Cited by 28Cytokine Signaling Pathways and InteractionsGene Regulatory Network AnalysisLiver physiology and pathology

Model Based Targeting of IL-6-Induced Inflammatory Responses in Cultured Primary Hepatocytes to Improve Application of the JAK Inhibitor Ruxolitinib

Open access
Sobotta, Svantje, Raue, Andreas, Huang, Xiaoyun, Vanlier, Joep, Jünger, Anja, Bohl, Sebastian, Albrecht, Ute, Hahnel, Maximilian J. +19 more·2017·Frontiers in Physiology

Abstract

IL-6 is a central mediator of the immediate induction of hepatic acute phase proteins (APP) in the liver during infection and after injury, but increased IL-6 activity has been associated with multiple pathological conditions. In hepatocytes, IL-6 activates JAK1-STAT3 signaling that induces the negative feedback regulator SOCS3 and expression of APPs. While different inhibitors of IL-6-induced JAK1-STAT3-signaling have been developed, understanding their precise impact on signaling dynamics requires a systems biology approach. Here we present a mathematical model of IL-6-induced JAK1-STAT3 signaling that quantitatively links physiological IL-6 concentrations to the dynamics of IL-6-induced signal transduction and expression of target genes in hepatocytes. The mathematical model consists of coupled ordinary differential equations (ODE) and the model parameters were estimated by a maximum likelihood approach, whereas identifiability of the dynamic model parameters was ensured by the Profile Likelihood. Using model simulations coupled with experimental validation we could optimize the long-term impact of the JAK-inhibitor Ruxolitinib, a therapeutic compound that is quickly metabolized. Model-predicted doses and timing of treatments helps to improve the reduction of inflammatory APP gene expression in primary mouse hepatocytes close to levels observed during regenerative conditions. The concept of improved efficacy of the inhibitor through multiple treatments at optimized time intervals was confirmed in primary human hepatocytes. Thus, combining quantitative data generation with mathematical modeling suggests that repetitive treatment with Ruxolitinib is required to effectively target excessive inflammatory responses without exceeding doses recommended by the clinical guidelines.

AI snapshot

Written from the paper’s full text.

TL;DR

The authors built and calibrated an ODE model of IL-6-induced JAK1-STAT3 signaling in primary mouse hepatocytes and used it to design Ruxolitinib schedules that suppress inflammatory acute-phase gene expression while preserving regenerative levels. Model-predicted triple dosing outperformed single treatment in mouse and human hepatocytes.

Key findings

  • Physiological IL-6 peaked at 2 h after partial hepatectomy at 1.4 ng/mL (±0.3 ng/mL SD; n = 3) and after LPS at 201.8 ng/mL (±77.8 ng/mL SD; n = 5); STAT3-based local equivalents corresponded to 6.8–7.9 ng/mL hIL-6 for PHx and 28.1–500 ng/mL hIL-6 for LPS, or 1.8 and 50 ng/mL mouse IL-6, respectively.
  • Microarray analysis identified 1,728 significantly IL-6-regulated genes, with 723 early, 779 intermediate, and 694 late response genes; Socs3 and Cxcl10 were early, Fgg/Hamp/Il33 intermediate/late, and Apcs, Hp, and Hpx late.
  • The model comprised 25 ODEs and was calibrated with 3,090 data points; it predicted and experimental validation confirmed that Ruxolitinib reduces sensitivity of APP gene expression, with long-term efficacy decreasing after single treatment.
  • Optimized triple Ruxolitinib treatment in mouse hepatocytes (500 nM at t = 0 h, 191 nM at 8 and 16 h) improved suppression of nuclear STAT3 and APP genes versus single treatment, reducing inflammatory 100 ng/mL hIL-6 responses toward regenerative 7.5 ng/mL levels; in human hepatocytes, the equivalent triple schedule (50 nM then 19 nM at 8 and 16 h) was also more effective than single treatment.

Methods

  • An ODE-based, two-compartment model of IL-6-induced JAK1-STAT3 signaling in primary mouse hepatocytes was built using mass-action kinetics, including receptor activation, STAT3 translocation, SOCS3 feedback, and inhibitor effects; parameters were estimated by maximum likelihood with profile likelihood for identifiability, in two stages (core signaling and downstream APP genes).
  • Data came from primary mouse hepatocytes, mKate2-STAT3 knock-in reporter mice, and primary human hepatocytes from three donors; measurements included quantitative immunoblotting, multiplexed bead-based immunoassays, quantitative mass spectrometry, qRT-PCR, microarray, and live-cell imaging.
  • Model predictions were tested experimentally by treating hepatocytes with hIL-6 at basal, regenerative, and inflammatory concentrations, with or without Ruxolitinib or Stattic, and comparing single versus triple Ruxolitinib dosing using nuclear STAT3 and target gene expression readouts.

Limitations

  • The paper states that APP protein production was not assessed experimentally and was not considered in the model; the model scope focused on JAK-STAT and omitted MAPK signaling.
  • The mKate2-STAT3 reporter mice were only available as heterozygotes, the fusion protein was expressed at a slightly lower level than endogenous STAT3, and strong hepatocyte autofluorescence limited imaging analysis.
  • Stattic was toxic and applied for a maximum of 2 h; the Ruxolitinib schedule was chosen by visual inspection rather than formal optimization because it was unclear how to prioritize different APP genes.
  • Evident from the text: validation used ex vivo primary hepatocytes, not in vivo disease models, and human validation was limited to three donors with underlying disease, without clinical outcome data.

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

Integrity signals

Registry

Crossref · 10.3389/fphys.2017.00775

Cites

127 of 127 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

30 of 91 cited sources checked · 21 supported · 0 flagged · accuracy not yet measured

  • Premisecitation

    gp130 and JAK1 are pre-associated.

    “gp130 and JAK1 were described to be pre-associated (Behrmann et al., 2004) and were modeled as one complex JAK1_gp130 with different activation states”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Behrmann et al., 2004 source
  • Premisecitation

    Ruxolitinib negatively influences JAK1-dependent reactions, specifically the generation of pJAK1_gp130 and pJAK1_pgp130.

