Back

New 63 knot and other knots in human proteome from AlphaFold predictions

Perlinska, A. P.; Niemyska, W. H.; Gren, B. A.; Rubach, P.; Sulkowska, J. I.

2022-01-01 molecular biology
10.1101/2021.12.30.474018 bioRxiv
Show abstract

AlphaFold is a new, highly accurate machine learning protein structure prediction method that outperforms other methods. Recently this method was used to predict the structure of 98.5% of human proteins. We analyze here the structure of these AlphaFold-predicted human proteins for the presence of knots. We found that the human proteome contains 65 robustly knotted proteins, including the most complex type of a knot yet reported in proteins. That knot type, denoted 63 in mathematical notation, would necessitate a more complex folding path than any knotted proteins characterized to date. In some cases AlphaFold structure predictions are not highly accurate, which either makes their topology hard to verify or results in topological artifacts. Other structures that we found, which are knotted, potentially knotted, and structures with artifacts (knots) we deposited in a database available at: https://knotprot.cent.uw.edu.pl/alphafold.

Matching journals

The top 7 journals account for 50% of the predicted probability mass.

1
Biomolecules
100 papers in training set
Top 0.1%
14.9%
2
Journal of Molecular Biology
232 papers in training set
Top 0.1%
8.8%
3
International Journal of Biological Macromolecules
76 papers in training set
Top 0.1%
7.8%
4
PLOS ONE
5266 papers in training set
Top 22%
7.8%
5
International Journal of Molecular Sciences
494 papers in training set
Top 2%
5.1%
6
Protein Science
246 papers in training set
Top 0.9%
4.8%
7
Molecules
39 papers in training set
Top 0.2%
4.3%
50% of probability mass above
8
Scientific Reports
3612 papers in training set
Top 23%
4.3%
9
PLOS Computational Biology
1863 papers in training set
Top 9%
4.0%
10
Computational and Structural Biotechnology Journal
242 papers in training set
Top 1%
3.5%
11
Frontiers in Molecular Biosciences
102 papers in training set
Top 0.3%
2.8%
12
Structure
193 papers in training set
Top 1%
2.1%
13
Proteins: Structure, Function, and Bioinformatics
88 papers in training set
Top 0.6%
2.1%
14
PeerJ
308 papers in training set
Top 6%
1.7%
15
Journal of Cellular Biochemistry
11 papers in training set
Top 0.1%
1.7%
16
Molecular Immunology
14 papers in training set
Top 0.1%
1.3%
17
Bioinformatics
1204 papers in training set
Top 7%
1.3%
18
eLife
5828 papers in training set
Top 58%
1.1%
19
Genome Biology and Evolution
338 papers in training set
Top 3%
1.1%
20
Journal of Structural Biology
64 papers in training set
Top 0.7%
0.9%
21
Biochimica et Biophysica Acta (BBA) - Biomembranes
36 papers in training set
Top 0.3%
0.9%
22
Biochimie
25 papers in training set
Top 0.8%
0.8%
23
FEBS Letters
47 papers in training set
Top 0.6%
0.8%
24
Biochemical Journal
91 papers in training set
Top 2%
0.6%
25
Cells
249 papers in training set
Top 9%
0.6%
26
BMC Genomics
406 papers in training set
Top 10%
0.6%
27
Journal of Molecular Evolution
22 papers in training set
Top 0.5%
0.6%
28
Biology Open
156 papers in training set
Top 5%
0.6%