Cited by 126Sleep and Work-Related FatigueCircadian rhythm and melatoninSleep and related disorders

Prolonged sleep restriction induces changes in pathways involved in cholesterol metabolism and inflammatory responses

Open access
Aho, Vilma, Ollila, Hanna M., Kronholm, Erkki, Bondia-Pons, Isabel, Soininen, Pasi, Kangas, Antti J., Hilvo, Mika, Seppälä, Ilkka +18 more·2016·Scientific Reports

Abstract

Sleep loss and insufficient sleep are risk factors for cardiometabolic diseases, but data on how insufficient sleep contributes to these diseases are scarce. These questions were addressed using two approaches: an experimental, partial sleep restriction study (14 cases and 7 control subjects) with objective verification of sleep amount, and two independent epidemiological cohorts (altogether 2739 individuals) with questions of sleep insufficiency. In both approaches, blood transcriptome and serum metabolome were analysed. Sleep loss decreased the expression of genes encoding cholesterol transporters and increased expression in pathways involved in inflammatory responses in both paradigms. Metabolomic analyses revealed lower circulating large HDL in the population cohorts among subjects reporting insufficient sleep, while circulating LDL decreased in the experimental sleep restriction study. These findings suggest that prolonged sleep deprivation modifies inflammatory and cholesterol pathways at the level of gene expression and serum lipoproteins, inducing changes toward potentially higher risk for cardiometabolic diseases.

AI snapshot

Written from the paper’s full text.

TL;DR

In an experimental 5-night partial sleep restriction study and two epidemiological cohorts, insufficient sleep was associated with down-regulated cholesterol transport pathways and up-regulated inflammatory pathways, plus altered serum lipoproteins. The authors propose these changes may help explain the link between insufficient sleep and higher cardiometabolic risk.

Key findings

  • Experimental sleep restriction (SR; 14 cases, 7 controls) reduced total sleep from 7 h 22 min ± 20 min at baseline to 3 h 54 min ± 5 min during SR; controls remained at 7 h 19 min ± 16 min to 7 h 26 min ± 17 min.
  • In DILGOM, 725 genes (2% of 35,420 transcripts) had lower expression in subjective sleep insufficiency (SSI, N = 86) vs noSSI (N = 386; pointwise P < 0.05); the “Lipid cluster” was enriched (P = 0.045), with cholesterol transport and sterol transport at P = 0.048 and cholesterol/sterol homeostasis at P = 0.052. ABCG1 replicated in Young Finns Study (YFS; P < 0.05).
  • NMR metabolomics showed decreased small, medium, and large LDL particles (P after correction < 0.01) and small VLDL (P < 0.05) after SR, with apoB-100 decreased (P < 0.005); large HDL was lower in DILGOM SSI (N = 414; pointwise P < 0.05) and replicated in YFS (N = 2077; P < 0.005), where XL HDL was also lower (P < 0.005).
  • MS lipidomics found 20 lipids increased after SR in cases vs controls, mostly polyunsaturated phosphatidylethanolamines and phosphatidylcholines (P < 0.05); inflammatory genes including TNF-α, IL-1β, TLR4, MyD88, PTGS2, and FAS were up-regulated in cohorts, while CETP, PLTP, LCAT, and PON1 activities did not change significantly.

Methods

  • Two approaches: an experimental partial sleep restriction study (4 h/night for 5 nights; 14 cases, 7 controls after exclusions) with actigraphy/EEG verification, and two independent epidemiological cohorts—DILGOM (N = 518 subsample; 472 with expression and sleep data; SSI N = 86, noSSI N = 386) and YFS (N = 2221 with SSI data; expression N = 1407, NMR N = 2077).
  • Blood transcriptome was measured by microarrays (PBMC in SR, whole blood in cohorts); serum metabolome by NMR spectroscopy (135 metabolites); serum lipidome by UPLC-QTOFMS in SR (530 lipids detected, 330 identified); lipid transfer protein/enzyme activities were assayed in SR.
  • Statistical analyses included linear regression adjusted for age and gender for SSI associations, paired t tests for SR vs baseline, DAVID pathway enrichment, and undirected Gaussian graphical model dependency network analysis.

Limitations

  • The paper states that sleep insufficiency in cohorts was assessed subjectively rather than by sleep duration, that cross-sectional data cannot provide direct evidence on SSI duration, that blood cells may not reflect main metabolic tissues, and that a single SR cycle may underestimate real-life repeated sleep restriction; it also notes possible circadian misalignment (16 min average delay) and that OSA did not explain the HDL difference.
  • Evident from the text: the experimental sample was small (14 cases, 7 controls; gene expression subset N = 9 cases, 4 controls), many cohort findings used pointwise P < 0.05 without correction for multiple testing, and the proposed LXR mechanism was not directly measured.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1038/srep24828

Cites

92 of 92 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

0 of 88 cited sources checked · 0 supported · 0 flagged

  • Findingown data

    The decrease in large HDL was independently associated with SSI (P < 0.01) also when probable self-reported obstructive sleep apnoea (OSA) was included in the model.

    “The decrease in large HDL was independently associated with SSI (P < 0.01) also when probable self-reported obstructive sleep apnoea (OSA) was included in the model.”
    Quote in the paperNot a substantial claim
  • Findingown data

    Five Gene Ontology (GO) clusters had enrichment scores >1.3 in subjects with SSI.

    “Five Gene Ontology (GO) clusters had enrichment scores >1.3 (referring to geometrical mean of the P values of the pathways <0.05) in subjects with SSI”
    Quote in the paperSubstantial claim
  • Findingown data

    Large HDL particles showed a trend of increase during SR (P before correction for multiple testing <0.05, not significant after correction).

    “Large HDL particles showed a trend of increase during SR (P before correction for multiple testing <0.05, not significant after correction).”
    Quote in the paperNot a substantial claim
  • Findingown data

    SSI had an independent association to large HDL concentration also after adding BMI as a covariate in the model (P < 0.05).

    “SSI had an independent association to large HDL concentration also after adding BMI as a covariate in the model (P < 0.05).”
    Quote in the paperSubstantial claim
  • Findingown data

    We observed higher expression of the gene encoding for TNF-a in free-living individuals with SSI in the DILGOM sample (pointwise P < 0.05).

    “We observed higher expression of the gene encoding for TNF-a in free-living individuals with SSI in the DILGOM sample (pointwise P < 0.05)”
    Quote in the paperSubstantial claim
  • May combine two claims. 47
  • Classified as probably not a substantial claim. 69
  • The quote only partly states this claim. 1
  • May combine two claims.

