New computational methods for structural modeling protein-protein and protein-nucleic acid interactions

Author

Rodríguez Lumbreras, Luis Ángel

Director

Fernández-Recio, Juan

Tutor

Gelpi Buchaca, Josep Lluís

Date of defense

2023-04-18

Pages

169 p.



Department/Institute

Universitat de Barcelona. Departament de Bioquímica i Biologia Molecular (Biologia)

Abstract

[eng] The study of the 3D structural details of protein-protein and protein-DNA interactions is essential to understand biomolecular functions at the molecular level. Given the difficulty of the structural determination of these complexes by experimental techniques, computational tools are becoming a powerful to increase the actual structural coverage of protein-protein and protein-DNA interactions. pyDock is one of these tools, which uses its scoring function to determine the quality of models generated by other tools. pyDock is usually combined with the model sampling methods FTDOCK or ZDOCK. This combination has shown a consistently good prediction performance in community-wide assessment experiments like CAPRI or CASP and has provided biological insights and insightful interpretation of experiments by modeling many biomolecular interactions of biomedical and biotechnological interest. This software combination has demonstrated good predictive performance in the blinded evaluation experiments CAPRI and CASP. It has provided biological insights by modeling many biomolecular interactions of biomedical and biotechnological interest. Here, we describe a pyDock software update, which includes its adaptation to the newest python code, the capability of including cofactor and other small molecules, and an internal parallelization to use the computational resources more efficiently. A strategy was designed to integrate the template-based docking and ab initio docking approaches by creating a new scoring function based on the pyDock scoring energy basis function and the TM-score measure of structural similarity of protein structures. This strategy was partially used for our participation in the 7th CAPRI, the 3rd CASP-CAPRI and the 4th CASP-CAPRI joint experiments. These experiments were challenging, as we needed to model protein-protein complexes, multimeric oligomerization proteins, protein-peptide, and protein-oligosaccharide interactions. Many proposed targets required the efficient integration of rigid-body docking, template-based modeling, flexible optimization, multi- parametric scoring, and experimental restraints. This was especially relevant for the multi- molecular assemblies proposed in the 3er and 4th CASP-CAPRI joint experiments. In addition, a case study, in which electron transfer protein complexes were modelled to test the software new capabilities. Good results were achieved as the structural models obtained help explaining the differences in photosynthetic efficiency between red and green algae.

Keywords

Biologia computacional; Biología computacional; Computational biology; Desenvolupament de programari; Desarrollo de software; Computer software development; Interacció cel·lular; Interacción celular; Cell interaction; Anàlisi de proteïnes; Análisis de proteínas; Analysis of proteins; ADN; DNA

Subjects

577 - Material bases of life. Biochemistry. Molecular biology. Biophysics

Knowledge Area

Ciències Experimentals i Matemàtiques

Note

Programa de Doctorat en Biomedicina

Documents

LARL_PhD_THESIS.pdf

6.602Mb

 

Rights

L'accés als continguts d'aquesta tesi queda condicionat a l'acceptació de les condicions d'ús establertes per la següent llicència Creative Commons: http://creativecommons.org/licenses/by-sa/4.0/
L'accés als continguts d'aquesta tesi queda condicionat a l'acceptació de les condicions d'ús establertes per la següent llicència Creative Commons: http://creativecommons.org/licenses/by-sa/4.0/

This item appears in the following Collection(s)