Oxalic acid and diacylglycerol 36:3 are cross-species markers of sleep debt
Open accessAbstract
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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- 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
- Findingown data
Most identified acute sleep-restriction-specific rat metabolites, 18 of 28, were lipids.
“The majority of these metabolites (18 of 28) were lipids.”
Quote in the paperNot a substantial claim - Findingown data
The rat compounds altered under both acute and chronic sleep restriction were all phospholipids.
“We also identified those compounds that were altered across both acute and chronic conditions, all of which were phospholipids (Fig. 2C).”
Quote in the paperNot a substantial claim - Findingown data
The number of rat metabolites significantly different from controls across both studies was approximately 400-740 in the acute case and 550-725 in the chronic case.
“the number of metabolites significantly different from controls across both studies was ∼400-740 in the acute case and 550-725 in the chronic case.”
Quote in the paperNot a substantial claim - Findingown data
In rats, phosphatidylcholines, lysophosphatidylcholines, choline plasmalogens, and sphingomyelin species were significantly altered to equivalent degrees in acute and chronic sleep restriction.
“demonstrates that phosphatidylcholines (PCs), lysophosphatidylcholines (LPCs), choline plasmalogen (PlsCho), and sphingomyelin (SM) species are significantly altered equivalently between acute and chronic situations.”
Quote in the paperNot a substantial claim - Findingown data
Pipecolic acid was elevated after sleep restriction in humans.
“pipecolic acid is a metabolite of lysine unique to gut microflora and was elevated after SR.”
Quote in the paperNot a substantial claim- Rests on an assumption: Pipecolic acid is a lysine metabolite unique to gut microflora.
- Findingown data
In the combined rat studies, all features were significant at P < 0.01 and false-discovery rate ≤ 0.05.
“All features were significant at P < 0.01, false-discovery rate (FDR) ≤ 0.05 when both studies were considered together.”
Quote in the paperSubstantial claim - Findingown data
In acutely sleep-restricted rats, reduced nonlipid metabolites included isocitrate, urocanic acid, oxalic acid, 2-deoxyerythritol, and trihydroxypyrazine.
“Reduced nonlipid metabolites included: isocitrate from the Krebs cycle/lipogenesis; urocanic acid, a product of histidine catabolism; oxalic acid from glycolate metabolism; and 2-deoxyerythritol and trihydroxypyrazine”
Quote in the paperSubstantial claim - Findingown data§ Oxalic acid and diacylglycerol 36:3 are cross-species markers of sleep debt
In sleep-restricted humans, polar metabolites related to neurotransmitters, vitamin B3, and gut metabolism were increased.
“polar metabolites reflective of neurotransmitters, vitamin B3, and gut metabolism were elevated in sleep-restricted humans.”
Quote in the paperSubstantial claim - Findingown data
Human data showed a marked reduction in two DG species with 36 carbon chains.
“In contrast, the human data showed a marked reduction in six TG species (>52 carbon chains) and two DG species (36 carbon chains), whereas the rat data demonstrated a reduction in a single DG species and elevation of TG 58:10.”
Quote in the paperSubstantial claim - Findingown data
These decreased metabolites included triacylglycerols, diacylglycerols, fatty alcohols, myristic acid, a phosphatidylethanolamine species, and oxalic acid.
“These metabolites included TGs, DGs, fatty alcohols, myristic acid, a phosphatidylethanolamine (PE) species and oxalic acid.”
Quote in the paperSubstantial claim - Findingown data
Rat data demonstrated a reduction in a single DG species.
“In contrast, the human data showed a marked reduction in six TG species (>52 carbon chains) and two DG species (36 carbon chains), whereas the rat data demonstrated a reduction in a single DG species and elevation of TG 58:10.”
Quote in the paperSubstantial claim - Findingcitation
In both studies, tryptophan was elevated.
“In both studies, Trp was also elevated.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [19] source
Not checked in the free run.
- Findingown data
Rat data demonstrated elevation of TG 58:10.
“In contrast, the human data showed a marked reduction in six TG species (>52 carbon chains) and two DG species (36 carbon chains), whereas the rat data demonstrated a reduction in a single DG species and elevation of TG 58:10.”
Quote in the paperNot a substantial claim - Findingown data
Bootstrapped hierarchical cluster analysis indicates a significant branch that includes oxalate, hypoxanthine, medium-chain acylcarnitines C6, C10, C12, and C12:1, and arachidonic acid.
“Bootstrapped hierarchical cluster analysis of the entire set of measured metabolites (Dataset S2) indicates a significant branch that includes oxalate, as well hypoxanthine, medium-chain acylcarnitines (C6, C10, C12, C12:1), and arachidonic acid (Fig. S4).”
Quote in the paperNot a substantial claim - Findingcitation
Twelve metabolites were common between this study and Davies et al., including PCs 32:1, 36:6, 38:4, 38:2, and 38:3; lysoPCs 14:0, 16:1, and 17:0; and acylcarnitines C5:0, C10:0, and C12:0.
“Twelve of these were common between the two studies, including PCs (32:1, 36:6, 38:4, 38:2, 38:3), lysoPCs (14:0, 16:1, 17:0), and acylcarnitines (C5:0, C10:0, C12:0).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [19] source
Not checked in the free run.
- Findingown data
Two identified species were common across rats and humans: oxalic acid and DG 36:3.
“Two identified species were common across rat and humans: oxalic acid and DG 36:3 (Fig. 4 A and B).”
Quote in the paperSubstantial claim - Findingown data
This study identified decreases in a number of metabolites as a function of sleep restriction, which were not part of the analytical platform used in Davies et al.
“Here we have identified decreases in a number metabolites as a function of SR, which were not part of the analytical platform used in the Davies et al. study (19).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [19] source
Not checked in the free run.
- Findingcitation
Eight species overlapped between this study and rhythmic metabolites, including LPC 16:0; triacylglycerols 52:2, 52:3, 54:3, 54:4, and 54:5; and diacylglycerols 36:2 and 36:3.
“we found eight overlapping species of significance, including LPC 16:0; triacylglycerols (TGs) (52:2, 52:3, TG 54:3, 54:4, 54:5), and diacylglycerols (DGs) (36:2, 36:3).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [11] source
Not checked in the free run.
- Findingown data
Seven plasmalogen species were elevated in rats under acute or chronic sleep restriction.
“Seven plasmalogen species were elevated in the rat under acute or chronic SR conditions, indicative of oxidative stress.”
Quote in the paperNot a substantial claim - Findingown data
In both species, phospholipids PC, LPC, PE, and SM were the most elevated with sleep restriction, with 20 of 25 in rats and 14 of 15 in humans.
“Across both species, phospholipids (PC, LPC, PE, SM) were the most elevated as a function of SR (20 of 25 in rats and 14 of 15 in humans) (Fig. S2).”
Quote in the paperNot a substantial claim - Findingown data
The results show a significant clustering relationship between oxalate and arachidonic acid.
“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- Rests on an assumption: Arachidonic acid is the substrate for COX-2.
- Findingown data
Plasmalogens were not significantly changed in the human study.
“Although plasmalogens were not significantly changed in the human study, transcript studies have shown that pathways involved in oxidative stress and reactive oxygen species are significantly induced in blood upon sleep loss (8).”
Quote in the paperSubstantial claim - Findingown data
Human data showed a marked reduction in six TG species with more than 52 carbon chains.
“In contrast, the human data showed a marked reduction in six TG species (>52 carbon chains) and two DG species (36 carbon chains), whereas the rat data demonstrated a reduction in a single DG species and elevation of TG 58:10.”
Quote in the paperNot a substantial claim - Findingown data
This study observed no differences in hydroxyproline levels.
“nor did we observe differences in this study”
Quote in the paperSubstantial claim - Findingown data
Metabolism of neurotransmitters and gut-derived metabolites is also affected by sleep loss.