    “The JAK inhibitor Ruxolitinib (Lin et al., 2009; Quintas-Cardama et al., 2010) negatively influences JAK1-dependent reactions in the model, specifically the generation of pJAK1_gp130 and pJAK1_pgp130.”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites Lin et al., 2009 source
    • cites Quintas-Cardama et al., 2010 source
  • Premisecitation

    The ratio of cytoplasmic to nuclear volume of primary mouse hepatocytes is 12.67/0.5 pL for frequently binucleated hepatocytes.

    “The previously determined (Mueller et al., 2015) ratio of cytoplasmic to nuclear volume of primary mouse hepatocytes (12.67/0.5 pL, for frequently binucleated hepatocytes) facilitated modeling of concentration changes due to inter-compartmental transport processes.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Mueller et al., 2015 source

      The Results section (Analysis of G1/S phase progression and abundance of pathway proteins; page unavailable) says the authors measured a total primary mouse hepatocyte volume of 12.92 ± 0.62 pL by confocal microscopy. Our copy does not give the claimed 12.67/0.5 pL cytoplasmic-to-nuclear breakdown or tie those values to binucleated hepatocytes. (LLM, conf=0.82)

      Experimental — accuracy not yet measured
  • Interpretationcitation

    The accumulation of IL-6 after PHx is likely a result of increased IL-6 secretion by Kupffer cells to promote an efficient regenerative response.

    “This is likely a result of an increased IL-6 secretion by Kupffer cells (Aldeguer et al., 2002) to promote an efficient regenerative response.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Aldeguer et al., 2002 source
  • Interpretationcitation

    CXCL10 and IL-33 might contribute to the amplification of inflammatory responses by acting on T-cells and innate immune cells.

    “By acting on T-cells and innate immune cells (Miller, 2011; Brownell and Polyak, 2013), CXCL10 and IL-33 might contribute to the amplification of inflammatory responses.”
    Quote in the paperNot a substantial claim2 of 2 sources checked
    • cites Miller, 2011 source
    • cites Brownell and Polyak, 2013 source
  • May combine two claims. 69
  • Classified as probably not a substantial claim. 39
  • The quote only partly states this claim. 2
  • May combine two claims.

    Premisecitation

    Abrogation of gp130-dependent signaling in hepatocytes prolongs survival and reduces liver damage in an in vivo sepsis model.

    “Accordingly, abrogation of glycoprotein 130 (gp130)-dependent signaling in hepatocytes was shown to prolong survival and to reduce liver damage in an in vivo sepsis model (Klein et al., 2007).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Klein et al., 2007 source
  • May combine two claims.

    Findingown data

    Late APP genes clustered and were mostly induced upon hIL-6 treatment.

    “Hierarchical clustering of significantly regulated genes and further APP genes of interest (Heinrich et al., 1990) revealed that especially late APP genes clustered and were mostly induced upon hIL-6 treatment (Figure 2C).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Heinrich et al., 1990 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Serum amyloid P was suggested to contribute to the persistence of amyloid deposits.

    “serum amyloid P, the major APP in mice, was suggested to contribute to the persistence of amyloid deposits (Tennent et al., 1995).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Tennent et al., 1995 source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Ruxolitinib has been internationally approved for therapy of myelofibrosis and polycythemia vera, which are frequently caused by the V617F gain-of-function mutation within JAK2.

    “The JAK1/2 inhibitor Ruxolitinib/INCB018424 (Jakavi/Jakafi, Incyte Pharmaceuticals, Novartis; Lin et al., 2009; Quintas-Cardama et al., 2010) has been internationally approved for the therapy of myelofibrosis (Mesa et al., 2012; Verstovsek et al., 2012) and polycythemia vera (Vannucchi et al., 2015), which are frequently caused by the V617F gain-of-function mutation within JAK2 (Kralovics et al.,”
    Quote in the paperNot a substantial claim2 of 3 sources checked
    • cites Mesa et al., 2012; Verstovsek et al., 2012

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Vannucchi et al., 2015 source

      The Abstract Background and Discussion report that ruxolitinib was studied and found effective for polycythemia vera, the condition for which this citation is offered. Our copy does not establish the claimed international approval; it describes the study as taking place when there were no approved alternatives for these patients. The myelofibrosis and JAK2-mutation portions are attached to other citations. (LLM, conf=0.83)

      Experimental — accuracy not yet measured
    • cites Kralovics et al., 2005 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Stattic treatment inhibited IL-6-induced STAT3 phosphorylation and nuclear translocation in hepatocytes.

    “Stattic treatment inhibited IL-6-induced STAT3 phosphorylation and nuclear translocation in hepatocytes (Schust et al., 2006).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Schust et al., 2006 source

      The Results and Discussion report that Stattic reduced IL-6-induced STAT3 Tyr705 phosphorylation and inhibited cytokine-induced STAT3 nuclear translocation. However, these experiments used HepG2 liver carcinoma cells, not hepatocytes as the citing sentence states. (LLM, conf=0.87)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Increased apoptosis was observed in STAT3-dependent cancer cell lines upon Stattic treatment.

    “Moreover, increased apoptosis was observed in STAT3-dependent cancer cell lines upon Stattic treatment (Schust et al., 2006).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Schust et al., 2006 source
  • May combine two claims.

    Premisecitation

    Stattic blocks activation and dimerization of STAT3.

    “Stattic blocks activation and dimerization of STAT3 (Schust et al., 2006) and therefore in our model inhibits the respective conversion of STAT3 to pSTAT3.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Schust et al., 2006 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    Target mRNA expression data were normalized to the geometric mean of Hprt and Tbp expression.

    “Data were normalized to the geometric mean (Vandesompele et al., 2002) of Hprt and Tbp expression.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Vandesompele et al., 2002 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Deactivation of nuclear STAT3 is mediated by phosphatases.

    “Deactivation of nuclear STAT3 was suggested to be mediated by phosphatases (Yamamoto et al., 2002).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Yamamoto et al., 2002 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    In the context of hepatitis C virus infection, CXCL10 contributes to persistent liver inflammation and fibrosis.

    “In the context of hepatitis C virus infection, CXCL10 was suggested to contribute to persistent liver inflammation and fibrosis”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites Zeremski et al., 2008, 2009

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Brownell and Polyak, 2013 source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    IL-33 is induced in fibrotic livers, and hepatic stellate cells are suggested as major IL-33 producers in this context.

