Biology subjects

Horai, R.

Publications and source records attributed to Horai, R..

3 recordsLinked to original sources

bioRxiv2025

IAN: An Intelligent System for Omics Data Analysis and Discovery

IAN is an R package that addresses the challenge of integrating, analyzing and interpreting high-throughput "omics" data, using a multi-agent artificial intelligence (AI) system. IAN leverages popular pathway and regulatory datasets (KEGG, WikiPathways, Reactome, GO, ChEA) and the STRING database for protein-protein interactions to perform standard enrichment analysis. The individual enrichment results are then used to generate insightful summaries, for each of the datasets, using a large language model (LLM) through a multi-agent architecture. These summaries are then contextually integrated and interpreted by the LLM, guided by carefully engineered prompts and grounding instructions, to provide insightful explanations, system overview, key regulators, novel observations etc. We demonstrate IANs potential to facilitate biological discovery from complex omics data, by reanalyzing two already published data and evaluating the results. We also show remarkable performance of IAN, in terms of avoiding hallucination. IAN package, along with installation instructions and example usage, is available on https://github.com/NIH-NEI/IAN.

bioinformatics↗

bioRxiv2025

Ocular immune privilege in action: the living eye imposes unique regulatory and anergic gene signatures on uveitogenic T cells

Despite ocular immune privilege, circulating retina-specific T cells can trigger autoimmune uveitis, yet intraocular bleeding--a relatively common event--rarely leads to disease. Using an in vivo immune privilege model, we previously reported that all naive retina-specific T cells entering the eye become primed in situ; about Ob% become FoxpO+ T-regulatory cells (Tregs), while the rest fail to induce pathology. Here, single-cell transcriptomics and functional validation revealed distinct phenotypes in both populations: ocular Tregs were highly suppressive, whereas non-Tregs expressed suppression- and anergy-associated genes and lacked regulatory function. Trajectory analyses suggested that Tregs and anergic cells arise from a common proliferative precursor in parallel, rather than sequentially. Our data indicate a key checkpoint governing the divergence of anergic and regulatory fates. These findings provide molecular-level insights into ocular immune privilege and may inform strategies to silence autoimmune effector cells or reverse T cell unresponsiveness in cancer, vaccination, or chronic infection. O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=160 SRC="FIGDIR/small/640701v1_ufig1.gif" ALT="Figure 1"> View larger version (41K): org.highwire.dtl.DTLVardef@1e13f5org.highwire.dtl.DTLVardef@b065feorg.highwire.dtl.DTLVardef@f83014org.highwire.dtl.DTLVardef@1ca8f0_HPS_FORMAT_FIGEXP M_FIG C_FIG HighlightsO_LIEye-primed retina-specific T cells develop distinct tolerance-associated phenotypes. C_LIO_LIEye-induced anergic T cells remain hyporesponsive to antigen re-stimulation. C_LIO_LIRegulatory and anergic T cells differentiate in parallel from a common precursor. C_LIO_LIInduction of T cell anergy is a novel feature of ocular immune privilege. C_LI

immunology↗

bioRxiv2024

TLR2 Supports γδ T cell IL-17A Response to ocular surface commensals by Metabolic Reprogramming

The ocular surface is a mucosal barrier tissue colonized by commensal microbes, which tune local immunity by eliciting IL-17 from conjunctival {gamma}{delta} T cells to prevent pathogenic infection. The commensal Corynebacterium mastitidis (C. mast) elicits protective IL-17 responses from conjunctival V{gamma}4 T cells through a combination of {gamma}{delta} TCR ligation and IL-1 signaling. Here, we identify V{gamma}6 T cells as a major C. mast-responsive subset in the conjunctiva and uncover its unique activation requirements. We demonstrate that V{gamma}6 cells require not only extrinsic (via dendritic cells) but also intrinsic TLR2 stimulation for optimal IL-17A response. Mechanistically, intrinsic TLR2 signaling was associated with epigenetic changes and enhanced expression of genes responsible for metabolic shift to fatty acid oxidation to support Il17a transcription. We identify one key transcription factor, I{kappa}B{zeta}, which is upregulated by TLR2 stimulation and is essential for this program. Our study highlights the importance of intrinsic TLR2 signaling in driving metabolic reprogramming and production of IL-17A in microbiome-specific mucosal {gamma}{delta} T cells. SummaryOcular commensal Corynebacterium mastitidis (C. mast) induces IL-17 responses from {gamma}{delta} T cells by activating TLR2 signaling. {gamma}{delta} T cell-intrinsic TLR2 stimulation can increase Il17a transcription and promote fatty acid oxidation, favoring {gamma}{delta} T cell IL-17A responses. Highlights(1) V{gamma}6 T cells are a major C. mast-responsive subset in the conjunctiva (2) TLR2-deficient mice exhibit reduced {gamma}{delta} T cell responses to ocular commensal bacteria. (3) {gamma}{delta} T cell-intrinsic TLR2 deficiency causes defects of fatty acid oxidation and IL-17A production in a {gamma}{delta} subset-specific manner. (4) The transcription factor, I{kappa}B{zeta} is upregulated by TLR2 stimulation and supports {gamma}{delta} IL-17A production through fatty acid oxidation. O_FIG O_LINKSMALLFIG WIDTH=178 HEIGHT=200 SRC="FIGDIR/small/587519v2_ufig1.gif" ALT="Figure 1"> View larger version (44K): org.highwire.dtl.DTLVardef@1d1ba87org.highwire.dtl.DTLVardef@2d17d9org.highwire.dtl.DTLVardef@78e846org.highwire.dtl.DTLVardef@1d96dc2_HPS_FORMAT_FIGEXP M_FIG C_FIG

immunology↗