“We find that metabolism of neurotransmitters and gut-derived metabolites are also affected by sleep loss, underscoring the system-wide impact of SR.”
Quote in the paperNot a substantial claim - Findingown data
Oxalic acid and DG 36:3 change with sleep restriction in both rats and humans.
“The identification of two metabolites, oxalic acid and DG 36:3, which change with SR in rats and humans, provides potential biomarkers for sleep loss.”
Quote in the paperSubstantial claim - Interpretationcitation
An increase in phenylalanine might partly reflect increases in catecholamines in response to sleep loss.
“An increase in Phe might partly reflect increases in catecholamines in response to sleep loss (20).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [20] source
Not checked in the free run.
- Rests on an assumption: Phenylalanine is a precursor to dopamine, norepinephrine, and epinephrine via tyrosine.
- Interpretationown data
Elevated 4-Pyr, a primary end metabolite of nicotinamide, supports an effect on the nicotinic acid pathway.
“In support of an effect on this pathway, we observed elevated levels of 4-Pyr, a primary end metabolite of nicotinamide.”
Quote in the paperNot a substantial claim- Rests on an assumption: Tryptophan is a precursor for liver synthesis of nicotinic acid, which interconverts with nicotinamide.
- Study design and conductnone given
The rat studies replicated both experimental and analytical procedures for the first 6 days in studies A and B.
“A strength of these studies is the total replication of both experimental and analytical procedures for the first 6 d in studies A and B.”
Quote in the paperSubstantial claim - Interpretationown data§ Oxalic acid and diacylglycerol 36:3 are cross-species markers of sleep debt
The observed results align with peroxisome proliferator-activated receptor induction and circadian clock disruption.
“These results are consistent with induction of peroxisome proliferator-activated receptors and disruptions of the circadian clock.”
Quote in the paperNot a substantial claim - Interpretationreasoning
Comparing the metabolites perturbed in this study with studies of circadian oscillations supports a relationship between circadian control and the sleep-restriction metabolome.
“A comparison of the metabolites perturbed in our study with studies of metabolites demonstrating circadian oscillations supports this relationship.”
Quote in the paperNot a substantial claim - Interpretationown data
The clustering of sphingomyelin and choline plasmalogen species suggests a regulated process in which particular lipid classes or species are preferentially returned to non-sleep-restricted levels.
“the clustering of SM and PlsCho species suggests a regulated process in which specific lipid classes/species are preferentially returned to non-SR levels.”
Quote in the paperNot a substantial claim - Study design and conductreasoning
The replication supports confidence that the common markers are resistant to experimental variation.
“With this replication, we can be confident that the common markers observed are resistant to experimental variations.”
Quote in the paperSubstantial claim - Premisecitation
One week of a 5.70-hour-per-night sleep restriction protocol affects rhythms of the human blood transcriptome.
“1 wk of 5.70 h per night SR protocol was shown to affect rhythms of the human blood transcriptome (8).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [8] source
Not checked in the free run.
- Study design and conductown data
The rat study controlled for activity effects by including a forced activity group.
“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.”
Quote in the paperSubstantial claim- Rests on an assumption: Activity may account for much of the effect of wakefulness itself.
- Premisecitation
Prior rat work found that sleep deprivation raises energy use while food consumption stays unchanged.
“These studies consistently find that energy expenditure increases without a concomitant change in food intake (34,35).”
Quote in the paperSubstantial claim0 of 2 sources checked - Premisecitation
In the acute sleep deprivation study, all of the above-mentioned common metabolites were elevated.
“All of the above-mentioned metabolites were elevated in the acute sleep deprivation study.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [19] source
Not checked in the free run.
- Premisecitation
Ang et al. found 25 of 34 lipid species, with lysoPCs 18:2 and 20:3, acylcarnitine 12:0 and 18:0, and phenylalanine overlapping with this study.
“Ang et al. (13) found 25 of 34 to be lipid species, with lysoPCs (18:2, 20:3) acylcarnitine (12:0 and 18:0) and Phe overlapping with our results.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [13] source
Not checked in the free run.
- Interpretationreasoning
Any alterations in endogenous oxalate synthesis are the result of peroxisomal glycolate perturbations.
“and thus we posit that any alterations in endogenous synthesis are the result of peroxisomal glycolate perturbations.”
Quote in the paperSubstantial claim- Rests on an assumption: Endogenous substrates for oxalate synthesis include glycolate in peroxisomes and hydroxyproline.
- Interpretationown data
The altered metabolites in the study reflect energetic changes, especially an overrepresentation of lipid species.
“The metabolites altered in our study are reflective of energetic changes, particularly the overrepresentation of lipid species.”
Quote in the paperSubstantial claim - Premisecitation
Transcript studies show that oxidative stress and reactive oxygen species pathways are significantly induced in blood after sleep loss.
“Although plasmalogens were not significantly changed in the human study, transcript studies have shown that pathways involved in oxidative stress and reactive oxygen species are significantly induced in blood upon sleep loss (8).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [8] source
Not checked in the free run.
- Premisecitation
Human studies indicate that energy expenditure contributes little to metabolic changes during sleep restriction.
“Studies in humans show that energy expenditure (resting metabolic rate and so forth) contributes very little to metabolic changes during sleep restriction, and that energy intake is the largest contributor to metabolic homeostasis (42).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [42] source
Not checked in the free run.
- Premisecitation
COX-2 products such as prostaglandin D2 promote sleep in rat cerebrospinal fluid.
“Additionally, COX-2 products, such as prostaglandin D2, are sleep-promoting in rat cerebrospinal fluid (CSF) (45), which may support the idea that sleep-promoting molecules are elevated during sleep loss.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [45] source
Not checked in the free run.
- Interpretationreasoning
Even though caloric intake differs, sleep loss affects metabolic function in multiple species.
“Despite the differences in caloric intake, it is clear that sleeps loss affects metabolic function across species.”
Quote in the paperSubstantial claim - Premisecitation
In prior rat studies, plasma glucose, insulin, and leptin levels are lower.
“Furthermore, plasma levels of glucose, insulin, and leptin are reduced (34).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [34] source
Not checked in the free run.
- Premisecitation
Humans under sleep restriction eat more calories.
“In contrast, humans undergoing sleep restriction increase caloric intake (1, 2, 36-38) and show alterations in energy expenditure (39)(40)(41).”
Quote in the paperSubstantial claim0 of 5 sources checked - Premisecitation
In humans, energy intake is the largest contributor to metabolic homeostasis.
“Studies in humans show that energy expenditure (resting metabolic rate and so forth) contributes very little to metabolic changes during sleep restriction, and that energy intake is the largest contributor to metabolic homeostasis (42).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [42] source
Not checked in the free run.
- Interpretationreasoning
The study's data suggest a possible mechanism for sleep deprivation-induced increases in NF-κB and prostaglandins.
“Our data suggest a possible mechanism for sleep deprivation-induced increases in NF-κB and prostaglandins.”
Quote in the paperSubstantial claim - Premisecitation
Sleep deprivation raises NF-κB in the murine cerebral cortex.
“Consistent with this observation, sleep deprivation increases murine cerebral cortex NF-κB (44).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [44] source
Not checked in the free run.
- Premisecitation
Several days of total sleep deprivation do not impact hydroxyproline levels in rats.
“Several days of total sleep deprivation do not impact hydroxyproline levels in rats (31)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [31] source
Not checked in the free run.
- Premisecitation
Forced activity does not affect the clock in the suprachiasmatic nucleus.
“This finding is consistent with work indicating that FA does not affect the clock in the suprachiasmatic nucleus (25).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [25] source
Not checked in the free run.
- Premisecitation
A 20-hour forced desynchrony protocol does not alter the period of the body temperature rhythm.
