Back to search

Article

IMMUNIA: A Multi-LLM Reasoning Agent for Immunoregulatory Surfaceome Discovery

2025-11-04

Abstract excerpt

<h4>ABSTRACT</h4> Biomarker discovery for immunotherapy often requires reasoning across complex immune contexts. We present IMMUNIA, a multi-large-language-model (multi-LLM) reasoning agent designed to identify immunoregulatory surfaceome genes through interpretable, biologically grounded analysis. The term IMMUNIA originates from the fusion of Immune and Noeia (the Greek concept of perception and understanding),...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work
7c7677eb-3773-5ada-b60a-94a70b45e320
DOI
10.1101/2025.11.02.686138
Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest
Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
IMMUNIA: A Multi-LLM Reasoning Agent for Immunoregulatory Surfaceome DiscoveryDOI 10.1101/2025.11.02.686138
A Systematic Multi-LLM AI Framework for Immunotherapy Biomarker Discovery and Target IdentificationSemantic proximity
immuneKG: An Immune-Cell-Aware Knowledge Graph Framework for Target Discovery in Immune-Mediated DiseasesSemantic proximity
Generalizable AI predicts immunotherapy outcomes across cancers and treatmentsSemantic proximity
Explainable artificial intelligence for multi-modal cancer analysis: From genomics to immunologySemantic proximity
ORION: An agentic reasoning construct for the analysis of complex human immune profilingSemantic proximity
From Clinical Question to Testable Hypothesis: Using AI Co-Scientist to Identify Repurposable Drugs for Alpha-Gal SyndromeSemantic proximity
A ML-framework for the discovery of next-generation IBD targets using a harmonized single-cell atlas of patient tissueSemantic proximity
Autonomous multimodal agents enable transparent, spatiotemporal reconstruction of immune dynamics in pancreatic cancer progressionSemantic proximity
“MyeGPT: an AI agent for Multiple Myeloma”Semantic proximity
HistAgent: an evidence-grounded agent for spatial molecular reasoning from routine histologySemantic proximity
Cancer vs. Conversational Artificial IntelligenceSemantic proximity
Literature-scaled immunological gene set annotation using AI-powered immune cell knowledge graph (ICKG)Semantic proximity
Select a neighboring publication to make it the new centre.