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A Physical Organic Chemistry Approach to Developing Cyclopropenium-Based Energy Storage Materials for Redox Flow Batteries Walser-Kuntz, R.; Yan, Y.; Sigman, M. S.; Sanford, M. S. Acc. Chem. Res. 2023, XXXX, XXX, XXX-XXX.
Interrogating the Mechanistic Features of Ni(I)-Mediated Aryl Iodide Oxidative Addition Using Electroanalytical and Statistical Modeling Techniques Tang, T.; Hazra, A.; Min, D. S.; Williams, W. L.; Jones, E.; Doyle, A. G.; Sigman, M. S. J. Am. Chem. Soc. 2023, 145, 15, 8689–8699.
Data science enables the development of a new class of chiral phosphoric acid catalysts Liles, J. P.; Rouget-Virbel, C.; Wahlman, J. L. H.; Rahimoff, R.; Crawford, J. M.; Medlin, A.; O'Connor, V. S.; Li, J.; Roytman, V. A.; Toste, F. D.; Sigman, M. S. Chem. 2023, 9, 1-20. Chemical Catalysis, MLR
A Physical Organic Approach towards Statistical Modeling of Tetrazole and Azide Decomposition Rein, J.; Meinhardt, J. M.; Hoftstra Wahlman, J. L.; Sigman, M. S.; Lin, S.Angew. Chem. Int. Ed., 2023, e202218213.
Small Molecule Properties Define Partitioning into Biomolecular Condensates Thody, S. A.; Clements, H. D.; Baniasadi, H.; Lyon, A. S.; Sigman, M. S.; Rosen, M. K.BioRxiv, 2022, 2022.12.19.521099.
Catalytic asymmetric C–H insertion reactions of vinyl carbocations Nistanaki, S. K.; Williams, C. G.; Wigman, B.; Wong, J. J.; Haas, B. C.; Popov, S.; Werth, J.; Sigman, M. S.*; Houk, K.N.*; Nelson, H. M.*Science, 2022, 378, 1085-1091.
Benzotriazoles as Low-Potential Anolytes for Non-aqueous Redox Flow Batteries Yan, Y.; Zhang, L.; Wasler-Kuntz, R.; Vogt, D. B.; Sigman, M. S.; Yu, G.*; Sanford, M. S.* Chem. Mater. 2022, 34, 23, 10594–10605.
Exploring Structure–Function Relationships of Aryl Pyrrolidine-Based Hydrogen-Bond Donors in Asymmetric Catalysis Using Data-Driven Techniques Samha, M. H.; Wahlman, J. L. H.; Read, J. A.; Werth, J.; Jacobsen, E. N.; and Sigman, M. S.* ACS Catal. 2022, 12, 14836–14845.
Generality-Oriented Optimization of Enantioselective Aminoxyl Radical Catalysis Rein, K.; Rozema, S.; Langner, O.; Zacate, S.; Hardy, M.; Siu, J.; Mercado, B.; Sigman, M.; Miller, S.; Lin, S. ChemRxiv, 2022.
Atroposelective Negishi Coupling Optimization Guided by Multivariate Linear Regression Analysis: Asymmetric Synthesis of KRAS G12C Covalent Inhibitor GDC-6036 Xu, J.; Grosslight, S.; Mack, K. A.; Nguyen, S. C.; Clagg, K.; Lim, N. K.; Timmerman, J. C.; Shen, J.; White, N. A.; Sirois, L. E.; Han, C.; Zhang, H.; Sigman, M. S.; Gosselin, F. J. Am. Chem. Soc. 2022, 144, 45, 20955-20963.
Comparing Halogen Atom Abstraction Kinetics for Mn(I), Fe(I), Co(I), and Ni(I) Complexes by Combining Electroanalytical and Statistical Modeling Tang, T.; Friede, N. C.; Minteer, S. D.; Sigman, M. S. Eur. J. Org. Chem. 2022, e202200064.
Investigating Oxidative Addition Mechanisms of Allylic Electrophiles with Low-Valent Ni/Co Catalysts using Electroanalytical and Data Science Techniques Tang, T.; Jones, E.; Wild, T.; Hazra, A.; Minteer, S. D.; Sigman, M. S. J. Am. Chem. Soc. 2022, 144, 43, 20056-20066.