“we have previously found that a 20-h forced desynchrony protocol does not alter the period of the body temperature rhythm (24).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [24] source
Not checked in the free run.
- Interpretationreasoning
It is hard or impossible to separate the metabolic effects of sleep deprivation from the metabolic demands of being awake longer.
“Specific metabolic changes as a result of sleep deprivation are difficult if not impossible to decouple from metabolic demands of the organism under increased wakefulness.”
Quote in the paperSubstantial claim - Interpretationown data
The elevation of seven plasmalogen species indicates oxidative stress.
“Seven plasmalogen species were elevated in the rat under acute or chronic SR conditions, indicative of oxidative stress.”
Quote in the paperNot a substantial claim - Study design and conductown data
Body weight and food intake did not account for changes in metabolite levels in the rat study.
“As described in Supporting Information, body weight and food intake did not account for changes in metabolite levels.”
Quote in the paperSubstantial claim - Premisecitation
Humans under sleep restriction show changes in energy expenditure.
“In contrast, humans undergoing sleep restriction increase caloric intake (1, 2, 36-38) and show alterations in energy expenditure (39)(40)(41).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites 39)(40)(41
Not checked in the free run.
- Premisecitation
In the same mouse model, sleep restriction elevates brain mRNA levels of PPAR-α.
“In the same model, SR was shown to elevate brain mRNA levels of PPAR-α (50).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [50] source
Not checked in the free run.
- Interpretationreasoning
Reduced long-chain TGs and elevated shorter-chain TGs in humans may reflect peroxisomal β-oxidation that favors 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.”
Quote in the paperNot a substantial claim- Rests on an assumption: Peroxisomal β-oxidation preferentially processes longer-chain fatty acids.
- Interpretationown data
Oxalic acid and DG 36:3 are potential biomarkers for sleep loss.
“The identification of two metabolites, oxalic acid and DG 36:3, which change with SR in rats and humans, provides potential biomarkers for sleep loss.”
Quote in the paperSubstantial claim - Interpretationown data
The cross-species serum analysis provides evidence for a common architecture driving metabolic perturbations.
“Our cross-species analysis of serum from both rats and humans provides evidence for a common architecture driving such metabolic perturbations.”
Quote in the paperSubstantial claim - Interpretationreasoning
Sleep restriction has a system-wide impact.
“We find that metabolism of neurotransmitters and gut-derived metabolites are also affected by sleep loss, underscoring the system-wide impact of SR.”
Quote in the paperSubstantial claim - Premisecitation
Oleoylethanolamide is elevated in cerebrospinal fluid and, to a lesser extent, in serum of sleep-deprived humans.
“Oleoylethanolamide, a potent activator of PPAR-α, is also elevated in CSF, and to a lesser extent in serum of sleep-deprived humans (51).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [51] source
Not checked in the free run.
- Rests on an assumption: Oleoylethanolamide is a potent activator of PPAR-α.
- Interpretationreasoning
This finding implies a possible shift from longer-chain to shorter-chain TGs.
“This finding implies a possible carbon shift from longer-to shorter-chain TGs.”
Quote in the paperSubstantial claim - Interpretationreasoning
Several metabolite changes in the human data, including reduced oxalate, can be explained by a mechanism involving PPAR-α and peroxisomes.
“Although oleoylethanolamide was not directly measured in our study, a number of metabolite changes in the human data, including the reduced oxalate levels, can be explained by a mechanism that invokes changes in PPAR-α and, more generally, in peroxisomes.”
Quote in the paperNot a substantial claim- Rests on an assumption: PPARs play a critical role in lipid and glucose metabolism.
- Rests on an assumption: Oleoylethanolamide is a potent activator of PPAR-α.
- 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 dataOf 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 claimMay combine two claims.
Findingown data§ Oxalic acid and diacylglycerol 36:3 are cross-species markers of sleep debtAfter 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 claimMay combine two claims.
Findingown dataIn 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 claimMay combine two claims.
Findingown dataIn 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 claimMay combine two claims.
Findingown dataIn 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 claimMay combine two claims.
Findingown data§ Oxalic acid and diacylglycerol 36:3 are cross-species markers of sleep debtIn 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataAcross 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataOf the 3,380 rat serum metabolite species, 407 were identified.
“Of these species, 407 were identified.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAfter 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 claimMay combine two claims.
Findingown dataIn 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 claimMay combine two claims.
Findingown dataIn 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 claimMay combine two claims.
Findingown dataIn 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataArachidonic 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 claimMay combine two claims.
Findingown data§ Oxalic acid and diacylglycerol 36:3 are cross-species markers of sleep debtIn 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 claimMay combine two claims.
Findingown data§ Oxalic acid and diacylglycerol 36:3 are cross-species markers of sleep debtIn 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 claimClassified as probably not a substantial claim. May combine two claims.
Findingown dataSome 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 claimMay combine two claims.
Findingown dataIn 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 claimMay combine two claims.
Findingown dataThe 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationAcute 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 checkedProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
InterpretationreasoningThe 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationLipidomics 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
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationMany 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
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationTotal 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
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationGene-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 debtThe 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationcitationGut 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
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationTryptophan 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
Not checked in the free run.
May combine two claims.
InterpretationcitationDG 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
Not checked in the free run.
May combine two claims.
PremisecitationDavies 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
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationSleep 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
Not checked in the free run.
Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
InterpretationreasoningThis 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 claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationDallman 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
Not checked in the free run.
May combine two claims.
InterpretationreasoningBased 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 claimMay combine two claims.
PremisecitationAlthough 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 checkedMay combine two claims.
PremisecitationRecent 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
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationSleep 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
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
InterpretationreasoningEffects 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationInvestigation 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
Not checked in the free run.
May combine two claims.
Study design and conductreasoningA 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 dataOxalic 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 claimClassified as probably not a substantial claim. May combine two claims.
PremisecitationThe 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- cites [27] source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Interpretationown dataAlthough 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationA 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- cites [47] source
Not checked in the free run.
Classified as probably not a substantial claim.
Study design and conductnone givenPhysical activity was limited in the human subjects.
“For the human study, physical activity levels in our subjects were limited.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningThe 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 claimClassified as probably not a substantial claim.
Study design and conductreasoningMass 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 claimClassified as probably not a substantial claim. May combine two claims.
Study design and conductown dataStatistical 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningThe 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.
PremisecitationIn 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.
InterpretationreasoningReduced 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 conductreasoningThe 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 claimMay combine two claims.
Interpretationown dataThe 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 claimClassified as probably not a substantial claim.
PremisecitationMounting 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 checkedMay combine two claims.
InterpretationreasoningThe 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.
PremisecitationThe 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.
InterpretationreasoningInduction 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 conductreasoningSampling 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationDirect 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.
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.”
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?
In the acute SR study, only increases in lipid levels were observed after the deprivation period, while in the partial SR study also declines were recorded.
“In the acute SR study22, only increases in lipid levels were observed after the deprivation period, while in the partial SR study23 also declines were recorded.”
From Prolonged sleep restriction induces changes in pathways involved in cholesterol metabolism and inflammatory responses (2016) · cites this paper as [23]
Two recent studies have measured lipid profiles in human blood samples using mass spectrometry analysis after short term total sleep restriction and partial sleep restriction for five days.
“Two recent studies have measured lipid profiles in human blood samples using mass spectrometry analysis after polar and non-polar extraction of the samples after a short term (24 h) total sleep restriction22 and a partial sleep restriction for five days23.”
From Prolonged sleep restriction induces changes in pathways involved in cholesterol metabolism and inflammatory responses (2016) · cites this paper as [23]
These three independent studies point out that restriction of sleep, either acutely or partially for a longer period, significantly affects serum lipid levels, as measured using mass spectrometry.
