageing. In fact, daf-2 worms had an increased number of upregulated Ub-peptides with age (Fig. 1c, d). Given that C. elegans undergoes a widespread proteome remodelling during ageing9,10, we quantified the total amounts of individual proteins to compare with Ub-peptides (Supplementary Table 2). In many instances, differences in ubiquitination levels could not be simply ascribed to a similar change in the protein amounts (Extended Data Fig. 1b–d, Supplementary Table 3).
Because we detected a higher number of ubiquitination changes after day 5, we directly compared day-5 and day-15 wild-type worms. In aged worms, 350 Ub-peptides were upregulated, whereas 1,813 Ub-peptides were downregulated, which supports the idea that ageing is particularly associated with a loss of ubiquitination (Fig. 1e, Supplementary Table 4). Only 123 upregulated and 582 downregulated Ub-peptides correlated with a change in the total protein levels in the same direction. The other differentially abundant Ub-peptides were inversely correlated with protein levels or corresponded to proteins that did not change in abundance with age (Fig. 1e, Extended Data Fig. 1e, f, Supplementary Table 5). The amounts of Ub-peptides can be influenced by transcription, translation and proteolysis, which are dysregulated during ageing and rescued by longevity paradigms1,3,11,12. Notably, pro-longevity pathways also prevented age-related changes in ubiquitination (Fig. 1f, Extended Data Fig. 1g, Supplementary Table 6).
DUBs diminish ubiquitination with age
To further assess age-related changes in ubiquitination, we performed western blot analysis. Wild-type worms exhibited a global decrease in levels of Ub-protein after day 8 of adulthood (Fig. 1g, Extended Data Fig. 2a). However, Ub-protein levels remained similar in eat-2 mutants during ageing, and increased in daf-2 mutants after day 1 (Fig. 1h, i, Extended Data Fig. 2b, c). In contrast to their global downregulated ubiquitination, aged wild-type worms expressed higher or similar levels of ubiquitin-encoding genes (ubq-1, ubq-2 and ubl-1) compared with either young wild-type worms or age-matched long-lived mutants. Similarly, ageing and longevity paradigms did not change the expression of usp-14, a gene induced by ubiquitin deficiency13 (Extended Data Fig. 2d–g). Moreover, aged wild-type worms did not exhibit decreased total levels or half-life of protein ubiquitin itself (Extended Data Fig. 2h–j).
E3 ligases and DUBs directly modulate ubiquitination levels. In C. elegans, there are more than 170 E3 ligases14 but we only found significant changes in the expression of 12 E3s with age. By contrast, there are 45 DUBs in C. elegans6, but a higher proportion (14 DUBs) were upregulated in aged wild-type worms (Extended Data Fig. 3a, b, Supplementary Table 7). Dietary restriction rescued the levels of CSN-6, a component of the COP9 signallosome that removes ubiquitin-like proteins from cullin E3 complexes, inhibiting their activity and the subsequent ubiquitination of proteasomal targets15. In addition to CSN-6, reduced insulin/IGF-1 signalling prevented the upregulation of most of the age-dysregulated DUBs (Extended Data Fig. 3b). Knockdown of distinct age-dysregulated DUBs ameliorated loss of ubiquitination during ageing, including csn-6 (which encodes the worm orthologue of human COPS6), H34C03.2 (USP4), F07A11.4 (USP19), math-33 (USP7), usp-5 (USP5), usp-48 (USP48) and otub-3 (OTUD6A) (Extended Data Fig. 3c–g). To examine whether increased DUB activity underlies the age-associated decline in ubiquitination, we used the broad-spectrum DUB inhibitor PR-619 (ref. 16). Notably, treatment with the DUB inhibitor in old worms was sufficient to rescue low ubiquitination levels and extend lifespan (Fig. 1j, Extended Data Fig. 3h).
Impaired targeted degradation with age
Given the high number of downregulated Ub-peptides during ageing, a subset of these events could reduce selective degradation by the proteasome. We found that 192 proteins were less ubiquitinated in at least one of their lysine sites during ageing, whereas the total levels of the protein increased (Fig. 2a, Extended Data Fig. 1e). If these proteins are age-dysregulated proteasomal targets, defects in proteasome activity could diminish their degradation in young worms. To decrease proteasome function, we knocked down the rpn-6 proteasome subunit17,18. Loss of proteasome activity resulted in widespread changes in the proteome of day-5 young adults (Extended Data Fig. 4a, Supplementary Table 8). In addition to potential indirect effects caused by proteasome dysfunction, upregulated proteins could include direct proteasome targets, particularly if they also have increased Ub-peptide levels. We identified 40 proteins that exhibit an increase in both their total and Ub-peptide levels after rpn-6 RNA interference (RNAi) in young adults. By integrating data from untreated aged worms, we found that 10 proteasome-modulated proteins became more abundant with age, and at least one of their lysine sites was less ubiquitinated (Fig. 2a, Supplementary Table 8). The age-dysregulated proteasome targets were IFB-2, EPS-8, RPL-4, M01G12.9, C46C2.2, F54D1.6, DDI-1, LEC-1, HSP-43 and USP-5. Notably, ageing or rpn-6 knockdown did not increase the mRNA levels of most of these targets, including IFB-2 and EPS-8 (Extended Data Fig. 4b, c).
Several age-dysregulated proteasome targets such as EPS-8 contained Lys48-linked polyUb chains for proteasomal recognition. By contrast, they did not have Lys63-linked polyUb, with the exception of LEC-1 and IFB-2 that contained both Lys63 and Lys48 ubiquitin linkages (Fig. 2b, Extended Data Fig. 4d, Supplementary Table 9). Together, our data indicate that the age-related deubiquitination of distinct proteins reduces their recognition and subsequent degradation by the proteasome.
Proteasome targets determine lifespan
Age-dysregulated proteasome targets such as EPS-8, IFB-2, RPL-4 and F54D1.6 are required for normal development19,20,21,22,23. Whereas these factors endow benefits early in life, we asked whether their age-associated upregulation is detrimental for adult lifespan. We hypothesized that if age-dysregulated proteasome targets are not essential for adult viability, lowering their levels after development could prolong longevity. Both the chaperone hsp-43 and usp-5 are essential for cell viability24,25 and their knockdown in adult worms shortened lifespan (Extended Data Fig. 4e). By contrast, single knockdown of ifb-2, eps-8, rpl-4, M01G12.9, C46C2.2 or F54D1.6 during adulthood was sufficient to extend lifespan (Fig. 2c, d, Extended Data Fig. 4e).
Intrigued by the robust effects of IFB-2 and EPS-8 on lifespan, we confirmed by western blot that their protein levels increase with age (Fig. 2e, f, Extended Data Fig. 4f–h). We then asked whether the age-associated deubiquitination that affects proteins such as IFB-2 and EPS-8 is conserved across tissues. Using a worm tissue expression prediction tool26, we classified proteins with ubiquitination changes according to their tissue expression. The bioinformatic analysis indicated that tissues such as the germline, muscle, intestine, epidermis or neurons express several proteins that contain downregulated Ub-peptides with age (Extended Data Fig. 5a, Supplementary Table 10). Similar to lysates from whole worms, the global amounts of Ub-proteins decreased in isolated germlines, intestines and heads during ageing, which indicates that the loss of ubiquitination occurs throughout the organism (Extended Data Fig. 5b). The amounts of the ubiquitously expressed EPS-8 protein20 were increased in different somatic tissues with age (Extended Data Fig. 5c), which correlates with global deubiquitination across tissues. Because the ifb-2 gene is specifically expressed in intestinal cells4, protein levels of IFB-2 were upregulated in the intestine of old worms but were not detectable in other tissues (Extended Data Fig. 5d).
Tissue-specific knockdown of rpn-6 in the intestine, epidermis, neurons or muscle increased the amounts of EPS-8 in young worms, which indicates that the proteasome modulates EPS-8 in all of these tissues (Extended Data Fig. 5e–h). According to its intestinal-specific expression, only knockdown of rpn-6 in the intestine upregulated IFB-2 levels (Extended Data Fig. 5e–h). Together, these experiments support the idea that the ubiquitin–proteasome system acts in a cell-autonomous manner to regulate IFB-2 and EPS-8. Besides intracellular regulation, inter-organ communication also influences organismal ageing. For example, neurons elicit signals that modulate the ageing of distal tissues27. To assess whether inter-organ communication influences global ubiquitination levels, we used unc-13 mutant worms that are deficient in the release of neurotransmitters28. Whereas blocking neurotransmission did not affect ubiquitination levels in young worms, it exacerbated the age-associated decline in older worms (Extended Data Fig. 5i). Concomitantly, the amounts of EPS-8 and IFB-2 were further upregulated in aged unc-13 mutants compared with wild-type worms, which suggests that cell non-autonomous mechanisms impinge on organismal ubiquitination levels (Extended Data Fig. 5j, k).