    Findingown data

    In the SR study, the number of small, medium, and large LDL particles (P after correction <0.01) as well as small VLDL particles (P < 0.05) was decreased after SR compared to BL.

    “In the SR study (N = 14 cases, 6 controls), the number of small, medium, and large LDL particles (P after correction <0.01) as well as small VLDL particles (P < 0.05) was decreased after SR compared to BL”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    There was no significant difference in the levels of any of the LDL or VLDL subclasses in DILGOM, although there was a consistent trend for increase in both LDL and VLDL particles of all sizes.

    “There was no significant difference in the levels of any of the LDL or VLDL subclasses, although there was a consistent trend for increase in both LDL and VLDL particles of all sizes”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In SR we measured, using the NMR metabolomics, decreased levels of LDL while we found no significant changes in HDL levels.

    “In SR we measured, using the NMR metabolomics, decreased levels of LDL while we found no significant changes in HDL levels.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    LXRA associated positively with B cells and TLR8, and negatively with ABCA1, NRIP1 and LXRB.

    “LXRA associated positively with B cells and TLR8, and negatively with ABCA1, NRIP1 and LXRB.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The genes contributing to these GO pathways in the DILGOM sample were ABCG1, CAV1, NPC1, and NPC1L1, while in the experimental SR study they were ABCA1 and NPC1.

    “The genes contributing to these GO pathways in the DILGOM sample were ATP-binding cassette, sub-family G, member 1 (ABCG1), caveolin 1 (CAV1), Niemann-Pick disease, type C1 (NPC1), and Niemann-Pick disease, type C1, gene-like 1 (NPC1L1), while in the experimental SR study they were ABCA1 and NPC1.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    ApoB-100 levels decreased (P < 0.005) whereas apoA-I levels did not change in the SR study.

    “ApoB-100 levels decreased (P < 0.005) whereas apoA-I (major structural protein in HDL) levels did not change.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In the SSI subjects we found decreased HDL levels but not significant differences in LDL levels.

    “In the SSI subjects we found decreased HDL levels but not significant differences in LDL levels.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The common pathways in the experimental SR study and the DILGOM sample were Cholesterol transport, Sterol transport (both P = 0.048), Cholesterol homeostasis and Sterol homeostasis (both with a borderline significance of P = 0.052).

    “The common pathways in the experimental SR study and the DILGOM sample were: Cholesterol transport, Sterol transport (both P = 0.048), Cholesterol homeostasis and Sterol homeostasis (both with a borderline significance of P = 0.052) (Table 1).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    PE(38:3) was further negatively correlated with TNF-a, which was positively correlated with interleukins 18 and 1 and interferon-γ (IFNG).

    “PE(38:3) was further negatively correlated with TNF-a, which was positively correlated with interleukins 18 and 1 and interferon-γ (IFNG).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    The overall prevalence of SSI (mSSI or hSSI) in the YFS sample was 16.2%, quite similar to the 18.2% found in DILGOM.

    “Despite the differences in the questions and age groups, the overall prevalence of SSI (mSSI or hSSI), 16.2%, in the YFS sample was quite similar to the 18.2% found in the DILGOM.”
    Quote in the paperNot a substantial claim
  • The quote only partly states this claim.

    Findingown data

    Particularly, scarce associations between the lipids and the immunological variables were observed in control subjects.

    “Particularly, scarce associations between the lipids and the immunological variables were observed.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In the present study, the correlation of short sleep duration and subjective sleep insufficiency was P = 2.5E-10 and β = −0.5 h in DILGOM, and P = 4.9E-93 and β = −0.5 h in YFS.

    “in the present study, P = 2.5E-10 and β = −0.5 h in DILGOM, and P = 4.9E-93 and β = −0.5 h in YFS”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Although the subjects reporting symptoms of OSA reported also more sleep insufficiency, OSA did not explain the difference in HDL, as SSI was independently associated to lower level of large HDL.

    “The evaluation of the potential effects of OSA on our results revealed that although the subjects reporting symptoms of OSA reported also more sleep insufficiency, OSA did not explain the difference in HDL, as SSI was independently associated to lower level of large HDL.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In the present SR study, all significant changes from BL to SR, measured using the mass spectrometry technique, were increases, mainly in phosphatidyl ethanolamides, phophatidyl cholines, triglycerides and cholesterol esters.

    “In the present SR study, all significant changes from BL to SR, measured using the mass spectrometry technique, were increases, mainly in phosphatidyl ethanolamides, phophatidyl cholines, triglycerides and cholesterol esters.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    A total of 530 lipids were detected and 330 identified.

    “A total of 530 lipids were detected and 330 identified.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Hierarchical clustering analysis using principal components revealed that the 135 metabolites cluster into 21 clusters that explain 95% of the variance.

    “Hierarchical clustering analysis using principal components revealed that the 135 metabolites cluster into 21 clusters that explain 95% of the variance.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingcitation

    Saliva cortisol was assessed 10 times per day during the experiment, and only a modest, 16 min on average, delay in the circadian phase measured by the morning peak of cortisol was observed in the sleep-deprived cases.

    “Saliva cortisol was assessed 10 times per day during the experiment, and only a modest, 16 min on average, delay in the circadian phase measured by the morning peak of cortisol (from mean ± s.d. 07:39 ± 0:14 in BL to 07:55 ± 0:11 in SR) was observed in the sleep-deprived cases75.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [75] van Leeuwen, W. M. et al. Prolonged sleep restriction affects glucose metabolism in healthy young men. Int. J. Endocrinol. 2010, 108641 (2010). source

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    Total sleep duration in the cases (N = 14) decreased from 7 h 22 min ± 20 min in BL to 3 h 54 min ± 5 min in SR, while it remained relatively constant, 7 h 19 min ± 16 min to 7 h 26 min ± 17 min at the same timepoints, in the controls (N = 7).

    “Total sleep duration in the cases (N = 14) decreased from 7 h 22 min ± 20 min in BL to 3 h 54 min ± 5 min in SR, while it remained relatively constant, 7 h 19 min ± 16 min to 7 h 26 min ± 17 min at the same timepoints, in the controls (N = 7).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    The prevalence of probable self-reported OSA in the YFS sample using the described criteria was 5%.

    “The prevalence of probable self-reported OSA in the YFS sample using these criteria was 5%.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    Assessment of circulating lipid profiles using NMR spectroscopy allows detailed characterization of many lipoprotein features at the subclass level, including particle size.

    “The assessment of circulating lipid profiles using nuclear magnetic resonance (NMR) spectroscopy goes beyond the typically measured total lipids, like total cholesterol and triglycerides, and allows detailed characterization of many lipoprotein features at the subclass level, including the size of the particles”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [1617]

      Not checked in the free run.

