{"title":"Univariate Prediction of Hammett Parameters and Select Relative Reaction Rates Using Loewdin Atomic Charges.","authors":"Gautam D Stroscio, Nir Goldman","doi":"10.1021/acs.jpca.4c05805","DOIUrl":null,"url":null,"abstract":"<p><p>Loewdin charges from density functional theory calculations were used here to obtain general, univariate linear correlations for the prediction of experimental Hammett parameters and relative reaction rates. While previous studies have established that Hirshfeld and CM5 charges perform strongly as univariate predictors, the near-ubiquitous Loewdin charges have not yet been evaluated. To this end, we assess the predictive capability of Loewdin charges for three chemical systems. First, we show that Loewdin charges outperform Hirshfeld and CM5 charges for Hammett parameter prediction. Second, we see that Loewdin charges generally perform comparably to Hirshfeld charges for predicting the relative rates of olefin cleavage by photoexcited nitroarenes. The single case of poor correlation, between relative rates and the Loewdin charges on nitrogen sites, is ameliorated when considering the net charge on the NO<sub>2</sub> group. Third, we show that Loewdin, Hirshfeld, and CM5 charges all perform very well for generating correlations for relative reaction rates for C-H activation of 9-(4-X-phenyl)-9<i>H</i>-fluorene substrates by a transition metal catalyst. The equations generated throughout the study enable the prediction of Hammett parameters and relative reaction rates. These tools can accelerate synthetic and experimental studies by enabling the in silico prediction of uncharacterized chemical properties.</p>","PeriodicalId":59,"journal":{"name":"The Journal of Physical Chemistry A","volume":" ","pages":"356-366"},"PeriodicalIF":2.7000,"publicationDate":"2025-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"The Journal of Physical Chemistry A","FirstCategoryId":"1","ListUrlMain":"https://doi.org/10.1021/acs.jpca.4c05805","RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/12/26 0:00:00","PubModel":"Epub","JCR":"Q3","JCRName":"CHEMISTRY, PHYSICAL","Score":null,"Total":0}
引用次数: 0
Abstract
Loewdin charges from density functional theory calculations were used here to obtain general, univariate linear correlations for the prediction of experimental Hammett parameters and relative reaction rates. While previous studies have established that Hirshfeld and CM5 charges perform strongly as univariate predictors, the near-ubiquitous Loewdin charges have not yet been evaluated. To this end, we assess the predictive capability of Loewdin charges for three chemical systems. First, we show that Loewdin charges outperform Hirshfeld and CM5 charges for Hammett parameter prediction. Second, we see that Loewdin charges generally perform comparably to Hirshfeld charges for predicting the relative rates of olefin cleavage by photoexcited nitroarenes. The single case of poor correlation, between relative rates and the Loewdin charges on nitrogen sites, is ameliorated when considering the net charge on the NO2 group. Third, we show that Loewdin, Hirshfeld, and CM5 charges all perform very well for generating correlations for relative reaction rates for C-H activation of 9-(4-X-phenyl)-9H-fluorene substrates by a transition metal catalyst. The equations generated throughout the study enable the prediction of Hammett parameters and relative reaction rates. These tools can accelerate synthetic and experimental studies by enabling the in silico prediction of uncharacterized chemical properties.
这里使用密度泛函理论计算的Loewdin电荷来获得一般的、单变量的线性相关性,用于预测实验Hammett参数和相对反应速率。虽然先前的研究已经确定Hirshfeld电荷和CM5电荷作为单变量预测因子的表现很强,但几乎无处不在的Loewdin电荷尚未得到评估。为此,我们评估了洛伊丁电荷对三种化学体系的预测能力。首先,我们证明了Loewdin电荷在Hammett参数预测上优于Hirshfeld和CM5电荷。其次,我们看到,在预测光激发硝基芳烃裂解烯烃的相对速率方面,Loewdin电荷通常表现得与Hirshfeld电荷相当。当考虑NO2基团的净电荷时,相对速率与氮上的Loewdin电荷之间的相关性较差的单一情况得到了改善。第三,我们发现Loewdin电荷、Hirshfeld电荷和CM5电荷在生成过渡金属催化剂对9-(4- x -苯基)- 9h -芴的C-H活化相对反应速率的相关性方面都表现得非常好。在整个研究过程中生成的方程能够预测Hammett参数和相对反应速率。这些工具可以通过对未表征的化学性质进行计算机预测来加速合成和实验研究。
期刊介绍:
The Journal of Physical Chemistry A is devoted to reporting new and original experimental and theoretical basic research of interest to physical chemists, biophysical chemists, and chemical physicists.