    “This IL-1-like cytokine (Schmitz et al., 2005) was described to be induced in fibrotic livers, and hepatic stellate cells were suggested as major IL-33 producer in this context (Marvie et al., 2010).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Marvie et al., 2010 source
  • Probably not a substantial claim: may not pass S2 (checkable).

    Premisecitation

    To obtain a predictive mathematical model, the relation of considered species and experimentally measured components as well as the amount of experimental data needs to be appropriate.

    “To obtain a predictive mathematical model, the relation of considered species and experimentally measured components as well as the amount of experimental data needs to be appropriate”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites Aldridge et al., 2006 source
    • cites Bachmann et al., 2012 source
  • May combine two claims.

    Premisecitation

    Ren et al. reported no statistically significant increase of Il22 mRNA in response to hepatectomy, but an increase of IL-22 protein in serum at late time points starting at 6 h with peak at 12 h.

    “These results are in line with the studies of Ren et al. reporting that there is no statistically significant increase of Il22 mRNA in response to hepatectomy, but rather an increase of IL-22 protein is observed in the serum at late time points post hepatectomy starting at 6 h post treatment with a peak at 12 h (Ren et al., 2010).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Ren et al., 2010 source

      The Results report that hepatic IL-22 mRNA rose after partial hepatectomy without reaching statistical significance. They also report increased serum IL-22 from 6 through 48 hours, with statistical significance at 12 hours, but do not state that the serum level peaked at 12 hours. Page numbers are unavailable in our copy. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    The measured STAT3 protein concentration in primary mouse hepatocytes is in good agreement with published data from primary human hepatocytes.

    “The obtained value for STAT3 is in good agreement with recently published data from a mass spectrometry approach to determine molecules per cell in primary human hepatocytes (Wisniewski et al., 2016).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Wisniewski et al., 2016 source

      Section 3.3 describes mass-spectrometry-based estimates of protein copies per cell in human hepatocytes, supporting the description of the cited dataset. The passages found do not give a STAT3 value or establish that it agrees with the citing paper’s mouse-hepatocyte measurement (searched: STAT3 and its full protein name). (LLM, conf=0.78)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    A twice-daily dosing regimen has been successfully applied in treatment of myelofibrosis patients.

    “A twice-daily dosing regimen was furthermore successfully applied in the treatment of myelofibrosis patients (Verstovsek et al., 2012).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Verstovsek et al., 2012 source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductcitation

    Primary mouse hepatocyte isolation was performed in a standardized way according to Klingmuller et al. (2006) or according to the refined protocol described by Huard et al. (2012).

    “Primary mouse hepatocyte isolation was performed in a standardized way according to Klingmuller et al. (2006) or according to the refined protocol described by Huard et al. (2012).”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites Klingmuller et al. (2006) source
    • cites Huard et al. (2012) source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Previous treatment planning was based on preclinical data and empirical results from clinical trials.

    “Notably, previous treatment planning was based on preclinical data and empirical results from clinical trials (Quintas-Cardama et al., 2010; Shi et al., 2011).”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites Quintas-Cardama et al., 2010 source

      The Results describe using preclinical whole-blood assay findings to guide dose selection in mouse studies, and the Abstract says preliminary clinical results supported the preclinical findings. Neither passage establishes that previous treatment planning was based on both preclinical data and empirical clinical-trial results. (LLM, conf=0.78)

      Experimental — accuracy not yet measured
    • cites Shi et al., 2011 source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    Microarray analysis used a linear regression model with Limma and a significance threshold of Benjamini-Hochberg adjusted p < 0.01.

    “To analyze significant gene regulation, we applied a linear regression model with the Limma package (Ritchie et al., 2015). Gene expression values yi were modeled to be explained by time frames t (early, intermediate and late) and condition c (IL-6 and control). The significance threshold of Benjamini–Hochberg adjusted p < 0.01 was implemented.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Ritchie et al., 2015 source
  • May combine two claims.

    Findingown data

    After peaking, the phospho-STAT3 signal decreased in PHx and LPS treated livers and returned to levels close to baseline at 24 h.

    “After peaking, the phospho-STAT3 signal decreased likewise in PHx and LPS treated livers, and returned to levels close to baseline at 24 h.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Based on extensive experimental data, the mathematical model describes pathway activation and key target gene induction during regenerative and inflammatory conditions, as well as the impact of Ruxolitinib and Stattic.

    “Based on extensive experimental data, the mathematical model describes pathway activation and key target gene induction during regenerative and inflammatory conditions, as well as the impact of the pathway inhibitors Ruxolitinib and Stattic.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: Constant IL-6 concentrations and complete removal of ligand after stimulation pulses can be assumed in the model.
    • The authors state this as an assumption: Dephosphorylation of gp130 and JAK1 is coupled.
    • The authors state this as an assumption: The law of mass-action kinetics applies to the modeled reactions.
    • The authors state this as an assumption: Stattic inhibition is irreversible and its concentrations can be modeled as constant.
    • The authors state this as an assumption: A separate STAT3 dimerization step can be neglected because the oligomerization state of STAT3 was not assessed by experiments.
  • May combine two claims.

    Findingown data

    In PCA, samples were separated by time and condition, and biological duplicates clustered, indicating high reproducibility.

    “In the two most relevant PCs the samples were separated by time and by condition (control vs. hIL-6) and biological duplicates were clustered (Figure 2A) indicating high reproducibility.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The STAT3 signal detected after NaCl injection was out of range of the reference curve and corresponded to <0.1 ng/mL hIL-6.

    “The STAT3 signal detected after NaCl injection was out of range of our reference curve and corresponded to <0.1 ng/mL hIL-6 (Figure 1C).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Peak phospho-STAT3 levels were reached at 2 h following PHx and after 1 h following LPS injection.

    “Peak levels were reached at 2 h following PHx and even earlier, after 1 h following LPS injection.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    CRP displayed a similar expression pattern as Apcs.

    “Interestingly, the gene encoding the C reactive protein (CRP), displayed a similar expression pattern as Apcs.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    723, 779, and 694 genes were IL-6-regulated at early, intermediate, and late time points, respectively.

    “In total 1,728 genes were significantly regulated upon hIL-6 stimulation (Appendix Figure S1A), while 723, 779, and 694 genes were IL-6-regulated at early, intermediate, and late time points, respectively.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Sham surgery and NaCl injection caused serum IL-6 levels to increase only slightly; less than 0.4 ng/mL after sham surgery and <0.1 ng/mL after NaCl injection were measured.

