How can users' comments posted on social media videos be a source of effective tags?

This paper proposed a new approach for the extraction of tags from users' comments made about videos. In fact, videos on the social media, like Facebook and YouTube, are usually accompanied by comments where users may give opinions about things evoked in the video. The main challenge is how to extract relevant tags from them. To the best of the authors' knowledge, this is the first research work to present an approach to extract tags from comments posted about videos on the social media. We do not pretend that comments can be a perfect solution for tagging videos since we rather tried to investigate the reliability of comments to tag videos and we studied how they can serve as a source of tags. The proposed approach is based on filtering the comments to retain only the words that could be possible tags. We relied on the self-organizing map clustering considering that tags of a given video are semantically and contextually close. We tested our approach on the Google YouTube 8M dataset, and the achieved results show that we can rely on comments to extract tags. They could be also used to enrich and refine the existing uploaders' tags as a second area of application. This can mitigate the bias effect of the uploader's tags which are generally subjective.

Overexpression of GILZ in macrophages limits systemic inflammation while increasing bacterial clearance in sepsis in mice.

Studies support the beneficial effects of glucocorticoids (GCs) during septic shock, steering research toward the potential role of GC-induced proteins in controlling excessive inflammatory responses. GILZ is a glucocorticoid-induced protein involved in the anti-inflammatory effects of GCs. We investigated whether the overexpression of GILZ specifically limited to monocytes and macrophages (M/M) alone could control inflammation, thus improving the outcome of septic shock in animal models. We also monitored the expression of GILZ in M/M from septic mice and septic-shock patients. M/M from patients and septic mice displayed significantly lower expression of GILZ than those isolated from controls. Furthermore, transgenic mice (Tg-mice) experiencing sepsis, with increased expression of GILZ restricted to M/M, showed lower frequencies of inflammatory monocytes than their littermates and lower plasma levels of inflammatory cytokines. Tg-mice also had lower blood bacterial counts. We further established that the upregulation of GILZ in M/M enhanced their phagocytic capacity in in vivo assays. The increase of GILZ in M/M was also sufficient to improve the survival rates of septic mice. These results provide evidence for a central role of both GILZ and M/M in the pathophysiology of septic shock and a possible clue for the modulation of inflammation in this disease.

Glucocorticoid-Induced Leucine Zipper Protein Controls Macropinocytosis in Dendritic Cells.

Ag sampling is a key process in dendritic cell (DC) biology. DCs use constitutive macropinocytosis, receptor-mediated endocytosis, and phagocytosis to capture exogenous Ags for presentation to T cells. We investigated the mechanisms that regulate Ag uptake by DCs in the steady-state and after a short-term LPS exposure in vitro and in vivo. We show that the glucocorticoid-induced leucine zipper protein (GILZ), already known to regulate effector versus regulatory T cell activation by DCs, selectively limits macropinocytosis, but not receptor-mediated phagocytosis, in immature and recently activated DCs. In vivo, the GILZ-mediated inhibition of Ag uptake is restricted to the CD8α+ DC subset, which expresses the highest GILZ level among splenic DC subsets. In recently activated DCs, we further establish that GILZ limits p38 MAPK phosphorylation, providing a possible mechanism for GILZ-mediated macropinocytosis control. Finally, our results demonstrate that the modulation of Ag uptake by GILZ does not result in altered Ag presentation to CD4 T cells but impacts the efficiency of cross-presentation to CD8 T cells. Altogether, our results identify GILZ as an endogenous inhibitor of macropinocytosis in DCs, the action of which contributes to the fine-tuning of Ag cross-presentation.

Glucocorticoid-induced leucine zipper enhanced expression in dendritic cells is sufficient to drive regulatory T cells expansion in vivo.

Tolerance induction by dendritic cells (DCs) is, in part, mediated by the activation of regulatory T cells (Tregs). We have previously shown in vitro that human DCs treated with glucocorticoids (GCs), IL-10, or TGF-ß upregulate the GC-Induced Leucine Zipper protein (GILZ). GILZ overexpression promotes DC differentiation into regulatory cells that generate IL-10-producing Ag-specific Tregs. To investigate whether these observations extend in vivo, we have generated CD11c-GILZ(hi) transgenic mice. DCs from these mice constitutively overexpress GILZ to levels observed in GC-treated wild-type DCs. In this article, we establish that GILZ(hi) DCs display an accumulation of Foxp3(+) Tregs in the spleens of young CD11c-GILZ(hi) mice. In addition, we show that GILZ(hi) DCs strongly increase the Treg pool in central and peripheral lymphoid organs of aged animals. Upon adoptive transfer to wild-type recipient mice, OVA-loaded GILZ(hi) bone marrow-derived DCs induce a reduced activation and proliferation of OVA-specific T cells as compared with control bone marrow-derived DCs, associated with an expansion of thymus-derived CD25(+)Foxp3(+) CD4 T cells. Transferred OVA-loaded GILZ(hi) DCs produce significantly higher levels of IL-10 and express reduced levels of MHC class II molecules as compared with OVA-loaded control DCs, emphasizing the regulatory phenotype of GILZ(hi) DCs in vivo. Thus, our work demonstrates in vivo that the GILZ overexpression alone is sufficient to promote a tolerogenic mode of function in DCs.