Open Access
AlphaFold2 models indicate that protein sequence determines both structure and dynamics
Hao Bo Guo
1, 2
,
Alexander Perminov
1, 3
,
SELEMON BEKELE
1, 2
,
Gary Kedziora
4
,
Sanaz Farajollahi
1, 2
,
Vanessa Varaljay
1
,
Kevin Hinkle
5
,
Valeria Molinero
6
,
Konrad Meister
7, 8
,
Chia Hung
1
,
Patrick Dennis
1
,
Nancy Kelley-Loughnane
1
,
Rajiv Berry
1
1
Materials and Manufacturing Directorate, Air Force Research Laboratory, Wright-Patterson Air Force Base, USA
|
2
UES Inc., Dayton, USA
|
4
General Dynamics Information Technology, Inc., Wright-Patterson Air Force Base, USA
|
Publication type: Journal Article
Publication date: 2022-06-23
scimago Q1
wos Q1
SJR: 0.874
CiteScore: 6.7
Impact factor: 3.9
ISSN: 20452322
PubMed ID:
35739160
Multidisciplinary
Abstract
AlphaFold 2 (AF2) has placed Molecular Biology in a new era where we can visualize, analyze and interpret the structures and functions of all proteins solely from their primary sequences. We performed AF2 structure predictions for various protein systems, including globular proteins, a multi-domain protein, an intrinsically disordered protein (IDP), a randomized protein, two larger proteins (> 1000 AA), a heterodimer and a homodimer protein complex. Our results show that along with the three dimensional (3D) structures, AF2 also decodes protein sequences into residue flexibilities via both the predicted local distance difference test (pLDDT) scores of the models, and the predicted aligned error (PAE) maps. We show that PAE maps from AF2 are correlated with the distance variation (DV) matrices from molecular dynamics (MD) simulations, which reveals that the PAE maps can predict the dynamical nature of protein residues. Here, we introduce the AF2-scores, which are simply derived from pLDDT scores and are in the range of [0, 1]. We found that for most protein models, including large proteins and protein complexes, the AF2-scores are highly correlated with the root mean square fluctuations (RMSF) calculated from MD simulations. However, for an IDP and a randomized protein, the AF2-scores do not correlate with the RMSF from MD, especially for the IDP. Our results indicate that the protein structures predicted by AF2 also convey information of the residue flexibility, i.e., protein dynamics.
Found
Nothing found, try to update filter.
Found
Nothing found, try to update filter.
Top-30
Journals
|
1
2
3
4
5
6
7
8
9
|
|
|
bioRxiv
9 publications, 4.84%
|
|
|
Nature Communications
6 publications, 3.23%
|
|
|
Scientific Reports
5 publications, 2.69%
|
|
|
International Journal of Molecular Sciences
5 publications, 2.69%
|
|
|
ChemBioChem
3 publications, 1.61%
|
|
|
Computational and Structural Biotechnology Journal
3 publications, 1.61%
|
|
|
Journal of Chemical Information and Modeling
2 publications, 1.08%
|
|
|
Journal of Human Genetics
2 publications, 1.08%
|
|
|
Journal of Chemical Theory and Computation
2 publications, 1.08%
|
|
|
PLoS ONE
2 publications, 1.08%
|
|
|
Developmental and Comparative Immunology
2 publications, 1.08%
|
|
|
Protein Science
2 publications, 1.08%
|
|
|
International Journal of Biological Macromolecules
2 publications, 1.08%
|
|
|
Proteins: Structure, Function and Genetics
2 publications, 1.08%
|
|
|
Journal of Agricultural and Food Chemistry
2 publications, 1.08%
|
|
|
Frontiers in Veterinary Science
2 publications, 1.08%
|
|
|
PLoS Computational Biology
2 publications, 1.08%
|
|
|
Molecular Diversity
2 publications, 1.08%
|
|
|
ACS Omega
2 publications, 1.08%
|
|
|
Nature
2 publications, 1.08%
|
|
|
Bioinformatics
2 publications, 1.08%
|
|
|
Communications Biology
1 publication, 0.54%
|
|
|
Essays in Biochemistry
1 publication, 0.54%
|
|
|
Biology
1 publication, 0.54%
|
|
|
ACS Physical Chemistry Au
1 publication, 0.54%
|
|
|
Frontiers in Biophysics
1 publication, 0.54%
|
|
|
Nature Reviews Molecular Cell Biology
1 publication, 0.54%
|
|
|
Journal of Virology
1 publication, 0.54%
|
|
|
ACS Catalysis
1 publication, 0.54%
|
|
|
1
2
3
4
5
6
7
8
9
|
Publishers
|
5
10
15
20
25
30
35
40
45
|
|
|
Springer Nature
42 publications, 22.58%
|
|
|
Cold Spring Harbor Laboratory
36 publications, 19.35%
|
|
|
Elsevier
26 publications, 13.98%
|
|
|
MDPI
17 publications, 9.14%
|
|
|
American Chemical Society (ACS)
12 publications, 6.45%
|
|
|
Wiley
11 publications, 5.91%
|
|
|
Frontiers Media S.A.
