CellSwarm: LLM-Driven Cell Agents Recapitulate Tumor Microenvironment Dynamics and Sense Indirect Genetic Perturbations

The paper introduces CELLSWARM, a novel framework that replaces traditional hand-coded rules with LLM-driven autonomous cell agents to accurately recapitulate tumor microenvironment dynamics while uniquely enabling cross-cancer generalization, clinical treatment response prediction, and the detection of indirect genetic perturbations.

Meng, X., Wang, T., Dong, Z. + 3 more2026-02-26📄 systems biology

A Fine-Tuned Phosphatidylinositol Profile Contributes to Colonocyte Differentiation and Malignization: Evidence From Integrated Omics

By integrating transcriptomic and lipidomic data, this study reveals that a specific phosphatidylinositol profile driven by arachidonic acid metabolism is essential for healthy colonocyte differentiation, while its disruption and the resulting shift toward monounsaturated fatty acid species in tumors highlight a critical mechanism underlying colon cancer malignization.

Maimo-Barcelo, A., Bestard-Escalas, J., Perez-Romero, K. + 11 more2026-02-22📄 systems biology

Flow constraints at infection site shape multiplication-dissemination trade-offs and opposite regulatory programs of Xanthomonas and Ralstonia xylem pathogens

This study demonstrates that the distinct infection sites of two xylem-colonizing pathogens, *Xanthomonas campestris* and *Ralstonia solanacearum*, expose them to different xylem sap flow constraints, driving the evolution of opposite regulatory programs that optimize trade-offs between multiplication and dissemination to ensure successful host colonization.

Caddeo, A., BARRET, M., PEYRAUD, R.2026-02-20📄 systems biology

Acute Smurf mortality and inter-phase dependence in Drosophila and mice identified through comprehensive modelling and statistical analysis of two-phase ageing

This study establishes a rigorous statistical framework for a two-phase ageing model using longitudinal data from Drosophila and mice, revealing that the transition to the frail "Smurf" state is governed by an exponentially increasing hazard rate followed by a distinct period of high early mortality and a subtle negative dependence on prior non-Smurf lifespan.

Breuil, L., Doumic, M., Kaakaï, S. + 1 more2026-02-20📄 systems biology

Multi-Omics Mapping of Human Kidney Reveals Complement-Mediated Cellular Dynamics During Progression of Focal Segmental Glomerulosclerosis

By integrating multi-omics approaches on human kidney biopsies, this study elucidates how complement-mediated dysregulation in podocytes and parietal epithelial cells drives glomerular injury and fibrosis in focal segmental glomerulosclerosis, revealing potential targets for stage-specific interventions.

Hayashi, S., Takeuchi, M., Nakano, T. + 12 more2026-02-20📄 systems biology

Single-phage profiling illuminates viral individuality during cell fate determination

Using parallel sequential fluorescence in situ hybridization (par-seqFISH) to profile individual bacteriophage lambda transcripts within infected *E. coli*, this study reveals that while lysogenic fate requires consensus activity among all coinfecting phages, lytic cells can harbor individual phages exhibiting lysogenic activity, thereby demonstrating how whole-cell fate decisions emerge from the stochastic and heterogeneous behavior of distinct viral genomes.

Homaee, E., Zhu, W., Yao, T. + 1 more2026-02-20📄 systems biology

Longitudinal dynamics of organ-specific proteomic aging clocks over a decade of midlife

This study analyzes a decade of longitudinal proteomic data from middle-aged adults to demonstrate that organ-specific aging clocks are stable, dynamic indicators that track subclinical risk factors, reveal the central role of immune and adipose systems, and reflect the profound impact of menopause and medication on multi-organ aging trajectories.

Neirynck, R. E., Chirinos, J. A., Van Damme, M. + 5 more2026-02-18📄 systems biology

Mapping regulatory networks underlying Leishmania stage differentiation reveals an essential role for protein degradation in parasite development

Through a five-layer integrative systems analysis, this study reveals that *Leishmania* stage differentiation is governed primarily by post-transcriptional mechanisms, specifically highlighting the essential role of differential protein degradation and translation regulation in driving parasite development despite constitutive gene transcription.

Pescher, P., Douche, T., Giai Gianetto, Q. + 13 more2026-02-16📄 systems biology

Spatially Resolved Reaction-Diffusion Modeling Reveals Effects of Intracellular Spatial Heterogeneity on Yeast Galactose Network Dynamics

By developing spatially resolved models of the yeast galactose switch that integrate experimentally derived intracellular architectures, this study demonstrates that accounting for 3D cellular organization and local reaction rules—particularly ER-associated translation—significantly alters regulatory predictions compared to traditional well-mixed assumptions.

Wu, T., Spindler, M.-C., Apsley, A. + 4 more2026-02-16📄 systems biology

Agent-Based Model Replication of Global Treadmilling and Competition in the Actin Polymerization System

This paper presents a NetLogo-based agent-based model that successfully replicates the key phases of actin polymerization, including global treadmilling and the competition between nucleation and elongation, demonstrating its utility as a tool for simulating complex molecular mechanisms through parameter manipulation.

Tarantino, R., Contino, S., Gugliotta, L. + 4 more2026-02-16📄 systems biology

Integrating AI and causal genetics to prioritize therapeutic targets for aging and age-related diseases

This study presents an AI-driven, multi-omic framework that integrates large-scale datasets and causal genetic analyses to identify 29 high-confidence and 16 novel therapeutic targets shared between aging and 12 age-related diseases, highlighting convergent inflammatory pathways and specific genes like IL6R as promising candidates for drug repurposing.

Leung, G. H. D., Chen, J., Ergun, I. A. + 5 more2026-02-16📄 systems biology