Evidence map›Paper›PMID 36478036›Full record

ArticleBioinformatics (Oxford, England)2023

libRoadRunner 2.0: a high performance SBML simulation and analysis library.

Ciaran Welsh, Jin Xu, Lucian Smith, Matthias König, Kiri Choi, Herbert M Sauro

Abstract read
In one paragraph

Article in Bioinformatics (Oxford, England), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers.

0numbers the graph read from it
0cells of the map it votes in
26citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

26 citing papers in PubMed.

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  13. Kinetic principles of chemical cross-link formation for protein-protein interactions.Proceedings of the National Academy of Sciences of the United States of America · 2024
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Ciaran WelshDepartment of Bioengineering, University of Washington, Seattle, WA 98195, USA.
Jin XuDepartment of Bioengineering, University of Washington, Seattle, WA 98195, USA.ORCID 0000-0001-6738-9979
Lucian SmithDepartment of Bioengineering, University of Washington, Seattle, WA 98195, USA.ORCID 0000-0001-7002-6386
Matthias KönigInstitute of Biology, Institute of Theoretical Biology, Humboldt-University Berlin, Berlin 10115, Germany.ORCID 0000-0003-1725-179X
Kiri ChoiSchool of Computational Sciences, Korea Institute for Advanced Study, Seoul 02455, Republic of Korea.ORCID 0000-0002-0156-8410
Herbert M SauroDepartment of Bioengineering, University of Washington, Seattle, WA 98195, USA.ORCID 0000-0002-3659-6817

Funding

High Performance Simulation Libraries for Systems BiologyR01GM123032 · NIGMS · UNIVERSITY OF WASHINGTON · PI SAURO, HERBERT M. · 2017 to 2020
$1.7M
National Science Foundation 1933453NIGMS NIH HHS R01 GM123032
6 · The paper itself

Abstract

motivationThis article presents libRoadRunner 2.0, an extensible, high-performance, cross-platform, open-source software library for the simulation and analysis of models expressed using the systems biology markup language (SBML).

resultslibRoadRunner is a self-contained library, able to run either as a component inside other tools via its C++, C and Python APIs, or interactively through its Python or Julia interface. libRoadRunner uses a custom just-in-time (JIT) compiler built on the widely used LLVM JIT compiler framework. It compiles SBML-specified models directly into native machine code for a large variety of processors, making it fast enough to simulate extremely large models or repeated runs in reasonable timeframes. libRoadRunner is flexible, supporting the bulk of the SBML specification (except for delay and non-linear algebraic equations) as well as several SBML extensions such as hierarchical composition and probability distributions. It offers multiple deterministic and stochastic integrators, as well as tools for steady-state, sensitivity, stability and structural analyses. AVAILABILITY AND IMPLEMENTATION: libRoadRunner binary distributions for Windows, Mac OS and Linux, Julia and Python bindings, source code and documentation are all available at https://github.com/sys-bio/roadrunner, and Python bindings are also available via pip. The source code can be compiled for the supported systems as well as in principle any system supported by LLVM-13, such as ARM-based computers like the Raspberry Pi. The library is licensed under the Apache License Version 2.0.

Indexed as

Programming LanguagesSystems BiologyComputer SimulationLanguageModels, BiologicalSoftware

Identifiers

PMID36478036
PMCPMC9825722

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.