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

    Premisecitation

    Decrease in HDL has been regarded as one important risk factor for cardiovascular diseases.

    “Decrease in HDL has been regarded as one important risk factor for cardiovascular diseases40.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [40] Rosenson, R. S. et al. Dysfunctional HDL and atherosclerotic cardiovascular disease. Nat. Rev. Cardiol. 13, 48–60 (2016). source

      Not checked in the free run.

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

    Premisecitation

    The prevalence of 'sleep debt' using closely similar criterion as used in the YFS sample has been earlier found to be 20% in 1004 French young adults.

    “In accordance with these results, the prevalence of “sleep debt”, using closely similar criterion as used in the YFS sample, has been earlier found to be 20% in 1004 French young adults27.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [27] Leger, D. et al. Short sleep in young adults: Insomnia or sleep debt? Prevalence and clinical description of short sleep in a representative sample of 1004 young adults from France. Sleep Med. 12, 454–462 (2011). source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Study design and conductreasoning

    In a cross-sectional study we cannot provide direct evidence on the duration of SSI for those who reported it.

    “However, in a cross-sectional study we cannot provide direct evidence on the duration of SSI for those who reported it.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    HDL can protect against atherosclerosis by multiple mechanisms, including the ability to efflux cholesterol from endothelial macrophages (macrophage reverse cholesterol transport), or through anti-inflammatory, antioxidative and antiapoptotic pathways.

    “HDL can protect against atherosclerosis by multiple mechanisms, including the ability to efflux cholesterol from endothelial macrophages (macrophage reverse cholesterol transport)43, or through anti-inflammatory44, antioxidative45 and antiapoptotic46 pathways.”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites [43] Rosenson, R. S. et al. Cholesterol efflux and atheroprotection: advancing the concept of reverse cholesterol transport. Circulation 125, 1905–1919 (2012). source

      Not checked in the free run.

    • cites [44] Haas, M. J. & Mooradian, A. D. Inflammation, high-density lipoprotein and cardiovascular dysfunction. Curr. Opin. Infect. Dis. 24, 265–272 (2011). source

      Not checked in the free run.

    • cites [45] Karlsson, H., Kontush, A. & James, R. W. Functionality of HDL: antioxidation and detoxifying effects. Handb. Exp. Pharmacol. 224, 207–228 (2015). source

      Not checked in the free run.

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

    Premisecitation

    It has been shown that serum triglyceride levels decreased following restriction of sleep to 4 hours on 5 consecutive nights.

    “It has been shown that serum triglyceride levels decreased following restriction of sleep to 4 hours on 5 consecutive nights12”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [12] Reynolds, A. C. et al. Impact of five nights of sleep restriction on glucose metabolism, leptin and testosterone in young adult men. Plos One 7, e41218 (2012). source

      Not checked in the free run.

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

    Premisecitation

    One study used NMR to assess urine metabolites in short-term sleep deprivation.

    “while one study used NMR to assess urine metabolites in short-term sleep deprivation24”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [24] Giskeødegård, G. F., Davies, S. K., Revell, V. L., Keun, H. & Skene, D. J. Diurnal rhythms in the human urine metabolome during sleep and total sleep deprivation. Sci. Rep. 5, 14843 (2015). source

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    The lipoprotein profile showed decreased LDL in experimental SR, resembling LDL changes in acute-phase response, but in epidemiological SSI large HDL was decreased.

    “Interestingly, the lipoprotein profile showed decreased LDL in experimental SR, resembling LDL changes in acute-phase response39, but in epidemiological SSI large HDL was decreased.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Pharmacological increase of serum HDL levels has not affected the risk of cardiovascular diseases.

    “Particularly the latter approach has been a disappointment: pharmacological increase of serum HDL levels has not affected the risk of cardiovascular diseases42”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [42] Tariq, S. M., Sidhu, M. S., Toth, P. P. & Boden, W. E. HDL hypothesis: where do we stand now? Curr. Atheroscler. Rep. 16, 398 (2014). source

      Not checked in the free run.

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

    Premisecitation

    In a recent study, no changes in blood total cholesterol, LDL, HDL, or triglycerides were found after sleep restriction to 4 hours on 5 nights.

    “In a recent study, no changes in blood total cholesterol, LDL, HDL, or triglycerides were found after sleep restriction to 4 hours on 5 nights14.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [14] O’Keeffe, M., Roberts, A. L., Kelleman, M., Roychoudhury, A. & St-Onge, M. P. No effects of short-term sleep restriction, in a controlled feeding setting, on lipid profiles in normal-weight adults. J. Sleep Res. 22, 717–720 (2013). source

      Not checked in the free run.

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

    Premisecitation

    Myeloperoxidase-modified LDL particles increased under similar conditions.

    “and also that myeloperoxidase-modified LDL particles increased under similar conditions13.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [13] Boudjeltia, K. Z. et al. Temporal dissociation between myeloperoxidase (MPO)-modified LDL and MPO elevations during chronic sleep restriction and recovery in healthy young men. Plos One 6, e28230 (2011). source

      Not checked in the free run.

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

    Premisecitation

    The classical view on the relationship between serum lipid levels and risk for cardiovascular events states that serum high LDL and low HDL cholesterol level is a risk combination for cardiovascular events.

    “The classical view on the relationship between serum lipid levels and risk for cardiovascular events, formulated based on the findings of the Framingham study41 and since confirmed by many epidemiological studies, states that serum high LDL and low HDL cholesterol level is a risk combination for cardiovascular events42.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [41] Gordon, T., Castelli, W. P., Hjortland, M. C., Kannel, W. B. & Dawber, T. R. High density lipoprotein as a protective factor against coronary heart disease. The Framingham Study. Am. J. Med. 62, 707–714 (1977). source

      Not checked in the free run.

    • cites [42] Tariq, S. M., Sidhu, M. S., Toth, P. P. & Boden, W. E. HDL hypothesis: where do we stand now? Curr. Atheroscler. Rep. 16, 398 (2014). source

      Not checked in the free run.

  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    An important transcriptional regulator of the RCT is the nuclear liver X receptor (LXR) signalling, which promotes RCT and decreases inflammation.

    “An important transcriptional regulator of the RCT is the nuclear liver X receptor (LXR) signalling, which promotes RCT and decreases inflammation303132.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites 303132

      Not checked in the free run.

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    Study design and conductnone given

    For the epidemiological samples, age and gender were adjusted for in the linear regression model.

