Network-based strategies in metabolomics data analysis and interpretation: from molecular networking to biological interpretation

L Perez De Souza, S Alseekh, Y Brotman… - Expert Review of …, 2020 - Taylor & Francis
Introduction Metabolomics has become a crucial part of systems biology; however, data
analysis is still often undertaken in a reductionist way focusing on changes in individual …

Inferring biological networks by sparse identification of nonlinear dynamics

NM Mangan, SL Brunton, JL Proctor… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
Inferring the structure and dynamics of network models is critical to understanding the
functionality and control of complex systems, such as metabolic and regulatory biological …

Inverse data-driven modeling and multiomics analysis reveals phgdh as a metabolic checkpoint of macrophage polarization and proliferation

JL Wilson, T Nägele, M Linke, F Demel, SD Fritsch… - Cell reports, 2020 - cell.com
Mechanistic or mammalian target of rapamycin complex 1 (mTORC1) is an important
regulator of effector functions, proliferation, and cellular metabolism in macrophages. The …

Metabolic network discovery by top-down and bottom-up approaches and paths for reconciliation

T Çakır, MJ Khatibipour - Frontiers in Bioengineering and …, 2014 - frontiersin.org
The primary focus in the network-centric analysis of cellular metabolism by systems biology
approaches is to identify the active metabolic network for the condition of interest. Two major …

Self-organizing networks in complex infrastructure projects

S Pryke, S Badi, H Almadhoob… - Project …, 2018 - journals.sagepub.com
While significant importance is given to establishing formal organizational and contractual
hierarchies, existing project management techniques neglect the management of self …

System level analysis of cacao seed ripening reveals a sequential interplay of primary and secondary metabolism leading to polyphenol accumulation and …

L Wang, T Nägele, H Doerfler, L Fragner… - The Plant …, 2016 - Wiley Online Library
Theobroma cacao and its popular product, chocolate, are attracting attention due to potential
health benefits including antioxidative effects by polyphenols, anti‐depressant effects by …

COVRECON: automated integration of genome-and metabolome-scale network reconstruction and data-driven inverse modeling of metabolic interaction networks

J Li, S Waldherr, W Weckwerth - Bioinformatics, 2023 - academic.oup.com
Motivation One central goal of systems biology is to infer biochemical regulations from large-
scale OMICS data. Many aspects of cellular physiology and organismal phenotypes can be …

Toward a unification of system-theoretical principles in biology and ecology—the stochastic lyapunov matrix equation and its inverse application

W Weckwerth - Frontiers in Applied Mathematics and Statistics, 2019 - frontiersin.org
System theory has its roots in mathematical formalisms developed by mathematicians and
physicists, such as Leibniz, Euler, and Newton, and applied by congenial chemists and …

Exploration and exploitation of the yeast volatilome

B E. Ebert, C Halbfeld, L M. Blank - Current Metabolomics, 2017 - benthamdirect.com
Background: Volatile organic compounds (VOCs) are small molecular mass substances,
which exhibit high-vapor pressures, low boiling points, and lipophilic character. VOCs are …

JacLy: a Jacobian-based method for the inference of metabolic interactions from the covariance of steady-state metabolome data

MJ Khatibipour, F Kurtoğlu, T Çakır - PeerJ, 2018 - peerj.com
Reverse engineering metabolome data to infer metabolic interactions is a challenging
research topic. Here we introduce JacLy, a Jacobian-based method to infer metabolic …