To confirm a direct link between loss of ubiquitination in IFB-2 and EPS-8 with the regulation of longevity, we blocked the ubiquitination of endogenous IFB-2 and EPS-8 by generating lysine (K) to arginine (R) mutants. Among the three ubiquitinated sites identified in IFB-2, Lys255 and Lys341 exhibited a pronounced deubiquitination during ageing (Supplementary Table 1). Notably, the K255R/K341R double mutation increased IFB-2 protein levels in young adult worms and shortened lifespan (Fig. 2g, h, Extended Data Fig. 6a). Thus, upregulation of IFB-2 levels was sufficient to decrease lifespan, as further supported by overexpression experiments (Extended Data Fig. 6b).
Within EPS-8, Lys524, Lys583 and Lys621 showed a robust deubiquitination in aged worms (Extended Data Fig. 1f). Ubiquitin-less mutations did not result in loss of EPS-8 function, as EPS-8(K524R/K583R/K621R) mutants did not exhibit embryonic lethality or developmental arrest (Extended Data Fig. 6c, d). However, EPS-8(K524R/K583R/K621R) worms had upregulated EPS-8 protein levels at young adult stages, resulting in a short-lived phenotype (Fig. 2i, j). Notably, knockdown of eps-8 after development was sufficient to rescue the short-lived phenotype of EPS-8(K524R/K583R/K621R) mutants (Extended Data Fig. 6e). Thus, the age-related deubiquitination and subsequent impaired degradation of IFB-2 and EPS-8 determine lifespan.
Intestinal alteration by increased IFB-2
Because age-dysregulated proteasome targets have different roles, they could act in a tissue-specific manner. Indeed, RNAi against the intermediate filament ifb-2 in the intestine alone was sufficient to extend longevity, whereas RNAi in other tissues did not affect lifespan (Fig. 3a, Extended Data Fig. 7a, b). IFB-2 and other interacting intermediate filament proteins form the intermediate filament-rich layer—an evolutionary conserved region in the apical cytoplasm of intestinal cells that is essential for intestinal morphogenesis and integrity4. During adulthood, pathological conditions impair the network of intestinal intermediate filaments such as IFB-2, which loses its typical enrichment in the apical region4. Because loss of intestinal integrity is also a characteristic of ageing29, we examined the intracellular distribution of IFB-2. We found that ageing triggers the mislocalization of IFB-2 from the apical part to the rest of the cytoplasm and its accumulation into foci (Extended Data Fig. 7c, d). By filter trap experiments, we confirmed the aggregation of endogenous IFB-2 during ageing, a process accelerated by ubiquitin-less IFB-2 mutations (Fig. 3b, c, Extended Data Fig. 7e).
With age, other intestinal intermediate filaments (IFC-1, IFC-2 and IFP-1) and the intestinal filament organizer IFO-1 also lost their apical localization and accumulated into aggregates (Extended Data Fig. 7f–k). Notably, knockdown of ifb-2 after development ameliorated these age-related changes (Fig. 3d, e, Extended Data Fig. 8a–c). Because intestinal alterations trigger bacterial colonization29, we asked whether IFB-2 influences this deleterious process. Notably, knockdown of ifb-2 diminished bacterial invasion in the intestine of aged worms, whereas ubiquitin-less IFB-2 mutations exacerbated this phenotype (Fig. 3f, g, Extended Data Fig. 8d, e). Thus, increased levels of IFB-2 could underlie the collapse of other intermediate filaments during ageing, leading to loss of intestinal integrity.
Increased EPS-8 levels hyperactivate RAC
Although the levels of EPS-8 increased in distinct tissues with age, it regulated organismal lifespan through its activity within muscle and neurons (Fig. 4a, b, Extended Data Fig. 9a, b). EPS-8 promotes the exchange of GDP for GTP on RAC protein, which then becomes active to regulate a wide range of pathways30. C. elegans expresses three rac-like genes (rac-2, mig-2 and ced-10) required for development31. Similar to EPS-8, knockdown of either rac-2 or mig-2 in muscle and neurons after development extended lifespan (Fig. 4c, Extended Data Fig. 9c–f). Moreover, knockdown of mig-2 prevented the short lifespan induced by the ubiquitin-less EPS-8 variant, which supports the idea that EPS-8 decreases longevity through RAC hyperactivation (Fig. 4c).
RAC induces phosphorylation and subsequent activation of the protein kinase JNK, which regulates transcription factors involved in cell survival and death signalling30,32. In correlation with upregulated EPS-8 levels, we observed increased phosphorylation of JNK during ageing (Extended Data Fig. 9g). By contrast, the knockdown of eps-8 reduced JNK phosphorylation in aged worms (Extended Data Fig. 9h). The worm JNK homologue KGB-1 protects against stress during development, but its activity becomes detrimental with the onset of adulthood33. Knockdown of kgb-1 during adulthood ameliorated the short-lived phenotype of ubiquitin-less EPS-8 mutants (Extended Data Fig. 9i), which indicates that RAC signalling influences longevity through JNK activation.
RAC also promotes the polymerization and remodelling of the actin cytoskeleton34. With age, muscle cells exhibit unorganized actin filaments that impair organismal motility35. Notably, eps-8 knockdown from adulthood prevented the age-associated destabilization of muscle actin networks and associated myosin filaments, ameliorating deficits in motility (Fig. 4d, Extended Data Fig. 10a, b). By contrast, knockdown of eps-8 did not rescue age-associated changes in actin organization within intestinal and epidermal cells (Extended Data Fig. 10c, d). Filter trap experiments indicated that actin protein also aggregates during ageing, whereas knockdown of eps-8 rescued this phenotype (Extended Data Fig. 10e). To determine in which tissues the increased EPS-8 levels trigger actin aggregation, we used tissue-specific RNAi. Knockdown of eps-8 in the muscle or neurons reduced actin aggregation during ageing, whereas knockdown in other tissues did not prevent aggregation (Extended Data Fig. 10f–i).
Similar to eps-8, lowering the levels of hyperactivated RAC after development prevented the destabilization of muscle actin cytoskeleton during ageing (Extended Data Fig. 10j, k). Moreover, knockdown of mig-2 rescued the accelerated disruption of actin filaments, aggregation of actin and motility deficits induced by ubiquitin-less EPS-8 (Fig. 4e, f, Extended Data Fig. 10l). Thus, hyperactivation of RAC by increased EPS-8 levels could result in excessive actin remodelling and polymerization, leading to altered actin networks with age.
Discussion
Our study has demonstrated a global deubiquitination across tissues during ageing that impairs targeted proteasomal degradation of lifespan regulators. Besides IFB-2 and EPS-8, we identified other dysregulated proteasome targets such as the cytokine receptor F54D1.6 and the solute carrier C46C2.2 that could have synergistic effects on ageing. Because ubiquitination also tags proteins for degradation through autophagy, our datasets have implications for understanding the link between autophagy and longevity3. Notably, we identified more than 1,000 ubiquitination changes during ageing that do not induce alterations in protein levels. These ubiquitination events could modulate protein activity and localization, and lead to longevity modifiers.
Methods
C. elegans strains and maintenance
C. elegans were grown and maintained at 20 °C on standard Nematode Growth Medium (NGM) seeded with E. coli (OP50)36. Wild-type (N2), DA1116 (eat-2 (ad1116)II), and RW1596 (myo-3(st386)V; stEx30[myo-3p::GFP::myo-3 + rol-6(su1006)]) were provided by the Caenorhabditis Genetics Center (CGC) (University of Minnesota), that is supported by the NIH Office of Research Infrastructure Programs (P40 OD010440). CF1041 (daf-2(e1370)III) was provided by C. Kenyonu8). MT7929 (unc-13(e51)I) outcrossed four times to wild-type N2 was provided by T. Hoppe. AGD1657 (unc-119(ed3)III; uthSi13[gly-19p::LifeAct::mRuby::unc-54 3′UTR::cb-unc-119(+)]IV) and AGD1654 (unc-119(ed3)III; uthSi10[col-19p::LifeAct::mRuby::unc-54 3′UTR::cb-unc-119(+)]IV)37 were a gift from A. Dillin. BJ49 (kcIs6[ifb-2p::ifb-2a::CFP]IV)38, BJ186 (kcIs30[ifo-1p::ifo-1::YFP;myo-3p::mCherry::unc-54]III)39, BJ324 (kcEx78[ifc-1p::ifc-1::eGFP; unc- 119(ed3)+];unc-119(ed3)III), BJ316 (ifc-2(kc16[ifc-2a/e::YFP])X), and BJ312 (kcIs40[ifp-1p::ifp-1::eGFP]IV)40 were a gift from R. E. Leube.
