S. M. Supundrika Subasinghe, Maxim R. Radzhabov and Neal P. Mankad*,
{"title":"从多元线性回归分析得出配体对含铝活性自由基中间体影响的预测模型","authors":"S. M. Supundrika Subasinghe, Maxim R. Radzhabov and Neal P. Mankad*, ","doi":"10.1021/acs.organomet.4c0028510.1021/acs.organomet.4c00285","DOIUrl":null,"url":null,"abstract":"<p >Our lab has studied a complex with an Al–Fe bond capable of cooperative substrate activation processes. This reactivity was previously found to depend on Al–Fe homolytic bond dissociation followed by substrate coordination to the Al<sup>III</sup> center of the resulting redox noninnocent radical intermediate. The current study investigates ligand influences on the Al–Fe bond dissociation free energy (BDFE<sub>Al–Fe</sub>) and the Gibbs free energy of H<sub>2</sub>O coordination at aluminum (Δ<i>G</i><sub>OH<sub>2</sub></sub>) for a series of variants with systematic changes in their ligand substitution patterns. DFT calculations combined with multivariate linear regression analysis provided predictive models for ligand effects on both BDFE<sub>Al–Fe</sub> and Δ<i>G</i><sub>Al–OH<sub>2</sub></sub> for three synthetically tunable positions in the molecular architecture when using appropriate electronic (σ<sub>para</sub>, σ<sub>meta</sub>) and steric (wSterimol, %<i>V</i><sub>bur</sub>) descriptors. Chemical interpretations of the predictive models were facilitated by the use of these intuitive descriptors. Linear scaling relationships relating BDFE<sub>Al–Fe</sub> and Δ<i>G</i><sub>OH<sub>2</sub></sub> provided further insight. We expect our findings to inform designs of future Al-containing heterobinuclear complexes for small molecule activation processes and cleavage reactions of strong or inert bonds.</p>","PeriodicalId":56,"journal":{"name":"Organometallics","volume":"43 22","pages":"2854–2861 2854–2861"},"PeriodicalIF":2.5000,"publicationDate":"2024-11-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Predictive Models for Ligand Effects on a Reactive Al-Containing Radical Intermediate from Multivariate Linear Regression Analysis\",\"authors\":\"S. M. Supundrika Subasinghe, Maxim R. Radzhabov and Neal P. Mankad*, \",\"doi\":\"10.1021/acs.organomet.4c0028510.1021/acs.organomet.4c00285\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p >Our lab has studied a complex with an Al–Fe bond capable of cooperative substrate activation processes. This reactivity was previously found to depend on Al–Fe homolytic bond dissociation followed by substrate coordination to the Al<sup>III</sup> center of the resulting redox noninnocent radical intermediate. The current study investigates ligand influences on the Al–Fe bond dissociation free energy (BDFE<sub>Al–Fe</sub>) and the Gibbs free energy of H<sub>2</sub>O coordination at aluminum (Δ<i>G</i><sub>OH<sub>2</sub></sub>) for a series of variants with systematic changes in their ligand substitution patterns. DFT calculations combined with multivariate linear regression analysis provided predictive models for ligand effects on both BDFE<sub>Al–Fe</sub> and Δ<i>G</i><sub>Al–OH<sub>2</sub></sub> for three synthetically tunable positions in the molecular architecture when using appropriate electronic (σ<sub>para</sub>, σ<sub>meta</sub>) and steric (wSterimol, %<i>V</i><sub>bur</sub>) descriptors. Chemical interpretations of the predictive models were facilitated by the use of these intuitive descriptors. Linear scaling relationships relating BDFE<sub>Al–Fe</sub> and Δ<i>G</i><sub>OH<sub>2</sub></sub> provided further insight. We expect our findings to inform designs of future Al-containing heterobinuclear complexes for small molecule activation processes and cleavage reactions of strong or inert bonds.</p>\",\"PeriodicalId\":56,\"journal\":{\"name\":\"Organometallics\",\"volume\":\"43 22\",\"pages\":\"2854–2861 2854–2861\"},\"PeriodicalIF\":2.5000,\"publicationDate\":\"2024-11-11\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Organometallics\",\"FirstCategoryId\":\"92\",\"ListUrlMain\":\"https://pubs.acs.org/doi/10.1021/acs.organomet.4c00285\",\"RegionNum\":3,\"RegionCategory\":\"化学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"CHEMISTRY, INORGANIC & NUCLEAR\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Organometallics","FirstCategoryId":"92","ListUrlMain":"https://pubs.acs.org/doi/10.1021/acs.organomet.4c00285","RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"CHEMISTRY, INORGANIC & NUCLEAR","Score":null,"Total":0}
Predictive Models for Ligand Effects on a Reactive Al-Containing Radical Intermediate from Multivariate Linear Regression Analysis
Our lab has studied a complex with an Al–Fe bond capable of cooperative substrate activation processes. This reactivity was previously found to depend on Al–Fe homolytic bond dissociation followed by substrate coordination to the AlIII center of the resulting redox noninnocent radical intermediate. The current study investigates ligand influences on the Al–Fe bond dissociation free energy (BDFEAl–Fe) and the Gibbs free energy of H2O coordination at aluminum (ΔGOH2) for a series of variants with systematic changes in their ligand substitution patterns. DFT calculations combined with multivariate linear regression analysis provided predictive models for ligand effects on both BDFEAl–Fe and ΔGAl–OH2 for three synthetically tunable positions in the molecular architecture when using appropriate electronic (σpara, σmeta) and steric (wSterimol, %Vbur) descriptors. Chemical interpretations of the predictive models were facilitated by the use of these intuitive descriptors. Linear scaling relationships relating BDFEAl–Fe and ΔGOH2 provided further insight. We expect our findings to inform designs of future Al-containing heterobinuclear complexes for small molecule activation processes and cleavage reactions of strong or inert bonds.
期刊介绍:
Organometallics is the flagship journal of organometallic chemistry and records progress in one of the most active fields of science, bridging organic and inorganic chemistry. The journal publishes Articles, Communications, Reviews, and Tutorials (instructional overviews) that depict research on the synthesis, structure, bonding, chemical reactivity, and reaction mechanisms for a variety of applications, including catalyst design and catalytic processes; main-group, transition-metal, and lanthanide and actinide metal chemistry; synthetic aspects of polymer science and materials science; and bioorganometallic chemistry.