“these three independent studies point out that restriction of sleep, either acutely or partially for a longer period, significantly affects serum lipid levels, as measured using mass spectrometry.”
From Prolonged sleep restriction induces changes in pathways involved in cholesterol metabolism and inflammatory responses (2016) · cites this paper as [23]
In both studies, the majority of the altered, identified species consisted of lipid species (including phospholipids, sphingolipids, acylcarnitides and phosphatidylcholines).
“In both studies, the majority of the altered, identified species, consisted of lipid species (including phospholipids, sphingolipids, acylcarnitides and phosphatidylcholines).”
From Prolonged sleep restriction induces changes in pathways involved in cholesterol metabolism and inflammatory responses (2016) · cites this paper as [23]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Human recovery counts exceed the reported total
MinorThe 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
“As with the rat study, 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.”
Other polar metabolites are reported under chronic restriction
MinorThe 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.
“In contrast, polar metabolites were primarily altered following acute SR, with only glycine specifically altered following chronic SR.”
“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.Glycine was reduced and the Krebs cycle intermediate malate and sucrose were elevated.”
Forced-activity control assigned to different rat studies
MinorThe results assign the forced-activity control group to study A, while the Methods assign it to the second study, study B.
“Study A included a concurrent forced-activity (FA) control group subjected to FA during the waking period”
“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.”
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Kamperis, K., Hagstroem, S., Radvanska, E., Rittig, S., & Djurhuus, J. C. (2010) · American Journal of Physiology-Renal Physiology · doi:10.1152/ajprenal.00126.2010 · Cited by 113 · see citing works
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Oxalate in renal stone disease: the terminal metabolite that just won't go away
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The Metabolic and Ecological Interactions of Oxalate-Degrading Bacteria in the Mammalian Gut
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DIETARY OXALATE LOADS AND RENAL OXALATE HANDLING
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Nuclear factor-κB-like activity increases in murine cerebral cortex after sleep deprivation
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Self-citationEffects of sleep restriction on the human plasma metabolome
Bell, L. N., Kilkus, J. M., Booth, J. N., Bromley, L. E., Imperial, J. G., & Penev, P. D. (2013) · Physiology & Behavior · doi:10.1016/j.physbeh.2013.08.007 · Cited by 67 · see citing works
Metabolic Effects of Chronic Sleep Restriction in Rats
Vetrivelan, R., Fuller, P. M., Yokota, S., Lu, J., & Saper, C. B. (2012) · Sleep · doi:10.5665/sleep.2200 · Cited by 61 · see citing works
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Milia, L. V. D., Vandelanotte, C., & Duncan, M. J. (2013) · Sleep Medicine · doi:10.1016/j.sleep.2012.12.007 · Cited by 56 · see citing works
Sleep deprivation increases oleoylethanolamide in human cerebrospinal fluid
Koethe, D., Schreiber, D., Giuffrida, A., Mauss, C., Faulhaber, J., Heydenreich, B., Hellmich, M., Graf, R., Klosterkötter, J., Piomelli, D., et al. (2009) · Journal of Neural Transmission · doi:10.1007/s00702-008-0169-6 · Cited by 51 · see citing works
Ketone body metabolism and sleep homeostasis in mice
Chikahisa, S., Shimizu, N., Shiuchi, T., & Séi, H. (2014) · Neuropharmacology · doi:10.1016/j.neuropharm.2013.12.009 · Cited by 37 · see citing works
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Genetics of sleep timing, duration and homeostasis in humans
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Self-citationForced Desynchrony of Orcadian Rhythms of Body Temperature and Activity in Rats
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Circadian Rhythm and Sleep Disruption: Causes, Metabolic Consequences, and Countermeasures
Potter, G. D., Skene, D. J., Arendt, J., Cade, J. E., Grant, P. J., & Hardie, L. J. (2016) · Endocrine Reviews · doi:10.1210/er.2016-1083 · Cited by 729 · see citing works
Role of sleep deprivation in immune-related disease risk and outcomes
Garbarino, S., Lanteri, P., Bragazzi, N. L., Magnavita, N., & Scoditti, E. (2021) · Communications Biology · doi:10.1038/s42003-021-02825-4 · Cited by 617 · see citing works
Sampling interstitial fluid from human skin using a microneedle patch
Samant, P. P., Niedzwiecki, M. M., Raviele, N., Tran, V., Mena-Lapaix, J. L., Walker, D. I., Felner, E. I., Jones, D. P., Miller, G. W., & Prausnitz, M. R. (2020) · Science Translational Medicine · doi:10.1126/scitranslmed.aaw0285 · Cited by 387 · see citing works
Circadian Rhythms, Sleep, and Disorders of Aging
Mattis, J., & Sehgal, A. (2016) · Trends in Endocrinology & Metabolism · doi:10.1016/j.tem.2016.02.003 · Cited by 369 · see citing works
“Sleep loss also has profound effects on metabolism [123–125], including an increase in markers of insulin resistance.”
BackgroundSelf-citationExploring phylogeny to find the function of sleep
Anafi, R. C., Kayser, M. S., & Raizen, D. M. (2019) · Nature Reviews Neuroscience · doi:10.1038/s41583-018-0098-9 · Cited by 259 · see citing works
Self-citationLight pollution disrupts sleep in free-living animals
Raap, T., Pinxten, R., & Eens, M. (2015) · Scientific Reports · doi:10.1038/srep13557 · Cited by 247 · see citing works
Light at night, clocks and health: from humans to wild organisms
Dominoni, D. M., Borniger, J. C., & Nelson, R. J. (2016) · Biology Letters · doi:10.1098/rsbl.2016.0015 · Cited by 204 · see citing works
“For instance, recent studies revealed that sleep deprivation can have profound effects on the circadian expression of the transcriptome, and in particular of genes involved in immune and stress responses [18], and that oxalate is a robust marker of sleep debt [20].”
Restless roosts: Light pollution affects behavior, sleep, and physiology in a free‐living songbird
Ouyang, J. Q., de Jong, M., van Grunsven, R. H. A., Matson, K. D., Haussmann, M. F., Meerlo, P., Visser, M. E., & Spoelstra, K. (2017) · Global Change Biology · doi:10.1111/gcb.13756 · Cited by 185 · see citing works
“Decreases in oxalic acid concentrations have recently been used as biomarker for sleep debt (Weljie et al., 2015).”
MethodSelf-citationSleep in the United States Military
Good, C. H., Brager, A. J., Capaldi, V. F., & Mysliwiec, V. (2019) · Neuropsychopharmacology · doi:10.1038/s41386-019-0431-7 · Cited by 191 · see citing works
“Extended sleep deprivation also phase-shifts and dampens the amplitude of biochemical substrates of glucose, fatty acid, and amino acid metabolism: including cholesterol [95], acylcarnitines [96], oxalic acid [97, 98], and diacylglycerol [97, 98].”
BackgroundMolecular Mechanisms of Sleep Homeostasis in Flies and MammalsPreprint
Allada, R., Cirelli, C., & Sehgal, A. (2017) · Cold Spring Harbor Perspectives in Biology · doi:10.1101/cshperspect.a027730 · Cited by 155 · see citing works
Self-citationDiurnal rhythms in the human urine metabolome during sleep and total sleep deprivation
Giskeødegård, G. F., Davies, S. K., Revell, V. L., Keun, H., & Skene, D. J. (2015) · Scientific Reports · doi:10.1038/srep14843 · Cited by 135 · see citing works
Human and rat gut microbiome composition is maintained following sleep restriction
Zhang, S. L., Bai, L., Goel, N., Bailey, A., Jang, C. J., Bushman, F. D., Meerlo, P., Dinges, D. F., & Sehgal, A. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1620673114 · Cited by 139 · see citing works
“the stress hormone corticosterone (14, 16).”