8 publications, 4.3%
|
|
|
Oxford University Press
7 publications, 3.76%
|
|
|
Public Library of Science (PLoS)
5 publications, 2.69%
|
|
|
Taylor & Francis
3 publications, 1.61%
|
|
|
AIP Publishing
2 publications, 1.08%
|
|
|
Portland Press
1 publication, 0.54%
|
|
|
American Society for Microbiology
1 publication, 0.54%
|
|
|
Thomas Telford
1 publication, 0.54%
|
|
|
American Physical Society (APS)
1 publication, 0.54%
|
|
|
World Scientific
1 publication, 0.54%
|
|
|
American Society for Biochemistry and Molecular Biology
1 publication, 0.54%
|
|
|
Research Square Platform LLC
1 publication, 0.54%
|
|
|
Walter de Gruyter
1 publication, 0.54%
|
|
|
Proceedings of the National Academy of Sciences (PNAS)
1 publication, 0.54%
|
|
|
SAGE
1 publication, 0.54%
|
|
|
Royal Society of Chemistry (RSC)
1 publication, 0.54%
|
|
|
Institute of Electrical and Electronics Engineers (IEEE)
1 publication, 0.54%
|
|
|
Bentham Science Publishers Ltd.
1 publication, 0.54%
|
|
|
5
10
15
20
25
30
35
40
45
|
- We do not take into account publications without a DOI.
- Statistics recalculated weekly.
Are you a researcher?
Create a profile to get free access to personal recommendations for colleagues and new articles.
Metrics
186
Total citations:
186
Citations from 2024:
145
(77.96%)
Cite this
GOST |
RIS |
BibTex
Cite this
GOST
Copy
Guo H. B. et al. AlphaFold2 models indicate that protein sequence determines both structure and dynamics // Scientific Reports. 2022. Vol. 12. No. 1. 10696
GOST all authors (up to 50)
Copy
Guo H. B., Perminov A., BEKELE S., Kedziora G., Farajollahi S., Varaljay V., Hinkle K., Molinero V., Meister K., Hung C., Dennis P., Kelley-Loughnane N., Berry R. AlphaFold2 models indicate that protein sequence determines both structure and dynamics // Scientific Reports. 2022. Vol. 12. No. 1. 10696
Cite this
RIS
Copy
TY - JOUR
DO - 10.1038/s41598-022-14382-9
UR - https://doi.org/10.1038/s41598-022-14382-9
TI - AlphaFold2 models indicate that protein sequence determines both structure and dynamics
T2 - Scientific Reports
AU - Guo, Hao Bo
AU - Perminov, Alexander
AU - BEKELE, SELEMON
AU - Kedziora, Gary
AU - Farajollahi, Sanaz
AU - Varaljay, Vanessa
AU - Hinkle, Kevin
AU - Molinero, Valeria
AU - Meister, Konrad
AU - Hung, Chia
AU - Dennis, Patrick
AU - Kelley-Loughnane, Nancy
AU - Berry, Rajiv
PY - 2022
DA - 2022/06/23
PB - Springer Nature
IS - 1
VL - 12
PMID - 35739160
SN - 2045-2322
ER -
Cite this
BibTex (up to 50 authors)
Copy
@article{2022_Guo,
author = {Hao Bo Guo and Alexander Perminov and SELEMON BEKELE and Gary Kedziora and Sanaz Farajollahi and Vanessa Varaljay and Kevin Hinkle and Valeria Molinero and Konrad Meister and Chia Hung and Patrick Dennis and Nancy Kelley-Loughnane and Rajiv Berry},
title = {AlphaFold2 models indicate that protein sequence determines both structure and dynamics},
journal = {Scientific Reports},
year = {2022},
volume = {12},
publisher = {Springer Nature},
month = {jun},
url = {https://doi.org/10.1038/s41598-022-14382-9},
number = {1},
pages = {10696},
doi = {10.1038/s41598-022-14382-9}
}