Cited by 164Circadian rhythm and melatoninSleep and Wakefulness ResearchSleep and Work-Related Fatigue

Oxalic acid and diacylglycerol 36:3 are cross-species markers of sleep debt

Open access
Weljie, Aalim M., Meerlo, Peter, Goel, Namni, Sengupta, Arjun, Kayser, Matthew S., Abel, Ted, Birnbaum, Morris J., Dinges, David F. +1 more·2015·Proceedings of the National Academy of Sciences

Abstract

Significance: Reduced sleep duration is a hallmark of modern-day society and is increasingly associated with medical conditions, such as diabetes, obesity, metabolic syndrome, and cardiovascular disease. Here we present data from a rat model and human clinical study of chronic sleep restriction, both revealing that two metabolites in blood, oxalic acid and diacylglycerol 36:3, are quantitatively depleted under sleep-restricted conditions and restored after recovery sleep. Our findings also reveal a significant overall shift in lipid metabolism, with higher levels of phospholipids in both species and evidence of a systemic oxidative environment. This work provides a potential link between the known pathologies of reduced sleep duration and metabolic dysfunction.

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Crossref · 10.1073/pnas.1417432112

Cites

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Claims the paper makes

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  • Findingown data

    There was significant variation between the two rat studies when examined in aggregate.

    “There was significant variation between the two studies when examined in aggregate.”
    Quote in the paperNot a substantial claim
  • Findingown data

    In acutely sleep-restricted rats, increased nonlipid metabolites included leucine, valine, N-methylalanine, and cellobiotol.

    “Nonlipid metabolites that were increased included leucine, valine, N-methylalanine, and cellobiotol.”
    Quote in the paperNot a substantial claim
  • Findingown data

    Under acute sleep restriction in rats, 26 features were reproducibly attributable to forced activity and were removed from consideration.

    “Under acute SR, a total of 26 features were reproducibly observed to be attributable to FA, and so were removed from consideration.”
    Quote in the paperSubstantial claim
  • Findingown data

    Of the identified human sleep-restriction-altered metabolites, 32 were lipid- or fatty acid-related.

    “Of the identified species, 32 were lipid-or fatty acidrelated compounds.”
    Quote in the paperNot a substantial claim
  • Findingown data

    In humans, apart from 4-Pyr, the nonrecovered metabolites were phosphatidylcholines 32:1, 38:2, and 38:3 or acylcarnitines C10:0, C12:0, and C18:1.

    “Aside from 4-Pyr, the nonrecovered metabolites were either PCs (32:1, 38:2, 38:3), or acylcarnitines (C10:0, C12:0, and C18:1).”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. 32
  • May combine two claims. 36
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Of the 38 rat features unique to acute sleep restriction, 28 were identified.

    “Of the 38 that were unique to SR (Fig. 1C, Left), 28 were identified.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data
    § Oxalic acid and diacylglycerol 36:3 are cross-species markers of sleep debt

    After sleep restriction, phospholipids were elevated in both species, and metabolites linked to an oxidizing environment were also observed.

    “Elevated phospholipids were also noted after sleep restriction in both species, as well as metabolites associated with an oxidizing environment.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In sleep-restricted humans, tryptophan, phenylalanine, pipecolic acid, and 1-Methyl-4-pyridone-5-carboxamide were elevated, while oxalic acid was reduced.

    “the amino acids tryptophan (Trp), phenylalanine (Phe), as well as pipecolic acid and 1-Methyl-4-pyridone-5-carboxamide (4-Pyr) were elevated, but oxalic acid was reduced.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In humans, most altered metabolites recovered to pre-sleep-restriction levels, with 30 identified and 46 unknown recovered, while 7 identified and 11 unknown did not recover.

    “the majority of metabolites (30 identified and 46 unknown) recovered to pre-SR levels, whereas 7 identified and 11 unknown did not recover over the period measured.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In rats, three sphingomyelin species recovered and three choline plasmalogen species did not recover using P < 0.05 and FDR < 0.2 thresholds compared with baseline.

    “Intriguingly, three SM species recovered, and three PlsCho species did not recover based on our statistical thresholds (P < 0.05, FDR < 0.2 compared with baseline).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data
    § Oxalic acid and diacylglycerol 36:3 are cross-species markers of sleep debt

    In both rats and humans, oxalic acid and diacylglycerol 36:3 were strongly and quantitatively decreased after sleep restriction and returned to near baseline after recovery sleep, with P < 0.05 and false-discovery rate < 0.2.

