The Toll-like receptors (TLRs), 13 types known to-date, are a major class of transmembrane proteins of the mammalian innate immune system (). They are known to detect diverse pathogen-associated molecular patterns of microorganisms, and trigger specialized sets of signal transduction cascades that neutralize any danger posed to the host by the intruders. The major adaptors that bind to the intracellular domain of TLR to activate the proinflammatory response are the myeloid differentiation primary response (MyD) 88 and TIR-domain-containing adapter-inducing interferon-β (TRIF). Together, MyD88 and TRIF lead to the expression of numerous cytokines, such as TNF-α, IL-1β, IL-6, IP-10, IFN-γ, etc., through transcriptional factors NF-κβ, AP-1, and IRF-3 activation (Figure 1A).
Figure 1
In a September 2013 issue of the journal Science, Hagar et al. (
To share our thoughts, here we summarize our previous work on high throughput LPS response in macrophages (
We mainly adopted the statistical Pearson correlation analysis, which is widely used to observe global patterns in complex systems such as the weather (
From the correlation plots, we surprisingly observed that DKO auto-correlations were similar to single KOs on the temporal scale (Figure 1B). In short, this is an indication that LPS is able to invoke gradual intracellular response independent of the key adaptor molecules MyD88 and TRIF, as seen by the monotonic deviation of correlation coefficient from unity. Nevertheless, the cross-correlations showed that DKO response, compared with wildtype, is the least similar (Figure 1C). This result indicated that although DKO showed gene expression response to LPS, its effect is the least among the four genotypes.
To confirm whether DKO induces genome response, we, subsequently, compared correlation coefficients of whole genome with an ensemble comprising of 157 well-known proinflammatory genes (Figures 1D,E). Notably, for the selected group of proinflammatory genes, the auto-correlation for DKO was almost unchanged with time, indicating their nullified response in DKO, consistent with other studies (
Statements
Acknowledgments
The authors thank M. Tsuchiya, S. Akira, K. Hayashi, M. Tomita, and A. Giuliani for collaborations related to the cited work, and Tsuruoka city, Yamagata Prefecture for financial support. Kumar Selvarajoo wishes to acknowledge the JSPS Grants-in-Aid for Scientific Research J13108.
References
1
SelvarajooK. Immuno Systems Biology: A Macroscopic Approach for Immune Cell Signaling. New York: Springer (2013). 146 p.
2
TsuchiyaMPirasVChoiSAkiraSTomitaMGiulianiAet alEmergent genome-wide control in wildtype and genetically mutated lipopolysaccharides-stimulated macrophages. PLoS One (2009) 4:e4905.10.1371/journal.pone.0004905
3
HagarJAPowellDAAachouiYErnstRKMiaoEA. Cytoplasmic LPS activates caspase-11: implications in TLR4-independent endotoxic shock. Science (2013) 341:1250–3.10.1126/science.1240988
4
KayagakiNWongMTStoweIBRamaniSRGonzalezLCAkashi-TakamuraSet alNoncanonical inflammasome activation by intracellular LPS independent of TLR4. Science (2013) 341:1246–9.10.1126/science.1240248
5
KawaiTAdachiOOgawaTTakedaKAkiraS. Unresponsiveness of MyD88-deficient mice to endotoxin. Immunity (1999) 11:115–22.10.1016/S1074-7613(00)80086-2
6
YamamotoMSatoSHemmiHHoshinoKKaishoTSanjoHet alRole of adaptor TRIF in the MyD88-independent Toll-like receptor signaling pathway. Science (2003) 301:640–3.10.1126/science.1087262
7
TsuchiyaMSelvarajooKPirasVTomitaMGiulianiA. Local and global responses in complex gene regulation networks. Physica A (2009) 388:1738–46.10.1016/j.physa.2008.12.030
8
StewartTR. A decomposition of the correlation coefficient and its use in analyzing forecasting skill. Weather Forecast (1990) 5:661–6.10.1175/1520-0434(1990)005<0661:ADOTCC>2.0.CO;2
9
LoAWMacKinlayAC. Stock market prices do not follow random walks: evidence from a simple specification test. Rev Financ Stud (1988) 1:41–66.10.1093/rfs/1.1.41
10
AmatiLGuidorziCFronteraFDella ValleKFinelliFLandiRet alMeasuring the cosmological parameters with the Ep, i-Eiso correlation of Gamma-Ray Bursts. Mon Not R Astron Soc (2008) 391:577–84.10.1111/j.1365-2966.2008.13943.x
11
HirotaniTYamamotoMKumagaiYUematsuSKawaseITakeuchiOet alRegulation of lipopolysaccharide-inducible genes by MyD88 and Toll/IL-1 domain containing adaptor inducing IFN-beta. Biochem Biophys Res Commun (2005) 328:383–92.10.1016/j.bbrc.2004.12.184
Summary
Keywords
Toll-like receptors, macrophages, innate immunity, Pearson correlation, gene expression
Citation
Piras V and Selvarajoo K (2014) Beyond MyD88 and TRIF Pathways in Toll-Like Receptor Signaling. Front. Immunol. 5:70. doi: 10.3389/fimmu.2014.00070
Received
05 February 2014
Accepted
08 February 2014
Published
24 February 2014
Volume
5 - 2014
Edited and reviewed by
Fabrizio Mattei, Istituto Superiore di Sanità , Italy
Copyright
© 2014 Piras and Selvarajoo.
This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: kumar@ttck.keio.ac.jp
This article was submitted to Molecular Innate Immunity, a section of the journal Frontiers in Immunology.
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