ArticlePloS one2026
igraph 1.0 enables fast and robust network analysis across programming languages.
Article in PloS one, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 137 papers, 1 of them a synthesis that pooled it.
What it found
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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.
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Who cites it
137 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Pooled it
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- Relationship between spatial and social phenotypes in an avian scavenger.The Journal of animal ecology · 2026Article
- Woody plant encroachment enhanced negative interactions in Arctic plant communities over the last 24,000 years.Nature communications · 2026Article
- MAPA: A Semantic Network Framework for Functional Module Discovery and Interpretation in Multi-Omics Data.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- A Human Accelerated Region Drives Opposing Heterochronic Changes in Craniofacial and Limb Development.bioRxiv : the preprint server for biology · 2026Article
- Gut microbiome changes in a captive giant panda with cardiovascular disease.The Journal of veterinary medical science · 2026Article
- Presence of globally prominent multidrug-resistant genotypes ofMicrobial genomics · 2026Article
- InteRRact: a web server for the interactive exploration and comparison of transcriptome-wide RNA-RNA interactions.NAR genomics and bioinformatics · 2026Article
- Allelic expression and subgenome bias influence plant height in cultivated hybrid sugarcane.aBIOTECH · 2026Article
- Multi-level aggregation analysis of microbiome composition and host gene expression reveals associations with systemic and local immunity.Microbiology spectrum · 2026Article
- Elucidating the mechanism underlying incomplete immune recovery in people living with HIV through CD4⁺ and CD8⁺ T cell multi-omics.Molecular medicine (Cambridge, Mass.) · 2026Article
- Protocol for automated optimization of feature selection and clustering parameters in single-cell RNA-seq using scAutoTune.STAR protocols · 2026Article
- Cross-Tissue Transcriptomic Convergence Identifies a Leuko-Cyte-Shared, Myeloid-Enriched Inflammatory Program in Frailty and Osteoarthritis.International journal of molecular sciences · 2026Article
- Article
- Decoding 3D chromatin architecture reveals distinct enhancer classes underlying hierarchical gene regulation in prostate cancer.Genome biology · 2026Article
- Deciphering global patterns of marine microbial community assembly and network stability.mSystems · 2026Article
- Microbe Decoder uncovers functional traits of microbes in microbiome datasets.Nucleic acids research · 2026Article
- High-resolution spatial transcriptomics of adult and pediatric human liver with Visium HD.Scientific data · 2026Article
- Mobility-informed metapopulation models predict the spatio-temporal spread of respiratory epidemics across scales.BMC global and public health · 2026Article
77 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Networks or graphs are widely used across the sciences to represent relationships of many kinds. The igraph (https://igraph.org) software library supports graph construction, analysis, and visualisation, combining fast and robust performance with a low entry barrier. igraph pairs a fast core written in C with beginner-friendly interfaces in Python, R, and Mathematica. After twenty years of development, igraph 1.0 has been released, enabling public access to a robust and stable network analysis with over a million monthly downloads. Thanks to its cross-language design, igraph delivers both speed and flexibility: it can handle billions of edges, supports interactive plotting, integrates with notebooks, facilitates conversions to and from other network libraries, includes a rich library of graph layout and community detection algorithms, and has a detailed documentation including non-English translations. Modern testing features such as continuous integration, address sanitizers, stricter typing, and memory-managed vectors have also increased robustness. Hundreds of bug reports have been fixed and a community forum has been opened to connect users and developers. Specific effort has been made to broaden use and community participation by women, non-binary people, and other demographic groups typically underrepresented in open source software.
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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.