    “two metabolites, oxalic acid and diacylglycerol 36:3, were robustly and quantitatively reduced in both species following sleep restriction, and recovered to near baseline levels after sleep restriction (P < 0.05, false-discovery rate < 0.2).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Across two independent rat serum studies, 3,380 unique metabolite species were detected.

    “A total of 3,380 unique metabolite species were detected across the two independent studies of rat serum.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Of the 3,380 rat serum metabolite species, 407 were identified.

    “Of these species, 407 were identified.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    After 5 days of chronic sleep restriction in rats, 44 features were significantly altered across studies A and B; 23 were unique to sleep restriction, 18 were named, and 15 of the named features were lipids.

    “Following 5 d of chronic SR, 44 features were significantly altered across studies A and B: 23 were unique to the SR condition (Fig. 1C, Right), and 18 were named, of which 15 were lipids.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In rats, polar metabolites were mainly altered after acute sleep restriction, and only glycine was specifically altered after chronic sleep restriction.

    “In contrast, polar metabolites were primarily altered following acute SR, with only glycine specifically altered following chronic SR.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In humans, comparison of baseline and 5-day sleep-restriction samples revealed 92 altered features, of which 37 were identified.

    “Comparison of the human BL and SR samples revealed 92 features that were altered, of which 37 were identified (Fig. 3B; unidentified metabolites not shown for clarity).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In chronically sleep-restricted rats, glycine was reduced, while malate and sucrose were elevated.

    “Glycine was reduced and the Krebs cycle intermediate malate and sucrose were elevated.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Arachidonic acid was not significantly changed by the study's criteria.

    “Our results further indicate a significant clustering relationship between oxalate and arachidonic acid (Fig. S4), which is the substrate for COX-2, although we note that arachidonic acid was not significantly changed by our criteria.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data
    § Oxalic acid and diacylglycerol 36:3 are cross-species markers of sleep debt

    In rats, 38 features changed across independent experiments, and most were classified as lipids, with 18 of 28 identified features being lipids.

    “A total of 38 features were changed across independent experiments, with the majority classified as lipids (18 from 28 identified).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data
    § Oxalic acid and diacylglycerol 36:3 are cross-species markers of sleep debt

    In a parallel human study, 92 metabolites were identified as potentially significant, and most were classified as lipids, with 32 of 37 identified metabolites being lipids.

    “In a parallel human study, 92 metabolites were identified as potentially significant, with the majority also classified as lipids (32 of 37 identified).”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Findingown data

    Some metabolites overlapped between sleep restriction and forced activity groups, but the analysis focused on those specific to sleep restriction.

    “Although a number of metabolites were common to SR and FA groups, we focused on those specific to SR.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In this study, sleep restriction increased all of these common metabolites except acylcarnitines C10:0 and C12:0, which were reduced.

    “In our study, SR led to increases in all of these metabolites except acylcarnitines C10:0 and C12:0, which were reduced.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The two TG species elevated in humans were relatively short, with at most 48 carbons and an average chain length of at most 16 carbons.

    “Of note, the two TG species elevated in humans were relatively short (≤48 carbons, average chain length ≤16 carbons).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Acute total sleep deprivation in the laboratory increases stress hormones such as catecholamines and cortisol.

    “In humans, acute total sleep deprivation in the laboratory increases levels of stress hormones, such as catecholamines and cortisol (e.g., refs.20 and 21).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [20] source

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    • cites [21] source

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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationreasoning

    The difference between the rat studies may arise from variation in environmental and sampling procedures or in the analytical analysis.

    “This difference may result from variation in the environmental and sampling procedures or in the analytical analysis.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Lipidomics analysis has identified a set of lipids that oscillate across biological subtypes defined by lipid composition.

    “Lipidomics analysis has elucidated a set of lipids that oscillate across biological subtypes defined by stratification by lipid composition (11).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [11] source

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Many laboratory studies report that sleep restriction does not significantly affect cortisol levels.

    “many laboratory studies have reported that SR, the type of sleep loss we used in our study, does not produce significant effects on cortisol levels (e.g., ref. 22).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [22] source

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Total sleep deprivation causes a measurable perturbation of the human blood metabolome.

    “Recent work indicates that total sleep deprivation induces a measurable perturbation to the blood metabolome (19)”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [19] source

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Gene-expression profiling has established a complex but defined interaction between the circadian system and sleep homeostasis in humans.

