Search Results - "Kaschek, Daniel"
-
1
Lessons learned from quantitative dynamical modeling in systems biology
Published in PloS one (30-09-2013)“…Due to the high complexity of biological data it is difficult to disentangle cellular processes relying only on intuitive interpretation of measurements. A…”
Get full text
Journal Article -
2
Local Riemannian geometry of model manifolds and its implications for practical parameter identifiability
Published in PloS one (03-06-2019)“…When non-linear models are fitted to experimental data, parameter estimates can be poorly constrained albeit being identifiable in principle. This means that…”
Get full text
Journal Article -
3
BlotIt—Optimal alignment of Western blot and qPCR experiments
Published in PloS one (10-08-2022)“…Biological systems are frequently analyzed by means of mechanistic mathematical models. In order to infer model parameters and provide a useful model that can…”
Get full text
Journal Article -
4
Driving the Model to Its Limit: Profile Likelihood Based Model Reduction
Published in PloS one (02-09-2016)“…In systems biology, one of the major tasks is to tailor model complexity to information content of the data. A useful model should describe the data and…”
Get full text
Journal Article -
5
Dynamic Modeling, Parameter Estimation, and Uncertainty Analysis in R
Published in Journal of statistical software (2019)“…In a wide variety of research fields, dynamic modeling is employed as an instrument to learn and understand complex systems. The differential equations…”
Get full text
Journal Article -
6
Dynamic modeling of Nrf2 pathway activation in liver cells after toxicant exposure
Published in Scientific reports (05-05-2022)“…Cells are exposed to oxidative stress and reactive metabolites every day. The Nrf2 signaling pathway responds to oxidative stress by upregulation of…”
Get full text
Journal Article -
7
Division of labor by dual feedback regulators controls JAK2/STAT5 signaling over broad ligand range
Published in Molecular systems biology (19-07-2011)“…Cellular signal transduction is governed by multiple feedback mechanisms to elicit robust cellular decisions. The specific contributions of individual feedback…”
Get full text
Journal Article -
8
Quantitative Systems Pharmacology: An Exemplar Model‐Building Workflow With Applications in Cardiovascular, Metabolic, and Oncology Drug Development
Published in CPT: pharmacometrics and systems pharmacology (01-06-2019)“…Quantitative systems pharmacology (QSP), a mechanistically oriented form of drug and disease modeling, seeks to address a diverse set of problems in the…”
Get full text
Journal Article -
9
Efficient simulation of clinical target response surfaces
Published in CPT: pharmacometrics and systems pharmacology (01-04-2022)“…Simulation of combination therapies is challenging due to computational complexity. Either a simple model is used to simulate the response for many…”
Get full text
Journal Article -
10
RPPanalyzer toolbox: an improved R package for analysis of reverse phase protein array data
Published in BioTechniques (01-09-2014)“…Analysis of large-scale proteomic data sets requires specialized software tools, tailored toward the requirements of individual approaches. Here we introduce…”
Get full text
Journal Article -
11
Correction: Lessons Learned from Quantitative Dynamical Modeling in Systems Biology
Published in PloS one (09-12-2013)“…(2013) Lessons Learned from Quantitative Dynamical Modeling in Systems Biology. (2013) Correction: Lessons Learned from Quantitative Dynamical Modeling in…”
Get full text
Journal Article -
12
Heterogeneous kinetics of AKT signaling in individual cells are accounted for by variable protein concentration
Published in Frontiers in physiology (01-01-2012)“…In most solid cancers, cells harboring oncogenic mutations represent only a sub-fraction of the entire population. Within this sub-fraction the expression…”
Get full text
Journal Article -
13
Profile likelihood in systems biology
Published in The FEBS journal (01-06-2013)“…Inferring knowledge about biological processes by a mathematical description is a major characteristic of Systems Biology. To understand and predict system's…”
Get full text
Journal Article -
14
Nonlinear Parameter Optimization Using R Tools. J. C.Nash (2014). Chichester, UK: John Wiley & Sons. 304 pages, ISBN: 978‐1‐118‐56928‐3
Published in Biometrical journal (01-03-2016)Get full text
Journal Article -
15
Population Pharmacokinetic Modeling of Adavosertib (AZD1775) in Patients with Solid Tumors
Published in Journal of clinical pharmacology (01-11-2024)“…Adavosertib (AZD1775) is a potent small‐molecule inhibitor of Wee1 kinase. This analysis utilized pharmacokinetic data from 8 Phase I/II studies of adavosertib…”
Get full text
Journal Article -
16
Fast integration-based prediction bands for ordinary differential equation models
Published in Bioinformatics (15-04-2016)“…To gain a deeper understanding of biological processes and their relevance in disease, mathematical models are built upon experimental data. Uncertainty in the…”
Get full text
Journal Article -
17
Mathematical modeling of drug-induced receptor internalization in the HER2-positive SKBR3 breast cancer cell-line
Published in Scientific reports (03-09-2019)“…About 20% of breast cancer tumors over-express the HER2 receptor. Trastuzumab, an approved drug to treat this type of breast cancer, is a monoclonal antibody…”
Get full text
Journal Article -
18
A variational approach to parameter estimation in ordinary differential equations
Published in BMC systems biology (14-08-2012)“…Ordinary differential equations are widely-used in the field of systems biology and chemical engineering to model chemical reaction networks. Numerous…”
Get full text
Journal Article -
19
Customized Steady-State Constraints for Parameter Estimation in Non-Linear Ordinary Differential Equation Models
Published in Frontiers in cell and developmental biology (11-05-2016)“…Ordinary differential equation models have become a wide-spread approach to analyze dynamical systems and understand underlying mechanisms. Model parameters…”
Get full text
Journal Article -
20
A Dynamic Mathematical Model of Bile Acid Clearance in HepaRG Cells
Published in Toxicological Sciences (01-01-2018)“…Abstract A dynamic model based on ordinary differential equations that describes uptake, basolateral and canalicular export of taurocholic acid (TCA) in human…”
Get full text
Journal Article