Widespread Proteome Remodeling and Aggregation in Aging C. elegans
Open accessAbstract
Aging has been associated with a progressive decline of proteostasis, but how this process affects proteome composition remains largely unexplored. Here, we profiled more than 5,000 proteins along the lifespan of the nematode C. elegans. We find that one-third of proteins change in abundance at least 2-fold during aging, resulting in a severe proteome imbalance. These changes are reduced in the long-lived daf-2 mutant but are enhanced in the short-lived daf-16 mutant. While ribosomal proteins decline and lose normal stoichiometry, proteasome complexes increase. Proteome imbalance is accompanied by widespread protein aggregation, with abundant proteins that exceed solubility contributing most to aggregate load. Notably, the properties by which proteins are selected for aggregation differ in the daf-2 mutant, and an increased formation of aggregates associated with small heat-shock proteins is observed. We suggest that sequestering proteins into chaperone-enriched aggregates is a protective strategy to slow proteostasis decline during nematode aging.
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- Findingcitation
Proteins that increase at least twofold in aged C. elegans account for about half of total protein.
“The proteins that increased by at least 2-fold amounted to approximately 50% of total protein in aged animals, as determined by label free absolute quantification (absolute LFQ values) (Schwanhausser et al., 2011) (Figure 1C).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Schwanhausser et al., 2011 source
Not checked in the free run.
- Findingown data
In aging C. elegans, roughly one third of the quantified proteins change in abundance by at least twofold.
“We find that one third of proteins change in abundance at least 2-fold during aging, resulting in a severe proteome imbalance.”
- Also stated in: § Extensive Proteome Remodeling During Aging · plain
“About one third of the quantified proteins increased or decreased in abundance by at least 2-fold, when equal amounts of total protein were analyzed (Figure 1B and Table S1B).”
Quote in the paperSubstantial claim- Rests on an assumption: Analyzing equal amounts of total protein normalizes for changes in cell number or tissue mass, so that measured protein abundance changes reflect proteome composition changes during aging.
- Also stated in: § Extensive Proteome Remodeling During Aging · plain
- Findingown data
Among proteins increased more than twofold at day 22, 183 are extracellular proteins out of 490 quantified extracellular proteins.
“Among the proteins that increased more than 2-fold in aged worms (22 days) were 183 extracellular proteins (out of 490 extracellular proteins quantified) (Figure S1E and Table S2B).”
Quote in the paperNot a substantial claim - Findingown data
Proteins enriched in intestine, muscle, and hypodermis decline during aging.
“In contrast, the levels of many proteins enriched in intestine, muscle and hypodermis decline (clusters 4–6), consistent with an age-related deterioration of these tissues.”
Quote in the paperSubstantial claim - Findingown data
Multiple transthyretin-like factors increase up to 100-fold during aging.
“These included multiple transthyretin (TTR)-like factors, which increased up to 100-fold (Figure S1F), as well as all six of the vitellogenin egg storage proteins, despite egg formation having been completed before day 6.”
Quote in the paperNot a substantial claim
- Findingown data
Proteins involved in DNA replication and repair are up-regulated during aging even though adult C. elegans somatic cells are postmitotic.
“Likewise, proteins involved in DNA replication and repair processes were up-regulated (Figure S1E), even though all somatic cells of adult C. elegans are postmitotic.”
Quote in the paperSubstantial claim - Findingown data
The overall correlation between age-related transcript changes and protein abundance changes is moderate, with R = 0.3.
“Changes in transcript levels previously observed during aging (Budovskaya et al., 2008; Golden and Melov, 2004) contribute to the changes in protein abundance observed here, but the overall correlation is only moderate (R = 0.3) (Figure S1C).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Budovskaya et al., 2008 source
Not checked in the free run.
- cites Golden and Melov, 2004
Not checked in the free run.
- Findingown data
All six vitellogenin egg storage proteins increase during aging even though egg formation is completed before day 6.
“These included multiple transthyretin (TTR)-like factors, which increased up to 100-fold (Figure S1F), as well as all six of the vitellogenin egg storage proteins, despite egg formation having been completed before day 6.”
Quote in the paperSubstantial claim - Findingown data
There is no systematic change in autophagy components during aging.
“while there was no systematic change in the components of autophagy (Figure S2D).”
Quote in the paperNot a substantial claim - Findingown data
Mitochondrial ribosomes decrease between day 1 and day 6.
“A similar decrease was observed for mitochondrial ribosomes between day 1 and day 6 (Figure 2A, right panel).”
Quote in the paperNot a substantial claim - Findingown data
Proteasome activity measured in worm lysates in vitro increases with age.
“correlating with an increase in proteasome activity measured in worm lysates in vitro (Figure S2C).”
Quote in the paperNot a substantial claim - Findingown data
The reduction in protein synthesis between day 1 and day 4 is greater than the decrease in ribosomal levels.
“The reduction in protein synthesis between day 1 and 4 is greater than the decrease in ribosomal levels (Figure 2A and S2B) and probably reflects the reduction in growth of the animals.”
Quote in the paperSubstantial claim - Findingown data
Approximately 440 proteostasis network components involved in protein synthesis, folding, and degradation were quantified across the nematode lifespan.
“Approximately 440 proteostasis network components involved in protein synthesis, folding and degradation were quantified throughout the nematode lifespan (Figure S2A and Table S3).”
Quote in the paperSubstantial claim - Findingown data
Several oxidative stress defense components, including GPX-5 and several SODs, increase during aging by up to 12-fold.
“Several components mediating the defense against oxidative stress, including the glutathione peroxidase isoform GPX-5 and several forms of superoxide dismutase (SOD) increased during aging (up to 12-fold) (Figure 2E and Table S3B).”
Quote in the paperNot a substantial claim - Findingown data
TRiC/CCT chaperonin subunits remain unchanged during aging.
“Similarly, the subunits of the TRiC/CCT chaperonin remained unchanged (Figure S2G).”