    “Less than 0.4 ng/mL IL-6 after sham surgery and <0.1 ng/mL IL-6 after NaCl injection were measured.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Following the peak, IL-6 levels dropped quickly and returned to baseline levels at 8-24 h.

    “Following the peak, IL-6 levels dropped quickly and returned to baseline levels at 8–24 h.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    STAT3 activation was detectable from 2.5 ng/mL hIL-6, then steeply increased and quickly reached saturation at 25-50 ng/mL.

    “It was detectable from 2.5 ng/mL hIL-6 on, then steeply increased and quickly reached saturation at 25–50 ng/mL (Figure 1C).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    The corresponding mouse IL-6 concentrations were 1.8 and 50 ng/mL for PHx and LPS, respectively.

    “This corresponds to a mouse IL-6 concentration of 1.8 and 50 ng/mL, respectively (Figure 1D).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Cxcl10 responded at 25-50 ng/mL hIL-6 and did not reach saturation within the observed hIL-6 range.

    “The other early-induced gene Cxcl10 responded at 25–50 ng/mL hIL-6, and did not reach saturation within the observed hIL-6 range.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Export of phosphorylated STAT3 could be made arbitrarily small in identifiability analysis and was omitted from the final model.

    “However, based on identifiability analysis (see Appendix Figure S15), we found that export of phosphorylated STAT3 could be made arbitrarily small and was therefore omitted from the final model.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Socs3 expression at 1, 6, and 24 h was detectable from 1 ng/mL hIL-6, steadily increased, and reached saturation at 50 ng/mL hIL-6.

    “Socs3 expression at 1, 6, and 24 h was detectable from 1 ng/mL hIL-6, steadily increased, and reached saturation at 50 ng/mL hIL-6.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Inhibitor pre-treatment for 1 h caused reduced basal Socs3 mRNA and reduced sensitivity and peak magnitude of the dose-dependent Socs3 response upon IL-6 stimulation.

    “Inhibitor pre-treatment for 1 h caused a reduced basal level of Socs3 mRNA and a reduced sensitivity and peak magnitude of the dose-dependent Socs3 response upon IL-6 stimulation (Figure 5).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The crossing of heterozygous mKate2-STAT3 animals resulted in 66.8% WT and 33.2% heterozygous animals (n = 232), and heterozygous mice showed no phenotype concerning viability compared to WT.

    “The crossing of the heterozygous animals resulted in 66.8% WT and 33.2% heterozygous animals (n = 232) and these heterozygous mice showed no phenotype, also concerning viability in comparison to WT animals.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    mKate2-STAT3 is expressed at a slightly lower level than endogenous STAT3, but its phosphorylation dynamics correlate with endogenous STAT3 phosphorylation dynamics.

    “These studies showed that mKate2-STAT3 is expressed at a slightly lower level than the endogenous protein but the phosphorylation dynamics correlated with the phosphorylation dynamics of the endogenous STAT3.”
    Quote in the paperSubstantial claim
  • May combine two claims. The quote only partly states this claim.

    Findingown data

    All target genes showed sigmoidal dose response curves and saturation at high IL-6 concentrations (100-500 ng/mL).

    “All showed sigmoidal dose response curves and saturation at high IL-6 concentrations (100–500 ng/mL).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    For the APP genes, Cxcl10 had the shortest delay, followed by Fgg; the other APP genes exhibited slower dynamics.

    “For the APP genes, Cxcl10 had the shortest delay, followed by Fgg. The other APP genes exhibited slower dynamics (see Appendix Figure S24).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Microarray analysis identified Socs3 to critically contribute to overall regulation and to be significantly IL-6-induced at all time points.

    “This is consistent with our microarray analysis, which identified Socs3 to critically contribute to overall regulation (Figure 2B) and to be significantly IL-6-induced at all time points (Figure 2C).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Fgg, Hamp, Il33, Apcs, Hp, and Hpx mRNAs were induced from 1 to 10 ng/mL hIL-6, with sensitivities similar to Socs3.

    “In contrast, the sensitivities of intermediate and late APP genes were similar to that of Socs3—Fgg, Hamp, Il33, Apcs, Hp, and Hpx mRNAs were induced from 1 to 10 ng/mL hIL-6.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    After peak, Socs3 mRNA levels declined but stayed elevated throughout the observed time frame.

    “Afterwards, Socs3 mRNA levels declined, but stayed elevated throughout the observed time frame.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Socs3, Cxcl10, Fgg, Il33, Hp, and Hpx required an explicit delay in the model to describe the available data, while Apcs and Hamp did not.

    “Based on repeated profile likelihood analysis, we concluded that Socs3, Cxcl10, Fgg, Il33, Hp, and Hpx required an explicit delay in the model to describe the available data, while Apcs and Hamp did not.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: Constant IL-6 concentrations and complete removal of ligand after stimulation pulses can be assumed in the model.
    • The authors state this as an assumption: Dephosphorylation of gp130 and JAK1 is coupled.
    • The authors state this as an assumption: The law of mass-action kinetics applies to the modeled reactions.
    • The authors state this as an assumption: Stattic inhibition is irreversible and its concentrations can be modeled as constant.
    • The authors state this as an assumption: A separate STAT3 dimerization step can be neglected because the oligomerization state of STAT3 was not assessed by experiments.
  • May combine two claims.

    Findingown data

    IL-6 treatment rescued the decrease and caused elevated Apcs expression at 24 h relative to untreated cells.

    “IL-6 treatment rescued this decrease and caused elevated Apcs expression at 24 h relative to untreated cells (Figure 4 and Appendix Figure S10).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Fgg, Hamp, and Il33 were induced by IL-6 and clearly detectable from 3 to 6 h on.

    “The genes Fgg, Hamp, and Il33 were induced by IL-6 and were clearly detectable from 3 to 6 h on, as shown by qRT-PCR analysis.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Socs3 levels declined but stayed elevated up to 24 h.

    “Subsequently, its levels declined but stayed elevated up to 24 h.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The mathematical model quantitatively links IL-6 levels to JAK1-STAT3 signaling dynamics and gene expression, and describes the impact of Ruxolitinib and Stattic on STAT3 and its target gene activation.