    “For the epidemiological samples, age and gender were adjusted for in the linear regression model.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    The one week experimental SR may have been too short to affect the number of HDL particles, while in the epidemiological samples, the number of large HDL particles was lower among those who reported insufficient sleep.

    “The one week experimental SR may have been too short to affect the number of HDL particles, while in the epidemiological samples, the number of large HDL particles was lower among those who reported insufficient sleep.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Modulations in HDL particle composition can transform it to dysfunctional and, through this modulation, increase the risk of CVD.

    “Moreover, modulations in HDL particle composition can transform it to dysfunctional and, through this modulation, increase the risk of CVD40.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [40] Rosenson, R. S. et al. Dysfunctional HDL and atherosclerotic cardiovascular disease. Nat. Rev. Cardiol. 13, 48–60 (2016). source

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    The changes were detected at the level of transcriptome as well as in the circulating lipid profile.

    “The changes were detected at the level of transcriptome as well as in the circulating lipid profile.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    The negative association between TLR4 and NPC1/ABCA1 is expected if LXR activity was decreased.

    “as would be expected if LXR activity was decreased.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Analysis of circulating lipid molecules based on mass spectrometry has previously been applied in circadian research.

    “Analysis of circulating lipid molecules based on mass spectrometry (MS), which gives an extensive profile of individual lipid molecules but does not quantify lipoprotein-related measures, has previously been applied in circadian research18192021.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites 18192021

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    At gene expression level, the activation included increases in expression of toll-like receptors, NF-kB signalling pathway and interleukin-8 production pathways.

    “At gene expression level, the activation included increases in expression of toll-like receptors, NF-kB signalling pathway and interleukin-8 production pathways5.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [5] Aho, V. et al. Partial sleep restriction activates immune response-related gene expression pathways: experimental and epidemiological studies in humans. Plos One 8, e77184 (2013). source

      Not checked in the free run.

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

    Premisecitation

    This route of removal of cholesterol (macrophage RCT) has been regarded as an important (but not only) component in retaining cholesterol balance in arterial endothelium.

    “However, this route of removal of cholesterol (macrophage RCT) has been regarded as an important (but not only) component in retaining cholesterol balance in arterial endothelium43.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [43] Rosenson, R. S. et al. Cholesterol efflux and atheroprotection: advancing the concept of reverse cholesterol transport. Circulation 125, 1905–1919 (2012). source

      Not checked in the free run.

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

    Interpretationreasoning

    Since the relationship between cholesterol transporter expression in white blood cells and serum HDL concentration is far from simple, it is difficult to evaluate how the observed expression changes were reflected to the flow of cholesterol from macrophages to liver and finally feces (RCT).

    “Since the relationship between cholesterol transporter expression in white blood cells and serum HDL concentration is far from simple, it is difficult to evaluate how the observed expression changes were reflected to the flow of cholesterol from macrophages to liver and finally feces (RCT)”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The modifications differ according to the nature of the event that aroused the reaction, e.g. surgical trauma and infection.

    “Moreover, the modifications differ according to the nature of the event that aroused the reaction, e.g. surgical trauma and infection6668.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [66] Carpentier, Y. A. & Scruel, O. Changes in the concentration and composition of plasma lipoproteins during the acute phase response. Curr. Opin. Clin. Nutr. Metab. Care 5, 153–158 (2002). source

      Not checked in the free run.

    • cites [68] Hotamisligil, G. S. Inflammation and metabolic disorders. Nature 444, 860–867 (2006). source

      Not checked in the free run.

  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Caveolin-1 (CAV1) is found in caveolae, cholesterol-rich membrane lipid formations that are involved in cholesterol traffic and homeostasis and regulation of inflammation.

    “Caveolin-1 (CAV1) is found in caveolae, cholesterol-rich membrane lipid formations that are involved in cholesterol traffic and homeostasis58 and regulation of inflammation59 among other functions.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [58] Fielding, C. J. & Fielding, P. E. Caveolae and intracellular trafficking of cholesterol. Adv. Drug Deliv. Rev. 49, 251–264 (2001). source

      Not checked in the free run.

    • cites [59] Chidlow, J. H., Jr & Sessa, W. C. Caveolae, caveolins, and cavins: complex control of cellular signalling and inflammation. Cardiovasc. Res. 86, 219–225 (2010). source

      Not checked in the free run.

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

    Premisecitation

    ABCA1 deficiency in Tangier disease leads to very low or absent HDL levels and larger VLDL particles.

    “ABCA1 deficiency in Tangier disease leads to very low or absent HDL levels and larger VLDL particles56.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [56] Liu, M., Chung, S., Shelness, G. S. & Parks, J. S. Hepatic ABCA1 and VLDL triglyceride production. Biochim. Biophys. Acta 1821, 770–777 (2012). source

      Not checked in the free run.

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

    Premisecitation

    Sleep loss is often accompanied with circadian misalignment, also known to cause changes in the regulation of the immune system and metabolism and associate to cardiovascular diseases.

    “Sleep loss is often accompanied with circadian misalignment, also known to cause changes in the regulation of the immune system and metabolism and associate to cardiovascular diseases7273.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [72] Bass, J. & Takahashi, J. S. Circadian integration of metabolism and energetics. Science 330, 1349–1354 (2010). source

      Not checked in the free run.

    • cites [73] Machado, R. M. & Koike, M. K. Circadian rhythm, sleep pattern, and metabolic consequences: an overview on cardiovascular risk factors. Horm. Mol. Biol. Clin. Investig. 18, 47–52 (2014). source

      Not checked in the free run.

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

    Study design and conductnone given

    The participants of the experimental study were carefully screened not to have any (sleep) disorders.

    “While the participants of the experimental study were carefully screened not to have any (sleep) disorders”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Previous studies indicate that the immune system is activated during experimental sleep restriction, and in persons who in epidemiological studies report short sleep duration.

    “Previous studies indicate that the immune system is activated during experimental sleep restriction, and in persons who in epidemiological studies report short sleep duration (reviewed in6465).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [64] Faraut, B., Boudjeltia, K. Z., Vanhamme, L. & Kerkhofs, M. Immune, inflammatory and cardiovascular consequences of sleep restriction and recovery. Sleep Med. Rev. 16, 137–149 (2012). source

      Not checked in the free run.

    • cites [65] Mullington, J. M., Simpson, N. S., Meier-Ewert, H. K. & Haack, M. Sleep loss and inflammation. Best Pract. Res. Clin. Endocrinol. Metab. 24, 775–784 (2010). source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    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.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [22] Davies, S. K. et al. Effect of sleep deprivation on the human metabolome. Proc. Natl. Acad. Sci. USA 111, 10761–6 (2014). source

      Not checked in the free run.