Quote in the paperNot a substantial claim - Findingown data
Cytosolic and peroxisomal catalases CTL-1, CTL-3, and CTL-2 are 4- to 8-fold higher in daf-2 mutants than in WT throughout lifespan.
“For example, cytosolic and peroxisomal catalases (CTL-1, CTL-3 and CTL-2, respectively) were 4- to 8-fold higher in the daf-2 mutant than in WT worms throughout their lifespans (Figure S3B).”
Quote in the paperSubstantial claim - Findingown data
The median level of cytosolic ribosomal proteins decreases by about 25% between day 1 and day 12.
“A ~25% reduction in the median level of cytosolic ribosomal proteins occurred between day 1 and day 12 (Figure 2A, left panel).”
Quote in the paperSubstantial claim - Findingown data
Many E3 ubiquitin ligases and other UPS components increase moderately during aging.
“Many E3 ubiquitin ligases and other components of the ubiquitin proteasome system (UPS) also increased moderately (Table S3B), while there was no systematic change in the components of autophagy (Figure S2D).”
Quote in the paperNot a substantial claim - Findingown data
Multiple small HSPs increase dramatically, about 13- to 90-fold, mainly between day 1 and day 6.
“In contrast, multiple small HSPs, chaperones that function by buffering aggregation, increased dramatically (~13–90-fold), mainly between day 1 and day 6 (Figure 2D).”
Quote in the paperSubstantial claim - Findingown data
The extent to which proteins decrease in abundance during aging is greater in daf-2 mutant worms.
“The extent to which proteins decreased in abundance during aging was also greater in daf-2 mutant worms (Figure S3A, right panel).”
Quote in the paperNot a substantial claim - Findingown data
Age-dependent changes in levels of abundant cytosolic HSP70 and HSP90 (DAF-21) chaperones and their DnaJ and TPR cofactors are limited.
“Age-dependent changes in the levels of abundant cytosolic chaperones of the HSP70 and HSP90 (DAF-21) families (Figures 2C) as well as their DnaJ (DNJ/HSP40) and tetratricopeptide repeat (TPR) co-factors were limited (Figure S2E and S2F).”
Quote in the paperSubstantial claim - Findingown data
The reduction in protein synthesis is not caused by reduced food uptake, because eat-2 mutants show protein labeling equivalent to WT despite reduced food uptake.
“This effect was not caused by reduced food uptake, as eat-2 mutant animals, deficient in pharyngeal pumping, showed protein labeling equivalent to WT controls, despite their reduced food uptake (data not shown).”
Quote in the paperNot a substantial claim - Findingown data
Protein synthesis sharply decreases between day 1 and day 4 of adulthood.
“Pulse labeling of worms with “heavy” bacteria as the food source showed a sharp reduction in the incorporation of labeled amino acids into protein between day 1 and day 4 of adulthood (Figure S2B and Table S1C).”
Quote in the paperSubstantial claim - Findingown data
About 90% of proteins quantified in 3 out of 4 experiments (975 of 1083) accumulated significantly in the insoluble fraction of day 12 animals relative to day 1.
“About 90% of the proteins that were quantified in 3 out 4 experiments (975 of 1083 proteins) accumulated significantly in the insoluble fraction of day 12 animals relative to day 1 (Table S1D).”
Quote in the paperSubstantial claim - Findingown data
Age-dependent aggregation is most pronounced between day 6 and day 12, after hermaphrodites cease laying eggs.
“Age-dependent aggregation was most pronounced between day 6 and day 12 (Figure 4A), i.e. after the hermaphrodite animals ceased to lay eggs.”
Quote in the paperNot a substantial claim - Findingcitation
Computational prediction indicates that more abundant proteins, if correctly folded, are also more soluble.
“Indeed, a calculation of the aggregation propensities (Z-scores) (Tartaglia et al., 2008; Sormanni et al.,in press) (see Extended Experimental Procedures) predicts that the more abundant proteins, if correctly folded, are also more soluble (Figure S5C).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Tartaglia et al., 2008
Not checked in the free run.
- cites Sormanni et al.,in press
Not checked in the free run.
- Findingown data
SOD-1 and SOD-2 are elevated twofold in daf-2 mutants compared to WT and short-lived mutants.
“SOD-1 (cytoplasmic) and SOD-2 (mitochondrial) were elevated 2-fold compared to the WT and short-lived mutant animals (Figure S3C), consistent with their DAF-16-dependent transcriptional regulation (McElwee et al., 2003; Murphy et al., 2003).”
Quote in the paperNot a substantial claim - Findingown data
Despite lower intrinsic aggregation propensities, the most abundant proteins contribute most to total aggregate load.
“We found, however, that despite of their lower intrinsic aggregation propensities, the most abundant proteins contribute most to the total aggregate load.”
Quote in the paperSubstantial claim - Findingown data
There is a strong correlation (R = 0.75) between the abundance of specific proteins in the aggregate fraction and their level in whole cell lysate.
“A strong correlation (R = 0.75) was observed between the abundance of specific proteins in the aggregate fraction and their level in the corresponding whole cell lysate (Figure 4D).”
Quote in the paperSubstantial claim - Findingown data
The most abundant proteins are 10 times more soluble than the least abundant proteins.
“The most abundant proteins were 10-times more soluble than the least abundant proteins.”
Quote in the paperSubstantial claim - Findingown data
HSP-16.1-GFP formed inclusions in muscle cells.
“HSP-16.1-GFP formed inclusions in muscle cells.”
Quote in the paperSubstantial claim - Findingown data
Proteins that show increased aggregation in daf-2 over WT are not generally more abundant at the total proteome level.
“Interestingly, the proteins that showed increased aggregation in the daf-2 mutant over WT are not generally more abundant at the total proteome level (Figure 5B), indicating that abundance in this case is not the main driver of aggregation.”
Quote in the paperSubstantial claim - Findingown data
Aggregation in hsf-1 mutants correlates with intrinsic aggregation scores.