To generate the strains DVG197 (N2, ocbEx162[sur-5p::ifb-2, myo-3p::GFP]) and DVG198 (N2, ocbEx163[sur-5p::ifb-2, myo-3p::GFP]), a DNA plasmid mixture containing 70 ng μl−1 of the plasmids sur5-p::ifb-2 (pDV199) and 20 ng μl−1 pPD93_97 (myo3-p::GFP) was injected into the gonads of adult N2 hermaphrodite worms by standard methods41. To construct the C. elegans plasmid (pDV199) for overexpression of ifb-2, pPD95.77 from the Fire Lab kit was digested with SphI and XmaI to insert 3.6-kb of the sur-5 promoter. The resultant vector was then digested with KpnI and EcoRI to excise GFP and insert a multi-cloning site. F10C1.7 (ifb-2) was PCR-amplified from cDNA to include 5′ NheI and 3′ NotI restriction sites and then cloned into the aforementioned vector. The construct was sequence verified. The corresponding control DVG9 strain (N2, ocbEx9[myo3p::GFP]) was generated by microinjecting N2 worms with 20 ng μl−1 pPD93_97 (ref. 42).
For tissue-specific RNAi assays, we used either rde-1 or sid-1 mutant worms in which wild-type rde-1 or sid-1 expression has been rescued using tissue-specific promoters, respectively. Tissue-specific knockdown was validated in the original publications. In the VP303 strain (rde-1(ne219)V; kbIs7[nhx-2p::rde-1 + rol-6(su1006)]), RNAi treatment is only effective in the intestine43. For muscle-specific knockdown, we used the WM118 strain (rde-1(ne300)V; neIs9[myo-3p::HA::RDE-1 + rol-6(su1006)]44. For neuronal-specific RNAi, we used the TU3401 strain (sid-1(pk3321)V; uIs69[pCFJ90(myo-2p::mCherry) + unc-119p::sid-1])45. For epidermal-specific RNAi experiments, we used the NR222 strain (rde-1(ne219)V; kzIs9 [(pKK1260) lin-26p::NLS::GFP + (pKK1253) lin-26p::rde-1 + rol-6(su1006)])46. All the tissue-specific RNAi strains were provided by the CGC.
Ubiquitin-less IFB-2 and EPS-8 mutant worms were generated at SunyBiotech (http://www.sunybiotech.com) by CRISPR–Cas9 methodology. The IFB-2(K255R/K341R) mutant strain (VDL07, ifb-2(syb2876)II)) was generated using the sgRNAs sg1-CCACCAGAGTTGATCTTGAGACA and sg2-CCTCCGATTTATGCGTGAAGACT. The strain expressing endogenous wild-type EPS-8 tagged with 3xHA (VDL05, eps-8(syb2901)IV)) was generated by CRISPR–Cas9 using sg1-CCTGTATTCACTATTAACCCAAT and sg2-CACTATTAACCCAATTCTCTAGG. The strain expressing endogenous EPS-8(K524R/K583R/K621R::3xHA) (VDL06, eps-8(syb2901, syb3149)IV) was generated using sg1-GGAGAGTCGTTTGAGGCATGAGG and sg2-AGGAGCTGACTGTTCACAAGGGG. Because eps-8 generates several different isoforms, the numbering of ubiquitination sites corresponds to the leading EPS-8 isoform identified in our proteomics data (that is, transcript Y57G11C.24g.1, EPS-8 protein isoform g). The strain expressing endogenous IFB-2 tagged with GFP (VDL08, ifb-2(syb3973)II)) was also generated at SunyBiotech using sg1-CCAGACGACGGTCGCTTCTTCCC and sg2-CCGTTAAGAAATCTCCATCATCT. In all the aforementioned strains, the editing was confirmed by sequencing the ifb-2 and eps-8 genes in both directions.
Lifespan assays
Young hermaphrodite adults were randomly picked from maintenance plates and transferred onto plates with OP50 E. coli. After 6 h of egg laying, adult worms were removed from the plates. Then, synchronized larvae were raised and fed OP50 E. coli at 20 °C until they developed into hermaphrodite adults. Once worms reached adulthood, they were randomly picked and transferred onto plates with HT115 E. coli carrying empty vector or RNAi clones for lifespan assays. For the non-integrated lines DVG9, DVG197 and DVG198, GFP-positive worms were selected for lifespan studies. All the lifespan assays of adult worms were conducted at 20 °C. In total, 96 worms were assessed per condition and scored every day or every other day47. Sample sizes were determined according to our previous studies and other publications8,47. Lifespan experiments were not blinded.
From the initial worm population, we censored the worms that were lost or burrowed into the medium as well as those that exhibited bagging or ‘protruding vulva’. Supplementary Table 11 indicates the total number of uncensored worms and total number (uncensored + censored) of worms observed in each experiment. GraphPad PRISM 6 software was used to determine median lifespan and generate lifespan graphs. OASIS software (version 1) was used for statistical analysis to determine mean lifespan48. P values were calculated using the log-rank (Mantel–Cox) method. The P values refer to experimental and control worms in a single experiment. In the main and extended data figures, each graph shows a representative lifespan experiment. See Supplementary Table 11 for statistical analysis and replicate data.
RNAi constructs
For RNAi experiments, hermaphrodite worms were fed E. coli (HT115) containing an empty control vector (L4440) or expressing double-stranded RNAi when they reached adulthood. M01G12.9, C46C2.2, F54D1.6, ddi-1, usp-5, rac-2, csn-6, math-33, H34C03.2, usp-48, prp-8, cyk-3 and F07A11.4 RNAi constructs were obtained from the Ahringer RNAi library. ifb-2, eps-8, rpn-6.1, hsp-43, rpl-4, lec-1, mig-2, ced-10, kgb-1, cyld-1, usp-50, csn-5, otub-3 and eif-3.F RNAi constructs were obtained from the Vidal RNAi library. All RNAi constructs were sequence verified. See Supplementary Table 12 for further details about double-stranded RNAi constructs used for knockdown assays.
Synchronization of large populations
To obtain large populations of synchronized hermaphrodite worms for proteomics, western blot, filter trap and quantitative PCR (qPCR), we used the bleaching technique49. In brief, young adult worms were collected by transferring random chunks of agar from maintenance plates and let them grow until there were sufficient young hermaphrodites for bleaching. Then, young worms were treated with alkaline hypochlorite solution (3 ml of bleach 4% (Fischer), 1.5 ml 5 N KOH, 5.5 ml dH2O) for 4 min to destroy adult tissues and obtain eggs. After four washes with M9 buffer, eggs were maintained on M9 buffer without food overnight to allow hatching but prevent further development. Synchronized L1 larvae were randomly collected, raised and fed OP50 E. coli at 20 °C until late L4 larvae stage. Then, worms were transferred onto plates with OP50 E. coli (alternatively, HT115 E. coli for RNAi experiments) covered with 100 μg ml−1 5-fluoro-2′deoxyuridine (FUdR) to prevent the development of progeny. Every five days, adult worms were transferred onto fresh plates.
Quantitative proteomics of the Ub-modified proteome and analysis
For label-free quantitative proteomics, wild-type, daf-2(e1370) and eat-2(ad1116) hermaphrodite worms were randomly collected with M9 buffer at days 1, 5, 10 and 15 of adulthood. For proteomics analysis of proteasome-less worms, we collected day 5 adult worms treated with either Vector RNAi or rpn-6 RNAi. To remove bacteria, we washed the worms five times with M9 buffer. Then, worms were resuspended in 10 M urea containing 50 mM triethylammonium bicarbonate (TEAB) and 25 mM N-ethylmaleimide. Protein was extracted using a Precellys 24 homogenizer (Bertin Technologies). Samples were centrifuged at 18,000g for 10 min at room temperature and supernatants were collected. Then, we determined protein concentrations with Pierce BCA protein assay (Thermo Scientific). For each sample, 22 mg of total protein were used as starting material and treated with 5 mM dithiothreitol (DTT) for 30 min at room temperature to reduce disulfide bonds. Carbamidomethylation was performed by incubation with 30 mM chloroacetamide for 30 min at room temperature. The urea concentration was diluted to 2 M with 50 mM ammonium bicarbonate and samples were digested with 220 μg trypsin (1:100 (w/w) enzyme:substrate ratio) for 3 h at room temperature. Then, we further added 220 μg trypsin and digested the samples overnight. After digestion, we added 0.5% formic acid and centrifuged 3,500g for 5 min the samples to remove precipitate. Peptides were desalted with 500-mg tC18 Sep-Pak cartridge (Waters). Then, 200 μg of peptides was separated and cleaned up using C18 Stage Tips (Thermo Fischer) for label-free proteomics of total protein levels. The rest of the material was used for enrichment of Ub-modified peptides. First, peptides were frozen at −80 °C for 3 h and then completely dried by vacuum centrifugation. Dried samples were dissolved in immunoaffinity purification solution (IAP). For enrichment of Ub-modified peptides, we used PTMScan Ubiquitin Remnant Motif (K-ε-GG) Antibody Bead Conjugate (Cell Signaling Technology). This antibody has specificity for diGly tag, which is the remnant of ubiquitin left on proteins after trypsin digestion. For each sample, 40 μl of antibody–bead conjugates were added and incubated for 6 h with gentle rotation at 4 °C. Then, beads were washed three times with ice-cold PBS and ice-cold water. Ub-modified peptides were eluted by incubating twice with 100 μl of 0.15% trifluoroacetic acid. Finally, peptides were desalted using C18 Stage Tips and analysed by label-free quantitative proteomics.
