106 research outputs found
FontCLIP: A Semantic Typography Visual-Language Model for Multilingual Font Applications
Acquiring the desired font for various design tasks can be challenging and
requires professional typographic knowledge. While previous font retrieval or
generation works have alleviated some of these difficulties, they often lack
support for multiple languages and semantic attributes beyond the training data
domains. To solve this problem, we present FontCLIP: a model that connects the
semantic understanding of a large vision-language model with typographical
knowledge. We integrate typography-specific knowledge into the comprehensive
vision-language knowledge of a pretrained CLIP model through a novel finetuning
approach. We propose to use a compound descriptive prompt that encapsulates
adaptively sampled attributes from a font attribute dataset focusing on Roman
alphabet characters. FontCLIP's semantic typographic latent space demonstrates
two unprecedented generalization abilities. First, FontCLIP generalizes to
different languages including Chinese, Japanese, and Korean (CJK), capturing
the typographical features of fonts across different languages, even though it
was only finetuned using fonts of Roman characters. Second, FontCLIP can
recognize the semantic attributes that are not presented in the training data.
FontCLIP's dual-modality and generalization abilities enable multilingual and
cross-lingual font retrieval and letter shape optimization, reducing the burden
of obtaining desired fonts.Comment: 11 pages. Eurographics 2024.
https://yukistavailable.github.io/fontclip.github.io
Interplay between transglutaminases and heparan sulphate in progressive renal scarring
Transglutaminase-2 (TG2) is a new anti-fibrotic target for chronic kidney disease, for its role in altering the extracellular homeostatic balance leading to excessive build-up of matrix in kidney. However, there is no confirmation that TG2 is the only transglutaminase involved, neither there are strategies to control its action specifically over that of the conserved family-members. In this study, we have profiled transglutaminase isozymes in the rat subtotal nephrectomy (SNx) model of progressive renal scarring. All transglutaminases increased post-SNx peaking at loss of renal function but TG2 was the predominant enzyme. Upon SNx, extracellular TG2 deposited in the tubulointerstitium and peri-glomerulus via binding to heparan sulphate (HS) chains of proteoglycans and co-associated with syndecan-4. Extracellular TG2 was sufficient to activate transforming growth factor-β1 in tubular epithelial cells, and this process occurred in a HS-dependent way, in keeping with TG2-affinity for HS. Analysis of heparin binding of the main transglutaminases revealed that although the interaction between TG1 and HS is strong, the conformational heparin binding site of TG2 is not conserved, suggesting that TG2 has a unique interaction with HS within the family. Our data provides a rationale for a novel anti-fibrotic strategy specifically targeting the conformation-dependent TG2-epitope interacting with HS
A Positive Feedback Synapse from Retinal Horizontal Cells to Cone Photoreceptors
Cone photoreceptors and horizontal cells (HCs) have a reciprocal synapse that
underlies lateral inhibition and establishes the antagonistic center-surround
organization of the visual system. Cones transmit to HCs through an excitatory
synapse and HCs feed back to cones through an inhibitory synapse. Here we report
that HCs also transmit to cone terminals a positive feedback signal that
elevates intracellular Ca2+ and accelerates neurotransmitter
release. Positive and negative feedback are both initiated by AMPA receptors on
HCs, but positive feedback appears to be mediated by a change in HC
Ca2+, whereas negative feedback is mediated by a change in
HC membrane potential. Local uncaging of AMPA receptor agonists suggests that
positive feedback is spatially constrained to active HC-cone synapses, whereas
the negative feedback signal spreads through HCs to affect release from
surrounding cones. By locally offsetting the effects of negative feedback,
positive feedback may amplify photoreceptor synaptic release without sacrificing
HC-mediated contrast enhancement
Differential roles of epigenetic changes and Foxp3 expression in regulatory T cell-specific transcriptional regulation
Naturally occurring regulatory T (Treg) cells, which specifically express the transcription factor forkhead box P3 (Foxp3), are engaged in the maintenance of immunological self-tolerance and homeostasis. By transcriptional start site cluster analysis, we assessed here how genome-wide patterns of DNA methylation or Foxp3 binding sites were associated with Treg-specific gene expression. We found that Treg-specific DNA hypomethylated regions were closely associated with Treg up-regulated transcriptional start site clusters, whereas Foxp3 binding regions had no significant correlation with either up- or down-regulated clusters in nonactivated Treg cells. However, in activated Treg cells, Foxp3 binding regions showed a strong correlation with down-regulated clusters. In accordance with these findings, the above two features of activation-dependent gene regulation in Treg cells tend to occur at different locations in the genome. The results collectively indicate that Treg-specific DNA hypomethylation is instrumental in gene up-regulation in steady state Treg cells, whereas Foxp3 down-regulates the expression of its target genes in activated Treg cells. Thus, the two events seem to play distinct but complementary roles in Treg-specific gene expression
- …