    • cites [23] Weljie, A. M. et al. Oxalic acid and diacylglycerol 36:3 are cross-species markers of sleep debt. Proc. Natl. Acad. Sci. USA 112, 2569–2574 (2015). source

      Not checked in the free run.

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

    Interpretationreasoning

    It is unclear to which extent the results reflect changes in the actual metabolic processes.

    “Thus it is unclear to which extent the results reflect changes in the actual metabolic processes.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: The main regulation of metabolism takes place in other tissues (e.g. liver, pancreas) than blood cells, which were used in the gene expression analyses.
  • May combine two claims.

    Premisecitation

    In epidemiological studies sleep duration and self-reported sleep insufficiency have shown independent effects on cardiovascular outcomes (including hypertension, cholesterol level and cardiac events) and performance.

    “In epidemiological studies sleep duration and self-reported sleep insufficiency have shown independent effects on cardiovascular outcomes (including hypertension, cholesterol level and cardiac events)70 and performance71.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [70] Altman, N. G. et al. Sleep duration versus sleep insufficiency as predictors of cardiometabolic health outcomes. Sleep Med. 13, 1261–1270 (2012). source

      Not checked in the free run.

    • cites [71] Abe, T., Komada, Y. & Inoue, Y. Short sleep duration, snoring and subjective sleep insufficiency are independent factors associated with both falling asleep and feeling sleepiness while driving. Intern. Med. 51, 3253–3260 (2012). source

      Not checked in the free run.

  • May combine two claims.

    Interpretationcitation

    Both the down-regulation of RCT pathway and up-regulation of the inflammatory pathways could result from a decrease of LXR activity.

    “Thus both the down-regulation of RCT pathway and up-regulation of the inflammatory pathways could result from a decrease of LXR activity (Fig. 3).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [39] Venteclef, N., Jakobsson, T., Steffensen, K. R. & Treuter, E. Metabolic nuclear receptor signaling and the inflammatory acute phase response. Trends Endocrinol. Metab. 22, 333–343 (2011). source

      Not checked in the free run.

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

    Premisecitation

    Many acute conditions, including surgical trauma, myocardial infarction and inflammation, induce the systemic acute phase reaction (APR), with acute phase protein production in the liver as an integral part of the host defence response.

    “Many acute conditions, including surgical trauma, myocardial infarction and inflammation, induce the systemic acute phase reaction (APR), with acute phase protein production in the liver as an integral part of the host defence response.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [66] Carpentier, Y. A. & Scruel, O. Changes in the concentration and composition of plasma lipoproteins during the acute phase response. Curr. Opin. Clin. Nutr. Metab. Care 5, 153–158 (2002). source

      Not checked in the free run.

    • cites [67] Khovidhunkit, W. et al. Effects of infection and inflammation on lipid and lipoprotein metabolism: mechanisms and consequences to the host. J. Lipid Res. 45, 1169–1196 (2004). source

      Not checked in the free run.

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

    Premisecitation

    Some other studies have not found an effect of CAV1 on cholesterol efflux, and the overall effect of CAV1 on cholesterol efflux is complex.

    “Some other studies have not found an effect6263, and the overall effect of CAV1 on cholesterol efflux is complex61.”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites [61] Gu, H. M., Wang, F. Q. & Zhang, D. W. Caveolin-1 interacts with ATP binding cassette transporter G1 (ABCG1) and regulates ABCG1-mediated cholesterol efflux. Biochim. Biophys. Acta 1841, 847–858 (2014). source

      Not checked in the free run.

    • cites [62] Wang, L. et al. Caveolin-1 does not affect SR-BI-mediated cholesterol efflux or selective uptake of cholesteryl ester in two cell lines. J. Lipid Res. 44, 807–815 (2003). source

      Not checked in the free run.

    • cites [63] Terasaka, N. et al. ATP-binding cassette transporter G1 and high-density lipoprotein promote endothelial NO synthesis through a decrease in the interaction of caveolin-1 and endothelial NO synthase. Arterioscler. Thromb. Vasc. Biol. 30, 2219–2225 (2010). source

      Not checked in the free run.

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

    Interpretationcitation

    If the inflammation-sustaining condition continues, as presumably in the epidemiological SSI groups of the present study, the metabolic modifications may develop further and become chronic.

    “However, if the inflammation-sustaining condition continues, as presumably in the epidemiological SSI groups of the present study, the metabolic modifications may develop further and become chronic3968.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [39] Venteclef, N., Jakobsson, T., Steffensen, K. R. & Treuter, E. Metabolic nuclear receptor signaling and the inflammatory acute phase response. Trends Endocrinol. Metab. 22, 333–343 (2011). source

      Not checked in the free run.

    • cites [68] Hotamisligil, G. S. Inflammation and metabolic disorders. Nature 444, 860–867 (2006). source

      Not checked in the free run.

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

    Study design and conductown data

    The effects of age and gender have been addressed by including them in the linear models used for statistical analyses.

    “The effects of these factors have been addressed by including them in the linear models used for statistical analyses.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    CAV1 has been proposed to participate in the regulation of cholesterol efflux to HDL, possibly in interaction with ABCG1.

    “CAV1 has been proposed to participate in the regulation of cholesterol efflux to HDL6061, possibly in interaction with ABCG161.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [60] Mukhamedova, N. et al. Enhancing apolipoprotein A-I-dependent cholesterol efflux elevates cholesterol export from macrophages in vivo . J. Lipid Res. 49, 2312–2322 (2008). source

      Not checked in the free run.

    • cites [61] Gu, H. M., Wang, F. Q. & Zhang, D. W. Caveolin-1 interacts with ATP binding cassette transporter G1 (ABCG1) and regulates ABCG1-mediated cholesterol efflux. Biochim. Biophys. Acta 1841, 847–858 (2014). source

      Not checked in the free run.

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

    Premisecitation

    In addition to changes in protein synthesis, also lipid metabolism undergoes significant modifications in APR.

    “In addition to changes in protein synthesis, also lipid metabolism undergoes significant modifications in APR6667.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [66] Carpentier, Y. A. & Scruel, O. Changes in the concentration and composition of plasma lipoproteins during the acute phase response. Curr. Opin. Clin. Nutr. Metab. Care 5, 153–158 (2002). source

      Not checked in the free run.

    • cites [67] Khovidhunkit, W. et al. Effects of infection and inflammation on lipid and lipoprotein metabolism: mechanisms and consequences to the host. J. Lipid Res. 45, 1169–1196 (2004). source

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    In the present study, NMR spectroscopy measurement was able to track changes in lipid profiles under conditions of restricted sleep, further confirming that this condition modifies lipid metabolism.