The liquid chromatography tandem mass spectrometry (LC–MS/MS) equipment consisted of an EASY nLC 1000 coupled to the quadrupole based QExactive Plus Orbitrap instrument (Thermo Scientific) via a nano-spray electroionization source. Peptides were separated on an in-house packed 50 cm column (2.7 μm C18 beads, Dr. Maisch) using a binary buffer system: (A) 0.1% formic acid and (B) 0.1% formic acid in 80% acetonitrile. The content of buffer B was raised from 5% to 30% within 65 min and followed by an increase to 50% within 10 min. Then, within 1 min, buffer B fraction was raised to 95% and then followed by washing and column equilibration for 15 min. Eluting peptides were ionized by an applied voltage of 2.2 kV. The capillary temperature was 275 °C and the S-lens RF level was set to 60. MS1 spectra were acquired using a resolution of 70,000 at 200 m/z, an automatic gain control target of 3 × 106 and a maximum injection time of 20 ms in a scan range of 300–1,750 Th. The ten most intense peaks were selected for isolation and fragmentation in the higher collisional dissociation cell using a normalized collision energy of 27 at an isolation window of 1.8 Th. Dynamic exclusion was enabled and set to 20 s. The MS/MS scan properties were: 17,500 resolution at 200 m/z, an automatic gain control target of 5 × 105 and a maximum injection time of 60 ms. For protein identification and LFQ in ubiquitin-proteomics experiments, we used the LFQ mode and MaxQuant (version 1.5.3.8) default settings50. For proteomics data sets of total protein levels in ageing and proteasome-less worms, we used Spectronaut 11 (Biognoys) with the BGS Factory Settings and MaxQuant (version 1.5.3.8) with default settings, respectively. MS2 spectra were searched against the C. elegans Uniprot database, including a list of common contaminants. FDRs on protein and peptide–spectrum match level were estimated by the target-decoy approach to 0.01% (protein FDR) and 0.01% (peptide–spectrum match FDR), respectively. The minimal peptide length was set to 7 amino acids and the match-between runs option was enabled. Carbamidomethylation (C) was considered as a fixed modification, whereas oxidation (M), acetylation (protein N-term) and GlyGly (K) were included as variable modifications. All the downstream analyses of the resulting output were performed with R program (version 4.0.5) and Perseus (version 1.6.2.3). Protein groups flagged as reverse’, ‘potential contaminant’ or ‘only identified by site’ were removed. LFQ values were log2-transformed and missing values were replaced using an imputation-based approach. Significant differences between the experimental groups were assessed by two-sided Student’s t-test for samples. A permutation-based FDR approach was applied to correct for multiple testing. For worm tissue expression prediction, we used the database http://worm.princeton.edu26. Sample sizes for proteomics experiments were chosen based on previous studies on ubiquitin proteomics in mammalian cells51, global proteomics changes during ageing in C. elegans9,10 and our previous work on proteomics analysis of C. elegans8. Sample collection was not performed in a blinded manner. Once the samples were processed for proteomics, the mass spectrometry was performed by the CECAD Proteomics Facility in a blinded manner.
Immunoprecipitation of Lys48 and Lys63-linked polyUb and proteomics analysis
Wild-type worms were randomly collected at day 5 of adulthood with M9 buffer and washed five times with M9 to remove bacteria. Then, worms were lysed in protein lysis buffer (50 mM Tris-HCl at pH 6.7, 150 mM NaCl, 1% NP40, 0.25% sodium deoxycholate, 1 mM EDTA, 1 mM NaF, 25 mM N-ethylmaleimide, and protease inhibitor cocktail (Roche)) using a Precellys 24 homogenizer. Samples were centrifuged at 18,000g for 10 min at 4 °C and supernatants were collected. We measured protein concentrations and used 2.5 mg of protein as starting material for each sample. The samples were incubated on ice for 3 h with anti-ubiquitin antibody, Lys48-specific, clone Apu2 (Merck, 05-1307, 1:50. RRID: AB_1587578) or anti-ubiquitin antibody, Lys63-specific, clone Apu3 (Merck, 05-1308, 1:50. RRID: AB_1587580). As a co-immunoprecipitation control, the same amount of protein was incubated with anti-Flag antibody (Sigma, F7425, 1:100; RRID: AB_439687) in parallel. Then, samples were incubated with 50 μl of μMACS MicroBeads (Miltenyi Biotec, 130-071-001) for 1 h on the overhead shaker at 4 °C. Subsequently, samples were loaded to pre-cleared μMACS column (Miltenyi Biotec, 130-042-701). Beads were washed three times with 50 mM Tris (pH 7.5) buffer containing 150 mM NaCl, 5% glycerol and 0.05% Triton and then washed five times with 50 mM Tris (pH 7.5) and 150 mM NaCl. After that, columns were subjected to in-column tryptic digestion containing 7.5 mM ammonium bicarbonate, 2 M urea, 1 mM DTT and 5 ng ml−1 trypsin. Peptides were eluted using two times 50 μl of elution buffer 1 containing 2 M urea, 7.5 mM ambic and 15 mM chloroacetamide and incubated overnight at room temperature with mild shaking. Then, samples were stage-tipped the next day for label-free quantitative proteomics assay.
All samples were analysed on a Q-Exactive Plus (Thermo Scientific) mass spectrometer coupled to an EASY nLC 1200 UPLC (Thermo Scientific). Peptides were loaded with solvent A (0.1% formic acid in water) onto an in-house packed analytical column (50 cm × 75 μm I.D., filled with 2.7 μm Poroshell EC120 C18 (Agilent)). Peptides were chromatographically separated at a constant flow rate of 250 nl min−1 using the 150-min method: 3–5% solvent B (0.1% formic acid in 80% acetonitrile) within 1 min, 5–30% solvent B (0.1% formic acid in 80% acetonitrile) within 65 min, 30–50% solvent B within 13 min and 50–95% solvent B within 1 min, followed by washing and column equilibration. The mass spectrometer was operated in data-dependent acquisition mode. The MS1 survey scan was acquired from 300 to 1,750 m/z at a resolution of 70,000. The top 10 most abundant peptides were subjected to higher collisional dissociation fragmentation at a normalized collision energy of 27% and the automatic gain control target was set to 5 × 105 charges. Product ions were detected in the Orbitrap at a resolution of 17,500. All mass spectrometric raw data were processed with MaxQuant (version 1.5.3.8) using default parameters as described above. LFQ was performed using the LFQ mode and MaxQuant default settings. All downstream analyses were carried out on LFQ values with Perseus (version 1.6.2.3). Sample sizes for immunoprecipitation experiments followed by label-free quantitative proteomics were determined according to our previous publications52,53. Sample collection was not performed in a blinded manner.
Once the samples were processed for proteomics, the mass spectrometry was performed by the CECAD Proteomics Facility in a blinded manner.
Cycloheximide and DUB inhibitor treatment
To assess the half-life of protein ubiquitin, we blocked ubiquitin synthesis by cycloheximide treatment54. Synchronized adult worms by bleaching technique were randomly transferred onto plates with OP50 bacteria covered with a final concentration of 54.5 μg ml−1 cycloheximide (Sigma-Aldrich) during the indicated times in the corresponding figure. For DUB inhibitor experiments, synchronized adult worms were randomly transferred onto plates with OP50 bacteria covered containing a final concentration of 13.7 μg ml−1 PR-61916 (Merck) or vehicle control (DMSO) for 4 h and then collected for western blot analysis.
RNA isolation and quantitative RT–PCR
Total RNA was isolated using RNAbee (Tel-Test) from approximately 2,000 adult hermaphrodite worms synchronized by bleaching technique at the ages indicated in the corresponding figures. Sample size was determined according to our previous publications8,42. cDNA was generated using a qScript Flex cDNA synthesis kit (Quantabio). SybrGreen real-time qPCR experiments were performed with a 1:20 dilution of cDNA using the CFC384 Real-Time System (Bio-Rad). Data were analysed with the comparative 2ΔΔCt method using the geometric mean of cdc-42, pmp-3 and Y45F10D.4 as housekeeping genes55. qPCR experiments were not blinded. See Supplementary Table 13 for details about the primers used for quantitative RT–PCR.
Western blot
C. elegans were synchronized by bleaching technique and collected randomly at the indicated ages in the corresponding figures. Then, worms were lysed in protein lysis buffer (50 mM Hepes at pH 7.4, 150 mM NaCl, 1 mM EDTA, 1% Triton X-100, 2 mM sodium orthovanadate, 1 mM PMSF and protease inhibitor cocktail (Roche)) using a Precellys 24 homogenizer. Worm lysates were centrifuged at 8,000g for 5 min at 4 °C and the supernatant was collected. Protein concentrations were determined with Pierce BCA protein assay (Thermo Scientific). Total protein (30 μg) was separated by SDS–PAGE, transferred to polyvinylidene difluoride membranes (Millipore) and subjected to immunoblotting. Western blot analysis was performed with anti-IFB-2 (Developmental Studies Hybridoma Bank, MH33, 1:1,000, RRID: AB_528311), anti-EPS8L2 (Abcam, ab85960, 1:1,000, RRID: AB_1924963), anti-GFP (AMSBIO, 210-PS-1GFP, 1:5,000, RRID: AB_10013682) and anti-α-tubulin (Sigma, T6199, 1:5,000, RRID: AB_477583). For analysis of JNK phosphorylation, we used the antibodies anti-JNK (Cell Signaling, 9252, 1:1,000, RRID: AB_2250373) and anti-phospho-JNK (Thr183/Tyr185) (Cell Signaling, 9251, 1:1,000; RRID: AB_331659) previously validated in C. elegans56. When indicated in the corresponding figure, we also performed analysis of total IFB-2 levels with antibody MH33 in whole C. elegans lysates without the centrifugation step.
