A Robust Minimum-Cost Consensus Model With Uncertain Aggregation Weights Based on Data-Driven Method

Author(s):  
Yefan Han ◽  
Ying Ji ◽  
Shaojian Qu
2021 ◽  
Author(s):  
Aditi Agrawal ◽  
Ken Wang ◽  
Liudmila Polonchuk ◽  
Jonathan Cooper ◽  
Gary R Mirams ◽  
...  

The L-type calcium current (ICaL) plays a critical role in cardiac electrophysiology, and models of ICaL are vital tools to predict arrhythmogenicity of drugs and mutations. Five decades of measuring and modelling ICaL have resulted in several competing theories (encoded in mathematical equations). However, the introduction of new models has not typically been accompanied by a data-driven critical comparison with previous work, so that it is unclear where predictions overlap or conflict, or which model is best suited for any particular application. We gathered 71 mammalian ICaL models, compared their structure, and reproduced simulated experiments to show that there is a large variability in their predictions, which was not substantially diminished when grouping by species or other categories. By highlighting the differences in these competing theories, listing major data sources, and providing simulation code, we have laid strong foundations for the development of a consensus model of ICaL.


2020 ◽  
Vol 29 (5) ◽  
pp. 871-899
Author(s):  
Yong Liu ◽  
Ting Zhou ◽  
Jeffrey Yi-Lin Forrest
Keyword(s):  

2021 ◽  
Vol 70 ◽  
pp. 12-26
Author(s):  
Weiwei Guo ◽  
Zaiwu Gong ◽  
Xiaoxia Xu ◽  
Ondrej Krejcar ◽  
Enrique Herrera-Viedma

2022 ◽  
Vol 175 ◽  
pp. 121391
Author(s):  
Rosa M. Rodríguez ◽  
Álvaro Labella ◽  
Pedro Nuñez-Cacho ◽  
Valentin Molina-Moreno ◽  
Luis Martínez

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