    “In the present study, also NMR spectroscopy measurement was able to track changes in lipid profiles under conditions of restricted sleep, further confirming that this condition modifies lipid metabolism.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Metabolic modifications aim at optimization of the defence, and would return to baseline level after the need for defence has disappeared.

    “Metabolic modifications aim at optimization of the defence, and would return to baseline level after the need for defence has disappeared68.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [68] Hotamisligil, G. S. Inflammation and metabolic disorders. Nature 444, 860–867 (2006). source

      Not checked in the free run.

  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    While cytokines (including IL-1b, IL-6 and TNF-a) are central regulators of the APR, recent research suggests that an important part of the metabolic regulation in APR is channelled via nuclear receptors, including LXR, PPAR and LHR-1.

    “While cytokines (including IL-1b, IL-6 and TNF-a) are central regulators of the APR, recent research suggests that an important part of the metabolic regulation in APR is channelled via nuclear receptors, including LXR, PPAR and LHR-139.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [39] Venteclef, N., Jakobsson, T., Steffensen, K. R. & Treuter, E. Metabolic nuclear receptor signaling and the inflammatory acute phase response. Trends Endocrinol. Metab. 22, 333–343 (2011). source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    We have earlier shown that cytokine (interleukins IL-1b, IL-6 and IL-17) release as response to in vitro immunological challenge is increased after sleep restriction, as well as serum acute phase protein CRP.

    “We have earlier shown that cytokine (interleukins IL-1b, IL-6 and IL-17) release as response to in vitro immunological challenge is increased after sleep restriction, as well as serum acute phase protein CRP7.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [7] van Leeuwen, W. M. et al. Sleep restriction increases the risk of developing cardiovascular diseases by augmenting proinflammatory responses through IL-17 and CRP. Plos One 4, e4589 (2009). source

      Not checked in the free run.

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

    Study design and conductnone given

    An additional source of variation lies in the differences in age and gender between the populations studied.

    “An additional source of variation lies in the differences in age and gender between the populations studied.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    In the SR experiment, participants were subjected to only one cycle.

    “In the SR experiment, participants were subjected to only one cycle.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    In the sleep laboratory, the participants were randomly allocated to the experimental group ('cases'; N = 14) or the control group ('controls', N = 8).

    “In the sleep laboratory, the participants were randomly allocated to the experimental group (“cases”; N = 14) or the control group (“controls”, N = 8)”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    The Young Finns Study participants were randomly selected in 5 centres in Finland.

    “The study participants were randomly selected in 5 centres in Finland.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    NMR-based analyses provide absolute quantification of multiple serum metabolites, including lipoprotein subclass distribution, fatty acids, and various small molecules including amino acids and glycolysis precursors.

    “The NMR-based analyses provide absolute quantification of multiple serum metabolites, including lipoprotein subclass distribution, fatty acids, and various small molecules including amino acids and glycolysis precursors (Supplementary Table S3).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites 252986

      Not checked in the free run.

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

    Study design and conductcitation

    LCAT activity was assessed by measuring cholesterol esterification activity using exogenous [3H]cholesterol-labelled HDL proteoliposome discs as the substrate.

    “LCAT activity was assessed by measuring cholesterol esterification activity using exogenous [3H]cholesterol-labelled HDL proteoliposome discs as the substrate91.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [91] Jauhiainen, M. & Dolphin, P. J. Human plasma lecithin-cholesterol acyltransferase. An elucidation of the catalytic mechanism. J. Biol. Chem. 261, 7032–7043 (1986). source

      Not checked in the free run.

  • Classified as probably not a substantial claim. May combine two claims.

    Premisenone given

    Unlike pairwise measures of association such as Pearson correlation coefficient, partial correlation provides a stronger criterion for dependency by adjusting for confounding effects, and thus removing spurious associations to a large extent.

    “Unlike the pairwise measures of associations such as Pearson correlation coefficient, partial correlation provides a stronger criterion for dependency by adjusting for confounding effects, and thus removing spurious associations to a large extent.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    NMR-based metabolite profiling has previously been used in various epidemiological and genetic studies, and details of the method have been described.

    “The NMR-based metabolite profiling has previously been used in various epidemiological and genetic studies838485 and details of the method have been described252986.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites 838485

      Not checked in the free run.

    • cites 252986

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Study design and conductcitation

    CETP activity was analysed as the transfer/exchange of radiolabelled [14C]cholesteryl oleate between exogenously added human LDL and HDL2, as described in the cited protocol.

    “CETP activity was analysed as the transfer/exchange of radiolabelled [14C]cholesteryl oleate between exogenously added human LDL and HDL2, as described in89.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [89] Groener, J. E., Pelton, R. W. & Kostner, G. M. Improved estimation of cholesteryl ester transfer/exchange activity in serum or plasma. Clin. Chem. 32, 283–286 (1986). source

      Not checked in the free run.

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

    Study design and conductnone given

    The Cardiovascular Risk in Young Finns Study was approved by the ethics committees of University Hospitals of Turku, Helsinki, Tampere, Kuopio, and Oulu.

    “The Cardiovascular Risk in Young Finns Study was approved by the ethics committees of University Hospitals of Turku, Helsinki, Tampere, Kuopio, and Oulu.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    One control subject was excluded after the EEG analysis as he had been sleeping less than 6 h/night during the experiment.

    “One control subject was excluded after the EEG analysis as he had been sleeping less than 6 h/night during the experiment.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductcitation

    Serum PON1 activity was measured using a spectroscopy method and Paraoxon (diethyl-p-nitrophenyl phosphate; Sigma) as the substrate.

    “Serum PON1 activity was measured using spectroscopy method and Paraoxon (diethyl-p-nitrophenyl phosphate; Sigma) as the substrate92.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [92] Kleemola, P. et al. Dietary determinants of serum paraoxonase activity in healthy humans. Atherosclerosis 160, 425–432 (2002). source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing), S4 (based).

    Study design and conductown data

    In the YFS cohort, linear regression was used to correlate RNA expression with SSI, adjusting for age and gender.

    “Linear regression was used to correlate RNA expression with SSI, adjusting for age and gender (R version 2.14).”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Subjective sleep insufficiency, as assessed by the questionnaire items and the difference between sleep need and sleep duration, is a valid measure of insufficient sleep.
  • Classified as probably not a substantial claim.

    Study design and conductcitation

    Ultra Performance Liquid Chromatography (UPLC) coupled to electrospray ionization quadrupole time-of-flight mass spectrometry (QTOFMS) was used with the established protocol.