For assessing ubiquitinated proteins by western blot, worms were lysed in lysis buffer (50 mM Tris-HCl, pH 7.8, 150 mM NaCl, 1% Triton X100, 0.25% sodium deoxycholate, 1 mM EDTA, 25 mM N-ethylmaleimide, 2 mM sodium orthovanadate, 1 mM PMSF and protease inhibitor cocktail (Roche)) using Precellys 24 homogenizer. The cell debris was removed by centrifugation at 10,600g for 10 min at 4 °C and the supernatant was collected. Protein concentrations were determined with standard BCA protein assay (Thermo Scientific). Then, 30 μg of total protein was separated by SDS–PAGE, transferred to nitrocellulose membranes (Millipore) and subjected to immunoblotting. Western blot analysis was performed with anti-ubiquitin (Sigma, 05-944, clone P4D1-A11, 1:1,000, RRID: AB_441944) and α-tubulin (Sigma, T6199, 1:5,000; RRID AB_477583). Sample size was determined according to our previous publications8,53. Western blot experiments were not blinded.
Isolation of tissues for western blot analysis
Adult hermaphrodite worms synchronized by egg laying technique were collected and washed with M9 buffer. Then, worms were randomly picked and suspended into a droplet of M9 buffer on a glass slide. To cut off the head, two 27-gauge needles were moved in scissors motion. Decapitation was normally followed by the extrusion of at least one germline arm and the intestine. Heads, germlines and intestines were carefully separated using 27-gauge needles. A 20 μl pipette was used for collection of these tissues, which were then transferred to 1.5 ml Eppendorf tubes. Tissues were fast frozen and kept at −80 °C until a total of approximately 1,000 samples of each isolated tissue could be collected and combined to have enough material for western blot analysis. The collected tissues were then lysed in protein lysis buffer and protein concentrations were determined with Pierce BCA as detailed in the previous section for western blot analysis.
Filter trap
Synchronized adult hermaphrodite worms by bleaching technique were randomly collected and washed with M9 buffer and worm pellets were frozen with liquid N2. Frozen worm pellets were thawed on ice and worm lysates were generated in non-denaturing protein lysis buffer (50 mM HEPES (pH 7.4), 150 mM NaCl, 1 mM EDTA, 1% Triton X-100) supplemented with 2 mM sodium orthovanadate, 1 mM PMSF and protease inhibitor cocktail (Roche)) using a Precellys 24 homogenizer. Worm lysates were centrifuged at 8,000g for 5 min at 4 °C to remove debris and the supernatant was collected. Then, 100 μg of total protein was supplemented with 0.5% SDS and loaded onto a cellulose acetate membrane assembled in a slot blot apparatus (Bio-Rad). The membrane was then washed with 0.2% SDS and aggregates were assessed by immunoblotting using anti-IFB-2 (Developmental Studies Hybridoma Bank, MH33, 1:1,000, RRID: AB_528311), anti-GFP (AMSBIO, 210-PS-1GFP, 1:5,000, RRID: AB_10013682), and anti-β-actin (Abcam, ab8226, 1:5,000; RRID AB_306371). Sample size was determined according to our previous publications42,53. Filter trap experiments were not blinded.
Motility assay
C. elegans were synchronized on E. coli (OP50) bacteria until L4 stage by egg laying technique and then randomly transferred to E. coli (HT115) bacteria containing either control empty vector or RNAi for the rest of the experiment. At the day of adulthood indicated in the corresponding figures, C. elegans were randomly picked and transferred to a drop of M9 buffer and after 30 s of adaptation the number of body bends was counted for 30 s. A body bend was defined as change in direction of the bend at the mid-body53,57. Sample size was determined according to our previous publications42,53. Motility assays were not blinded.
Phalloidin staining
Adult hermaphrodite C. elegans were synchronized by egg laying technique and randomly collected at the ages indicated in the corresponding figures, washed with M9 buffer and fixed with ice cold 4% formaldehyde solution for 15 min. Worms were permeabilized with 2% Tween-20 in 1× PBS (pH 7.2) for 30 min at room temperature. Then, worms were treated with β-mercaptoethanol solution (120 mM Tris-HCl (pH 6.8), 5% β-mercaptoethanol, 1% Triton X-100) for 10 min. The worms were washed three times with 0.2% 1× PBS-Tween (pH 7.2) and three times with 1% BSA in 0.2% 1× PBS-Tween (pH 7.2). Worms were stained with rhodamine-phalloidin (Thermo Fischer, R415, 1:100) for 45 min. Three washes using 0.2% 1× PBS-Tween (pH 7.2) were followed before the cover slips were mounted on FluorSave Reagent (Merck, 345789). The sample size for imaging experiments was determined according to previous publications8,42. Imaging experiments were not blinded.
Bacterial colonization assay
Bacterial colonization or invasion experiments were performed as previously described29. All HT115 E. coli bacteria were cultured under carbenicillin selection. After overnight growth at 37 °C, bacterial cultures were induced with 1 mM IPTG for 4 h, collected and concentrated 10 times by centrifugation. Concentrated RNAi cultures were mixed at a ratio of 4:1 with concentrated HT115 bacteria expressing mCherry from the pDP151 plasmid. NGM agar plates were seeded with the bacterial mixed culture (4 parts HT115 RNAi, 1 part HT115 expressing mCherry) and allowed to dry for 24 h at room temperature. L4 larvae synchronized by egg laying technique were then randomly transferred onto these plates and analysed by fluorescence microscopy at days 1, 5 and 10 of adulthood. Before the analysis, worms were gently collected from the RNAi or mCherry agar plates, washed three times with M9 buffer, and placed onto OP50 E. coli plates to feed for 2 h to remove residual fluorescent bacteria from the intestine. Then, worms were immobilized using 0.1% azide in M9 buffer on 2% agarose pad. Images of worms were acquired with a Zeiss Axio Zoom.V16 fluorescence microscope. For quantification of fluorescence signal, worms were outlined and quantified using ImageJ software (version 1.5|s). Sample size for quantification of fluorescence reporters was determined according to our previous studies and other publications8,58. Bacterial colonization assays were not blinded.
Quantification of hatched eggs and development into adults
Synchronized worms by egg laying technique were raised and fed OP50 E. coli at 20 °C until late L4 stage. Then, late L4 larvae were picked in a random manner and singly plated. After 24 h, the adult worm was removed and the number of eggs per plate was measured. The plate was kept for another 24 h, when the number of live progeny, visible as L1 larvae, was scored to assess the percentage of hatched eggs. L1 larvae were cultured for 50 h and the number of adult worms was scored in each plate. Sample size was determined according to previous work from our laboratory8. These experiments were not blinded.
Reporting summary
Further information on research design is available in the Nature Research Reporting Summary linked to this paper.
Data availability
There is no restriction on data availability. Readers can interact with the ubiquitin and global proteomics data using the following Shiny Web apps by downloading the datasets provided in the apps: https://vilchezlab.shinyapps.io/shiny-volcanoplot/ and https://vilchezlab.shinyapps.io/shiny-heatmap/. Proteomics data have been deposited in the ProteomeXchange Consortium via the PRIDE partner repository with the dataset identifiers PXD024338 (ubiquitin proteomics of ageing and long-lived worms), PXD025128 (global protein proteomics of ageing and long-lived worms), PXD024094 (ubiquitin proteomics upon rpn-6 RNAi), PXD024095 (global protein proteomics upon rpn-6 RNAi), PXD024093 (immunoprecipitation Lys48-linked polyUb) and PXD024045 (immunoprecipitation Lys63-linked polyUb). MS2 spectra in proteomics experiments were searched against the C. elegans Uniprot database (https://www.uniprot.org/proteomes/UP000001940). For worm tissue expression analysis, we used the database http://worm.princeton.edu. Source data are provided with this paper.
Code availability
Custom code used in this article can be accessed at https://github.com/Vilchezlab/UbProteomics2021.
Change history
12 February 2024
A Correction to this paper has been published: https://doi.org/10.1038/s41586-024-07168-8
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Acknowledgements
The European Research Council (ERC Starting Grant-677427 StemProteostasis), the Deutsche Forschungsgemeinschaft (DFG) (VI742/4-1 and Germany’s Excellence Strategy-CECAD, EXC 2030-390661388) and the Center for Molecular Medicine Cologne (C16) supported this research. We are grateful to the CECAD Proteomics Facility and C. Klein for their advice and contribution to proteomics experiments and analysis. We thank R. E. Leube for providing the C. elegans strains expressing intestinal intermediate filaments with fluorescent tags. We also thank P. M. Douglas for providing the HT115 bacteria driving mCherry expression. We thank R. Higuchi-Sanabria for comments on the manuscript.