“By contrast, aggregation in the hsf-1 mutant correlates with intrinsic aggregation scores (Figure 5D), consistent with a degeneration mechanism arising from the premature decline of proteostasis.”
Quote in the paperSubstantial claim - Findingown data
At day 12, daf-2 mutants had a higher percentage of animals with HSP-16.1-GFP inclusions (~60%) than WT (~20%).
“This phenomenon was strongly enhanced in daf-2 mutant worms, with ~60% of animals at day 12 containing inclusions compared to ~20% in WT (Figure 6D and E).”
Quote in the paperSubstantial claim - Findingown data
Proteins that aggregated less in daf-2 than in WT are also generally less abundant.
“On the other hand, proteins that aggregated less in the daf-2 strain than in WT are also generally less abundant (Figure 5B), which would allow these proteins to maintain solubility.”
Quote in the paperSubstantial claim - Findingown data
The increased aggregation seen in daf-2 mutants is not observed in daf-16 mutants.
“This effect was not observed in daf-16 mutant animals (Figures 5A and S6A), suggesting that age-dependent aggregation is (at least in part) an active process under regulation by DAF-16.”
Quote in the paperSubstantial claim - Findingown data
In C. elegans, aging involves a gradual breakdown in protein homeostasis, leading to broad proteome remodeling and imbalances.
“Using quantitative mass spectrometric methods, we have shown here that aging in C. elegans is associated with the progressive failure to maintain protein homeostasis, resulting in extensive proteome remodeling and protein imbalances.”
Quote in the paperSubstantial claim - Findingown data
In daf-2 mutants, small HSPs were the most enriched in the insoluble fraction.
“The small HSPs were most enriched in the insoluble fraction of daf-2 mutant worms, consistent with the view that they may play a role as ‘extrinsic’ promoters of aggregation.”
Quote in the paperSubstantial claim - Findingown data
Falling cytosolic ribosome levels accompanied a marked imbalance in ribosomal protein stoichiometry.
“The reduction of the levels of cytosolic ribosomes was associated with a pronounced imbalance in the stoichiometry of ribosomal proteins.”
Quote in the paperSubstantial claim - Findingown data
Lower levels of cytosolic and mitochondrial ribosomal proteins coincided with reduced overall protein synthesis.
“A decrease in the levels of cytosolic and mitochondrial ribosomal proteins was accompanied by an overall reduction in protein synthesis.”
Quote in the paperSubstantial claim - Findingown data
C. elegans aging impacts several parts of the proteostasis system, especially protein synthesis and degradation.
“We showed that aging in C. elegans affects multiple components of the proteostasis system, most prominently protein biosynthesis and protein degradation.”
Quote in the paperSubstantial claim - Findingreasoning
By mass, abundant proteins contribute the largest share to aggregates that accumulate with age.
“However, this higher solubility is still not sufficient in the end, as abundant proteins make by far the major contribution by mass to the age-dependent aggregate load.”
Quote in the paperSubstantial claim - Findingown data
Several small HSPs showed markedly increased insolubility with age.
“Among the proteostasis components with strongly enhanced, age-dependent insolubility were multiple small HSPs, a specific class of chaperones known to associate with aggregation-prone proteins (Haslbeck et al., 2005).”
Quote in the paperSubstantial claim - Interpretationown data
Many age-related changes in protein abundance do not correspond to biologically relevant activities and instead reflect proteome dysregulation.
“These examples suggest that many changes in protein abundance during aging do not correlate with biologically relevant activities and instead reflect proteome dysregulation.”
Quote in the paperSubstantial claim - Interpretationown data
miRNA-mediated translational derepression likely contributes to the age-related increase in protein abundance.
“Thus, miRNA-mediated translational derepression is likely to contribute to the observed increase in protein abundance.”
Quote in the paperSubstantial claim - Interpretationreasoning
The decline of intestine, muscle, and hypodermis proteins is consistent with age-related deterioration of these tissues.
“consistent with an age-related deterioration of these tissues.”
Quote in the paperSubstantial claim - Interpretationown data
DAF-16 is involved in ribosome maintenance.
“suggesting that DAF-16 is involved in ribosome maintenance.”
Quote in the paperSubstantial claim - Interpretationreasoning
The reduction in protein synthesis probably reflects reduced growth of the animals.
“probably reflects the reduction in growth of the animals.”
Quote in the paperNot a substantial claim - Premisecitation
Several small HSPs are regulated by DAF-16 and HSF-1.
“Several of these proteins are under regulation by DAF-16 and HSF-1 (Hsu et al., 2003).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Hsu et al., 2003 source
Not checked in the free run.
- Interpretationown data
The long-lived daf-2 mutant strain is more effective at controlling accumulation of surplus proteins.
“indicating that the long-lived daf-2 mutant strain is more effective in controlling the accumulation of surplus proteins.”
Quote in the paperSubstantial claim - Premisecitation
Some proteasome subunits, including RPN6 which is required for 26S proteasome assembly, are regulated by DAF-16.
“These results are consistent with the DAF-16 dependent regulation of some proteasome subunits, including RPN6 which is required for 26S proteasome assembly (Vilchez et al., 2012).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Vilchez et al., 2012 source
Not checked in the free run.
- Interpretationreasoning
The increase in proteasome subunits likely reflects an attempt to remove surplus or damaged proteins.
“while the increase in proteasome subunits is likely to reflect an attempt at removing surplus or damaged proteins.”
Quote in the paperNot a substantial claim - Premisecitation
The solubility of proteins follows their abundance.
“This conclusion is consistent with the idea that the solubility of proteins follows their abundance (Tartaglia et al., 2009).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Tartaglia et al., 2009 source
Not checked in the free run.
- Interpretationreasoning
The earlier and more pronounced increase in proteasome abundance in daf-2 mutants may improve clearance of surplus proteins that accumulate during aging.
“The earlier and more pronounced increase in proteasome abundance in daf-2 mutant animals may improve the capacity of the organism for the clearance of surplus proteins that accumulate during aging.”