BackgroundSelf-citationMetabolomics in Sleep, Insomnia and Sleep Apnea
Humer, E. C., Pieh, C., & Brandmayr, G. (2020) · International Journal of Molecular Sciences · doi:10.3390/ijms21197244 · Cited by 133 · see citing works
“A single night of recovery could not restore the decreased level of long-chain acylcarnitines [73].”
BackgroundMethodInfluentialAho, V., Ollila, H. M., Kronholm, E., Bondia-Pons, I., Soininen, P., Kangas, A. J., Hilvo, M., Seppälä, I., Kettunen, J., Oikonen, M., et al. (2016) · Scientific Reports · doi:10.1038/srep24828 · Cited by 126 · see citing works
Circadian Metabolism: From Mechanisms to Metabolomics and Medicine
Brown, S. A. (2016) · Trends in Endocrinology and Metabolism · doi:10.1016/j.tem.2016.03.015 · Cited by 118 · see citing works
Raap, T., Pinxten, R., & Eens, M. (2016) · Environmental Pollution · doi:10.1016/j.envpol.2016.04.100 · Cited by 113 · see citing works
Impacts of artificial light at night on sleep: A review and prospectus
Aulsebrook, A. E., Jones, T. M., Mulder, R. A., & Lesku, J. A. (2018) · Journal of Experimental Zoology Part A Ecological and Integrative Physiology · doi:10.1002/jez.2189 · Cited by 111 · see citing works
“and rodents experiencing relatively severe sleep deprivation (Weljie et al., 2015), further validation is required.”
BackgroundInfluentialDeveloping Biomarker Arrays Predicting Sleep and Circadian-Coupled Risks to Health
Mullington, J. M., Abbott, S. M., Carroll, J. E., Davis, C. J., Dijk, D.-J., Dinges, D. F., Gehrman, P. R., Ginsburg, G. S., Gozal, D., Haack, M., et al. (2016) · Sleep · doi:10.5665/sleep.5616 · Cited by 105 · see citing works
Self-citationCao, J., Herman, A. B., West, G. B., Poe, G., & Savage, V. M. (2020) · Science Advances · doi:10.1126/sciadv.aba0398 · Cited by 105 · see citing works
Changes in Plasma Lipids during Exposure to Total Sleep Deprivation
Chua, E. C.-P., Shui, G., Cazenave‐Gassiot, A., Wenk, M. R., & Gooley, J. J. (2015) · SLEEP · doi:10.5665/sleep.5142 · Cited by 100 · see citing works
Circadian Clocks and Metabolism: Implications for Microbiome and Aging
Paschos, G. K., & FitzGerald, G. A. (2017) · Trends in Genetics · doi:10.1016/j.tig.2017.07.010 · Cited by 77 · see citing works
“Indeed, both the sleep-wake cycle [51] and feeding patterns [52] have strong effects on circadian metabolic oscillations.”
BackgroundMetabolomics Profiling for Obstructive Sleep Apnea and Simple Snorers
Xu, H., Zheng, X., Qian, Y., Guan, J., Yi, H., Zou, J., Wang, Y., Meng, L., Zhao, A., Yin, S., et al. (2016) · Scientific Reports · doi:10.1038/srep30958 · Cited by 73 · see citing works
Honma, A., Revell, V. L., Gunn, P. J., Davies, S. K., Middleton, B., Raynaud, F. I., & Skene, D. J. (2019) · European Journal of Neuroscience · doi:10.1111/ejn.14411 · Cited by 73 · see citing works
“Elevated phospholipids were also reported after sleep deprivation in the rat and human (Weljie et al., 2015).”
BackgroundMechanisms of sleep deprivation-induced hepatic steatosis and insulin resistance in mice
Shigiyama, F., Kumashiro, N., Tsuneoka, Y., Igarashi, H., Yoshikawa, F., Kakehi, S., Funato, H., & Hirose, T. (2018) · American Journal of Physiology-Endocrinology and Metabolism · doi:10.1152/ajpendo.00072.2018 · Cited by 69 · see citing works
“Some studies reported the association of sleep curtailment with increased acylcarnitine levels in humans (6, 12, 63, 65).”
BackgroundHabitual sleep and human plasma metabolomics
Xiao, Q., Derkach, A., Moore, S. C., Zheng, W., Shu, X., Gu, F., Caporaso, N. E., Sampson, J. N., & Matthews, C. E. (2017) · Metabolomics · doi:10.1007/s11306-017-1205-z · Cited by 63 · see citing works
“2013), and another study found higher levels of leucine and valine following one night sleep restriction (4 h) in rats (Weljie et al. 2015).”
Dietary prebiotics alter novel microbial dependent fecal metabolites that improve sleep
Thompson, R. S., Vargas, F., Dorrestein, P. C., Chichlowski, M., Berg, B. M., & Fleshner, M. (2020) · Scientific Reports · doi:10.1038/s41598-020-60679-y · Cited by 66 · see citing works
Circadian dysfunction and Alzheimer's disease – An updated review
Ahmad, F., Sachdeva, P., Sarkar, J., & Izhaar, R. (2022) · Aging Medicine · doi:10.1002/agm2.12221 · Cited by 67 · see citing works
Effects of CPAP therapy withdrawal on exhaled breath pattern in obstructive sleep apnoea
Schwarz, E. I., Sinues, P., Bregy, L., Gaisl, T., García‐Gómez, D., Gaugg, M. T., Suter, Y., Stebler, N., Nussbaumer‐Ochsner, Y., Bloch, K. E., et al. (2015) · Thorax · doi:10.1136/thoraxjnl-2015-207597 · Cited by 59 · see citing works
“[8] Similarly, gut microbiota metabolites have been reported to be altered in sleep deprived humans.[37] Along the same lines, intermittent hypoxia has been found to alter gut microbiota diversity in OSA mice models.”
BackgroundYamazaki, E. M., Antler, C. A., Lasek, C. R., & Goel, N. (2020) · SLEEP · doi:10.1093/sleep/zsaa224 · Cited by 58 · see citing works
“Similar to our findings that some neurobehavioral measures take longer to recover after TSD or SR, the timing of caloric intake variables [51] and metabolomic markers [48] recovery after TSD and/or SR also differ.”
ResultSelf-citationHuang, T., Zeleznik, O. A., Poole, E. M., Clish, C. B., Deik, A., Scott, J. M., Vetter, C., Schernhammer, E. S., Brunner, R. L., Hale, L. E., et al. (2018) · International Journal of Epidemiology · doi:10.1093/ije/dyy234 · Cited by 56 · see citing works
“A cross-species investigation in rat and human models revealed changes in the blood metabolome after sleep restriction, mostly of lipid species (18 of 28 in rats and 32 of 37 in humans).(11) Similarly to our findings, lipids with low carbon number and low double-bond content across multiple sub-classes (e.”
Backgroundvan den Berg, R., Mook-Kanamori, D. O., Donga, E., van Dijk, M., van Dijk, J. G., Lammers, G.-J., van Kralingen, K. W., Prehn, C., Adamski, J., Romijn, J. A., et al. (2016) · Archives of Biochemistry and Biophysics · doi:10.1016/j.abb.2015.09.017 · Cited by 55 · see citing works
“Weljie et al (19) also 326 reported increased C18:1, C10:0 and C12:0 acylcarnitines upon five consecutive nights of 4 327 hours sleep.”
BackgroundBourdon, A. K., Spano, G. M., Marshall, W., Bellesi, M., Tononi, G., Serra, P. A., Baghdoyan, H. A., Lydic, R., Campagna, S. R., & Cirelli, C. (2018) · Scientific Reports · doi:10.1038/s41598-018-29511-6 · Cited by 54 · see citing works
The preference and costs of sleeping under light at night in forest and urban great tits
Ulgezen, Z. N., Käpylä, T., Meerlo, P., Spoelstra, K., Visser, M. E., & Dominoni, D. M. (2019) · Proceedings of the Royal Society B Biological Sciences · doi:10.1098/rspb.2019.0872 · Cited by 52 · see citing works
“Recently, reduced plasma levels of oxalic acid 86 have been established as a biomarker of sleep disruption in humans and rodents [23].”