    “Ultra Performance Liquid Chromatography (UPLC) coupled to electrospray ionization quadrupole time-of-flight mass spectrometry (QTOFMS) was used with the established protocol87.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [87] Nygren, H., Seppanen-Laakso, T., Castillo, S., Hyotylainen, T. & Oresic, M. Liquid chromatography-mass spectrometry (LC-MS)-based lipidomics for studies of body fluids and tissues. Methods Mol. Biol. 708, 247–257 (2011). source

      Not checked in the free run.

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

    Study design and conductcitation

    Possible self-reported OSA was estimated using questions addressing the frequency and quality of snoring, as described earlier.

    “Possible self-reported OSA was estimated using questions addressing the frequency and quality of snoring, as described earlier81.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [81] Niiranen, T. J., Kronholm, E., Rissanen, H., Partinen, M. & Jula, A. M. Self-reported obstructive sleep apnea, simple snoring, and various markers of sleep-disordered breathing as predictors of cardiovascular risk. Sleep Breath doi: 10.1007/s11325-015-1253-4 (2015). source

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    These responses modulate lipid metabolism, possibly through LXRs, and in the long run may contribute to the increased risk of cardiovascular diseases.

    “These responses modulate lipid metabolism, possibly through LXRs, and in the long run may contribute to the increased risk of cardiovascular diseases.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    This study was conducted according to the Declaration of Helsinki principles, and written informed consent was obtained from all participants.

    “This study was conducted according to the Declaration of Helsinki principles, and written informed consent was obtained from all participants.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductown data

    P values from the t tests were corrected with the amount of clusters (N = 21).

    “P values from the t tests were corrected with the amount of clusters (N = 21).”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Interpretationreasoning

    Partial correlation is particularly favourable for integrating multiple layers of information as in this study, because it inherently filters out false positives by discovering only direct interactions with high confidence.

    “This is particularly favourable for an integration of multiple layers of information as in our study, because it inherently filters out false positives by discovering only direct interactions with high confidence.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    In the YFS cohort, the RNA isolating process was validated by analysing the integrity of RNA with the RNA 6000 Nano Chip Kit (Agilent).

    “The RNA isolating process was validated by analysing the integrity of RNA with the RNA 6000 Nano Chip Kit (Agilent).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    In our experimental SR study, the modest delay (16 min) in circadian rhythm, measured in the morning salivary cortisol peak, is unlikely to significantly modulate the results, but the effect cannot be entirely ruled out.

    “In our experimental SR study, the modest delay (16 min) in circadian rhythm, measured in the morning salivary cortisol peak, is unlikely to significantly modulate the results, but the effect cannot be entirely ruled out.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    In the DILGOM cohort, technical replicates were combined via a bead-count weighted average, and replicates with Pearson's correlation coefficient <0.94 or Spearman's rank correlation coefficient <0.60 were removed from further analysis.

    “Technical replicates were combined via a bead-count weighted average, and replicates with Pearson’s correlation coefficient <0.94 or Spearman’s rank correlation coefficient <0.60 were removed from further analysis.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductcitation

    Polygraphy was measured continuously and EEG scored according to the Rechtschaffen-Kales manual.

    “Polygraphy was measured continuously and EEG scored according to the Rechtschaffen-Kales manual7577.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [7577]

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Study design and conductown data

    In the DILGOM cohort, linear regression was used to correlate RNA expression with SSI, adjusting for age and gender.

    “Linear regression was used to correlate RNA expression with SSI, adjusting for age and gender (R version 2.14).”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Subjective sleep insufficiency, as assessed by the questionnaire items and the difference between sleep need and sleep duration, is a valid measure of insufficient sleep.
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    The lipidomic data was normalised using internal standards representative of each class of lipid present in the samples.

    “The data was normalised using internal standards representative of each class of lipid present in the samples.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    In the DILGOM and YFS epidemiological samples, linear regression was used to correlate NMR metabolites with SSI, adjusting for age and gender.

    “In the epidemiological samples DILGOM and YFS, linear regression was used to correlate NMR metabolites with SSI, adjusting for age and gender (R version 3.0), similarly as was done in the gene expression analysis.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Subjective sleep insufficiency, as assessed by the questionnaire items and the difference between sleep need and sleep duration, is a valid measure of insufficient sleep.
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    PLTP activity was assessed with phosphatidylcholine liposomes following an earlier reported protocol.

    “PLTP activity was assessed with phosphatidylcholine liposomes following an earlier reported protocol90.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [90] Jauhiainen, M. et al. Human plasma phospholipid transfer protein causes high density lipoprotein conversion. J. Biol. Chem. 268, 4032–4036 (1993). source

      Not checked in the free run.

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

    Study design and conductown data

    In the YFS cohort, the expression analysis was successful for 1650 subjects.

    “The expression analysis was successful for 1650 subjects.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationreasoning

    In these networks, non-missing edges denote non-zero partial correlations (P < 0.05) between pairs of variables and thus imply direct interactions.

    “In these networks non-missing edges denote non-zero partial correlations (P < 0.05) between pairs of variables and thus imply direct interactions.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    In the YFS sample, the analyses were run also with self-reported probable OSA added in the model.

    “In the YFS sample, the analyses were run also with self-reported probable OSA added in the model.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Subjective sleep insufficiency, as assessed by the questionnaire items and the difference between sleep need and sleep duration, is a valid measure of insufficient sleep.
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The experimental sleep restriction study protocol and the FINRISK 2007 study including the DILGOM subsample were approved by the coordinating ethics committee of the Hospital District of Helsinki.

    “The experimental sleep restriction study protocol and the FINRISK 2007 study including the DILGOM subsample were approved by the coordinating ethics committee of the Hospital District of Helsinki.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    In the YFS cohort, blood samples were collected after overnight fasting; 97.4% of subjects reported fasting overnight as requested, 1.3% did not, and no information on fasting was obtained for 1.4%.

    “Blood samples were collected after overnight fasting (97.4% of the subjects reported to have fasted overnight before the sample taking as requested and 1.3% not to have, while no information on fasting was obtained for 1.4%).”
    Quote in the paperNot a substantial claim
93 of 93
  • The paper relies on this without support.

    Functional pathways and molecules that mediate the effects of sleep on metabolic disorders are largely unknown.

    “However, the functional pathways and molecules that mediate these effects are largely unknown.”
  • The paper relies on this without support.

    The duration of sleep restriction in previous studies (one to five days) is a short period in the development of chronic diseases.

    “The duration of sleep restriction in previous studies has ranged from one to five days, which in the development of chronic diseases is a short period.”
  • The paper relies on this without support.