    “Gene-expression profiling has established that there is a complex, but defined, interaction between the circadian system and sleep homeostasis (8) in humans.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [8] source

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data
    § Oxalic acid and diacylglycerol 36:3 are cross-species markers of sleep debt

    The findings suggest a possible connection between pathologies associated with reduced sleep duration and metabolic dysfunction, and they suggest possible biomarkers for sleep loss.

    “The findings provide a potential link between known pathologies of reduced sleep duration and metabolic dysfunction, and potential biomarkers for sleep loss.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationcitation

    Gut metabolism likely contributes to the observed metabolic profile.

    “Finally, gut metabolism also likely plays a role in the observed metabolic profile (23).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [23] source

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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Tryptophan is a major precursor for serotonin and melatonin and is elevated under acute total sleep deprivation.

    “Trp is a major precursor for serotonin and melatonin and is elevated under acute total sleep deprivation (19).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [19] source

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  • May combine two claims.

    Interpretationcitation

    DG 36:3 is regulated in a circadian fashion in humans and may indicate both circadian time and sleep debt.

    “This metabolite is also regulated in a circadian fashion in humans (11), and as such may be an indicator of both circadian time and sleep debt.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [11] source

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    Premisecitation

    Davies et al. identified metabolites that increased but found none that decreased under total sleep deprivation.

    “The study of Davies et al. (19) identified metabolites that increased but found none that decreased under total sleep deprivation.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [19] source

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Sleep restores antioxidant balance in peripheral tissues.

    “This finding is consistent with several studies suggesting that the function of sleep is restorative and involves metabolite clearance from the brain (9), and that sleep restores antioxidant balance in peripheral tissues (46).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [46] source

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  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Interpretationreasoning

    This idea is consistent with other evidence for oxidative stress and peroxisomal activation.

    “This idea is consistent with the other evidence for oxidative stress and peroxisomal activation described below.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Dallman et al. found 33 of 40 lipid species regulated in a circadian manner, with carnitine C12:0 overlapping with this study.

    “Dallman et al. (12) found that 33 of 40 lipid species were regulated in a circadian manner, of which carnitine C12:0 overlaps with our study.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [12] source

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  • May combine two claims.

    Interpretationreasoning

    Based on these data and controlled fasting and diet, the observed reduction in blood oxalate is due to either reduced synthesis or increased gut microbiota processing and is not of dietary origin.

    “Based on these data, as well as the highly regulated nature of presample fasting and diet for our rat and human studies, we postulate that the observed reduction in blood oxalate is a result of either reduced synthesis or increased gut microbiota processing and is not of dietary origin.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    Although dietary oxalate with high bioavailability increases plasma and urine levels, excreted oxalate is minimally dependent on diet in an epidemiological cohort.

    “Although dietary oxalate with high bioavailability increases plasma and urine levels (29), excreted oxalate is minimally dependent on diet in an epidemiological cohort (30).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [29] source

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  • May combine two claims.

    Premisecitation

    Recent evidence suggests that blood oxalate levels are influenced by gut microbiota, with over a dozen oxalate-degrading gut bacterial species identified.

    “Recent evidence suggests that blood levels are also influenced by gut microbiota, with over a dozen oxalate-degrading gut bacterial species identified (28).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [28] source

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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Sleep is restorative and involves clearance of metabolites from the brain.

    “This finding is consistent with several studies suggesting that the function of sleep is restorative and involves metabolite clearance from the brain (9), and that sleep restores antioxidant balance in peripheral tissues (46).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [9] source

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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationreasoning

    Effects on peripheral clocks cannot be excluded, and some metabolic phenotypes could arise from loss of synchrony between central and peripheral clocks.

    “We cannot exclude effects on peripheral clocks, and note that some of the metabolic phenotypes could arise from a loss of synchrony between central and peripheral clocks.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Investigation of the human plasma metabolome suggests that amino acid metabolism is particularly perturbed as a function of sleep restriction.

    “Investigation of the human plasma metabolome suggests that amino acid metabolism is particularly perturbed as a function of SR (26).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [26] source

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  • May combine two claims.

    Study design and conductreasoning

    A 10- to 12-hour fast before metabolomic sampling was used to separate metabolic effects from sleep effects so that changes could be attributed to sleep restriction.

