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dingo: a Python package for metabolic flux sampling
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Abstract
Summary
We present
dingo
, a Python package that supports a variety of methods to sample from the flux space of metabolic models, based on state-of-the-art random walks and rounding methods. For uniform sampling
dingo
’s implementation of the Multiphase Monte Carlo Sampling algorithm, provides a significant speed-up and outperforms existing software. Indicatively,
dingo
can sample from the flux space of the largest metabolic model up to now (Recon3D) in less than 30 hours using a personal computer, under several statistical guarantees; this computation is out of reach for other similar software. In addition, supports common analysis methods, such as Flux Balance Analysis (FBA) and Flux Variability Analysis (FVA), and visualization components.
dingo
contributes to the arsenal of tools in metabolic modeling by enabling flux sampling in high dimensions (in the order of thousands).
Availability and implementation
https://github.com/GeomScale/dingo
Contact
tolis.chal@gmail.gr
,
haris.zafeiropoulos@kuleuven.be
Title: dingo: a Python package for metabolic flux sampling
Description:
Abstract
Summary
We present
dingo
, a Python package that supports a variety of methods to sample from the flux space of metabolic models, based on state-of-the-art random walks and rounding methods.
For uniform sampling
dingo
’s implementation of the Multiphase Monte Carlo Sampling algorithm, provides a significant speed-up and outperforms existing software.
Indicatively,
dingo
can sample from the flux space of the largest metabolic model up to now (Recon3D) in less than 30 hours using a personal computer, under several statistical guarantees; this computation is out of reach for other similar software.
In addition, supports common analysis methods, such as Flux Balance Analysis (FBA) and Flux Variability Analysis (FVA), and visualization components.
dingo
contributes to the arsenal of tools in metabolic modeling by enabling flux sampling in high dimensions (in the order of thousands).
Availability and implementation
https://github.
com/GeomScale/dingo
Contact
tolis.
chal@gmail.
gr
,
haris.
zafeiropoulos@kuleuven.
be.
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