    NMR-based lipoprotein subclass analyses have not been used to analyse the effects of sleep loss.

    “but NMR-based lipoprotein subclass analyses have not been used to analyse the effects of sleep loss.”
  • The paper relies on this without support.

    The relationship between sleep/sleep insufficiency and metabolomics profiles in large epidemiological cohorts has not been reported before.

    “The assessment of the relationship between sleep/sleep insufficiency and metabolomics profiles in large epidemiological cohorts has not, to our knowledge, been reported before.”
  • The paper relies on this without support.

    ABCA1 and ABCG1 facilitate the efflux of free cholesterol and phospholipids from macrophage-foam cells to HDL particles.

    “ABCA1 and ABCG1 facilitate the efflux of free cholesterol and phospholipids from macrophage-foam cells to HDL particles.”
  • The paper relies on this without support.

    Of all cholesterol carried by HDL, the proportion originating from peripheral macrophages is low compared to liver (75%) and intestine (20%) produced HDL.

    “Of all cholesterol carried by HDL, the proportion originating from peripheral macrophages is low compared to liver (75%) and intestine (20%) produced HDL.”
  • The paper relies on this without support.

    The main regulation of metabolism takes place in other tissues (e.g. liver, pancreas) than blood cells, which were used in the gene expression analyses.

    “The main regulation of metabolism takes place in other tissues (e.g. liver, pancreas) than blood cells, which were used in the gene expression analyses.”
  • The paper relies on this without support.

    Subjective sleep insufficiency, as assessed by the questionnaire items and the difference between sleep need and sleep duration, is a valid measure of insufficient sleep.

    “The question was ”Do you, in your opinion, sleep enough?”, and it had four answer options: 1) “Yes, almost always” (N = 168), 2) “Yes, often” (N = 218), 3) “Seldom or almost never” (N = 86), and 4) “I cannot say” (N = 46).”
    “A measure of subjective sleep insufficiency for each subject was formed by subtracting the sleep duration from the sleep need.”
8 of 8

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Authors
Aho, V., Ollila, H. M., Kronholm, E., Bondia-Pons, I., Soininen, P., Kangas, A. J., Hilvo, M., Seppälä, I., Kettunen, J., Oikonen, M., Raitoharju, E., Hyötyläinen, T., Kähönen, M., Viikari, J. S. A., Härmä, M., Sallinen, M., Olkkonen, V. M., Alenius, H., Jauhiainen, M., Paunio, T., Lehtimäki, T., Salomaa, V., Orešič, M., Raitakari, O. T., Ala-Korpela, M., & Porkka-Heiskanen, T.
Affiliations
  • University of Helsinki (FI)
  • Finnish Institute for Health and Welfare (FI)
  • University of Eastern Finland (FI)
  • University of Oulu (FI)
  • VTT Technical Research Centre of Finland (FI)
  • Tampere University (FI)
  • University of Turku (FI)
  • Steno Diabetes Centers (DK)
  • Tampere University Hospital (FI)
  • Finnish Institute of Occupational Health (FI)
Venue
Scientific Reports
Published
2016-04-22
Volume
6
Issue
1
Pages
24828-24828
ISSN
2045-2322 (ISSN-L)
OpenAlex
W2342297585
Cited by
126
References
94
Citations by year
2026: 18 · 2025: 17 · 2024: 19 · 2023: 14 · 2022: 12 · 2021: 6 · 2020: 8 · 2019: 15 · 2018: 12 · 2017: 1 · 2016: 4
FWCI
15.14
Type
journal article
Language
en
Open access
Locations
  • Scientific Reports (publishedVersion, cc-by)
  • Europe PMC (PubMed Central) (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • Bristol Research (University of Bristol) (publishedVersion, cc-by)
  • Tampere University Institutional Repository (Tampere University) (publishedVersion, cc-by)
  • UEF eRepo (University of Eastern Finland) (submittedVersion, cc-by)
  • Jyväskylä University Digital Archive (University of Jyväskylä) (submittedVersion, cc-by)
  • Työväentutkimus Vuosikirja (submittedVersion)
  • Explore Bristol Research (submittedVersion, cc-by)
  • Tampere University Institutional Repository (Tampere University) (submittedVersion, cc-by)
  • STM:n Hallinnonalan avoin julkaisuarkisto (Julkari) (submittedVersion)
Funders
  • Foundation for Cardiovascular Research
  • Helsingin ja Uudenmaan Sairaanhoitopiiri (TYH6254)
  • Yrjö Jahnssonin Säätiö
  • Finska Läkaresällskapet
  • British Heart Foundation
  • Kela
  • Academy of Finland (283045, 124,282, 134309, 137870, 137575, 121584, 129378, 250114, 126925, 121584, 124282, 129378, 118065, 117,797, 126,925, 41071, 257545, 139635)
  • Suomen Kulttuurirahasto
  • Työsuojelurahasto
  • Tekes
  • Juho Vainion Säätiö
  • Magnus Ehrnroothin Säätiö
  • Novo Nordisk
  • Emil Aaltosen Säätiö
  • Sydäntutkimussäätiö (121584, 124282, 134309, 126925, 129378, 41071)
  • Oulun Yliopisto (137870)
  • Tampereen Tuberkuloosisäätiö
  • Orionin Tutkimussäätiö
  • Paavo Nurmen Säätiö
  • Novo Nordisk Fonden
  • Turun Yliopistollinen Keskussairaala
  • Diabetestutkimussäätiö (250114)
  • Medical Research Council
  • Jenny ja Antti Wihurin Rahasto
  • Instituto de Salud Carlos III
Topics
  • Social Sciences › Psychology › Experimental and Cognitive Psychology › Sleep and Work-Related Fatigue
  • Life Sciences › Neuroscience › Endocrine and Autonomic Systems › Circadian rhythm and melatonin
  • Social Sciences › Psychology › Experimental and Cognitive Psychology › Sleep and related disorders
Keywords
sleep restriction, sleep deprivation, insufficient sleep, cholesterol metabolism, inflammation, cholesterol transporters, gene expression, serum metabolome, lipoproteins, HDL cholesterol, LDL cholesterol, cardiometabolic disease, transcriptome
MeSH terms
Adult, Aged, Blood Chemical Analysis, Cholesterol, Female, Finland, Humans, Inflammation, Male, Metabolic Diseases, Middle Aged, Sleep Deprivation, Gene Expression Profiling, Metabolome

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-06.

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

Statistics and arithmetic are recomputed, not judged.

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

What counts as a claim ›How we measure confidence ›How we check this ›

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