Funding
Open access funding provided by Universität zu Köln.
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Authors and Affiliations
Contributions
S.K. and D.V. performed most of the experiments, data analysis and interpretation. R.L. generated the ifb-2(OE) strains and helped with other experiments. H.J.L. performed experiments of isolated tissues. P.W. generated the Shiny Web apps and contributed to analysis of proteomics data. M.K. provided critical advice on the project. The manuscript was written by D.V. All authors discussed the results and commented on the manuscript.
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The authors declare no competing interests.
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Peer review information Nature thanks Andrew Dillin, Donald Kirkpatrick and the other, anonymous, reviewer(s) for their contribution to the peer review of this work. Peer reviewer reports are available.
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Extended data figures and tables
Extended Data Fig. 1 Differences in the levels of Ub-peptides often do not directly correlate with a change in the total amounts of the protein.
a, Principal component analysis indicates high reproducibility in proteomics of Ub-peptides among the four biological replicates for each experimental condition (wild type, eat-2(ad1116), daf-2(e1370) at day 1, 5, 10 and 15 of adulthood). b–d, Heat maps representing log2-transformed fold changes of all the differentially abundant Ub-peptides and their corresponding total protein levels at the indicated day and genetic background (n = 4, two-sided t-test, FDR <0.05 was considered significant). In each heat map, only significantly changed Ub-peptides are shown. Supplementary Table 3 contains complete list of all identified Ub-peptides and levels of the respective protein. e, Integrated proteomics analysis of log2-transformed fold changes in the levels of Ub-peptides and corresponding proteins comparing day-15 and day-5 wild-type worms (n = 4, two-sided t-test, FDR < 0.05). f, The total protein levels of myosin MYO-2 and paramyosin UNC-15 remain similar during ageing, but they contain multiple downregulated and upregulated Ub-sites. EPS-8 protein becomes more abundant with age, and most of its Ub-sites are significantly downregulated (n = 4, two-sided t-test, FDR < 0.05 was considered significant). Because EPS-8 has many different isoforms, we show the ubiquitination sites numbered according to the leading isoform identified in our proteomics data (EPS-8 protein isoform g). g, Among the 1,813 downregulated ubiquitin modifications in aged wild-type worms (WT d15/WT d5), age-matched eat-2 (eat-2 d15/WT d15) and daf-2 mutants (daf-2 d15/WT d15) exhibited increased ubiquitination for 952 and 336 peptides, respectively. Among the 350 upregulated ubiquitin modifications in aged wild-type worms, age-matched eat-2 and daf-2 worms exhibited decreased ubiquitination for 234 and 251 peptides, respectively.
Extended Data Fig. 2 Loss of ubiquitination in aged wild-type worms is not associated with lower expression or half-life of protein ubiquitin itself.
a, Immunoblot of Ub-proteins in wild-type worms at the indicated days of adulthood. The images are representative of four independent experiments. b, Immunoblot of Ub-proteins in eat-2(ad1116) mutant worms. Representative of four independent experiments. c, Immunoblot of Ub-proteins in daf-2(e1370) mutant worms. Representative of three independent experiments. d, qPCR analysis of ubiquitin (ubq-1), ubiquitin-ribosomal fusion (ubq-2, ubl-1) and ubiquitin-stress response (usp-14) genes comparing day-1 and day-15 wild-type adult worms. Graph represents the relative expression to day 1 adult wild-type worms (mean ± s.e.m., n = 9). P values: ubq-1 (P = 0.0117), ubq-2 (P = 0.0042), ubl-1 (P = 0.0598), usp-14 (P = 0.5326). e, qPCR analysis comparing day-1 and day-15 eat-2 mutant worms. Graph represents the relative expression to day 1 adult eat-2 mutant worms (mean ± s.e.m., n = 9). P values: ubq-1 (P = 0.0668), ubq-2 (P = 0.0144), ubl-1 (P < 0.0001), usp-14 (P = 0.0786). f, qPCR analysis comparing day 1 and day 15 daf-2 mutant worms. Graph represents the relative expression to day 1 adult daf-2 mutant worms (mean ± s.e.m., day 1 (n = 9); day 15 (n = 8)). P values: ubq-1 (P = 0.0057), ubq-2 (P = 0.5710), ubl-1 (P = 0.7593), usp-14 (P = 0.2199). g, qPCR analysis comparing day 15 wild-type worms with age-matched long-lived mutant worms. Graph represents the relative expression to wild-type worms (mean ± s.e.m., wild-type (n = 9); eat-2 (n = 9); daf-2 (n = 8)). Wild-type worms express higher levels of ubq-1 gene at day 15 of adulthood (wild-type versus eat-2: P = 0.0341; wild-type versus daf-2: P < 0.0001). h, The log2-transformed label-free quantification (LFQ) values of protein ubiquitin (UBQ-1 ;UBQ-2) from global proteomics analysis of wild-type, eat-2(ad1116) and daf-2(e1370) worms at the indicated ages (n = 4, mean ± s.e.m.). The total amounts of protein ubiquitin itself slightly increase in wild-type worm with age (wild-type d1 versus wild-type d15: P < 0.0001). Old wild-type and aged-matched daf-2 mutant worms have similar levels of total protein ubiquitin (wild-type d15 versus daf-2 d15: P = 0.2669). Label-free proteomics of total protein levels (Supplementary Table 2) was performed in input samples separated from the same lysates used for analysis of the Ub-modified proteome before the enrichment with an anti-diGly antibody. In d–h, P values were determined by two-sided t-test. i, Western blot of free ubiquitin (Ub) in worms treated with 54.5 μg ml−1 cycloheximide (CHX) to block ubiquitin synthesis. Worms were lysed at the indicated time after CHX treatment. The images are representative of three independent experiments. j, Quantification of the western blots presented in the previous figure. Graph represents the percentage of free Ub levels relative to time point 0 h of CHX treatment (mean ± s.e.m., n = 3 independent experiments). For gel source data, see Supplementary Fig. 1.
Extended Data Fig. 3 Single knockdown of specific age-dysregulated DUBs ameliorates the global decline in Ub-protein levels of aged wild-type worms.
a, Heat map representing all the differentially abundant E3 ubiquitin ligases in old (day 15) wild-type worms compared with young (day 5) wild-type worms (n = 4, two-sided t-test, FDR < 0.05 was considered significant). The levels of differentially abundant E3s in old wild-type worms were also compared with age-matched long-lived eat-2 and daf-2 mutants. b, Heat map representing all the differentially abundant DUBs in old wild-type worms compared with young wild-type worms (n = 4, two-sided t-test, FDR < 0.05 was considered significant). The levels of differentially abundant DUBs in old wild-type worms were also compared with age-matched long-lived eat-2 and daf-2 mutants. c, Immunoblot of Ub-proteins and α-tubulin in day 10 wild-type worms upon knockdown of prp-8, eif-3.F, cyk-3 and F07A11.4 after development. The images are representative of three independent experiments. d, Immunoblot of Ub-proteins in day-10 wild-type worms upon knockdown of usp-5 and otub-3 after development. Representative of three independent experiments. e, Immunoblot of Ub-proteins in day-10 wild-type worms upon knockdown of math-33 and H34C03.2 after development. Representative of four independent experiments. f, Immunoblot of Ub-proteins in day-10 wild-type worms upon knockdown of cyld-1 and csn-6 after development. Representative of four independent experiments. g, Immunoblot of Ub-proteins in day-10 wild-type worms upon knockdown of usp-50, csn-5 and usp-48 after development. Representative of four independent experiments. In c–g, RNAi was initiated at day 1 of adulthood. h, Wild-type worms treated with 13.7 μg ml−1 of the broad-spectrum DUB inhibitor PR-619 at day 9 of adulthood for 24 h (P = 0.0162) or from day 9 of adulthood until the end of the experiment (P < 0.0001) live longer compared with untreated wild-type worms. P values: two-sided log-rank test, n = 96 worms per condition. Supplementary Table 11 contains statistics and replicate data of independent lifespan experiments. For gel source data, see Supplementary Fig. 1.