Quote in the paperSubstantial claim - Interpretationreasoning
Elevated catalases and superoxide dismutase may provide improved defense against oxidative damage in daf-2 mutants.
“The elevated levels of catalases and superoxide dismutase may provide improved defense against oxidative damage.”
Quote in the paperNot a substantial claim - Study design and conductown data
The aggregation quantification method was validated in animals expressing muscle-specific FlucDM-GFP.
“To analyze this process systematically, we developed a sensitive method for the quantification of aggregated proteins (see Experimental Procedures) and validated it in animals expressing muscle specific FlucDM-GFP, a conformationally unstable mutant of firefly luciferase fused to GFP (Gupta et al., 2011) (Figure S4A and B).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Gupta et al., 2011 source
Not checked in the free run.
- Interpretationreasoning
Abundant proteins increase their solubility, at least in part, by stabilizing native states through formation of a more extensive hydrophobic core.
“These results suggest that abundant proteins increase their solubility, at least in part, by stabilizing their native states through formation of a more extensive hydrophobic core.”
Quote in the paperSubstantial claim - Interpretationown data
Proteome remodeling during aging likely drives aggregation of numerous proteins.
“Thus, proteome remodeling during aging likely drives the aggregation of numerous proteins.”
Quote in the paperSubstantial claim - Interpretationcitation
The high solubility of abundant proteins is insufficient to protect them from age-dependent aggregation, as they eventually exceed critical concentrations (supersaturation).
“Apparently, the high solubility of abundant proteins is insufficient to protect them from age-dependent aggregation, as eventually these proteins exceed their critical concentrations, a phenomenon referred to as ‘supersaturation’ (Ciryam et al., 2013).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Ciryam et al., 2013 source
Not checked in the free run.
- Study design and conductcitation
Near-complete incorporation of heavy lysine into the proteome was achieved by feeding worms with SILAC-labeled E. coli.
“Near-complete incorporation of 13C6-14N2-lysine into the proteome was achieved by feeding worms with SILAC labeled (“heavy”) E. coli cells (Larance et al., 2011).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Larance et al., 2011 source
Not checked in the free run.
- Interpretationown data
Aggregation in hsf-1 mutants is consistent with a degeneration mechanism arising from premature decline of proteostasis.
“consistent with a degeneration mechanism arising from the premature decline of proteostasis.”
Quote in the paperSubstantial claim - Study design and conductown data
More than 5,000 different proteins were identified and quantified at a false discovery rate of 1%.
“More than 5,000 different proteins were identified and quantified at a false discovery rate of 1% (Table S1B).”
Quote in the paperSubstantial claim - Interpretationown data
Sequestering proteins into chaperone-enriched aggregates is a protective strategy to slow proteostasis decline during nematode aging.
“We suggest that sequestering proteins into chaperone-enriched aggregates is a protective strategy to slow proteostasis decline during nematode aging.”
Quote in the paperSubstantial claim - Study design and conductown data
Replicate analyses indicated a high degree of reproducibility between individual experiments.
“Replicate analyses indicated a high degree of reproducibility between individual experiments (Figure S1A and Table S1A).”
Quote in the paperNot a substantial claim - Interpretationown data
Small HSPs may be involved in a protective aggregation response.
“suggesting that they may be involved in a ‘protective aggregation response’.”
Quote in the paperNot a substantial claim - Interpretationown data
In daf-2 mutants, abundance is not the main driver of aggregation for proteins that aggregate more than in WT.
“indicating that abundance in this case is not the main driver of aggregation.”
Quote in the paperSubstantial claim - Interpretationown data
daf-2 mutants have higher proteostasis capacity, as reflected by maintaining FlucDM-GFP in a functionally active state.
“Indeed, the daf-2 mutant animals displayed a higher proteostasis capacity, as reflected in their ability to maintain the metastable FlucDM-GFP (Gupta et al., 2011) expressed in muscle in a functionally active state.”
Quote in the paperSubstantial claim - Interpretationown data
Age-dependent aggregation is at least in part an active process under regulation by DAF-16.
“suggesting that age-dependent aggregation is (at least in part) an active process under regulation by DAF-16.”
Quote in the paperSubstantial claim - Interpretationown data
These findings support an extrinsic rescuing mechanism of aggregation activated in daf-2 mutants that modulates the intrinsic properties of proteins that typically govern aggregation.
“These findings strongly support the hypothesis of an extrinsic rescuing mechanism of aggregation that is activated in the daf-2 mutant, modulating the intrinsic properties of proteins that typically govern aggregation.”
Quote in the paperSubstantial claim - Interpretationown data
Aggregation is enhanced in daf-2 for a set of proteins with properties resembling disease-associated proteins with structural disorder.
“As a result, aggregation is enhanced for a set of proteins that have certain properties resembling disease-associated proteins with structural disorder (Knowles et al., 2014).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Knowles et al., 2014 source
Not checked in the free run.
- Interpretationreasoning
The rise in proteasome subunits probably reflects an effort to clear abnormal proteins.
“In contrast, the increase in proteasomal subunits is likely to represent an attempt of the organism to remove aberrant protein species.”
Quote in the paperNot a substantial claim - Interpretationown data
In long-lived daf-2 mutants, depositing proteins into insoluble aggregates serves a protective role that helps preserve proteome integrity with age.
“Our analysis of the long-lived daf-2 mutant strain revealed that the sequestration of such proteins in insoluble aggregates is a protective strategy that contributes to maintaining proteome integrity during aging.”
Quote in the paperSubstantial claim - Interpretationreasoning
The contrast in proteome remodeling between worms and mice tracks with their distinct reproductive strategies.
“These differences correlate with different reproductive strategies in worms and mice, in which the former display a more extensive, time-restrained burst of reproduction followed by a rather rapid and massive decline of somatic functions.”
Quote in the paperNot a substantial claim - Interpretationreasoning
Small HSPs likely play a role in the daf-2 aggregation/proteostasis process.
“Small HSPs are likely to play a role in this process.”
