Sperm chromatin-condensing protamine enhances SMYD5 thermal stability.
Machine learning
Orthogonal partial least squares regression
Protein-protein interaction
SET and MYND domain-containing proteins
SMYD5
Thermal stability
Journal
Biochemical and biophysical research communications
ISSN: 1090-2104
Titre abrégé: Biochem Biophys Res Commun
Pays: United States
ID NLM: 0372516
Informations de publication
Date de publication:
23 04 2021
23 04 2021
Historique:
received:
23
01
2021
accepted:
17
02
2021
pubmed:
7
3
2021
medline:
23
6
2021
entrez:
6
3
2021
Statut:
ppublish
Résumé
Studying thermal stability of proteins not only provides insight into protein structure but also is instrumental in identifying previously unknown interaction partners. We develop a machine learning strategy that combines orthogonal partial least squares regression and stability screening of Silver Bullets Bio library to identify biologically active molecules that enhance protein stability. This strategy proves effective in extracting the stability-enhancing molecules for SMYD5, a histone lysine methyltransferase that regulates chromosome integrity. Protamine, a histone substitute in chromatin condensation during spermatogenesis, is identified as the most influential molecule to enhance SMYD5 thermal stability. We find that the C-terminal poly-glutamic acid tract (poly-E) and a 30-residue insertion in MYND domain (M-insertion), which are unique to SMYD5, regulate the structural stability. However, protamine plays a dominant role in SMYD5 stability, and in the presence of protamine, the poly-E tract or M-insertion loses its ability to affect the stability. The stability-enhancing effect of protamine is SMYD5 specific, and for SMYD2, a closely related homolog, protamine exhibits opposite, destabilizing effects. We find that both SMYD5 and SMYD2 interact with protamine, where SMYD5 interaction is independent of the poly-E tract and M-insertion. Protamine not only helps provide insight into the structure-stability relationships of SMYD5, but also suggests a potential functional link of SMYD5 to spermatogenesis. SMYD5 is a ubiquitously expressed gene with the highest expression in testis, especially in the seminiferous ducts that contain germ cells. Thus, our study opens up avenues that could help delineate major mechanisms underlying chromatin dynamics during spermatogenesis.
Identifiants
pubmed: 33676231
pii: S0006-291X(21)00285-0
doi: 10.1016/j.bbrc.2021.02.073
pii:
doi:
Substances chimiques
Chromatin
0
Protamines
0
Methyltransferases
EC 2.1.1.-
SMYD5 protein, human
EC 2.1.1.-
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Pagination
1-7Informations de copyright
Copyright © 2021 Elsevier Inc. All rights reserved.
Déclaration de conflit d'intérêts
Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.