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      Predicting the effects of rare genetic variants on oncogenic signaling pathways: A computational analysis of HRAS protein function

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          Abstract

          The HRAS gene plays a crucial role in regulating essential cellular processes for life, and this gene's misregulation is linked to the development of various types of cancers. Nonsynonymous single nucleotide polymorphisms (nsSNPs) within the coding region of HRAS can cause detrimental mutations that disrupt wild-type protein function. In the current investigation, we have employed in-silico methodologies to anticipate the consequences of infrequent genetic variations on the functional properties of the HRAS protein. We have discovered a total of 50 nsSNPs, of which 23 were located in the exon region of the HRAS gene and denoting that they were expected to cause harm or be deleterious. Out of these 23, 10 nsSNPs ([G60V], [G60D], [R123P], [D38H], [I46T], [G115R], [R123G], [P11OL], [A59L], and [G13R]) were identified as having the most delterious effect based on results of SIFT analysis and PolyPhen2 scores ranging from 0.53 to 69. The DDG values −3.21 kcal/mol to 0.87 kcal/mol represent the free energy change associated with protein stability upon mutation. Interestingly, we identified that the three mutations (Y4C, T58I, and Y12E) were found to improve the structural stability of the protein. We performed molecular dynamics (MD) simulations to investigate the structural and dynamic effects of HRAS mutations. Our results showed that the stable model of HRAS had a significantly lower energy value of −18756 kj/mol compared to the initial model of −108915 kj/mol. The RMSD value for the wild-type complex was 4.40 Å, and the binding energies for the G60V, G60D, and D38H mutants were −107.09 kcal/mol, −109.42 kcal/mol, and −107.18 kcal/mol, respectively as compared to wild-type HRAS protein had −105.85 kcal/mol. The result of our investigation presents convincing corroboration for the potential functional significance of nsSNPs in augmenting HRAS expression and adding to the activation of malignant oncogenic signalling pathways.

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          OPLS3: A Force Field Providing Broad Coverage of Drug-like Small Molecules and Proteins.

          The parametrization and validation of the OPLS3 force field for small molecules and proteins are reported. Enhancements with respect to the previous version (OPLS2.1) include the addition of off-atom charge sites to represent halogen bonding and aryl nitrogen lone pairs as well as a complete refit of peptide dihedral parameters to better model the native structure of proteins. To adequately cover medicinal chemical space, OPLS3 employs over an order of magnitude more reference data and associated parameter types relative to other commonly used small molecule force fields (e.g., MMFF and OPLS_2005). As a consequence, OPLS3 achieves a high level of accuracy across performance benchmarks that assess small molecule conformational propensities and solvation. The newly fitted peptide dihedrals lead to significant improvements in the representation of secondary structure elements in simulated peptides and native structure stability over a number of proteins. Together, the improvements made to both the small molecule and protein force field lead to a high level of accuracy in predicting protein-ligand binding measured over a wide range of targets and ligands (less than 1 kcal/mol RMS error) representing a 30% improvement over earlier variants of the OPLS force field.
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                Author and article information

                Contributors
                Journal
                Front Chem
                Front Chem
                Front. Chem.
                Frontiers in Chemistry
                Frontiers Media S.A.
                2296-2646
                21 April 2023
                2023
                : 11
                : 1173624
                Affiliations
                [1] 1 Medical Department , DHQ Hospital Bhawalnagr , Punjab, Pakistan
                [2] 2 Basic Health Unit , Punjab, Pakistan
                [3] 3 Department of Pathology , Sahiwal Medical College Sahiwal , Punjab, Pakistan
                [4] 4 Department of Bioinformatics and Computational Biology , Virtual University of Pakistan , Punjab, Pakistan
                [5] 5 Department of Life Sciences , ARID University-Barani Institute of Sciences Burewala Campus , Punjab, Pakistan
                [6] 6 Department of Chemistry , Government College Women University , Faisalabad, Pakistan
                [7] 7 Department of Rasa Shastra and Bhaishajya Kalpana , Faculty of Ayurveda , Institute of Medical Sciences , Banaras Hindu University , Varanasi, Uttar Pradesh, India
                [8] 8 Department of Food Science , Faculty of Agricultural and Food Sciences , Laval University , Quebec City, QC, Canada
                [9] 9 Department of Pharmaceutics , College of Pharmacy , King Saud University , Riyadh, Saudi Arabia
                [10] 10 Laboratory of Chemistry and Biochemistry , Faculty of Medicine and Pharmacy , Ibn Zohr University , Agadir, Morocco
                Author notes

                Edited by: Khurshid Ahmad, Yeungnam University, Republic of Korea

                Reviewed by: F. A. Dain Md Opo, King Abdulaziz University, Saudi Arabia

                Abdul Malik, King Saud University, Saudi Arabia

                *Correspondence: Mohammed Bourhia, bourhiamohammed@ 123456gmail.com ; Rohit Sharma, rohitsharma@ 123456bhu.ac.in
                Article
                1173624
                10.3389/fchem.2023.1173624
                10160440
                37153521
                85e91cbf-455f-4351-af04-5660717f2f6d
                Copyright © 2023 Ali, Ali, Qamar, Zafar, Yaqoob, Ain, Rashid, Sharma, Nafidi, Bin Jardan and Bourhia.

                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.

                History
                : 24 February 2023
                : 10 April 2023
                Categories
                Chemistry
                Original Research

                cancer,genetic variants,mutations,oncogenic signaling pathways,snps,nssnp,hras

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