    “Thus, we also attempted to separate the metabolic effects from the sleep effects by enforcing a 10-to 12-h fasting period before metabolomic sampling, such that observed changes could be attributed to sleep/sleep restriction effects.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: A 10- to 12-hour fast before sampling allows observed metabolic changes to be attributed to sleep or sleep restriction rather than other factors.
  • May combine two claims.

    Interpretationown data

    Oxalic acid and DG 36:3 come from highly disparate metabolic pathways yet behave in the same manner, and thus may provide a robust measure of sleep debt.

    “These metabolites are from highly disparate metabolic pathways yet behave in the same manner, and thus may provide a robust measure of sleep debt (Fig. 4C and Fig. S3).”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    The primary sources of blood oxalate are diet-derived plant sources, vitamin C degradation, and endogenous synthesis in erythrocytes and liver.

    “The primary sources of blood oxalate are diet-derived plant sources, vitamin C (ascorbate) degradation, and endogenous synthesis pathways in erythrocytes and liver (27).”
    Quote in the paperSubstantial claim0 of 1 sources checked
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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationown data

    Although these metabolites do not share obvious metabolic pathways, they may be linked by cellular function such as peroxisomal processing.

    “Although these metabolites do not share obvious metabolic pathways, they may be linked by cellular function, such as peroxisomal processing, as described below.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    A reduction in total blood TGs in humans has been observed before with a similar protocol.

    “Reduction in total blood TGs of humans has been observed previously using a similar protocol (47).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
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  • Classified as probably not a substantial claim.

    Study design and conductnone given

    Physical activity was limited in the human subjects.

    “For the human study, physical activity levels in our subjects were limited.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    The acylcarnitine discrepancy may reflect the difference in protocol, 1 day versus 5 days and total sleep deprivation versus chronic sleep restriction, leading to different relative energy requirements.

    “the discrepancy may be a function of the difference in protocol (1 d vs. 5 d and total sleep deprivation vs. chronic SR), leading to a difference in relative energy requirements.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductreasoning

    Mass spectral features were considered significant if P < 0.1 and FDR < 0.2 in each study, so that the pooled result would yield P < 0.01.

    “Mass spectral features were judged significant if P < 0.1 and FDR < 0.2 in each study, such that the pooled result would yield P < 0.01 (Table S2).”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductown data

    Statistical comparisons used t tests with multiple test correction, with 1,000 permutations, unpaired for animal data and paired for human data.

    “In each case, comparisons were done by t test using multiple test correction (1,000 permutations, unpaired for animal and paired for human data).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    The direct relationship between oxalate, hypoxanthine, and medium-chain acylcarnitines in cluster analysis may also be explained by peroxisomal processes.

    “Finally, the direct relationship between oxalate, hypoxanthine, and medium-chain acylcarnitines (C6, C10, C12, C12:1) in cluster analysis (Fig. S4) may also be explained by peroxisomal processes.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: PPARs play a critical role in lipid and glucose metabolism.
  • May combine two claims.

    Premisecitation

    In a mouse model, bezafibrate, a PPAR-α agonist, affects baseline sleep and recovery sleep after sleep restriction.

    “Bezafibrate, an antihyperlipidemic PPAR-α agonist, has been shown in a mouse model to affect both BL sleep, with increased EEG δ-power, and recovery sleep following sleep restriction, with a reduced rebound in EEG δ-power (49).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [49] source

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    Reduced oxalate in humans and rats and reduced glycine in rats at SR5 might be explained by depletion of glyoxylate, a common peroxisomal precursor of both substances.

    “Reduction in both oxalate (humans and rats) and glycine (rats, SR5) might be explained by depletion of glyoxylate, which is a common precursor to both substances in peroxisomes.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Glyoxylate is a common precursor to both oxalate and glycine in peroxisomes.
  • Classified as probably not a substantial claim.

    Study design and conductreasoning

    The second rat study included a forced activity control group that walked the same distance as sleep-restricted animals in the dark phase but had enough time to sleep, in order to separate forced activity from sleep restriction.

    “To differentiate the effects of FA from SR, the second study included a FA control group in which animals walked the same distance as SR animals in the dark phase, but had sufficient time to sleep.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    The comprehensive metabolite profiling results depict an oxidative environment affecting lipid metabolism and processing, with some differences between species.