    “We could quantitatively link these different levels by implementing a mathematical model, which not only described experimentally observed signaling dynamics, but also the impact of the pathway inhibitors Ruxolitinib and Stattic on STAT3 and its target gene activation.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    A very rapid induction of Il6 mRNA was detected in response to LPS injection, maximal after 1 h, coinciding with maximal STAT3 phosphorylation at 1 h post treatment.

    “On the contrary a very rapid induction of Il6 mRNA was detected particularly in response to LPS injection that was already maximal after 1 h of LPS injection (Appendix Figure S14) and coincided with maximal STAT3 phosphorylation observed at 1 h post treatment (Figure 1B).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The effect was most obvious for Socs3, and recognizable for all other genes, although error bars were partly overlapping for single and triple treatment.

    “The effect was most obvious for Socs3, and also recognizable for all other genes, although error bars were partly overlapping for single and triple treatment.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Comparing model predictions and experimental data for different Ruxolitinib regimens and IL-6 concentrations revealed good agreement; Ruxolitinib-mediated suppression of mKate2-STAT3 nuclear translocation was improved with triple treatment compared with single.

    “Comparing model predictions and experimental data for the different Ruxolitinib treatment regimens and IL-6 concentrations revealed good agreement between model and experiment (Figure 7D and Appendix Figure S6): Ruxolitinib-mediated suppression of mKate2-STAT3 nuclear translocation was improved when the triple treatment regime was applied, compared with single treatment.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Compared to single treatment, triple treatment induced a more sustained inhibitory effect, utilizing considerably lower doses for repetitive treatment after the initial bolus.

    “Compared to the single treatment (q24h), the triple treatment (q8h) induced a more sustained inhibitory effect, utilizing considerably lower doses for the repetitive treatment after the initial bolus.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Inhibiting production and activation of the receptor, inhibiting activation of STAT3, and reducing degradation of Socs3 mRNA are predicted to lead to additional attenuation of the APP response.

    “Here we can observe that inhibiting production and activation of the receptor, inhibiting the activation of STAT3 and reducing the degradation of Socs3 (mRNA) are all predicted to lead to additional attenuation of the APP response.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In primary mouse hepatocytes, Cxcl10 mRNA is selectively induced by inflammatory IL-6 concentrations, while all other analyzed target genes respond to both regenerative and inflammatory IL-6 stimuli.

    “Cxcl10 mRNA was selectively induced by inflammatory IL-6 concentrations, while all other analyzed target genes responded to both, regenerative and inflammatory IL-6 stimuli (Figure 5).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Principal component analysis showed first two principal components explained 68.1% of variance (PC1: 58.4%, PC2: 9.7%).

    “The first two principal components explained most of the variance in the data set (PC1: 58.4%, PC2: 9.7%, 68.1% in total).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    A certain amount of IL-6 is required for efficient immune defense and liver regeneration.

    “On the other hand, a certain amount of IL-6 is required for efficient immune defense (Kopf et al., 1994) and liver regeneration (Cressman et al., 1996; Sakamoto et al., 1999; Zimmers et al., 2003).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Kopf et al., 1994 source
    • cites Cressman et al., 1996; Sakamoto et al., 1999; Zimmers et al., 2003

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

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

    Premisecitation

    Increased IL-6 activity is associated with chronic inflammatory diseases including rheumatoid arthritis, multiple sclerosis, and Crohn's disease.

    “Increased activity of interleukin (IL)-6 has been associated with chronic inflammatory diseases including rheumatoid arthritis (Hirano et al., 1988), multiple sclerosis (Frei et al., 1991; Navikas et al., 1996), and Crohn's disease (Ito, 2003).”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Hirano et al., 1988 source
    • cites Frei et al., 1991; Navikas et al., 1996

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Ito, 2003 source
  • May combine two claims.

    Premisecitation

    In hepatocytes, IL-6 regulates acute phase protein production by activating the IL-6 receptor complex with gp130, and signals are transduced via JAK1 and STAT3.

    “Central target cells of IL-6 are hepatocytes, where IL-6 regulates the production of acute phase proteins (APPs) by first activating the IL-6 receptor complex with the signal-transducing subunit gp130. Signals are further transduced via janus kinase 1 (JAK1) and signal transducer and activator of transcription 3 (STAT3; Bode and Heinrich, 2001).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Bode and Heinrich, 2001

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

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

    Premisecitation

    Persistent inflammation can initiate or promote malignant progression, and a pro-tumorigenic role of IL-6 has been suggested.

    “Persistent inflammation can initiate or promote (Grivennikov and Karin, 2011) malignant progression and a pro-tumorigenic role of IL-6, which is elevated in many types of cancer, has been suggested (Heikkila et al., 2008).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Grivennikov and Karin, 2011 source
    • cites Heikkila et al., 2008 source
  • May combine two claims.

    Premisecitation

    Other cytokines OSM, IL-11, IL-10, and IL-22 also induce STAT3 phosphorylation and could contribute to regenerative and inflammatory signaling in the liver.

    “However, other cytokines such as Oncostatin-M (OSM), IL-11, IL-10, and IL-22, also induce STAT3 phosphorylation (see Nakamura et al., 2004; Sabat et al., 2010; Nishina et al., 2012; Rao et al., 2014) and therefore could contribute to the complex regenerative and inflammatory signaling in the liver.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Nakamura et al., 2004; Sabat et al., 2010; Nishina et al., 2012; Rao et al., 2014

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

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

    Premisecitation

    IL-22 is a mediator of cross-talk between immune cells and hepatocytes and contributes to efficient liver regeneration but potentially distinct from IL-6 primarily contributes to long-term recovery.

    “Together these studies suggest that IL-22 is a mediator of the cross-talk between immune cells and hepatocytes and contributes to efficient liver regeneration but potentially distinct from IL-6 primarily contributes to long-term recovery.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Kudira et al., 2016 source
    • cites Wallace and Subramaniam, 2015 source
  • May combine two claims.

    Premisecitation

    High IL-6 levels are frequently found and correlate with poor outcome in patients with sepsis.

