{"title":"海洋天然产物作为2型糖尿病葡萄糖激酶激活剂的结构引导发现:计算视角。","authors":"Heyram Krishnakumar , Manikandan Jayaraman , Dhamodharan Prabhu , Jeyaraman Jeyakanthan","doi":"10.1016/j.jmgm.2025.109181","DOIUrl":null,"url":null,"abstract":"<div><div>Diabetes is a prevalent metabolic disorder and the ninth leading cause of mortality worldwide. Despite the availability of effective hypoglycemic agents, there remains an urgent need for more potent therapeutics with minimal adverse effects. Targeting key metabolic regulators, such as enzymes, transporters, and receptors, offers promising avenues for drug discovery. Glucokinase (GCK), a pivotal enzyme in glucose metabolism, catalyzes the conversion of glucose into glucose-6-phosphate and functions as a glucose sensor, making it a highly attractive therapeutic target for Type 2 Diabetes Mellitus (T2DM). This study investigates the potential of marine-derived bioactive compounds as GCK activators. Structure-based virtual screening (SBVS) of approximately 32,000 marine natural products (MNPs) against human GCK (PDB ID: <span><span>1V4S</span><svg><path></path></svg></span>) identified four promising candidates: CMNPD6570, CMNPD5231, SWMDBB001, and SWMDBB004. These MNPs exhibited favorable binding affinity scores (ranging from −8.80 to −12.62 kcal/mol) and formed key interactions with critical residues, including Tyr61, Arg63, Thr65, Tyr214, and Tyr215. Additionally, MM-GBSA binding free energy calculations (−89.54 to −115.66 kcal/mol) and MM-PBSA analysis (−93.05 to −306.18 kJ/mol) further supported their strong binding affinity. Pharmacokinetic and toxicity predictions indicated favorable drug-like properties for all identified MNPs. All-atom molecular dynamics (MD) simulations for 300 ns demonstrated enhanced structural stability of these compounds compared to the native ligand. Notably, CMNPD6570 and SWMDBB004 exhibited stable GCK binding, with low RMSD values and minimal fluctuations in key residues. Furthermore, free energy landscape (FEL) analysis using principal component (PC) projections confirmed the stability of these interactions. Overall, these findings underscore the potential of marine-derived bioactive compounds as novel GCK activators, laying a strong foundation for future experimental validation and the development of therapeutics for T2DM.</div></div>","PeriodicalId":16361,"journal":{"name":"Journal of molecular graphics & modelling","volume":"142 ","pages":"Article 109181"},"PeriodicalIF":3.0000,"publicationDate":"2025-09-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Structure-guided discovery of marine natural products as glucokinase activators for type 2 diabetes mellitus: A computational perspective\",\"authors\":\"Heyram Krishnakumar , Manikandan Jayaraman , Dhamodharan Prabhu , Jeyaraman Jeyakanthan\",\"doi\":\"10.1016/j.jmgm.2025.109181\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Diabetes is a prevalent metabolic disorder and the ninth leading cause of mortality worldwide. Despite the availability of effective hypoglycemic agents, there remains an urgent need for more potent therapeutics with minimal adverse effects. Targeting key metabolic regulators, such as enzymes, transporters, and receptors, offers promising avenues for drug discovery. Glucokinase (GCK), a pivotal enzyme in glucose metabolism, catalyzes the conversion of glucose into glucose-6-phosphate and functions as a glucose sensor, making it a highly attractive therapeutic target for Type 2 Diabetes Mellitus (T2DM). This study investigates the potential of marine-derived bioactive compounds as GCK activators. Structure-based virtual screening (SBVS) of approximately 32,000 marine natural products (MNPs) against human GCK (PDB ID: <span><span>1V4S</span><svg><path></path></svg></span>) identified four promising candidates: CMNPD6570, CMNPD5231, SWMDBB001, and SWMDBB004. These MNPs exhibited favorable binding affinity scores (ranging from −8.80 to −12.62 kcal/mol) and formed key interactions with critical residues, including Tyr61, Arg63, Thr65, Tyr214, and Tyr215. Additionally, MM-GBSA binding free energy calculations (−89.54 to −115.66 kcal/mol) and MM-PBSA analysis (−93.05 to −306.18 kJ/mol) further supported their strong binding affinity. Pharmacokinetic and toxicity predictions indicated favorable drug-like properties for all identified MNPs. All-atom molecular dynamics (MD) simulations for 300 ns demonstrated enhanced structural stability of these compounds compared to the native ligand. Notably, CMNPD6570 and SWMDBB004 exhibited stable GCK binding, with low RMSD values and minimal fluctuations in key residues. Furthermore, free energy landscape (FEL) analysis using principal component (PC) projections confirmed the stability of these interactions. Overall, these findings underscore the potential of marine-derived bioactive compounds as novel GCK activators, laying a strong foundation for future experimental validation and the development of therapeutics for T2DM.