Quote in the paperNot a substantial claim - Interpretationown data
A protective aggregation response serves as a key mechanism by which aging organisms enhance proteostasis and lessen proteome imbalance.
“While protein aggregation may be merely a consequence of declining proteostasis capacity, our results provide evidence that a protective aggregation response is also an important mechanism of the aging organism to improve proteostasis and mitigate the effects of proteome imbalance.”
Quote in the paperSubstantial claim - Interpretationreasoning
Using reduced translation as an adaptive response carries the risk of disrupting essential proteostasis machinery, potentially accelerating aging.
“Thus, attenuating the translational machinery as an adaptive measure imparts the danger of dysregulation of the essential machines that ensure balance of the proteostasis network, which in turn may promote aging.”
Quote in the paperSubstantial claim - Interpretationcitation
Proteome remodeling promotes aggregation by pushing some proteins above a solubility threshold, i.e., supersaturation.
“Importantly, proteome remodeling acts as a driver of aggregation by raising the level of a subset of proteins beyond a critical solubility limit (‘supersaturation’) (Ciryam et al., 2013) (Figure 7D).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Ciryam et al., 2013 source
Not checked in the free run.
- Interpretationown data
C. elegans aging involves a gradual loss of proteome balance, driving buildup of excess and abnormal proteins that overwhelm proteostasis.
“Collectively, our data suggest that aging in C. elegans is associated with a progressive loss of proteome balance, which drives the accumulation of surplus and aberrant protein species that overburden the proteostasis system.”
Quote in the paperSubstantial claim - Interpretationreasoning
Managing aggregates effectively seems crucial for lifespan.
“As the maintenance of protein solubility imposes stringent constraints on proteome composition, effective aggregate management appears to be critical in determining lifespan.”
Quote in the paperSubstantial claim - Interpretationcitation
Because small HSPs can bind abnormal proteins multivalently, they might seed and concentrate aggregate material.
“Having multi-valent binding ability for aberrant proteins, the small HSPs may act to seed and concentrate aggregate material, consistent with findings in vivo (Escusa-Toret et al., 2013; Kaganovich et al., 2008; Specht et al., 2011) and in vitro (Haslbeck et al., 2005; Jiao et al., 2005).”
Quote in the paperSubstantial claim0 of 3 sources checked
- May combine two claims. 45
- Classified as probably not a substantial claim. 9
May combine two claims.
Findingown dataNeuronal-enriched proteins either increase throughout lifespan or after day 6.
“Proteins enriched in neuronal cells either increase in abundance throughout lifespan or after day 6 (clusters 2 and 3).”
Quote in the paperNot a substantial claimMay combine two claims.
FindingcitationAbout 30% of proteins that increase more than twofold between day 6 and day 22 have elevated transcript levels in dicer mutants, and this rises to nearly 40% for proteins with more than fourfold change.
“We find that ~30% of proteins that increased more than 2-fold between day 6 and 22 (99 of 357 proteins), i.e. after the worms have reproduced, have significantly elevated transcript levels in dicer mutants, and this proportion increases to nearly 40% for the subset of proteins with a more than 4-fold abundance change (50 out of 133 proteins) (Figure S1D).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Welker et al., 2007 source
Not checked in the free run.
May combine two claims.
Findingown dataNucleolar ribosome biogenesis factors, various peroxisomal enzymes, and proteins involved in lipid glycosylation decline during aging.
“Among the proteins that declined during aging are nucleolar ribosome biogenesis factors, various peroxisomal enzymes and proteins involved in lipid glycosylation (Figure S1E and Table S2C).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataProtein abundance changes during C. elegans aging progress until day 22 and are seen in most cellular compartments.
“Protein abundance changes were progressive until day 22 (Figure 1B, S1B and Table S2A) and were observed in most cellular compartments (Figure 1D).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataLevels of many mitochondrial proteins decrease during aging, and respiratory chain complex I subunits decline gradually by up to 50%.
“The levels of many mitochondrial proteins also decreased (Figure 1D). For example, subunits of respiratory chain complex I declined gradually by up to 50% during lifespan (Figure S1G), which may result in the production of reactive oxygen species.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataGermline-enriched proteins strongly increase during the first 6 days of adulthood and then remain constant.
“For example, proteins that are predominantly expressed in the germline strongly increase during the first 6 days of adulthood (cluster 1), when the animals reproduce, but surprisingly retain constant levels later in life.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn daf-2 mutants, the age-dependent increase in specific proteins is less pronounced than in WT, while in daf-16 mutants it is enhanced.
“The increase in levels of specific proteins observed during aging of WT animals was considerably less pronounced in daf-2 mutant animals and enhanced in daf-16 mutant animals (Figure S3A, left panel), indicating that the long-lived daf-2 mutant strain is more effective in controlling the accumulation of surplus proteins.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown data20S and 19S proteasomal subunits increase with age, with 20S subunits about twofold higher at day 22.
“In contrast to the effect on ribosomes, we observed an age-dependent increase in 20S and 19S proteasomal subunits (~2-fold at day 22 for 20S subunits) (Figure 2B), correlating with an increase in proteasome activity measured in worm lysates in vitro (Figure S2C).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataER proteostasis components show diverse age-related changes: PDI-2, C14B9.2, CRT-1, and HSP-3 decrease about twofold, while LET-268, DPY-18, and PHY-2 decrease about 3- to 10-fold.
“For example, protein disulfide isomerases (PDI-2, C14B9.2), the chaperone calreticulin (CRT-1) as well as the HSP70 homolog HSP-3 decreased ~2-fold, and the pro-collagen modifying enzymes lysyl hydroxylase (LET-268) and prolyl-4-hydroxylase α (DPY-18, PHY-2) decreased ~3–10-fold.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe decrease in ribosomal proteins occurs at a similar rate in daf-2 mutants as in WT, but is strongly enhanced in daf-16 mutants.