Extended Data Fig. 4 Ageing does not increase the mRNA levels of age-dysregulated proteasome targets.
a, Heat map representing log2-transformed fold changes of all the differentially abundant proteins comparing rpn-6 RNAi-treated wild-type worms with Vector RNAi-treated wild-type worms at day 5 of adulthood (n = 3, two-sided t-test, FDR < 0.05 was considered significant). Loss of proteasome activity results in widespread changes in the individual protein levels of young adults, including 297 downregulated proteins and 509 upregulated proteins. See Supplementary Table 8 for complete list of all the detected proteins. b, The mRNA levels of age-dysregulated proteasome targets do not increase with age. In fact, ifb-2 (P = 0.0026) and eps-8 (P = 0.0194) mRNA levels decrease in aged worms. Graph represents the relative expression to young (day 5) adult worms (mean ± s.e.m., n = 3). c, Loss of rpn-6 does not upregulate the mRNA levels of age-dysregulated proteasome targets in young worms (day 5), with the exception of the deubiquitinase usp-5 (P = 0.0019) that could indicate a compensatory mechanism to ameliorate ubiquitin deficits triggered by dysregulated proteasome activity. Graph represents the relative expression to Vector RNAi control (mean ± s.e.m., n = 3). RNAi treatment was initiated at day 1 of adulthood. In b, c, P values were determined by two-sided t-test. d, Volcano plot of proteins containing Lys63-linked polyUb chains in wild-type worms at day 5 of adulthood (n = 3, FDR < 0.05). −log10(P value) of a two-sided t-test is plotted against the log2-transformed fold change of LFQ values from immunoprecipitation experiments using an antibody against Lys63-linked polyUb compared with anti-Flag antibody. Red dots indicate age-dysregulated proteasome targets. e, Knockdown of either hsp-43 (P = 0.0010) or usp-5 (P = 0.0146) during adulthood shortens lifespan, indicating that these genes are essential for adult viability. Knockdown of either ddi-1 (P = 0.8277) or lec-1 (P = 0.7034) does not significantly affect lifespan. In contrast, single knockdown of rpl-4 (P = 0.0283), M01G12.9 (P < 0.0001), C46C2.2 (P = 0.0196) and F54D1.6 (P = 0.0400) extends lifespan. In each lifespan experiment, RNAi was initiated at day 1 of adulthood. P values were determined by two-sided log-rank test; n = 96 worms per condition. Lifespan data are representative of two independent experiments. Supplementary Table 11 contains statistics and replicate data of independent lifespan experiments. f, Western blot analysis with an antibody against GFP of integrated transgenic worms expressing ifb-2p::ifb-2a::CFP. α-tubulin is the loading control. Representative of two independent experiments. g, Western blot with an antibody against GFP of worms expressing endogenous IFB-2 tagged with GFP. Representative of two independent experiments. h, Western blot analysis of total IFB-2 levels with an anti-IFB-2 antibody in whole wild-type C. elegans extracts without mild centrifugation to collect supernatant. Representative of three independent experiments. For gel source data, see Supplementary Fig. 1.
Extended Data Fig. 5 The age-associated decline in ubiquitination levels occurs across tissues.
a, Bioinformatics classification of proteins that exhibit differences in their Ub-peptides in aged wild-type worms (day 15) according to the tissues where these proteins are expressed. b, Immunoblot of Ub-proteins in lysates of whole worms or isolated germlines, intestines and heads from wild-type worms at the indicated days of adulthood. Representative of two independent experiments. c, Western blot analysis with an antibody against EPS-8 of isolated intestines and heads from wild-type worms at the indicated days. Representative of two independent experiments. d, Western blot analysis with an antibody against IFB-2 of isolated intestines and heads from wild-type worms at the indicated days. Representative of two independent experiments. e, Western blot with antibodies to EPS-8 and IFB-2 after intestinal-specific knockdown (KD) of rpn-6. RNAi rescued in the intestine of RNAi-deficient worms (rde-1(ne219); nhx-2p::rde-1 strain). f, Western blot with antibodies to EPS-8 and IFB-2 after neuronal-specific KD of rpn-6. RNAi rescued in the neurons of RNAi-deficient worms (sid-1(pk3321); unc-119p::sid-1 strain). g, Western blot with antibodies to EPS-8 and IFB-2 after muscle-specific KD of rpn-6. RNAi rescued in the muscle of RNAi-deficient worms (rde-1(ne300); myo-3p::rde-1 strain). h, Western blot with antibodies to EPS-8 and IFB-2 after epidermal-specific KD of rpn-6. RNAi rescued in the epidermis of RNAi-deficient worms (rde-1(ne219); lin-26p::rde-1 strain). In e–h, RNAi treatment was initiated at day 1 of adulthood. Worms were analysed at day 5 of adulthood. Representative of two independent experiments. i, Immunoblot of Ub-proteins in wild-type and unc-13(e51) mutant worms at the indicated days of adulthood. Representative of three independent experiments. j, Western blot with an antibody against EPS-8 in wild-type and unc-13(e51) mutant worms at day 10 of adulthood. Representative of three independent experiments. k, Western blot with an antibody against IFB-2 in wild-type and unc-13(e51) mutant worms at day 10 of adulthood. Representative of three independent experiments. For gel source data, see Supplementary Fig. 1.
Extended Data Fig. 6 Increased levels of IFB-2 and EPS-8 shorten adult lifespan.
a, Western blot with an antibody against IFB-2 of whole lysates from wild-type worms and IFB-2 K255R/K341R (Ub-less) mutant worms at day 2 of adulthood. The images are representative of two independent experiments. b, Non-integrated transgenic DVG197 and DVG198 strains overexpressing ifb-2 under sur-5 promoter exhibit a short lifespan phenotype compared with the control strain (P < 0.0001). P values were determined by two-sided log-rank test; n = 96 worms per condition. Lifespan data are representative of two independent experiments. c, Percentage of hatched eggs (mean ± s.e.m., n = 10 worms scored per condition from 2 independent experiments). EPS-8(K524R/K583R/K621R) (Ub-less) mutants do not exhibit embryonic lethality (P = 0.7806). d, Percentage of L1 larvae that developed into adults (mean ± s.e.m., n = 10 worms scored per condition from 2 independent experiments). Ubiquitin-less EPS-8 mutants do not exhibit developmental arrest (P = 0.0507). In c, d, P values were determined by two-sided t-test. e, Ubiquitin-less EPS-8 mutant worms live shorter than with worms that express wild-type EPS-8 (EPS-8 (WT) + Vector RNAi versus EPS-8 (Ub-less) + Vector RNAi, P = 0.0030). Knockdown of eps-8 after development suppresses the deleterious effects on lifespan induced by Ub-less EPS-8 mutations (EPS-8 (WT) + eps-8 RNAi versus EPS-8 (Ub-less) + eps-8 RNAi, P = 0.3394). P values determined by two-sided log-rank test, n = 96 worms per condition. Supplementary Table 11 contains statistics and replicate data of independent lifespan experiments. For gel source data, see Supplementary Fig. 1.
Extended Data Fig. 7 Ageing induces mislocalization and aggregation of IFB-2 and other intestinal intermediate filaments.
a, Muscle-specific knockdown of ifb-2 does not affect lifespan (P = 0.3755). b, Neuronal-specific knockdown of ifb-2 does not affect lifespan (P = 0.6381). In each lifespan experiment, RNAi was initiated during adulthood, P values determined by two-sided log-rank test, n = 96 worms per condition. Supplementary Table 11 contains statistics and replicate data of independent lifespan experiments. c, Representative images of transgenic worms expressing IFB-2::CFP under ifb-2 promoter at different days of adulthood. On the left, IFB-2::CFP is presented in greyscale to show more visibly the IFB-2 aggregates. Merge images present IFB-2::CFP (blue) + DIC (differential interference contrast). Scale bar, 200 μm. Representative of three independent experiments. d, Images of worms expressing endogenous IFB-2 tagged with GFP at different days of adulthood. Scale bar, 100 μm. Representative of two independent experiments. e, Filter trap analysis with an antibody against GFP of worms expressing endogenous IFB-2 tagged with GFP. Representative of three independent experiments. f, Images of worms expressing endogenous IFC-2 tagged with YFP or the integrated transgenes ifc-1p::IFC-1::GFP and ifp-1p::IFP-1::GFP. Scale bar, 100 μm. Representative of two independent experiments. g, Filter trap analysis with an antibody against GFP of C. elegans expressing IFC-1::GFP under ifc-1 promoter. Representative of two independent experiments. h, Filter trap with an antibody to GFP of C. elegans expressing endogenous intestinal intermediate filament IFC-2 tagged with YFP. Representative of three independent experiments. i, Filter trap with an antibody to GFP of C. elegans expressing IFP-1::GFP under ifp-1 promoter. Representative of two independent experiments. j, Images of worms expressing the intestinal filament organizer IFO-1::YFP under ifo-1 promoter. Scale bar, 100 μm. Representative of three independent experiments. k, Filter trap with an antibody to GFP of worms expressing IFO-1::YFP under ifo-1 promoter. Representative of four independent experiments.
