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Protein-protein interaction (PPI) is critical for several biological functions in living cells through the formation of an interface. Therefore, it is of interest to characterize protein-protein interfaces using an updated non-redundant structural dataset of 2557 homo (identical subunits) and 393 hetero (different subunits) dimer protein complexes determined by X-ray crystallography. We analyzed the interfaces using van der Waals (vdW), hydrogen bonding and electrostatic energies. Results show that on average homo and hetero interfaces are similar. Hence, we further grouped the 2950 interfaces based on percentage vdW to total energies into dominant (≥60%) and sub-dominant (<60%) vdW interfaces. Majority (92%) of interfaces have dominant vdW energy with large interface size (146 ± 87 (homo) and 137 ± 76 (hetero) residues) and interface area (1622 ± 1135 Å (homo) and 1579 ± 1060 Å (hetero)). However, a proportion (8%) of interfaces have sub-dominant vdW energy with small interface size (85 ± 46 (homo) and 88 ± 36 (hetero) residues) and interface area (823 ± 538 Å (homo) and 881 ± 377 Å (hetero)). It is found that large interfaces have two-fold more interface area and interface size than small interfaces with increasing hydrogen bonding energy to interface size. However, small interfaces have three-fold more electrostatics energy than large interfaces with increasing electrostatics to interface size. Thus, 8% of complexes having small interfaces with limited interface area and sub-dominant vdW energy are rich in electrostatics. It is interesting to observe that complexes having small interfaces are often associated with regulatory function. Hence, the observed structural features with known molecular function provide insights for the better understanding of PPI.Communicated by Ramaswamy H. Sarma.
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http://dx.doi.org/10.1080/07391102.2019.1657040 | DOI Listing |
Eur J Pharmacol
September 2025
Departamento de Química and Institute for advanced research in chemical Science (IAdChem), Facultad de Ciencias, Módulo 13, Universidad Autónoma de Madrid, 28049 Madrid, Spain.
The Skp2-Cks1 protein-protein interaction (PPI) within the SCF ubiquitin ligase acts as a co-receptor for phosphorylated CDK inhibitors-most prominently p27-relieving CDK inhibition and advancing the cell cycle, a dependency accentuated in RB-pathway-defective cancers. Crystallographic and cryo-EM analyses delineate a composite pocket formed by the Skp2 leucine-rich-repeat groove and the phosphate-recognition site of Cks1; Cks1-centered open-closed motions further influence druggability. Using HTRF/TR-FRET and AlphaScreen biochemistry, alongside cell-based target-engagement readouts in some studies, three small-molecule classes have emerged that disrupt this PPI: 1,3-diphenyl-pyrazines and triazolo[1,5-a]pyrimidines (lead E35) with low-micromolar potency, and "Skp2E3LI" compounds with micromolar cellular activity.
View Article and Find Full Text PDFFEBS J
September 2025
Avram and Stella Goldstein-Goren Department of Biotechnology Engineering, Ben-Gurion University of the Negev, Beer-Sheva, Israel.
Selective inhibitors are essential for targeted therapeutics and for probing enzyme functions in various biological systems. The two main challenges in identifying such protein-based inhibitors lie in the extensive experimental effort required, including the generation of large libraries, and in tailoring the selectivity of inhibitors to enzymes with homologous structures. To address these challenges, machine learning (ML) is being used to improve protein design by training on targeted libraries and identifying key interface mutations that enhance affinity and specificity.
View Article and Find Full Text PDFJ Am Chem Soc
September 2025
Department of Chemistry and Biochemistry, University of South Carolina, Columbia, South Carolina 29208, United States.
Iron homeostasis is essential for the virulence of the opportunistic fungal pathogen . The cytosolic monothiol glutaredoxin GrxD was recently shown to play a critical role in iron metabolism via regulation of iron-sulfur (Fe-S) binding iron-responsive transcription factors and interaction with components of the cytosolic Fe-S cluster assembly pathway. Interestingly, the putative copper-binding metallothionein CmtA was also identified as a binding partner for GrxD; however, the metal-binding properties of both proteins and the nature of their interactions were unclear.
View Article and Find Full Text PDFAcc Chem Res
September 2025
Department of Pharmaceutical Chemistry and Small Molecule Discovery Center, University of California, San Francisco 94158, United States.
ConspectusProtein-protein interactions (PPIs) play a key role in homeostasis and are often dysregulated in disease. PPIs were traditionally considered "undruggable" due to their flat surfaces and disordered domains. Recently, the identification of PPI stabilizers, or molecular glues (MGs), compounds that bind cooperatively to PPI interfaces, has provided a new direction for the field.
View Article and Find Full Text PDFExpert Opin Drug Discov
September 2025
Biotechnological Center, CMCB and scads.ai, Dresden, Germany.
Background: Promiscuity of drugs and targets plays an important role in drug-target prediction, ranging from the explanation of side effects to their exploitation in drug repositioning. A specific form of promiscuity concerns drugs, which interfere with protein-protein interactions. With the rising importance of such drugs in drug discovery and with the large-scale availability of structural data, the question arises on the structural basis of this form of promiscuity and the commonalities of the underlying protein-ligand (PLI) and protein-protein interactions (PPI).
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