“The decrease in ribosomal proteins occurred at a similar rate in daf-2 mutant worms as in WT (Figure 3A), but was strongly enhanced in daf-16 mutant worms (Figure 3C), suggesting that DAF-16 is involved in ribosome maintenance.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAged animals show pronounced imbalance in the relative subunit stoichiometry of cytosolic, but not mitochondrial, ribosomes, with several subunits decreasing more than 60% below median levels.
“Interestingly, aged animals displayed a pronounced imbalance in the relative subunit stoichiometry of cytosolic, but not mitochondrial ribosomes, with several subunits decreasing more than 60% below median subunit levels (Figure 2A, left).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataUpregulation of proteasomal subunits begins earlier and is more pronounced in daf-2 mutants than in WT, and is less prominent in daf-16 and hsf-1 mutants.
“The upregulation of proteasomal subunits commenced earlier during the lifespan of the daf-2 mutant and was more pronounced than in the WT worms (Figure 3A and B); such upregulation was instead less prominent in the short-lived daf-16 and hsf-1 mutant strains (Figures 3C and D).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataLong-lived daf-2 mutant worms also accumulate aggregates, and their aggregate load is significantly greater than that of age-matched WT animals.
“However, in support of a beneficial role for aggregation, we found that the long-lived daf-2 mutant worms also accumulated aggregates and that their aggregate load was significantly greater than that of age-matched WT animals (Figures 5A, S6A and B).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAggregation propensities of more than 2100 analyzed proteins vary by more than two orders of magnitude, with a median insoluble fraction per protein of about 9%.
“The aggregation propensities of >2100 analyzed proteins varied by more than two orders of magnitude (Figure 4B), with the median insoluble fraction per individual protein amounting to ~ 9%.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataCompared to WT, short-lived hsf-1 mutant worms accumulate more insoluble proteins and aggregation occurs earlier, between day 1 and day 6.
“Indeed, compared to WT animals, the short-lived hsf-1 mutant worms accumulated more insoluble proteins and aggregation occurred earlier during aging (between day 1 and day 6) (Figures 5A and S6A).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAll identified small HSPs, but not other chaperones, are highly insoluble at day 12 and accumulate in the aggregate fraction during aging.
“Interestingly, all identified small HSPs, but not other chaperones, were highly insoluble at day 12 (Figure 4F), with a high rate of accumulation in the aggregate fraction during aging (Figure S5E).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataSIP-1 is already more abundant in young daf-2 mutants at day 1, and HSP-16.48 is markedly elevated in hsf-1 mutants.
“Among the small HSPs, SIP-1 was already more abundant in young daf-2 mutant worms (day 1) and HSP-16.48 was markedly elevated in hsf-1 mutant animals (Figure S3D).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThere is a medium correlation (R = 0.43) between the age-dependent change in total abundance of proteins and their increase in the aggregate fraction, and this correlation becomes stronger as aging progresses.
“Notably, we also observed a medium correlation (R = 0.43) between the age-dependent change in the total abundance of proteins and their increase in the aggregate fraction (Figure 4E), and this correlation became stronger as aging progressed (data not shown).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAbundant proteins are more hydrophobic and more structured than less abundant proteins.
“An analysis of the physicochemical properties of the abundant proteins based on their amino acid sequences revealed that they were more hydrophobic (Figure S5B) and more structured (data not shown) than the less abundant ones.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataProteins with relatively high aggregation propensity in aged animals are enriched in the nucleus, whereas abundant glycolytic enzymes and mitochondrial proteins tend to be highly soluble.
“Gene ontology analysis showed that proteins with a relatively high aggregation propensity in aged animals are enriched in the nucleus, whereas abundant glycolytic enzymes and mitochondrial proteins tend to be highly soluble (Figure S5D and Table S4A).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIncreased aggregation in daf-2 mutants preferentially comprises cytosolic proteins and initiates between day 6 and day 12 as in WT.
“The increased aggregation in daf-2 mutant animals comprised preferentially cytosolic proteins (Figure S6C and Table S4B) and initiated between day 6 and day 12 as in WT (Figure S6A), i.e. when the long-lived mutant worms are still youthful.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown data26S proteasome complexes are enriched in insoluble fractions, most strongly in daf-2 mutants, but contribute only about 1% to total aggregate load.
“Besides small HSPs, 26S proteasome complexes were enriched in the insoluble fractions (Figure 6B), most strongly in the daf-2 mutant strain, but contributed only ~1% to total aggregate load.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAt day 12, total and soluble FlucDM-GFP levels were similar in WT and daf-2 mutants, but daf-2 mutants had ~4-fold more luciferase activity.
“While similar levels of total and soluble FlucDM-GFP protein were present in day 12 WT and daf-2 mutant worms, the latter contained ~4-fold more luciferase activity (Figure S6D).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataActin architecture of muscle cells was well preserved in daf-2 mutants, while day 15 WT animals showed reduced structural integrity.
“While the actin architecture of muscle cells was well preserved in daf-2 mutant animals, the muscles of day 15 WT animals showed a reduced structural integrity (Figure 6D).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataSeveral small HSPs are strongly increased in the insoluble fraction of daf-2 mutants, and these proteins contribute about 7% to total aggregate load.
“Among the proteins that were strongly increased in the insoluble fraction of daf-2 mutant animals were several small HSPs (Figure 6A). These proteins contribute ~7% to total aggregate load, suggesting that they may be involved in a ‘protective aggregation response’.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataProteins that aggregate most in daf-2 mutants have significantly lower aggregation-propensity Z-scores, are more charged, display more structural disorder, and are less hydrophobic compared to proteins aggregating in WT.
“Strikingly, the proteins that aggregate most in the daf-2 mutant animals are predicted to have significantly lower aggregation-propensity Z-scores, are more charged, display more structural disorder (coil average) and are less hydrophobic compared to the proteins aggregating in WT (Figure 5D–G).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn daf-2 mutant aggregates, SIP-1 and HSP-16.1 contributed most by mass, whereas HSP-17 was most enriched in hsf-1 mutant aggregates.
