Cargando…
From System Modeling to System Analysis: The Impact of Resolution Level and Resolution Distribution in the Computer-Aided Investigation of Biomolecules
The ever increasing computer power, together with the improved accuracy of atomistic force fields, enables researchers to investigate biological systems at the molecular level with remarkable detail. However, the relevant length and time scales of many processes of interest are still hardly within r...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8215203/ https://www.ncbi.nlm.nih.gov/pubmed/34164432 http://dx.doi.org/10.3389/fmolb.2021.676976 |
_version_ | 1783710200317870080 |
---|---|
author | Giulini, Marco Rigoli, Marta Mattiotti, Giovanni Menichetti, Roberto Tarenzi, Thomas Fiorentini, Raffaele Potestio, Raffaello |
author_facet | Giulini, Marco Rigoli, Marta Mattiotti, Giovanni Menichetti, Roberto Tarenzi, Thomas Fiorentini, Raffaele Potestio, Raffaello |
author_sort | Giulini, Marco |
collection | PubMed |
description | The ever increasing computer power, together with the improved accuracy of atomistic force fields, enables researchers to investigate biological systems at the molecular level with remarkable detail. However, the relevant length and time scales of many processes of interest are still hardly within reach even for state-of-the-art hardware, thus leaving important questions often unanswered. The computer-aided investigation of many biological physics problems thus largely benefits from the usage of coarse-grained models, that is, simplified representations of a molecule at a level of resolution that is lower than atomistic. A plethora of coarse-grained models have been developed, which differ most notably in their granularity; this latter aspect determines one of the crucial open issues in the field, i.e. the identification of an optimal degree of coarsening, which enables the greatest simplification at the expenses of the smallest information loss. In this review, we present the problem of coarse-grained modeling in biophysics from the viewpoint of system representation and information content. In particular, we discuss two distinct yet complementary aspects of protein modeling: on the one hand, the relationship between the resolution of a model and its capacity of accurately reproducing the properties of interest; on the other hand, the possibility of employing a lower resolution description of a detailed model to extract simple, useful, and intelligible information from the latter. |
format | Online Article Text |
id | pubmed-8215203 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-82152032021-06-22 From System Modeling to System Analysis: The Impact of Resolution Level and Resolution Distribution in the Computer-Aided Investigation of Biomolecules Giulini, Marco Rigoli, Marta Mattiotti, Giovanni Menichetti, Roberto Tarenzi, Thomas Fiorentini, Raffaele Potestio, Raffaello Front Mol Biosci Molecular Biosciences The ever increasing computer power, together with the improved accuracy of atomistic force fields, enables researchers to investigate biological systems at the molecular level with remarkable detail. However, the relevant length and time scales of many processes of interest are still hardly within reach even for state-of-the-art hardware, thus leaving important questions often unanswered. The computer-aided investigation of many biological physics problems thus largely benefits from the usage of coarse-grained models, that is, simplified representations of a molecule at a level of resolution that is lower than atomistic. A plethora of coarse-grained models have been developed, which differ most notably in their granularity; this latter aspect determines one of the crucial open issues in the field, i.e. the identification of an optimal degree of coarsening, which enables the greatest simplification at the expenses of the smallest information loss. In this review, we present the problem of coarse-grained modeling in biophysics from the viewpoint of system representation and information content. In particular, we discuss two distinct yet complementary aspects of protein modeling: on the one hand, the relationship between the resolution of a model and its capacity of accurately reproducing the properties of interest; on the other hand, the possibility of employing a lower resolution description of a detailed model to extract simple, useful, and intelligible information from the latter. Frontiers Media S.A. 2021-06-07 /pmc/articles/PMC8215203/ /pubmed/34164432 http://dx.doi.org/10.3389/fmolb.2021.676976 Text en Copyright © 2021 Giulini, Rigoli, Mattiotti, Menichetti, Tarenzi, Fiorentini and Potestio. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Molecular Biosciences Giulini, Marco Rigoli, Marta Mattiotti, Giovanni Menichetti, Roberto Tarenzi, Thomas Fiorentini, Raffaele Potestio, Raffaello From System Modeling to System Analysis: The Impact of Resolution Level and Resolution Distribution in the Computer-Aided Investigation of Biomolecules |
title | From System Modeling to System Analysis: The Impact of Resolution Level and Resolution Distribution in the Computer-Aided Investigation of Biomolecules |
title_full | From System Modeling to System Analysis: The Impact of Resolution Level and Resolution Distribution in the Computer-Aided Investigation of Biomolecules |
title_fullStr | From System Modeling to System Analysis: The Impact of Resolution Level and Resolution Distribution in the Computer-Aided Investigation of Biomolecules |
title_full_unstemmed | From System Modeling to System Analysis: The Impact of Resolution Level and Resolution Distribution in the Computer-Aided Investigation of Biomolecules |
title_short | From System Modeling to System Analysis: The Impact of Resolution Level and Resolution Distribution in the Computer-Aided Investigation of Biomolecules |
title_sort | from system modeling to system analysis: the impact of resolution level and resolution distribution in the computer-aided investigation of biomolecules |
topic | Molecular Biosciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8215203/ https://www.ncbi.nlm.nih.gov/pubmed/34164432 http://dx.doi.org/10.3389/fmolb.2021.676976 |
work_keys_str_mv | AT giulinimarco fromsystemmodelingtosystemanalysistheimpactofresolutionlevelandresolutiondistributioninthecomputeraidedinvestigationofbiomolecules AT rigolimarta fromsystemmodelingtosystemanalysistheimpactofresolutionlevelandresolutiondistributioninthecomputeraidedinvestigationofbiomolecules AT mattiottigiovanni fromsystemmodelingtosystemanalysistheimpactofresolutionlevelandresolutiondistributioninthecomputeraidedinvestigationofbiomolecules AT menichettiroberto fromsystemmodelingtosystemanalysistheimpactofresolutionlevelandresolutiondistributioninthecomputeraidedinvestigationofbiomolecules AT tarenzithomas fromsystemmodelingtosystemanalysistheimpactofresolutionlevelandresolutiondistributioninthecomputeraidedinvestigationofbiomolecules AT fiorentiniraffaele fromsystemmodelingtosystemanalysistheimpactofresolutionlevelandresolutiondistributioninthecomputeraidedinvestigationofbiomolecules AT potestioraffaello fromsystemmodelingtosystemanalysistheimpactofresolutionlevelandresolutiondistributioninthecomputeraidedinvestigationofbiomolecules |