BackgroundSelf-citationCircadian and Sleep Metabolomics Across Species
Malik, D. M., Paschos, G. K., Sehgal, A., & Weljie, A. M. (2020) · Journal of Molecular Biology · doi:10.1016/j.jmb.2020.04.027 · Cited by 52 · see citing works
“There have been significant gains in understanding the metabolic consequences of sleep and circadian disruption independently [40, 106, 150, 162, 163, 190, 191, 203, 210, 224] through steady-state metabolomics and transcriptomics studies; yet given the number of common underlying features, the metabolic connection and…”
BackgroundMethodResultInfluentialSelf-citationGehrman, P., Sengupta, A., Harders, E., Ubeydullah, E. R., Pack, A. I., & Weljie, A. M. (2018) · SLEEP · doi:10.1093/sleep/zsy043 · Cited by 52 · see citing works
Self-citationCircadian Disruption Associated with Alzheimer’s Disease
Saeed, Y., & Abbott, S. M. (2017) · Current Neurology and Neuroscience Reports · doi:10.1007/s11910-017-0745-y · Cited by 50 · see citing works
Interorgan rhythmicity as a feature of healthful metabolism
Bass, J. T. (2024) · Cell Metabolism · doi:10.1016/j.cmet.2024.01.009 · Cited by 49 · see citing works
Grant, L. K., Ftouni, S., Nijagal, B., Souza, D. P. D., Tull, D., McConville, M. J., Rajaratnam, S. M. W., Lockley, S. W., & Anderson, C. (2019) · Scientific Reports · doi:10.1038/s41598-019-40353-8 · Cited by 46 · see citing works
The Biological Perspective in Entrepreneurship Research
Nicolaou, N., Phan, P., & Stephan, U. (2020) · Entrepreneurship Theory and Practice · doi:10.1177/1042258720967314 · Cited by 47 · see citing works
Laing, E., Möller‐Levet, C. S., Dijk, D., & Archer, S. N. (2018) · SLEEP · doi:10.1093/sleep/zsy186 · Cited by 46 · see citing works
“Hence, as the panel of biomarkers was associated with multiple processes, we expect their predictions/classifications to be more robust than the single molecules reported to date [13, 14].”
BackgroundLight, Sleep and Performance in Diurnal Birds
Aulsebrook, A. E., Johnsson, R. D., & Lesku, J. A. (2021) · Clocks & Sleep · doi:10.3390/clockssleep3010008 · Cited by 42 · see citing works
“This idea has some support owing to the lack of predicted response in oxalic acid, a biomarker of sleep loss in mammals [82].”
BackgroundAmmanuel, S. G., Chan, W., Adler, D. A., Lakshamanan, B. M., Gupta, S. S., Ewen, J. B., Johnston, M. V., Marcus, C. L., Naidu, S., & Kadam, S. D. (2015) · PLoS ONE · doi:10.1371/journal.pone.0138113 · Cited by 42 · see citing works
“The chronic poor SWS percent by itself may also modulate systemic metabolic functions both in humans and rodents as recently shown [58].”
BackgroundDeveloping preliminary blood metabolomics-based biomarkers of insufficient sleep in humans
Depner, C. M., Cogswell, D. T., Bisesi, P. J., Markwald, R. R., Cruickshank-Quinn, C. I., Quinn, K. D., Melanson, E. L., Reisdorph, N. A., & Wright, K. P. (2020) · SLEEP · doi:10.1093/sleep/zsz321 · Cited by 42 · see citing works
“used metabolomics in rats and humans to identify oxalic acid and diacylglycerol (DAG)-[36:3] as potential single compound biomarkers of sleep debt [39], and Laing et al.”
BackgroundMethodInfluentialBatra, T., Malik, I., Prabhat, A., Bhardwaj, S. K., & Kumar, V. (2020) · Proceedings of the Royal Society B Biological Sciences · doi:10.1098/rspb.2019.2952 · Cited by 39 · see citing works
Modulation of sleep by trafficking of lipids through the Drosophila blood-brain barrier
Artiushin, G., Li, F., & Sehgal, A. (2023) · eLife · doi:10.7554/elife.86336 · Cited by 37 · see citing works
Self-citationUyhelji, H., Kupfer, D. M., White, V. L., Jackson, M. L., Dongen, H. P. A. V., & Burian, D. M. (2018) · BMC Genomics · doi:10.1186/s12864-018-4664-3 · Cited by 38 · see citing works
Sleep restriction induced energy, methylation and lipogenesis metabolic switches in rat liver
Sengupta, A., Rhoades, S. D., Kim, E. J., Nayak, S., Grant, G. R., Meerlo, P., & Weljie, A. M. (2017) · The International Journal of Biochemistry & Cell Biology · doi:10.1016/j.biocel.2017.08.014 · Cited by 35 · see citing works
Self-citationSonn, J. Y., Lee, J., Sung, M. K., Ri, H., Choi, J. K., Lim, C., & Choe, J. (2018) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1719033115 · Cited by 33 · see citing works
“In rats and humans, prolonged sleep deprivation decreases two specific metabolites, diacylglycerol 36:3 and oxalic acid, which are restored to baseline levels after recovery sleep (3).”
BackgroundEcdysone acts through cortex glia to regulate sleep in Drosophila
Li, Y., Haynes, P. R., Zhang, S., Yue, Z., & Sehgal, A. (2023) · eLife · doi:10.7554/elife.81723 · Cited by 33 · see citing works
“Loss of sleep alters the lipid profile across species, including in human peripheral blood ( Davies et al., 2014 ; Hinard et al., 2012 ; Weljie et al., 2015 ).”
Self-citationCavities shield birds from effects of artificial light at night on sleep
Raap, T., Pinxten, R., & Eens, M. (2018) · Journal of Experimental Zoology Part A Ecological and Integrative Physiology · doi:10.1002/jez.2174 · Cited by 34 · see citing works
“…were affected in nestlings experimentally exposed to two nights of 329 levels, and nestlings did no longer gain any body mass (Raap et al., 2016a; 2016b) and in male 331 nestlings oxalate, a cross-species biomarker for sleep debt (Weljie et al., 2015), seemed to be 332 affected (Raap et al., 2018).”
Sleep loss is a metabolic disorder
Feeney, S. P., McCarthy, J. M., Petruconis, C. R., & Tudor, J. C. (2025) · Science Signaling · doi:10.1126/scisignal.adp9358 · Cited by 34 · see citing works
Yoon, S. J., Long, N. P., Jung, K.-H., Kim, H. M., Hong, Y. J., Fang, Z., Kim, S. J., Kim, T., Anh, N. H., Hong, S., et al. (2019) · Journal of Proteome Research · doi:10.1021/acs.jproteome.9b00234 · Cited by 31 · see citing works
Effects of Artificial Light at Night on Avian Provisioning, Corticosterone, and Reproductive Success
Injaian, A. S., Uehling, J. J., Taff, C. C., et al. (2021) · Integrative and Comparative Biology · doi:10.1093/icb/icab055 · Cited by 30 · see citing works
Circadian rhythm in mammals: time to eat & time to sleep
Güldür, T., & Otlu, H. G. (2016) · Biological Rhythm Research · doi:10.1080/09291016.2016.1251968 · Cited by 28 · see citing works
“The use of these two metabolites as cross-species markers of sleep dept was suggested (Weljie et al. 2015).”