“SIP-1 and HSP-16.1 made the major contribution by mass to the aggregates in the daf-2 mutant, while HSP-17 was most enriched in the aggregates of hsf-1 mutant animals (Figure 6C and Table S1F).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataSmall HSPs are also enriched in the insoluble fraction of hsf-1 mutants, although to a lesser extent, but not in aggregates of daf-16 mutants.
“Small HSPs were also enriched in the insoluble fraction of hsf-1 mutant animals, although to a lesser extent, but not in the aggregates of the daf-16 mutant (Figure 6A).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataProteasome subunit levels rose, and in vitro proteasome activity increased correspondingly.
“In contrast, we observed an increase in the abundance of proteasome subunits and a corresponding increase of in vitro proteasome activity.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAggregation occurs across the proteome and begins mostly after day 6 of adulthood.
“We found that aggregation is a proteome-wide process that initiates mainly after day 6 of adulthood.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAs they age, long-lived daf-2 mutants build up more insoluble protein, and this buildup tracks with their better maintenance of proteome composition.
“We observed that long-lived daf-2 mutant animals accumulate increasing amounts of insoluble protein during aging, and that such accumulation correlates with their ability to maintain proteome composition more effectively (Figure 7C).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningThe decline in complex I subunits may lead to production of reactive oxygen species.
“which may result in the production of reactive oxygen species.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataThese findings suggest an age-dependent decline in ER quality control and collagen synthesis capacity.
“These findings suggest an age-dependent decline in ER quality control and collagen synthesis capacity.”
Quote in the paperSubstantial claimMay combine two claims.
Study design and conductown dataProteins with predicted transmembrane segments are not enriched in the insoluble fraction, indicating that lysis was efficient.
“Proteins with predicted transmembrane segments were not enriched in the insoluble fraction (Figure S5A), indicating that lysis was efficient.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Interpretationown dataRecruitment of these chaperones into the insoluble fraction may reflect an attempt to sequester protein aggregates.
“The recruitment of these chaperones into the insoluble fraction may reflect an attempt of the organism to sequester protein aggregates.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
PremisecitationDeclining proteostasis capacity is thought to cause accumulation of protein aggregates, consistent with reports of age-dependent aggregate formation in C. elegans.
“Declining proteostasis capacity is thought to result in the accumulation of protein aggregates, consistent with recent reports of age-dependent aggregate formation in C. elegans (David et al., 2010; Reis-Rodrigues et al., 2012).”
Quote in the paperSubstantial claim0 of 2 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationSOD-1 and SOD-2 are transcriptionally regulated by DAF-16.
“consistent with their DAF-16-dependent transcriptional regulation (McElwee et al., 2003; Murphy et al., 2003).”
Quote in the paperNot a substantial claim0 of 2 sources checkedMay combine two claims.
Interpretationown datadaf-2 mutants drive aberrant, potentially toxic proteins into aggregates, sequestering them and improving overall proteostasis.
“Taken together these results suggest that daf-2 mutant animals drive aberrant, potentially toxic proteins into aggregates, thereby sequestering them and improving overall proteostasis.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataThe imbalances mainly stem from altered protein translation and turnover, and lead to buildup of potentially harmful aggregation-prone species.
“These imbalances are largely due to changes at the level of protein translation and turnover, and give rise to the accumulation of potentially harmful, aggregation-prone species (Figure 7A and B).”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningWT worms are predicted to have a larger soluble pool of abnormal, potentially toxic proteins than daf-2 mutants, ultimately depleting chaperones required for folding, conformational upkeep, and removal of misfolded proteins.
“As a result, WT worms are expected to accumulate a larger soluble pool of aberrant, potentially toxic proteins than daf-2 mutant animals, eventually exhausting the available chaperone capacity needed for protein folding and conformational maintenance, and the clearance of misfolded polypeptides (Figure 7B and C).”
Quote in the paperNot a substantial claim- The authors state this as an assumption: During normal C. elegans aging, the protective aggregation response is only partly engaged.
Classified as probably not a substantial claim. May combine two claims.
PremisecitationIn neurodegenerative disease, soluble oligomers are considered the main toxic species, and depositing them into insoluble aggregates lowers toxicity.
“This conclusion is consistent with the view that soluble oligomers are the major proteotoxic species in neurodegenerative diseases and that their sequestration into insoluble aggregates reduces proteotoxicity (Arrasate et al., 2004; Cohen et al., 2006; Cohen et al., 2009).”
Quote in the paperSubstantial claim0 of 3 sources checkedMay combine two claims.
PremisecitationProteins present at high abundance tend to be more soluble and less intrinsically aggregation-prone than those at low abundance.
“Highly abundant proteins are generally more soluble and display lower intrinsic aggregation-propensities than less abundant ones, as previously predicted (Tartaglia et al., 2009).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Tartaglia et al., 2009 source
Not checked in the free run.
May combine two claims.
InterpretationcitationAging in C. elegans involves broad proteome remodeling, unlike aged mouse tissues, which showed relatively small proteomic changes under a comparable method.
“The extensive proteome remodeling during aging in C. elegans is contrary to observations in tissues of aged mice, where comparatively minor proteomic changes were detected with a similar experimental approach (Walther and Mann, 2011).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Walther and Mann, 2011
Not checked in the free run.
May combine two claims.
InterpretationreasoningMammals invest more in preserving proteome balance, so their proteostasis decline is more prolonged.
“Evidently mammals devote greater resources to maintaining proteome balance, resulting in a more protracted proteostasis decline.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationEarlier work showed that aged worms form insoluble protein aggregates.
“Previous studies demonstrated the formation of insoluble protein aggregates in aged worms (David et al., 2010; Reis-Rodrigues et al., 2012).”
Quote in the paperNot a substantial claim0 of 2 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningVarious small HSP forms might differ in their structural selectivity for endogenous proteins.