Extended Data Fig. 8 Downregulation of increased IFB-2 levels ameliorates loss of intestinal integrity and bacterial colonization.
a, ifb-2 RNAi ameliorates age-related changes in the intracellular distribution and aggregation of the intestinal intermediate filaments IFC-1, IFC-2 and IFP-1 as well as the intestinal filament organizer IFO-1. We examined worms expressing endogenous IFC-2 tagged with YFP or the integrated transgenes ifc-1p::IFC-1::GFP, ifp-1p::IFP-1::GFP, and ifo-1p::IFO-1::GFP. ifb-2 RNAi was initiated during adulthood. Scale bar, 25 μm. Representative of two independent experiments. b, Filter trap analysis with an antibody to GFP of C. elegans expressing endogenous intestinal intermediate filament IFC-2 tagged with YFP. ifb-2 RNAi was initiated during adulthood. Representative of four independent experiments. c, Filter trap analysis with an antibody to GFP of worms expressing IFO-1::YFP under ifo-1 promoter. ifb-2 RNAi was initiated during adulthood. Representative of three independent experiments. d, Images of bacterial colonization in the intestine of wild-type C. elegans at different days of adulthood. RNAi was initiated during adulthood. Scale bar, 200 μm. Representative of three independent experiments. e, Images of bacterial colonization in the intestine of wild-type and IFB-2(K255R/K341R) (Ub-less) mutant worms at day 10 of adulthood. Scale bar, 200 μm. Representative of three independent experiments. Quantifications of bacterial colonization are shown in Fig. 3f, g.
Extended Data Fig. 9 Age-related hyperactivation of RAC by increased EPS-8 levels increases JNK phosphorylation.
a, Intestinal-specific knockdown of eps-8 after development does not affect lifespan (P = 0.1486). b, Epidermal-specific knockdown of eps-8 during adulthood does not affect lifespan (P = 0.3149). c, Single knockdown of RAC orthologues mig-2 (P < 0.0001) and rac-2 (P = 0.0008) during adulthood extends lifespan in wild-type worms. Knockdown of RAC orthologue ced-10 does not affect lifespan (P = 0.3227). d, Intestinal-specific knockdown of either mig-2 (P = 0.7340) or rac-2 (P = 0.6021) during adulthood does not affect lifespan. e, Muscle-specific knockdown of either mig-2 (P < 0.0001) or rac-2 (P = 0.0003) during adulthood extends lifespan. f, Neuronal-specific knockdown of either mig-2 (P < 0.0001) or rac-2 (P < 0.0001) during adulthood extends lifespan. g, Western blot analysis with antibodies to phosphorylated JNK (P-JNK), total JNK and α-tubulin of wild-type worms at different days of adulthood. Representative of three independent experiments. h, Western blot analysis with antibodies to P-JNK, total JNK and α-tubulin of wild-type worms at day 10 of adulthood. eps-8 RNAi was initiated during adulthood. Representative of two independent experiments. i, Knockdown of kgb-1 after development extends longevity (EPS-8 (WT) Vector RNAi versus EPS-8 (WT) kgb-1 RNAi, P < 0.0001) and rescues the short lifespan induced by ubiquitin-less EPS-8 mutant variant (EPS-8 (WT) Vector RNAi versus EPS-8 (Ub-less) Vector RNAi (P < 0.0001); EPS-8 (WT) kgb-1 RNAi versus EPS-8 (Ub-less) kgb-1 RNAi (P = 0.8061)). In each lifespan experiment, RNAi was initiated at day 1 of adulthood. P values were determined by two-sided log-rank test, n = 96 worms per condition. Supplementary Table 11 contains statistics and replicate data of independent lifespan experiments. For gel source data, see Supplementary Fig. 1.
Extended Data Fig. 10 Lowering hyperactivated RAC signalling prevents alterations in actin networks induced by increased EPS-8 levels.
a, Myosin heavy chain tagged to GFP indicates destabilization of myosin filaments in muscle cells during ageing, whereas knockdown of eps-8 during adulthood maintains organization of the myosin network. Scale bar, 20 μm. Representative of three independent experiments. b, Data are mean ± s.e.m. thrashing movements over a 30-s period on day 1 (n = 30 worms per condition, three independent experiments), day 3 (n = 30 worms per condition, three independent experiments) and day 10 (n = 45 worms per condition, three independent experiments) of adulthood. Knockdown of eps-8 after development ameliorates the age-associated decline in motility (day 1 vector RNAi versus day 1 eps-8 RNAi, P = 0.2127; day 3 Vector RNAi versus day 3 eps-8 RNAi, P < 0.0001; day 10 Vector RNAi versus day 10 eps-8 RNAi, P < 0.0001). P values were determined by two-sided t-test. c, Images of transgenic worms expressing LifeAct::mRuby in the epidermis. Scale bar, 20 μm. Representative of two independent experiments. d, Images of transgenic worms expressing LifeAct::mRuby in the intestine. Scale bar, 100 μm. Representative of two independent experiments. e, Filter trap analysis with an antibody to β-actin in wild-type worms. Knockdown of eps-8 during adulthood reduces the amounts of actin aggregates in aged worms. Representative of six independent experiments. f, Filter trap analysis with an antibody to β-actin. Muscle-specific knockdown of eps-8 during adulthood reduces the amounts of actin aggregates in aged worms. Representative of three independent experiments. g, Neuronal-specific knockdown of eps-8 results in decreased actin aggregates during ageing. Representative of three independent experiments. h, Epidermal-specific knockdown of eps-8 does not decrease age-related actin aggregation. Representative of three independent experiments. i, Intestinal-specific knockdown of eps-8 does not decrease age-related actin aggregation. Representative of three independent experiments. j, Knockdown of either mig-2 or rac-2 during adulthood ameliorates the age-associated destabilization of actin filaments in muscle cells. RNAi treatment was initiated at day 1 of adulthood. Scale bar, 20 μm. Representative of two independent experiments. k, Knockdown of either mig-2 or rac-2 during adulthood ameliorates the age-associated destabilization of myosin filaments in muscle cells. Scale bar, 20 μm. Representative of two independent experiments. l, Filter trap with an antibody to β-actin in worms expressing endogenous wild-type EPS-8 or mutant Ub-less EPS-8 at day 3 of adulthood. Representative of three independent experiments. In all the experiments, RNAi was initiated at day 1 of adulthood.
Supplementary information
Supplementary Figure 1
This file contains source data for gel electrophoresis.
Supplementary Table 1
Proteomic analysis of Ub-peptides from wild-type, eat-2 and daf-2 worms at day 1, 5, 10 and 15 of adulthood (n= 4, two-sided t-test, False Discovery Rate (FDR)<0.05 was considered significant).
Supplementary Table 2
Shotgun label-free proteomics of protein levels in wild-type, eat-2 and daf-2 worms at day 1, 5, 10 and 15 of adulthood (n= 4, two-sided t-test, FDR<0.05 was considered significant). Shotgun proteomics experiments were performed in input samples separated from the lysates used for analysis of the ubiquitin-modified proteome before enrichment with anti-diGly antibodies.
Supplementary Table 3
Integrated proteomics analysis of Ub-modified peptide levels and total protein levels (n= 4, two-sided t-test, FDR<0.05 was considered significant).
Supplementary Table 4
Comparison of the Ub-modified proteome of old wild-type worms (day 15) versus young worms (day 5) (n= 4, two-sided t-test, FDR<0.05 was considered significant).
Supplementary Table 5
Integrated proteomics analysis of Ub-modified peptide levels and total protein levels in aged wild-type worms (day 15) compared with young worms (day 5) (n= 4, two-sided t-test, FDR<0.05 was considered significant).
Supplementary Table 6
Changes in Ub-modified peptides in aged wild-type worms rescued in age-matched long-lived mutant worms (n= 4, two-sided t-test, FDR<0.05 was considered significant).
Supplementary Table 7
Differentially abundant E3s and DUBs in old (day 15) wild-type worms compared with young (day 5) wild-type worms (n= 4, two-sided t-test, FDR<0.05 was considered significant). The levels of differentially abundant E3s and DUBs in old wild-type worms were also compared with age-matched long-lived eat-2 and daf-2 mutants.
Supplementary Table 8
Proteomic analysis of the levels of Ub-peptides and total protein comparing empty vector RNAi with rpn-6 RNAi-treated wild-type worms at day 5 of adulthood (n= 3, two-sided t-test, FDR<0.05 was considered significant). This file also contains integrated analysis with list of Ub-proteins that increased upon rpn-6 RNAi in young adults (day 5), and also became less ubiquitinated but more abundant during the aging process (aged worms (day 15) versus young worms (day 5)).
Supplementary Table 9
Proteomics data from immunoprecipitation experiments using antibody against proteins containing Lys48 or Lys63-linked ubiquitin chains compared with control FLAG antibody in wild-type worms at day 5 of adulthood (n=3, two-sided t-test, FDR<0.05 was considered significant).
Supplementary Table 10
Tissue-specific expression analysis using the bioinformatic tool http://worm.princeton.edu of proteins containing downregulated or upregulated Ub-modified peptides in aged wild-type worms.
Supplementary Table 11
Statistics and replicate data of independent lifespan experiments.
Supplementary Table 12
Sequences for RNAi constructs used for knockdown assays.
Supplementary Table 13
List of primers used for qPCR assay.
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Koyuncu, S., Loureiro, R., Lee, H.J. et al. Rewiring of the ubiquitinated proteome determines ageing in C. elegans. Nature 596, 285–290 (2021). https://doi.org/10.1038/s41586-021-03781-z
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DOI: https://doi.org/10.1038/s41586-021-03781-z
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