BackgroundSystems Biology-Derived Discoveries of Intrinsic Clocks
Millius, A., & Ueda, H. R. (2017) · Frontiers in Neurology · doi:10.3389/fneur.2017.00025 · Cited by 26 · see citing works
“Researchers have also used comprehensive metabolite profiling to analyze diet effects in mice (293–295) and the effects of sleep loss in humans (296–299).”
BackgroundMetabolomics Signature of Patients With Narcolepsy
Dauvilliers, Y. A., Barateau, L., Middleton, B., van der Veen, D. R., & Skene, D. J. (2021) · Neurology · doi:10.1212/wnl.0000000000013128 · Cited by 28 · see citing works
“A partial sleep restriction study over 5 days also found increased levels of tryptophan, phospholipids, and many acylcarnitines.(26) Together, these results supported a role for sleep disturbance in the levels of these metabolites and the pathways in which they are involved.”
BackgroundResultIdentification of a Preliminary Plasma Metabolome-based Biomarker for Circadian Phase in Humans
Cogswell, D. T., Bisesi, P. J., Markwald, R. R., Cruickshank-Quinn, C. I., Quinn, K. D., McHill, A. W., Melanson, E. L., Reisdorph, N. A., Wright, K. P., & Depner, C. M. (2021) · Journal of Biological Rhythms · doi:10.1177/07487304211025402 · Cited by 26 · see citing works
Zhang, Y., Yu, B., Qi, Q., Azarbarzin, A., Chen, H., Shah, N. A., Ramos, A. R., Zee, P. C., Cai, J., Daviglus, M. L., et al. (2024) · Nature Communications · doi:10.1038/s41467-024-46019-y · Cited by 27 · see citing works
“…the cellular processsuchas sleep/wakeregulation 25,26 , as a window to the timing of peripheral molecular clocks and oscillators during circadian misalignment 27 , and to detect biomarkers of sleep restriction 28 and neurological degeneration among patients with obstructive sleep apnea (OSA) 29 .”
Hu, S., Li, P., Zhang, R., Liu, X., & Wei, S. (2021) · Journal of Proteomics · doi:10.1016/j.jprot.2021.104290 · Cited by 24 · see citing works
Russell, K. L., Rodman, H. R., & Pak, V. M. (2023) · Sleep And Breathing · doi:10.1007/s11325-023-02828-x · Cited by 27 · see citing works
“Another study that analyzed blood samples from 10 healthy participants undergoing sleep restriction found similar elevations in lipids, including phospholipids, diacylglycerol, and oxalic acid, and metabolites associated with an oxidizing environment [38].”
BackgroundChronic sleep loss sensitizes Drosophila melanogaster to nitrogen stress
Bedont, J. L., Kolesnik, A., Pivarshev, P., Malik, D. M., Hsu, C. T., Weljie, A. M., & Sehgal, A. (2023) · Current Biology · doi:10.1016/j.cub.2023.03.008 · Cited by 27 · see citing works
Self-citationLower plasma choline levels are associated with sleepiness symptoms
Pak, V. M., Dai, F., Keenan, B. T., Gooneratne, N. S., & Pack, A. I. (2017) · Sleep Medicine · doi:10.1016/j.sleep.2017.10.004 · Cited by 24 · see citing works
“fatty acids) (38, 39), and a decrease in choline plasmalogen levels during sleep deprivation is consistent with prior work demonstrating lipids are susceptible to degradation by oxidative stress (19).”
ResultFritz, J., Huang, T., Depner, C. M., Zeleznik, O. A., Feliciano, E. M. C., Li, W., Stone, K. L., Manson, J. E., Clish, C. B., Sofer, T., et al. (2022) · SLEEP · doi:10.1093/sleep/zsac226 · Cited by 19 · see citing works
Sleep Deprivation Induces Gut Damage via Ferroptosis
Zheng, Z., Zhang, H., Hu, Y., Li, Y., Wu, Z., Li, Z., Chen, D., Luo, Y., Zhang, X., Li, C., et al. (2024) · Journal of Pineal Research · doi:10.1111/jpi.12987 · Cited by 24 · see citing works
“Of note, metabolic profiling has indicated that lipids are the metabolites mostly frequently altered in response to SD and have been intensively associated with cardiovascular and intestinal disease [9, 10].”
Artificial light at night causes an unexpected increase in oxalate in developing male songbirds
Raap, T., Pinxten, R., & Eens, M. (2018) · Conservation Physiology · doi:10.1093/conphys/coy005 · Cited by 23 · see citing works
“Recently, a laboratory study showed that sleep loss reduced plasma levels of oxalic acid, also known as oxalate, in humans and in rats (Weljie et al., 2015).”
BackgroundMethodInfluentialSleep Deficiency and Cardiometabolic Disease
Killick, R., Stranks, L., & Hoyos, C. M. (2022) · Clinics in Chest Medicine · doi:10.1016/j.ccm.2022.02.011 · Cited by 23 · see citing works
Renthlei, Z., Yatung, S., Lalpekhlui, R., & Trivedi, A. K. (2022) · Journal of Experimental Zoology Part A Ecological and Integrative Physiology · doi:10.1002/jez.2649 · Cited by 22 · see citing works
Time is ripe: maturation of metabolomics in chronobiology
Rhoades, S. D., Sengupta, A., & Weljie, A. M. (2016) · Current Opinion in Biotechnology · doi:10.1016/j.copbio.2016.09.007 · Cited by 19 · see citing works
Self-citationDeciphering the Interacting Mechanisms of Circadian Disruption and Alzheimer’s Disease
Uddin, M. S., Sumsuzzman, D. M., Jeandet, P., Behl, T., Rauf, A., Amran, M. S., & Ashraf, G. M. (2021) · Neurochemical Research · doi:10.1007/s11064-021-03325-x · Cited by 22 · see citing works
Raap, T., Pinxten, R., & Eens, M. (2017) · Global Change Biology · doi:10.1111/gcb.13843 · Cited by 21 · see citing works
“Issue 3: O2017 quantified night-time activity in March and related this to changes in oxalate levels (a marker of sleep debt; Weljie et al., 2015) from March to May, independent of treatment, and concluded that their treatment affected oxalate.”
BackgroundZhan, S., Wu, Y., Sun, P. G., Lin, H., Zhu, Y., & Han, X. (2016) · International Journal of Molecular Sciences · doi:10.3390/ijms17122102 · Cited by 17 · see citing works
“Previous metabolomics-based researched on human beings and rats have confirmed that a series of metabolites can be altered by sleep restriction [25,26].”
BackgroundPapandreou, C., Camacho‐Barcia, L., García-Gavilán, J. F., Hansen, T. T., Hjorth, M. F., Halford, J. C. G., Salas‐Salvadó, J., Sjödin, A. M., & Bulló, M. (2019) · SLEEP · doi:10.1093/sleep/zsz030 · Cited by 19 · see citing works
SREBP modulates the NADP+/NADPH cycle to control night sleep in Drosophila
Mariano, V., Kanellopoulos, A. K., Aiello, G., Lo, A. C., Legius, E., Achsel, T., & Bagni, C. (2023) · Nature Communications · doi:10.1038/s41467-022-35577-8 · Cited by 17 · see citing works
Metabolism of sleep and aging: Bridging the gap using metabolomics
Sengupta, A., & Weljie, A. M. (2018) · Nutrition and Healthy Aging · doi:10.3233/nha-180043 · Cited by 16 · see citing works
“615 Comprehensive metabolomics analysis of rats sleep 616 restricted for one (acute) and five (chronic) days 617 showed somewhat different signature compared to 618 baseline sleep [67].”
