{"title":"通过计算深度学习模型验证药用提取物中原薯蓣皂苷和沙伐林iv联合用于缓解更年期症状的有效性","authors":"Rithika Naveencharan , Ashwin Sivakumar , Rishi Senthil Kumar , Sheena Christabel Pravin , Reena Monica P , V. Kiruthika , Abhijeet Morde , Arun Balakrishnan , Muralidhara Padigaru , Ninad Puranik , Ravindra Nayakwadi , Tejas Namjoshi","doi":"10.1016/j.talo.2025.100552","DOIUrl":null,"url":null,"abstract":"<div><div>Shatavarin-IV and Protodioscin, saponins of Asparagus racemosus and Trigonella foenum-graecum respectively are phytoestrogens commonly used to alleviate post-menopausal symptoms such as hot flashes, sleeping disorder, and mood sways. While their individual benefits are well-documented, the synergistic effects of these compounds remain underexplored. This study aims to validate the combination of Shatavarin-IV and Protodioscin on molecular mediators of menopausal symptoms using advanced computational analyses. Deep learning model for drug additivity analysis was developed and trained on the DrugComb database using the Loewe’s additivity score as the target variable, with a focus on combinations tested on the MCF7 cell line and validated of the 786-O cell line. Molecular docking simulations were performed using PyRx, PyMOL, FPocket and ChimeraX to investigate the binding affinities of Protodioscin and Shatavarin-IV with key neuronal modulators of hot flashes, including Kisspeptin, Neurokinin B, TRPV1, c-FOS, and GnRH. IC50 values were derived from binding free energies. Dose-response simulations were evaluated across concentrations (0.01 µM to 100 µM) using a four-parameter logistic equation. Absorption, Distribution, Metabolism, and Elimination (ADME) profiling was determined to predict bioavailability and toxicity. The dose-response simulations confirmed significant therapeutic potential at relevant concentrations and additive interaction between both the compounds suggests enhanced therapeutic efficacy. ADME profiling indicated favorable bioavailability, non-toxicity, and efficient metabolism for both compounds and provides novel insights into their molecular mechanism of action in the body. The results of this research indicate that the combined additive effect of Protodioscin and Shatavarin-IV in alleviating menopausal symptoms exhibits favorable pharmacokinetic profile, and could potentially be promising candidates for future human clinical studies.</div></div>","PeriodicalId":436,"journal":{"name":"Talanta Open","volume":"12 ","pages":"Article 100552"},"PeriodicalIF":3.7000,"publicationDate":"2025-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Validation of combination of protodioscin and shatavarin iv from medicinal extracts for alleviating menopausal symptoms by computational deep learning models\",\"authors\":\"Rithika Naveencharan , Ashwin Sivakumar , Rishi Senthil Kumar , Sheena Christabel Pravin , Reena Monica P , V. Kiruthika , Abhijeet Morde , Arun Balakrishnan , Muralidhara Padigaru , Ninad Puranik , Ravindra Nayakwadi , Tejas Namjoshi\",\"doi\":\"10.1016/j.talo.2025.100552\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Shatavarin-IV and Protodioscin, saponins of Asparagus racemosus and Trigonella foenum-graecum respectively are phytoestrogens commonly used to alleviate post-menopausal symptoms such as hot flashes, sleeping disorder, and mood sways. While their individual benefits are well-documented, the synergistic effects of these compounds remain underexplored. This study aims to validate the combination of Shatavarin-IV and Protodioscin on molecular mediators of menopausal symptoms using advanced computational analyses. Deep learning model for drug additivity analysis was developed and trained on the DrugComb database using the Loewe’s additivity score as the target variable, with a focus on combinations tested on the MCF7 cell line and validated of the 786-O cell line. Molecular docking simulations were performed using PyRx, PyMOL, FPocket and ChimeraX to investigate the binding affinities of Protodioscin and Shatavarin-IV with key neuronal modulators of hot flashes, including Kisspeptin, Neurokinin B, TRPV1, c-FOS, and GnRH. IC50 values were derived from binding free energies. Dose-response simulations were evaluated across concentrations (0.01 µM to 100 µM) using a four-parameter logistic equation. Absorption, Distribution, Metabolism, and Elimination (ADME) profiling was determined to predict bioavailability and toxicity. The dose-response simulations confirmed significant therapeutic potential at relevant concentrations and additive interaction between both the compounds suggests enhanced therapeutic efficacy. ADME profiling indicated favorable bioavailability, non-toxicity, and efficient metabolism for both compounds and provides novel insights into their molecular mechanism of action in the body. The results of this research indicate that the combined additive effect of Protodioscin and Shatavarin-IV in alleviating menopausal symptoms exhibits favorable pharmacokinetic profile, and could potentially be promising candidates for future human clinical studies.</div></div>\",\"PeriodicalId\":436,\"journal\":{\"name\":\"Talanta Open\",\"volume\":\"12 \",\"pages\":\"Article 100552\"},\"PeriodicalIF\":3.7000,\"publicationDate\":\"2025-09-08\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Talanta Open\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2666831925001547\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"CHEMISTRY, ANALYTICAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Talanta Open","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2666831925001547","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CHEMISTRY, ANALYTICAL","Score":null,"Total":0}
Validation of combination of protodioscin and shatavarin iv from medicinal extracts for alleviating menopausal symptoms by computational deep learning models
Shatavarin-IV and Protodioscin, saponins of Asparagus racemosus and Trigonella foenum-graecum respectively are phytoestrogens commonly used to alleviate post-menopausal symptoms such as hot flashes, sleeping disorder, and mood sways. While their individual benefits are well-documented, the synergistic effects of these compounds remain underexplored. This study aims to validate the combination of Shatavarin-IV and Protodioscin on molecular mediators of menopausal symptoms using advanced computational analyses. Deep learning model for drug additivity analysis was developed and trained on the DrugComb database using the Loewe’s additivity score as the target variable, with a focus on combinations tested on the MCF7 cell line and validated of the 786-O cell line. Molecular docking simulations were performed using PyRx, PyMOL, FPocket and ChimeraX to investigate the binding affinities of Protodioscin and Shatavarin-IV with key neuronal modulators of hot flashes, including Kisspeptin, Neurokinin B, TRPV1, c-FOS, and GnRH. IC50 values were derived from binding free energies. Dose-response simulations were evaluated across concentrations (0.01 µM to 100 µM) using a four-parameter logistic equation. Absorption, Distribution, Metabolism, and Elimination (ADME) profiling was determined to predict bioavailability and toxicity. The dose-response simulations confirmed significant therapeutic potential at relevant concentrations and additive interaction between both the compounds suggests enhanced therapeutic efficacy. ADME profiling indicated favorable bioavailability, non-toxicity, and efficient metabolism for both compounds and provides novel insights into their molecular mechanism of action in the body. The results of this research indicate that the combined additive effect of Protodioscin and Shatavarin-IV in alleviating menopausal symptoms exhibits favorable pharmacokinetic profile, and could potentially be promising candidates for future human clinical studies.