    “Our comprehensive metabolite profiling results present a picture of an oxidative environment impacting lipid metabolism and processing, albeit with some interspecies variations.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    Mounting evidence indicates that sleep loss induces an oxidative metabolic state.

    “Mounting evidence points to sleep loss inducing an oxidative metabolic state (8,48).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [8] source

      Not checked in the free run.

    • cites [48] source

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  • May combine two claims.

    Interpretationreasoning

    The combination of an oxidative environment, long-chain fatty acid β-oxidation implied by TAG shortening, and the acylcarnitine-oxalate association suggests a distinct role for peroxisomes, possibly through PPARs.

    “The combination of an oxidative environment, β-oxidation of long-chain fatty acids as implied by TAG shortening, as well as the observed association of acylcarnitines with oxalate (Fig. S4), suggests a distinct role for peroxisomes, possibly via peroxisome proliferator-activated receptors (PPARs).”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: PPARs play a critical role in lipid and glucose metabolism.
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    The peroxisome is the central site for processing fatty acid alcohols, producing diacylphospholipids or ether-linked phospholipids.

    “The peroxisome is the central site of fatty acid alcohol processing (52), which generates either diacylphospholipids or ether-linked phospholipids.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [52] source

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    Induction of peroxisome biogenesis is consistent with decreased fatty alcohols in humans and increased phospholipid species in humans and rats, especially plasmalogens.

    “Induction of peroxisome biogenesis is consistent with the observed decrease in both fatty alcohols (humans) and an increase in phospholipid species (humans and rats), particularly plasmalogens.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: PPARs play a critical role in lipid and glucose metabolism.
  • Classified as probably not a substantial claim.

    Study design and conductreasoning

    Sampling occurred during the 2 hours after waketime to control for morning-evening effects.

    “To control for morning-evening effects, sampling occurred during the 2 h following waketime (between 0800 hours and 1000 hours on BL1 and SR5 and between 1000 hours and 1200 hours on R1).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Direct conversion of oxalate to hypoxanthine has been observed in extreme oxidative environments.

    “Direct conversion of oxalate to hypoxanthine has been observed in extreme oxidative environments (53), although it is not clear if this occurs in vivo.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [53]

      Not checked in the free run.

58 of 58
  • The paper relies on this without support.

    Tryptophan is a precursor for liver synthesis of nicotinic acid, which interconverts with nicotinamide.

    “Trp is also the precursor to liver synthesis of nicotinic acid (vitamin B3), which interconverts with the amide form, nicotinamide.”
  • The paper relies on this without support.

    Phenylalanine is a precursor to dopamine, norepinephrine, and epinephrine via tyrosine.

    “Phe is also a precursor to several neurotransmitters, including dopamine, norepinephrine, and epinephrine via tyrosine.”
  • The paper relies on this without support.

    Pipecolic acid is a lysine metabolite unique to gut microflora.

    “pipecolic acid is a metabolite of lysine unique to gut microflora”
  • The paper relies on this without support.

    Endogenous substrates for oxalate synthesis include glycolate in peroxisomes and hydroxyproline.

    “Endogenous substrates for oxalate synthesis include glycolate in peroxisomes and hydroxyproline.”
  • The paper relies on this without support.

    The rat and human sleep restriction protocols produce comparable sleep debt for cross-species marker comparison.

    “we compared the list of significantly altered metabolites in rats and humans (Fig. 4).”
  • The paper relies on this without support.

    Activity may account for much of the effect of wakefulness itself.

    “In our rat study, the effects of activity-which may account for much of the effect of wake per se-were controlled by including a FA group.”
  • The paper relies on this without support.

    A 10- to 12-hour fast before sampling allows observed metabolic changes to be attributed to sleep or sleep restriction rather than other factors.

    “Thus, we also attempted to separate the metabolic effects from the sleep effects by enforcing a 10-to 12-h fasting period before metabolomic sampling, such that observed changes could be attributed to sleep/sleep restriction effects.”
  • The paper relies on this without support.

    Arachidonic acid is the substrate for COX-2.

    “Our results further indicate a significant clustering relationship between oxalate and arachidonic acid (Fig. S4), which is the substrate for COX-2, although we note that arachidonic acid was not significantly changed by our criteria.”
  • The paper relies on this without support.

    PPARs play a critical role in lipid and glucose metabolism.

    “One mechanism may be via the induction of PPARs, which play a critical role in lipid and glucose metabolism.”
  • The paper relies on this without support.

