Salvatore Zarrella, Mizuki Mohara, Kei Shimura, Timothy M. Korter
{"title":"利用晶体结构预测和太赫兹光谱研究拉莫三嗪晶体多晶","authors":"Salvatore Zarrella, Mizuki Mohara, Kei Shimura, Timothy M. Korter","doi":"10.1021/acs.cgd.6c00916","DOIUrl":null,"url":null,"abstract":"<p>Crystal structure prediction (CSP) plays a significant role in exploring the crystal polymorphism of pharmaceutical solids. Determination of the atomic-level structures of crystalline materials is a fundamental step in understanding their bulk physical and chemical properties and behavior in drug products. CSP can be performed using numerous computational approaches, but all ultimately require comparison with experimental measurements to confirm the CSP findings. In this work, terahertz (THz) vibrational spectroscopy is combined with powder X-ray diffraction (PXRD) to demonstrate a new metrics framework for the validation of CSP investigations. Terahertz spectroscopy probes the low-frequency (≤150 cm<sup>−1</sup>) lattice vibrations of molecular crystals and provides a polymorph specific spectral profile that complements diffraction methods. This methodology is applied to the anti-epileptic drug lamotrigine, the subject of multiple crystal engineering studies to improve its formulated performance. A CSP search was performed on lamotrigine starting with a fast molecular mechanics survey for initial crystal structure candidates (∼800,000 structures), followed by high-accuracy solid-state density functional theory to refine the most promising candidates. The accuracy of the CSP output was evaluated by numerical comparison of simulated and experimental PXRD and THz datasets, with both benchmarks unambiguously indicating the lowest energy CSP candidate to be a structural match to the published lamotrigine polymorph (Form I, C 2/<em>c</em> space group). The success of the overall approach highlights THz spectroscopy as an effective orthogonal experimental benchmark for CSP and the combined experimental validation process represents a compelling procedure for advancing predictive solid-state modeling of pharmaceutical materials.</p>","PeriodicalId":34,"journal":{"name":"Crystal Growth & Design","volume":"26 20","pages":"8332–8344"},"PeriodicalIF":3.6000,"publicationDate":"2026-10-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Investigation of Lamotrigine Crystal Polymorphs Using Crystal Structure Prediction and Terahertz Spectroscopy\",\"authors\":\"Salvatore Zarrella, Mizuki Mohara, Kei Shimura, Timothy M. Korter\",\"doi\":\"10.1021/acs.cgd.6c00916\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>Crystal structure prediction (CSP) plays a significant role in exploring the crystal polymorphism of pharmaceutical solids. Determination of the atomic-level structures of crystalline materials is a fundamental step in understanding their bulk physical and chemical properties and behavior in drug products. CSP can be performed using numerous computational approaches, but all ultimately require comparison with experimental measurements to confirm the CSP findings. In this work, terahertz (THz) vibrational spectroscopy is combined with powder X-ray diffraction (PXRD) to demonstrate a new metrics framework for the validation of CSP investigations. Terahertz spectroscopy probes the low-frequency (≤150 cm<sup>−1</sup>) lattice vibrations of molecular crystals and provides a polymorph specific spectral profile that complements diffraction methods. This methodology is applied to the anti-epileptic drug lamotrigine, the subject of multiple crystal engineering studies to improve its formulated performance. A CSP search was performed on lamotrigine starting with a fast molecular mechanics survey for initial crystal structure candidates (∼800,000 structures), followed by high-accuracy solid-state density functional theory to refine the most promising candidates. The accuracy of the CSP output was evaluated by numerical comparison of simulated and experimental PXRD and THz datasets, with both benchmarks unambiguously indicating the lowest energy CSP candidate to be a structural match to the published lamotrigine polymorph (Form I, C 2/<em>c</em> space group). The success of the overall approach highlights THz spectroscopy as an effective orthogonal experimental benchmark for CSP and the combined experimental validation process represents a compelling procedure for advancing predictive solid-state modeling of pharmaceutical materials.</p>\",\"PeriodicalId\":34,\"journal\":{\"name\":\"Crystal Growth & Design\",\"volume\":\"26 20\",\"pages\":\"8332–8344\"},\"PeriodicalIF\":3.6000,\"publicationDate\":\"2026-10-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Crystal Growth & Design\",\"FirstCategoryId\":\"92\",\"ListUrlMain\":\"https://pubs.acs.org/doi/10.1021/acs.cgd.6c00916\",\"RegionNum\":2,\"RegionCategory\":\"化学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2026/10/9 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q2\",\"JCRName\":\"CHEMISTRY, MULTIDISCIPLINARY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Crystal Growth & Design","FirstCategoryId":"92","ListUrlMain":"https://pubs.acs.org/doi/10.1021/acs.cgd.6c00916","RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/10/9 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"CHEMISTRY, MULTIDISCIPLINARY","Score":null,"Total":0}
Investigation of Lamotrigine Crystal Polymorphs Using Crystal Structure Prediction and Terahertz Spectroscopy
Crystal structure prediction (CSP) plays a significant role in exploring the crystal polymorphism of pharmaceutical solids. Determination of the atomic-level structures of crystalline materials is a fundamental step in understanding their bulk physical and chemical properties and behavior in drug products. CSP can be performed using numerous computational approaches, but all ultimately require comparison with experimental measurements to confirm the CSP findings. In this work, terahertz (THz) vibrational spectroscopy is combined with powder X-ray diffraction (PXRD) to demonstrate a new metrics framework for the validation of CSP investigations. Terahertz spectroscopy probes the low-frequency (≤150 cm−1) lattice vibrations of molecular crystals and provides a polymorph specific spectral profile that complements diffraction methods. This methodology is applied to the anti-epileptic drug lamotrigine, the subject of multiple crystal engineering studies to improve its formulated performance. A CSP search was performed on lamotrigine starting with a fast molecular mechanics survey for initial crystal structure candidates (∼800,000 structures), followed by high-accuracy solid-state density functional theory to refine the most promising candidates. The accuracy of the CSP output was evaluated by numerical comparison of simulated and experimental PXRD and THz datasets, with both benchmarks unambiguously indicating the lowest energy CSP candidate to be a structural match to the published lamotrigine polymorph (Form I, C 2/c space group). The success of the overall approach highlights THz spectroscopy as an effective orthogonal experimental benchmark for CSP and the combined experimental validation process represents a compelling procedure for advancing predictive solid-state modeling of pharmaceutical materials.
期刊介绍:
The aim of Crystal Growth & Design is to stimulate crossfertilization of knowledge among scientists and engineers working in the fields of crystal growth, crystal engineering, and the industrial application of crystalline materials.
Crystal Growth & Design publishes theoretical and experimental studies of the physical, chemical, and biological phenomena and processes related to the design, growth, and application of crystalline materials. Synergistic approaches originating from different disciplines and technologies and integrating the fields of crystal growth, crystal engineering, intermolecular interactions, and industrial application are encouraged.