InfluentialSelf-citationFitzgerald, G. A., Yang, G., Paschos, G. K., Liang, X., & Skarke, C. (2015) · Diabetes, Obesity and Metabolism · doi:10.1111/dom.12526 · Cited by 15 · see citing works
“We can access oscillatory gene expression in circulating cells and hair follicles ex vivo [28], the oscillatory metabolome in exhaled breath, urine and plasma [29,30], the oscillatory microbiome which, at least in mice, is subject to clock control [31] and phone based apps can record such variables as our communicatio…”
BackgroundChanges in lipid profiles of epileptic mouse model
Johnson, A., Grove, R. A., Madhavan, D., et al. (2020) · Metabolomics · doi:10.1007/s11306-020-01729-4 · Cited by 17 · see citing works
Omics Approaches in Sleep-Wake Regulation
O’Callaghan, E. K., Green, E. W., Franken, P., & Mongrain, V. (2018) · Handbook of experimental pharmacology · doi:10.1007/164_2018_125 · Cited by 16 · see citing works
Rosell‐Cardona, C., Leigh, S., Knox, E. G., Tirelli, E., Lyte, J. M., Goodson, M. S., Kelley‐Loughnane, N., Aburto, M. R., Cryan, J. F., & Clarke, G. A. (2025) · Brain Behavior & Immunity - Health · doi:10.1016/j.bbih.2025.100992 · Cited by 18 · see citing works
Exploring the nexus: Sleep disorders, circadian dysregulation, and Alzheimer’s disease
Khandayataray, P., & Murthy, M. K. (2025) · Neuroscience · doi:10.1016/j.neuroscience.2025.03.066 · Cited by 18 · see citing works
Biological Effects of Light Pollution on Terrestrial and Marine Organisms
Brayley, O. D. M., How, M. J., & Wakefield, A. (2022) · International Journal of Sustainable Lighting · doi:10.26607/ijsl.v24i1.121 · Cited by 18 · see citing works
“For example, sleep can allow animals to overcome and recover from stresses inflicted during the day [218, 249, 291], whilst also aiding in memory [211, 285] and learning [300].”
BackgroundJeppe, K. J., Ftouni, S., Nijagal, B., Grant, L. K., Lockley, S. W., Rajaratnam, S. M. W., Phillips, A. J. K., McConville, M. J., Tull, D., & Anderson, C. (2024) · Science Advances · doi:10.1126/sciadv.adj6834 · Cited by 17 · see citing works
“…levels in serum and other biofluids provide a sensitive measure of the physiological state of an individual and their response to sleep deprivation ( 23 – 26 ), with several metabolites being identified as potential candidates for detecting sleep restriction and/or total deprivation ( 27 , 28 ).”
Altered Metabolism during the Dark Period in Drosophila Short Sleep Mutants
Malik, D. M., Rhoades, S. D., Kain, P., Sengupta, A., Sehgal, A., & Weljie, A. M. (2024) · Journal of Proteome Research · doi:10.1021/acs.jproteome.4c00106 · Cited by 17 · see citing works
Self-citationStructure and dynamics of solvated hydrogenoxalate and oxalate anions: a theoretical study
Kroutil, O., Minofar, B., & Kabeláč, M. (2016) · Journal of Molecular Modeling · doi:10.1007/s00894-016-3075-0 · Cited by 14 · see citing works
St. Hilaire, M. A., Kristal, B. S., Rahman, S. A., Sullivan, J. P., Quackenbush, J., Duffy, J. F., Barger, L. K., Gooley, J. J., Czeisler, C. A., & Lockley, S. W. (2019) · Scientific Reports · doi:10.1038/s41598-019-52930-y · Cited by 14 · see citing works
Metabolomics, sleepiness, and sleep duration in sleep apnea
Diallo, I., & Pak, V. M. (2020) · Sleep And Breathing · doi:10.1007/s11325-019-01969-2 · Cited by 12 · see citing works
Thimgan, M. S., Kress, N., Lisse, J., Fiebelman, C., & Hilderbrand, T. (2018) · Frontiers in Endocrinology · doi:10.3389/fendo.2018.00464 · Cited by 12 · see citing works
“Plasma levels of lipid-related molecules are altered through sleep deprivation (9), and free fatty acids are elevated during sleep restriction (10).”
BackgroundTang, J., Yan, Y., Zheng, J., Mi, J., & Li, D. (2018) · Nutrients · doi:10.3390/nu10030344 · Cited by 13 · see citing works
“In animal models, restricted sleep was found to induce lipogenesis in rat liver which was related to altered circulating lipid profiles [49,50].”
BackgroundSemelparous marsupials reduce sleep for sex
Zaid, E., Rainsford, F. W., Johnsson, R. D., Vâlcu, M., Vyssotski, A. L., Meerlo, P., & Lesku, J. A. (2024) · Current Biology · doi:10.1016/j.cub.2023.12.064 · Cited by 14 · see citing works
Self-citationZhang, X., Wang, X., Le, S., Ojanen, X., Tan, X. W., Wiklund, P., & Cheng, S. (2020) · Sports Medicine and Health Science · doi:10.1016/j.smhs.2020.05.002 · Cited by 13 · see citing works
Fang, B., Card, P. D., Chen, J., et al. (2022) · International Journal of Molecular Sciences · doi:10.3390/ijms23115884 · Cited by 12 · see citing works
Hall, S., Deurveilher, S., Ko, K. R., Burns, J., & Semba, K. (2017) · Behavioural Brain Research · doi:10.1016/j.bbr.2017.01.024 · Cited by 11 · see citing works
Sleep Deficiency and Cardiometabolic Disease
Killick, R., Stranks, L., & Hoyos, C. M. (2023) · Sleep Medicine Clinics · doi:10.1016/j.jsmc.2023.05.012 · Cited by 12 · see citing works
Human blood serum proteome changes after 6 hours of sleep deprivation at night
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Pinilla, L., Benitez, I. D., Gràcia‐Lavedan, E., Torres, G., Mínguez, O., Vaca, R., Jové, M., Sol, J., Pamplona, R., Barbé, F., et al. (2023) · Antioxidants · doi:10.3390/antiox12122047 · Cited by 11 · see citing works
Gombert, M., Reisdorph, N. A., Morton, S. J., Wright, K. P., & Depner, C. M. (2023) · Scientific Reports · doi:10.1038/s41598-023-48208-z · Cited by 9 · see citing works
Sleep Deficiency and Cardiometabolic Disease
Killick, R., Stranks, L., & Hoyos, C. M. (2024) · Sleep Medicine Clinics · doi:10.1016/j.jsmc.2024.07.011 · Cited by 9 · see citing works
Physiological and Neurobehavioral Consequences of Chronic Sleep Restriction in Rodent Models
Deurveilher, S., & Semba, K. (2019) · Handbook of behavioral neuroscience · doi:10.1016/b978-0-12-813743-7.00037-2 · Cited by 9 · see citing works
Sleep deprivation and aging are metabolically linked across tissues
Sengupta, A., Tudor, J. C., Cusmano, D. M., Baur, J. A., Abel, T. G., & Weljie, A. M. (2023) · SLEEP · doi:10.1093/sleep/zsad246 · Cited by 9 · see citing works
Self-citationDaniels, S., Horman, T., Lapointe, T., Melanson, B., Storace, A., Kennedy, S., Frey, B., Rizvi, S., Hassel, S., Mueller, D., et al. (2019) · Journal of Affective Disorders · doi:10.1016/j.jad.2019.11.108 · Cited by 9 · see citing works
Park, J.-S., Kim, Y., Heo, W., & Kim, S. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19052774 · Cited by 10 · see citing works
- 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)
- ORCID
- Venue
- Proceedings of the National Academy of Sciences
- Publisher
- National Academy of Sciences
- Published
- 2015-02-09
- Volume
- 112
- Issue
- 8
- Pages
- 2569-2574
- ISSN
- 0027-8424 (ISSN-L)
- 1091-6490
- PMC
- PMC4345602
- OpenAlex
- W1981928051
- Semantic Scholar
- 4680f8640a8af9aa3561b1f404e9a9876c2aa4c8
- 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
- bronze
- doi.org
- 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
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