    “High IL-6 levels are also frequently found and correlate with poor outcome in patients with sepsis, an acute systemic inflammatory response (Waage et al., 1989; Calandra et al., 1991; Damas et al., 1992; Norrby-Teglund et al., 1995).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Waage et al., 1989; Calandra et al., 1991; Damas et al., 1992; Norrby-Teglund et al., 1995

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

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

    Premisecitation

    Xu et al. predicted that IL-6 signaling could be best targeted at the receptor level, and that reduced inhibitor dose may be achievable by applying possible inhibitor combinations.

    “These studies predicted that IL-6 signaling could be best targeted at the receptor level, and that reduced inhibitor dose may be achievable by applying possible inhibitor combinations (Xu et al., 2015).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Xu et al., 2015

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

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

    Premisecitation

    Guidelines recommend a repetitive, constant dose of Ruxolitinib 10 mg twice daily for polycythemia vera or 20 mg twice daily for myelofibrosis.

    “According to the guidelines, the recommendation for Jakavi is a repetitive, constant dose of 10 mg twice daily (q12h) for polycythemia vera or 20 mg twice daily (q12h) for myelofibrosis (Rote, 2016).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Rote, 2016

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

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

    Premisecitation

    APPs fulfill beneficial roles in host defense and tissue repair.

    “Although, APPs fulfill beneficial roles in host defense and tissue repair (Bode et al., 2012), several adverse effects have been reported for different APPs.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Bode et al., 2012 source
  • May combine two claims.

    Study design and conductnone given

    Model parameters were estimated by a maximum likelihood approach, and identifiability of the dynamic model parameters was ensured by Profile Likelihood.

    “The mathematical model consists of coupled ordinary differential equations (ODE) and the model parameters were estimated by a maximum likelihood approach, whereas identifiability of the dynamic model parameters was ensured by the Profile Likelihood.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    ODE-based mathematical models are well-suited to study the dynamics of signal transduction and have enabled identification of therapeutic targets within signaling networks.

    “Mathematical models based on ordinary differential equations (ODEs) are well-suited to study the dynamics of signal transduction and have enabled the identification of therapeutic targets within signaling networks (Schoeberl et al., 2009; Raia et al., 2011).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Schoeberl et al., 2009; Raia et al., 2011

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisecitation

    Several ODE-based mathematical models of IL-6 signaling have been reported, but only Xu et al. tested potential effects of targeting selected pathway components on APP expression in silico.

    “Although several ODE-based mathematical models of IL-6 signaling have been reported to date (Singh et al., 2006; Moya et al., 2011; Dittrich et al., 2012), only with a recently described mathematical model (Xu et al., 2015) potential effects of targeting selected pathway components on APP expression were tested in silico.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Singh et al., 2006; Moya et al., 2011; Dittrich et al., 2012

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Xu et al., 2015

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

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

    Premisecitation

    Hepcidin contributes to the development of anemia under inflammatory conditions.

    “Hepcidin, for instance, a crucial regulator of iron homeostasis (Sakamori et al., 2010; Ganz and Nemeth, 2012), contributes to the development of anemia under inflammatory conditions (Weinstein et al., 2002; Kemna et al., 2005).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Weinstein et al., 2002; Kemna et al., 2005

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

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

    Premisecitation

    Elevated expression of fibrinogen is related to formation and progression of atherosclerotic plaques.

    “Elevated expression of fibrinogen was related to formation and progression of atherosclerotic plaques (Levenson et al., 1995)”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Levenson et al., 1995 source
  • May combine two claims.

    Interpretationcitation

    The model-based predictions reported by Xu et al. were not experimentally validated, limiting applicability to targeting IL-6 signaling in human disease.

    “However, the model-based predictions reported by Xu et al. were not experimentally validated, thus limiting applicability to targeting IL-6 signaling in human disease.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Xu et al., 2015

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

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

    Premisecitation

    Ruxolitinib is also tested for treatment of other malignancies and chronic inflammatory diseases such as rheumatoid arthritis.

    “Ruxolitinib is also tested for the treatment of other malignancies as well as chronic inflammatory diseases such as rheumatoid arthritis (Williams et al., 2008; Quintas-Cardama et al., 2011).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Williams et al., 2008; Quintas-Cardama et al., 2011

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisenone given

    Stattic targets the STAT3 SH2 domain, blocking receptor association and dimerization.

    “The STAT3 inhibitor Stattic, which is not approved for clinical applications, targets the STAT3 SH2 domain, thus blocking receptor association and dimerization.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductcitation

    Levels of phosphorylated and total protein species were measured by quantitative immunoblotting with randomized sample loading and normalization to housekeeping proteins or recombinant calibrator proteins.

    “The levels of phosphorylated and total protein species were measured by quantitative immunoblotting (Schilling et al., 2005a), including randomized sample loading and normalization to suitable housekeeping proteins or, in case proteins were enriched by immunoprecipitation, to recombinant calibrator proteins.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Schilling et al., 2005a

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Interpretationown data

    Because nuclear STAT3 dephosphorylation is so rapid that nuclear phosphorylated STAT3 exactly follows cytoplasmic phospho-STAT3 concentration, the model was reduced by one equation.

    “Since nuclear STAT3 dephosphorylation is so rapid that the level of nuclear phosphorylated STAT3 exactly follows the cytoplasmic concentration of phospho-STAT3, the model was reduced by one equation.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    SOCS3 inhibits the signaling pathway by increasing degradation of the receptor complex and inhibiting phosphorylation of STAT3 by the fully activated receptor complex.

    “SOCS3 inhibits the signaling pathway by increasing degradation of the receptor complex as well as inhibiting phosphorylation of STAT3 by the fully activated receptor complex (Starr et al., 1997; Babon et al., 2012; Kershaw et al., 2013).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Starr et al., 1997; Babon et al., 2012; Kershaw et al., 2013

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

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

    Premisecitation

    Hp and Hpx have previously been reported to be IL-6 responsive and STAT3-dependent.

    “The APP genes Hp and Hpx were not significantly regulated in our microarray analysis (Figure 2C), but have previously been reported to be IL-6 responsive and STAT3-dependent (Alonzi et al., 2001).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Alonzi et al., 2001 source
  • May combine two claims. The quote only partly states this claim.

    Study design and conductreasoning

    The model was calibrated in two stages: an upstream core model (receptor, STAT3 pools, SOCS3) calibrated on wild type and inhibitor data, and a downstream APP model parameterized separately with upstream parameters fixed.