</div></div>\",\"PeriodicalId\":16361,\"journal\":{\"name\":\"Journal of molecular graphics & modelling\",\"volume\":\"142 \",\"pages\":\"Article 109181\"},\"PeriodicalIF\":3.0000,\"publicationDate\":\"2025-09-29\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of molecular graphics & modelling\",\"FirstCategoryId\":\"99\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1093326325002414\",\"RegionNum\":4,\"RegionCategory\":\"生物学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"BIOCHEMICAL RESEARCH METHODS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of molecular graphics & modelling","FirstCategoryId":"99","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1093326325002414","RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"BIOCHEMICAL RESEARCH METHODS","Score":null,"Total":0}
Structure-guided discovery of marine natural products as glucokinase activators for type 2 diabetes mellitus: A computational perspective
Diabetes is a prevalent metabolic disorder and the ninth leading cause of mortality worldwide. Despite the availability of effective hypoglycemic agents, there remains an urgent need for more potent therapeutics with minimal adverse effects. Targeting key metabolic regulators, such as enzymes, transporters, and receptors, offers promising avenues for drug discovery. Glucokinase (GCK), a pivotal enzyme in glucose metabolism, catalyzes the conversion of glucose into glucose-6-phosphate and functions as a glucose sensor, making it a highly attractive therapeutic target for Type 2 Diabetes Mellitus (T2DM). This study investigates the potential of marine-derived bioactive compounds as GCK activators. Structure-based virtual screening (SBVS) of approximately 32,000 marine natural products (MNPs) against human GCK (PDB ID: 1V4S) identified four promising candidates: CMNPD6570, CMNPD5231, SWMDBB001, and SWMDBB004. These MNPs exhibited favorable binding affinity scores (ranging from −8.80 to −12.62 kcal/mol) and formed key interactions with critical residues, including Tyr61, Arg63, Thr65, Tyr214, and Tyr215. Additionally, MM-GBSA binding free energy calculations (−89.54 to −115.66 kcal/mol) and MM-PBSA analysis (−93.05 to −306.18 kJ/mol) further supported their strong binding affinity. Pharmacokinetic and toxicity predictions indicated favorable drug-like properties for all identified MNPs. All-atom molecular dynamics (MD) simulations for 300 ns demonstrated enhanced structural stability of these compounds compared to the native ligand. Notably, CMNPD6570 and SWMDBB004 exhibited stable GCK binding, with low RMSD values and minimal fluctuations in key residues. Furthermore, free energy landscape (FEL) analysis using principal component (PC) projections confirmed the stability of these interactions. Overall, these findings underscore the potential of marine-derived bioactive compounds as novel GCK activators, laying a strong foundation for future experimental validation and the development of therapeutics for T2DM.
期刊介绍:
The Journal of Molecular Graphics and Modelling is devoted to the publication of papers on the uses of computers in theoretical investigations of molecular structure, function, interaction, and design. The scope of the journal includes all aspects of molecular modeling and computational chemistry, including, for instance, the study of molecular shape and properties, molecular simulations, protein and polymer engineering, drug design, materials design, structure-activity and structure-property relationships, database mining, and compound library design.
As a primary research journal, JMGM seeks to bring new knowledge to the attention of our readers. As such, submissions to the journal need to not only report results, but must draw conclusions and explore implications of the work presented. Authors are strongly encouraged to bear this in mind when preparing manuscripts. Routine applications of standard modelling approaches, providing only very limited new scientific insight, will not meet our criteria for publication. Reproducibility of reported calculations is an important issue. Wherever possible, we urge authors to enhance their papers with Supplementary Data, for example, in QSAR studies machine-readable versions of molecular datasets or in the development of new force-field parameters versions of the topology and force field parameter files. Routine applications of existing methods that do not lead to genuinely new insight will not be considered.