    Oleoylethanolamide is a potent activator of PPAR-α.

    “Oleoylethanolamide, a potent activator of PPAR-α, is also elevated in CSF, and to a lesser extent in serum of sleep-deprived humans (51).”
  • The paper relies on this without support.

    Glyoxylate is a common precursor to both oxalate and glycine in peroxisomes.

    “Reduction in both oxalate (humans and rats) and glycine (rats, SR5) might be explained by depletion of glyoxylate, which is a common precursor to both substances in peroxisomes.”
  • The paper relies on this without support.

    Peroxisomal β-oxidation preferentially processes longer-chain fatty acids.

    “Furthermore, the reduced levels of long-chain TGs and elevation in shorter-chain TGs observed in humans may reflect peroxisomal β-oxidation processes that are preferential for longer-chain fatty acids.”
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  • Human recovery counts exceed the reported total

    Minor

    The recovered and nonrecovered counts add to 94 metabolites, but the paper reports 92 altered features in the human study. The identified counts add to the reported 37, so the mismatch is in the unknown counts.

    Reported 92 · recomputed 94

  • Other polar metabolites are reported under chronic restriction

    Minor

    The paper says glycine was the only polar metabolite specifically altered after chronic sleep restriction, but its account of the chronic results also reports changes in malate and sucrose.

  • Forced-activity control assigned to different rat studies

    Minor

    The results assign the forced-activity control group to study A, while the Methods assign it to the second study, study B.

3 of 3

Cites

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Authors
Weljie, A. M., Meerlo, P., Goel, N., Sengupta, A., Kayser, M. S., Abel, T., Birnbaum, M. J., Dinges, D. F., & Sehgal, A.
Affiliations
  • Department of Pharmacology,
  • University of Groningen (NL)
  • Department of Psychiatry,
  • University of Pennsylvania (US)
  • Howard Hughes Medical Institute (US)
Venue
Proceedings of the National Academy of Sciences
Published
2015-02-09
Volume
112
Issue
8
Pages
2569-2574
ISSN
  • 0027-8424 (ISSN-L)
  • 1091-6490
OpenAlex
W1981928051
Cited by
158
References
53
Citations by year
2026: 8 · 2025: 16 · 2024: 21 · 2023: 15 · 2022: 13 · 2021: 12 · 2020: 13 · 2019: 10 · 2018: 17 · 2017: 12 · 2016: 14 · 2015: 7
FWCI
9.24
Type
journal article
Language
en
Open access
Locations
  • Proceedings of the National Academy of Sciences (publishedVersion)
  • Europe PMC (PubMed Central) (publishedVersion)
  • PubMed Central (publishedVersion)
  • PubMed (publishedVersion)
  • University of Groningen research database (University of Groningen / Centre for Information Technology) (publishedVersion, other-oa)
  • University of Groningen research database (University of Groningen / Centre for Information Technology) (submittedVersion, other-oa)
Funders
  • Department of Navy, Office of Naval Research Award (N00014-11-1-0361)
  • National Aeronautics and Space Administration (NCC 9-58, NNX14AN49G)
  • HHS | NIH | National Institute of Nursing Research (R01 NR004281)
  • DOD | Defense Advanced Research Projects Agency (W911NF1010093)
  • Howard Hughes Medical Institute (-)
Topics
  • Life Sciences › Neuroscience › Endocrine and Autonomic Systems › Circadian rhythm and melatonin
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Sleep and Wakefulness Research
  • Social Sciences › Psychology › Experimental and Cognitive Psychology › Sleep and Work-Related Fatigue
Keywords
sleep restriction, sleep debt, oxalic acid, serum metabolomics, sleep deprivation, metabolic dysfunction, phospholipids, peroxisome proliferator-activated receptors, circadian clock, neurotransmitters, nicotinic acid, intestinal metabolism, oxidative stress, human-rat comparison
MeSH terms
Animals, Circadian Rhythm, Diglycerides, Disease Models, Animal, Energy Metabolism, Female, Humans, Male, Middle Aged, Niacinamide, Phenotype, Sleep Deprivation, Species Specificity, Time Factors, Reproducibility of Results, Biomarkers, Rats, Sprague-Dawley, Neurotransmitter Agents, Oxidative Stress, Oxalic Acid, Gastrointestinal Tract, PPAR gamma, Metabolomics, Metabolome, Young Adult, Microbiota

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 2026-10-06.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-06.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

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