    “To summarize, the model was calibrated in two stages. First the upstream model of IL-6 signaling was developed and calibrated. The upstream model also termed “core model” consists of the receptor level, the STAT3 pools and SOCS3 and is calibrated on both wild type as well as inhibitor data.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: None of the APP genes feed back into the system.
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    IL-6 has repeatedly been suggested to contribute to inflammatory or malignant diseases, and targeting this mediator needs careful evaluation to maintain beneficial regenerative functions.

    “While IL-6 has repeatedly been suggested to contribute to inflammatory or malignant diseases, targeting this central mediator needs to be carefully evaluated to maintain its beneficial regenerative functions (Hunter and Jones, 2015).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Hunter and Jones, 2015 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    CXCL10 is secreted by macrophages in an IL-6/STAT3-dependent manner.

    “CXCL10 was described previously to be secreted by macrophages in an IL-6/STAT3-dependent manner”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Xu et al., 2012, 2015

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisecitation

    The JAK-STAT pathway is relevant for IL-6-induced APP expression, whereas MAPK activation is dispensable.

    “we focused our model scope on the JAK-STAT pathway, which according to Dierssen et al. is relevant for IL-6-induced APP expression whereas MAPK activation is dispensable”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Dierssen et al., 2008 source
  • May combine two claims.

    Premisecitation

    The maximal tolerable dose of Ruxolitinib in healthy volunteers is 100 mg once daily, already inducing severe side effects such as neutropenia.

    “The maximal tolerable dose of Ruxolitinib in healthy volunteers was described to be 100 mg once daily, already inducing severe side effects as neutropenia (Shi et al., 2011).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Shi et al., 2011 source
  • May combine two claims.

    Interpretationown data

    LPS-induced IL-6 induction is more rapid and more than two orders of magnitude higher than IL-22 induction.

    “suggesting that the induction of IL-6 in response to LPS is more rapid and more than two orders of magnitude higher compared to IL-22”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductown data

    The initial dose of 500 nM Ruxolitinib was selected based on dose response experiments and closely relates to the determined IC50.

    “The initial dose of 500 nM Ruxolitinib was selected based on dose response experiments (Appendix Figures S70, S71) in primary mouse hepatocytes and closely relates to the determined IC50.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationcitation

    Because IL-6 appears to be the main inducer of STAT3 activation in hepatocytes, inferring IL-6 concentrations from STAT3 phosphorylation in whole liver lysates provides a good estimate of IL-6 concentrations in the hepatocyte microenvironment.

    “Because IL-6 appears to be the main inducer of STAT3 activation in hepatocytes (Cressman et al., 1996), the major hepatic cell type, this approach provides a good estimate of IL-6 concentrations in the hepatocytes' microenvironment.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Cressman et al., 1996 source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    The mathematical model is available to the community at the biomodels database and at www.data2dynamics.org.

    “The mathematical model is available to the community at the biomodels database as well as on www.data2dynamics.org.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Negligible accumulation of Ruxolitinib occurs after multiple doses, minimizing risk of potential side effects.

    “Shi et al. found negligible accumulation of Ruxolitinib after multiple doses, thus minimizing the risk of potential side effects.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Shi et al., 2011 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    PHx was performed based on the standardized procedure described by Mitchell and Willenbring (2008).

    “PHx was performed based on the standardized procedure described by Mitchell and Willenbring (2008).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Mitchell and Willenbring (2008) source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    All model parameters were estimated directly from experimental data using Maximum Likelihood Estimation.

    “All model parameters were estimated directly from the experimental data using Maximum Likelihood Estimation.”
    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

    For core model, 270 parameters (22 dynamic) were estimated on 2220 data points; for downstream, 471 additional parameters (29 dynamic) on 2288 data points.

    “For the core model, 270 parameters (of which 22 dynamic parameters) were estimated on a total of 2220 data points. For the downstream components, we estimated 471 additional parameters (of which 29 dynamic parameters) on a total of 2,288 data points.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    The study generated an extensive amount of experimental data using different technologies to assess dynamics of signal transduction and target gene expression.

    “For the presented study an extensive amount of experimental data was generated using different technologies ranging from quantitative immunoblotting, multiplexed bead-based arrays and quantitative mass spectrometry to qRT- PCR and microarray analysis in order to assess the dynamics of signal transduction and target gene expression.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductown data

    The mathematical model has high predictive power, confirmed by experimental validation of previously untested scenarios.

    “We established a mathematical representation of the signaling network and could confirm its high predictive power by experimentally validating previously untested scenarios.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Quality of cellular fractionation was checked by correct subcellular localization of marker proteins Sp1 (nuclear) and Eps15 (cytosolic).

    “Quality of fractionation was checked by correct subcellular localization of marker proteins Sp1 (nuclear; Santa Cruz Biotechnology, #sc-59) and Eps15 (cytosolic; Santa Cruz Biotechnology, #sc-534).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Ruxolitinib has rapid metabolism and a short half-life.

    “thus counteracting its rapid metabolism (Shilling et al., 2010) resulting in its short half-life (Shi et al., 2011).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Shilling et al., 2010 source
    • cites Shi et al., 2011 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    Ontology analysis used a model-based ontology analysis with Wiki Pathways and an enrichment threshold of probability of being regulated > 0.5.

    “Ontology analysis of the three response lists was performed using a model-based ontology analysis (http://nar.oxfordjournals.org/content/early/2010/02/19/nar.gkq045.full) using Wiki Pathways and implementing an enrichment threshold using pathways with a probability of being regulated > 0.5.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    Selectively reducing Socs3 mRNA degradation rate would benefit from synergistic effects between SOCS3 and Ruxolitinib.

    “One option would be to selectively reduce the Socs3 mRNA degradation rate to benefit from synergistic effects between the pathway's natural inhibitor SOCS3 and the drug Ruxolitinib.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    The mKate2-STAT3 knock-in reporter's expression mirrors endogenous STAT3 expression in different organs.

    “Since the fluorescently labeled STAT3 was created as knock-in into the endogenous STAT3 locus, its expression should mirror the expression of STAT3 in different organs.”
    Quote in the paperNot a substantial claim
94 of 94
  • The authors state this as an assumption.

    Constant IL-6 concentrations and complete removal of ligand after stimulation pulses can be assumed in the model.

