ReviewWiley interdisciplinary reviews. Systems biology and medicine
Network representations of immune system complexity.
Review in Wiley interdisciplinary reviews. Systems biology and medicine. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 50 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
50 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Current trends in cancer immunotherapy: a literature-mining analysis.Cancer immunology, immunotherapy : CII · 2020Pooled it
- Network Rewiring in the Aging Immune System: From Chronic Inflammation to Age-Related Pathologies.Cells · 2026Review
- Reframing brain aging: neuroinflammation as an interconnected network process.Frontiers in aging · 2026Review
- Spatial Modularity of Innate Immune Networks Across Bactrian Camel Tissues.Animals : an open access journal from MDPI · 2025Article
- Orthogonalized human protease control of secreted signals.Nature chemical biology · 2025Article
- If things were simple, word would have gotten around. Can complexity science help us improve pediatric research?Pediatric research · 2025Review
- InTiCAR: Network-based identification of significant inter-tissue communicators for autoimmune diseases.Computational and structural biotechnology journal · 2025Article
- Use of regulatory cells for achieving functional tolerance of pig heart xenotransplants in humans: a literature review.Frontiers in immunology · 2025Review
- Leukocyte dynamics inFrontiers in immunology · 2025Article
- Distinct network patterns emerge from Cartesian and XOR epistasis models: a comparative network science analysis.BioData mining · 2024Article
- Path planning and engineering problems of 3D UAV based on adaptive coati optimization algorithm.Scientific reports · 2024Article
- Redefining Roles: A Paradigm Shift in Tryptophan-Kynurenine Metabolism for Innovative Clinical Applications.International journal of molecular sciences · 2024Review
- Orthogonalized human protease control of secreted signals.bioRxiv : the preprint server for biology · 2024Article
- Distinct Network Patterns Emerge from Cartesian and XOR Epistasis Models: A Comparative Network Science Analysis.Research square · 2024Article
- Interaction models matter: an efficient, flexible computational framework for model-specific investigation of epistasis.BioData mining · 2024Article
- Probing T-cell activation in nanoliter tumor co-cultures using membrane displacement trap arrays.Integrative biology : quantitative biosciences from nano to macro · 2024Article
- Veterinary systems biology for bridging the phenotype-genotype gap via computational modeling for disease epidemiology and animal welfare.Briefings in bioinformatics · 2024Review
- Pathomechanisms of Disturbances Underlying Chronic Disorders.Biomedicines · 2024Article
- Evaluation ofFrontiers in nutrition · 2024Article
- Embracing complexity in sepsis.Critical care (London, England) · 2023Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
The mammalian immune system is a dynamic multiscale system composed of a hierarchically organized set of molecular, cellular, and organismal networks that act in concert to promote effective host defense. These networks range from those involving gene regulatory and protein-protein interactions underlying intracellular signaling pathways and single-cell responses to increasingly complex networks of in vivo cellular interaction, positioning, and migration that determine the overall immune response of an organism. Immunity is thus not the product of simple signaling events but rather nonlinear behaviors arising from dynamic, feedback-regulated interactions among many components. One of the major goals of systems immunology is to quantitatively measure these complex multiscale spatial and temporal interactions, permitting development of computational models that can be used to predict responses to perturbation. Recent technological advances permit collection of comprehensive datasets at multiple molecular and cellular levels, while advances in network biology support representation of the relationships of components at each level as physical or functional interaction networks. The latter facilitate effective visualization of patterns and recognition of emergent properties arising from the many interactions of genes, molecules, and cells of the immune system. We illustrate the power of integrating 'omics' and network modeling approaches for unbiased reconstruction of signaling and transcriptional networks with a focus on applications involving the innate immune system. We further discuss future possibilities for reconstruction of increasingly complex cellular- and organism-level networks and development of sophisticated computational tools for prediction of emergent immune behavior arising from the concerted action of these networks.
Indexed as
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What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.