#1 · Systems biology
Constraints and cross-feeding shape inferred metabolic fluxes and microbial niches
The dominant thread is inference of metabolic behavior from indirect or heterogeneous data under explicit constraints. Teraflux estimates transcriptome-specific fluxes free of thermodynamically infeasible cycles by maximizing expression-weighted Shannon entropy. A nonlinear growth balance analysis of coarse-grained microbial models quantifies growth costs of suboptimal protein allocation, including enzyme saturation. A consumer-resource model shows that cross-feeding network architecture reshapes microbial diversity under growth-inhibiting stress, and global metagenomes combined with metabolic models define marine heterotroph niches by function rather than taxonomy. A reaction-diffusion study of energy gradients addresses pre-cellular chemical organization and sits at the periphery of this thread. What is new is the combination of thermodynamic feasibility, network structure and function-based niche definition as routes to predicting metabolic state at cellular and community scales.
Published papers
Multilabel prediction of virus target proteins via multimodal graph representation learning.
MultiVTP: a multilabel graph-learning framework with multimodal features and a graph transformer predicts host virus target proteins, outperforming baselines…
Preprints
ViroBench: Benchmarking Nucleotide Foundation Models on Viral Genomics Tasks
ViroBench is a large-scale benchmark evaluating 66 nucleotide foundation models on viral genomics tasks across biological understanding and latent biosecurity…
TRACE: a graph-based workflow for TCR-epitope prioritization and tumor-reactive T-cell identification
DUET, a heterogeneous graph-attention workflow, jointly prioritizes TCR-epitope pairs and identifies tumor-reactive T cells from scRNA-seq, outperforming…
Predicting host-pathogen interactions using a proteome-scale language model
ProteomeLM-HPI adapts a proteome-scale language model via LoRA to predict cross-species host-pathogen interactions, with a strict pathogen-level hold-out…
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