    “Based on immunoassays of human IL-6 in mouse hepatocyte supernatants (Appendix Figure S2), constant IL-6 concentrations and complete removal of ligand after stimulation pulses were assumed.”
  • The authors state this as an assumption.

    Dephosphorylation of gp130 and JAK1 is coupled.

    “This simplification is based on the assumption that dephosphorylation of gp130 and JAK1 is coupled.”
  • The authors state this as an assumption.

    The law of mass-action kinetics applies to the modeled reactions.

    “Assuming the law of mass-action kinetics, we translated the previously established molecular interactions (Heinrich et al., 2003) in response to IL-6 into a set of ODEs.”
  • The authors state this as an assumption.

    Stattic inhibition is irreversible and its concentrations can be modeled as constant.

    “Considering that inhibition by Stattic is irreversible, its concentrations were modeled as constant.”
  • The authors state this as an assumption.

    A separate STAT3 dimerization step can be neglected because the oligomerization state of STAT3 was not assessed by experiments.

    “A separate dimerization step was neglected, because the oligomerization state of STAT3 was not assessed by experiments.”
  • The authors state this as an assumption.

    None of the APP genes feed back into the system.

    “Since none of the APP genes feed back into the system, these were parameterized separately to keep the analyses computationally tractable.”
  • The authors state this as an assumption.

    If APPs are considered very stable, protein levels are approximately proportional to the integral of APP gene expression.

    “If one considers the APPs to be very stable, then the protein levels will approximately be proportional to the integral of the expression of the APP genes.”
  • The paper relies on this without support.

    Higher doses of Ruxolitinib could have detrimental side-effects.

    “However, since higher doses of the inhibitor could have detrimental side-effects, we employed our mathematical model to design treatment schedules for Ruxolitinib where the concentration of Ruxolitinib in the system does not exceed a maximal dose.”
  • The authors state this as an assumption.

    The integral up to 24 h of APP mRNA levels in response to 100 ng/mL hIL-6 is a proxy for APP expression during inflammation.

    “As objective, the integral up to 24 h of the APP mRNA levels in response to 100 ng/mL hIL-6 was used as a proxy for APP expression during inflammation.”
  • The authors state this as an assumption.

    The potency of human IL-6 on human hepatocytes is comparable to that of mouse IL-6 on primary mouse hepatocytes.

    “To mimic the regenerative and inflammatory situation in the human system, 1.8 and 50 ng/mL hIL-6 were chosen to stimulate human hepatocytes, assuming that the potency of human IL-6 on human hepatocytes is comparable to that of mouse IL-6 on primary mouse hepatocytes and by utilizing the dose response curves shown in Figure 1D.”
  • The authors state this as an assumption.

    Average blood volume is 5 L per human body.

    “This amount corresponds to a concentration of 65 nM assuming an average blood volume of 5 L per human body.”
  • The paper relies on this without support.

    Nuclear translocation of STAT3 is a crucial aspect of signal transduction in response to IL-6 stimulation.

    “The nuclear translocation of STAT3 is a crucial aspect of signal transduction in response to IL-6 stimulation.”
12 of 12

Cites

Flagged first, then by citations

Research works printed but not linked: 3

  1. Bode, 2001, Interleukin-6 signalling during the acute phase response of the liver, 565
  2. Rote, 2016, Jakavi (R) [Package Insert]; Novartis Pharma GmbH
  3. Williams, 2008, A Randomized Placebo-Controlled Study of INCB018424, A Selective Janus kinase 1& 2 (JAK1 & 2) Inhibitor in Rheumatoid Arthritis (RA)

Cited by

Sorted by citations

Authors
Sobotta, S., Raue, A., Huang, X., Vanlier, J., Jünger, A., Bohl, S., Albrecht, U., Hahnel, M. J., Wolf, S., Mueller, N. S., D'Alessandro, L. A., Mueller-Bohl, S., Boehm, M. E., Lucarelli, P., Bonefas, S., Damm, G., Seehofer, D., Lehmann, W. D., Rose-John, S., van der Hoeven, F., Gretz, N., Theis, F. J., Ehlting, C., Bode, J. G., Timmer, J., Schilling, M., & Klingmüller, U.
Affiliations
  • German Cancer Research Center (DE)
  • Merrimack Pharmaceuticals (United States) (US)
  • University of Freiburg (DE)
  • Düsseldorf University Hospital (DE)
  • Helmholtz Munich (DE)
  • Leipzig University (DE)
  • Heidelberg University (DE)
Corresponding author
  • Timmer, Jens
  • Schilling, Marcel
  • Klingmüller, Ursula
Venue
Frontiers in Physiology
Published
2017-10-09
Volume
8
Pages
775-775
ISSN
1664-042X (ISSN-L)
OpenAlex
W2762851762
Cited by
28
References
127
Citations by year
2026: 5 · 2025: 5 · 2024: 3 · 2023: 3 · 2022: 2 · 2021: 2 · 2020: 2 · 2019: 6
FWCI
0.86
Type
journal article
Language
en
Open access
Licence
cc-by
Locations
  • Frontiers in Physiology (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • Open Repository and Bibliography (University of Luxembourg) (submittedVersion, cc-by-nc-sa)
  • Europe PMC (PubMed Central) (submittedVersion, cc-by)
  • PubMed Central (submittedVersion, cc-by)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
  • PuSH - Publication Server of Helmholtz Zentrum München (submittedVersion)
  • OPUS (Augsburg University) (submittedVersion, cc-by)
Funders
  • Bundesministerium für Bildung und Forschung (0315745, 0315766, 031L0042, 031L0048, 031L0074A, 031L0074B, 031A604A, 031A604B, 031A604C, 0316170B)
  • Deutsche Forschungsgemeinschaft (TRR179)
Topics
  • Health Sciences › Medicine › Oncology › Cytokine Signaling Pathways and Interactions
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gene Regulatory Network Analysis
  • Health Sciences › Medicine › Hepatology › Liver physiology and pathology
Keywords
IL-6 signaling, JAK1/STAT3 signaling, ruxolitinib, JAK inhibitors, hepatocytes, acute phase proteins, SOCS3, parameter identifiability, profile likelihood, dose optimization, repeated dosing, inflammation, systems biology

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 2026-10-23.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-23.

Cited sources are checked by gpt-6-sol.

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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