“The co-existence of multiple small HSPs suggests that different forms may vary in their structural specificity for endogenous proteins.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationKnocking down individual small HSPs, such as SIP-1, by RNAi shortened lifespan by 25% in both WT and daf-2 mutants, while overexpression lengthened lifespan.
“In support of this possibility, individual RNAi knock down of several small HSPs, including SIP-1, caused a 25 % shortening of lifespan in WT and daf-2 mutant worms (Hsu et al., 2003) and overexpression resulted in lifespan extension (Walker and Lithgow 2003).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Hsu et al., 2003 source
Not checked in the free run.
- cites Walker and Lithgow 2003
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenIdentifications of proteins and peptides were allowed at a 1% false discovery rate.
“The minimal required peptide length was set to seven amino acids and both protein and peptide identifications were accepted at a false discovery rate of 1%.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
Study design and conductown dataFor proteins measured in at least three of four biological replicates at days 1 and 12, Welch's t-test was applied and results filtered using a 5% permutation-based false discovery rate.
“To identify aggregation-prone proteins that were significantly affected by aging, those proteins that were quantified in at least 3 out of 4 biological replicate experiments at day 1 and day 12 were subjected to a Welch’s t-test and filtered based on a 5% permutation-based false discovery rate threshold.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationIn the aging brain, small HSPs show increased transcription, whereas most other major chaperones are reduced.
“Notably, small HSPs are also transcriptionally induced in the aging brain, while most other major chaperone components are down-regulated (Brehme et al., 2014).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Brehme et al., 2014 source
Not checked in the free run.
The paper relies on this without support.
Analyzing equal amounts of total protein normalizes for changes in cell number or tissue mass, so that measured protein abundance changes reflect proteome composition changes during aging.
“About one third of the quantified proteins increased or decreased in abundance by at least 2-fold, when equal amounts of total protein were analyzed (Figure 1B and Table S1B).”
The authors state this as an assumption.
During normal C. elegans aging, the protective aggregation response is only partly engaged.
“We assume that this protective aggregation response is only partially activated during normal C. elegans aging.”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Enhancement of UPS can improve healthy aging and longevity in disease and aged animals, although benefits to neurons and brain function remain elusive.
“Accordingly, enhancement of UPS can improve healthy aging as well as longevity in disease and aged animals, although the specific benefits to neurons and brain function are still elusive (Saez and Vilchez, 2014; Walther et al., 2015).”
From NAD+ in Brain Aging and Neurodegenerative Disorders (2019) · cites this paper as Walther et al., 2015
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Self-citationProtein homeostasis and aging in neurodegeneration
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The Zyggregator method for predicting protein aggregation propensities
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Self-citationMonitoring Activity and Inhibition of 26S Proteasomes with Fluorogenic Peptide Substrates
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Escusa-Toret, S., Vonk, W. I. M., & Frydman, J. (2013) · Nature Cell Biology · doi:10.1038/ncb2838 · Cited by 321 · see citing works
Prediction of the Absolute Aggregation Rates of Amyloidogenic Polypeptide Chains
DuBay, K. F., Pawar, A. P., Chiti, F., Zurdo, J., Dobson, C. M., & Vendruscolo, M. (2004) · Journal of Molecular Biology · doi:10.1016/j.jmb.2004.06.043 · Cited by 319 · see citing works
Self-citationQuantitative Mass Spectrometry Identifies Insulin Signaling Targets in C. elegans
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Aneuploidy causes proteotoxic stress in yeastPreprint
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Widespread aggregation and neurodegenerative diseases are associated with supersaturated proteins
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An elt-3/elt-5/elt-6 GATA transcription circuit guides aging in C. elegans
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The nascent polypeptide‐associated complex is a key regulator of proteostasis
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Integrating the stress response: lessons for neurodegenerative diseases from C. elegans
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- Authors
- Walther, D. M., Kasturi, P., Zheng, M., Pinkert, S., Vecchi, G., Ciryam, P., Morimoto, R. I., Dobson, C. M., Vendruscolo, M., Mann, M., & Hartl, F. U.
- Affiliations
- Max Planck Institute of Biochemistry (DE)
- University of Cambridge (GB)
- Northwestern University (US)
- Corresponding author
- Hartl, F. Ulrich
- ORCID
- Venue
- Cell
- Publisher
- Elsevier BV
- Published
- 2015-05
- Volume
- 161
- Issue
- 4
- Pages
- 919-932
- ISSN
- 0092-8674 (ISSN-L)
- PMC
- PMC4643853
- OpenAlex
- W2151893314
- Cited by
- 569
- References
- 88
- Citations by year
- 2026: 30 · 2025: 39 · 2024: 38 · 2023: 44 · 2022: 54 · 2021: 60 · 2020: 61 · 2019: 55 · 2018: 53 · 2017: 59 · 2016: 52 · 2015: 22
- FWCI
- 24.94
- Type
- journal article
- Language
- en
- Update notices
- erratum (2017-02-23)
- Open access
- bronze
- doi.org
- Licence
- Locations
- Cell (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- MPG.PuRe (Max Planck Society) (submittedVersion, other-oa)
- MPG.PuRe (Max Planck Society) (submittedVersion)
- Funders
- Wellcome Trust (094425/Z/10/Z)
- National Institute on Aging (R37AG026647, R01AG026647, P01AG049665)
- National Cancer Institute (P30CA060553)
- National Institute of General Medical Sciences (T32GM008152, R01GM038109)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Aging › Genetics, Aging, and Longevity in Model Organisms
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Heat shock proteins research
- Physical Sciences › Chemistry › Spectroscopy › Advanced Proteomics Techniques and Applications
- Keywords
- aging, proteome remodeling, proteostasis, protein aggregation, Caenorhabditis elegans, lifespan, daf-2, DAF-16, ribosomal proteins, proteasome, heat shock proteins, molecular chaperones, protein stoichiometry, protein abundance
- MeSH terms
- Aging, Animals, Mutation, Caenorhabditis elegans, Proteome, Caenorhabditis elegans Proteins, Protein Aggregates
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-05.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-05.
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