Data Science-Driven Analysis of Substrate-Permissive Diketopiperazine Reverse Prenyltransferase NotF: Applications in Protein Engineering and Cascade Biocatalytic Synthesis of (−)-Eurotiumin A Kelly, S. P.; Shende, V. V.; Flynn, A. R.; Dan, Q.; Ye, Y.; Smith, J. L.; Tsukamoto, S.; Sigman, M. S.; Sherman, D. H. J. Am. Chem. Soc. 2022, 144, 42, 19326-19336.
Noncovalent Stabilization of Radical Intermediates in the Enantioselective Hydroamination of Alkenes with Sulfonamides Xu, E. Y.; Werth, J.; Roos, C. B.; Bendelsmith, A. J.; Sigman, M. S.; Knowles, R. R. J. Am. Chem. Soc. 2022, 144, 41, 18948-18958.. Chemical Catalysis, MLR
Theoretical and Experimental Investigation of Functionalized Cyanopyridines Yield an Extremely Low-Reduction-Potential Anolyte for Nonaqueous Redox Flow Batteries Vaid, T.; Cook, M.; Scott, J.; Carazo, M. B.; Ruchti, J.; Minteer, S.; Sigman, M.; McNeil, A.; Sanford, M. Chem. Eur. J. 2022, e202202147
Leveraging Regio- and Stereoselective C(sp3)–H Functionalization of Silyl Ethers to Train a Logistic Regression Classification Model for Predicting Site-Selectivity Bias Boni, Y. T.; Cammarota, R. C.; Liao, K.; Sigman, M. S.; Davies, H. M. L. J. Am. Chem. Soc. 2022, 144, 34, 15549-15591.
Data-Driven Multi-Objective Optimization Tactics for Catalytic Asymmetric Reactions Dotson, J. J.; van Dijk, L.; Timmerman, J. C.; Grosslight, S.; Walroth, R. C.; Gosselin, F.; Püntener, K.; Mack, K. A.; Sigman, M. S. J. Am. Chem. Soc. 2022, 145, 1, 110–121.
Statistical Analysis of Catalytic Performance in Ethylene/Methyl Acrylate Copolymerization Using Palladium/Phosphine-Sulfonate Catalysts Akita, S.; Guo, J.Y.; Seidel, F.; Sigman, M.; Nozaki, K. Organometallics, 2022
Cobalt-electrocatalytic HAT for functionalization of unsaturated C–C bonds Gnaim, S.; Bauer, A.; Zhang, H.J.; Chen, L.; Gannett, C.; Malapit, C.; Hill, D.; Vogt, D.; Tang, T.; Daley, R.; Hao, W.; Zeng, R.; Quertenmon, M.; Beck, W.; Kandahari, E.; Vantourout, J.; Echeverria, P.G.; Abruna, H.; Blackmond, D.; Minteer, S.; Reisman, S.; Sigman, M.; Baran, P.Nature, 2022, 605, 687–695.
Workflow for Biocatalytic Reaction Performance Prediction and Analysis Clements, H. D.*; Flynn, A. R.*; Nicholls, B. T.; Grosheva, D.; Hyster, T. K*.; Sigman, M. S.* ChemRxiv, 2021
An Explosophore-Based Approach Towards the Prediction of Energetic Material Sensitivity Properties Rein, J.; Meinhardt, J. M.; Julie L. Wahlman, J. L. H.; Sigman, M. S.*; Lin, S.* ChemRxiv, 2021
Electrochemical Cobalt-Catalyzed Selective Carboxylation of Benzyl Halides with CO2 Enabled by Low-Coordinate Cobalt Electrocatalysts Malapit, C. A.; Tanwar, M.; Pendergast, A. D.; Udyavara, S.; Beck, W. D.; Smith, R. E.; Kadic, S.; Primo, T.; Wu, A. D.; Stone, T.; White, H. S.*; Neurock, M.*; Sigman, M. S.*; Minteer, S. D.* ChemRxiv, 2021
Design and Application of a Screening Set for Monophosphine Ligands in Metal Catalysis Tobias Gensch, T.*; Smith, S. R.; Colacot, T. J.; Timsina, Y.; Xu, G.; Glasspoole, B. W.; Sigman, M. S.* ACS Catal. 2022, 12, 13, 7773–7780
Predicting Relative Efficiency of Amide Bond Formation using Multivariate Linear Regression Haas, B. C.; Goetz, A. E.*; Bahamonde, A.; McWilliams, J. C.; Sigman, M. S.*PNAS, 2022, 119, 16, e2118451119.
Development of High Energy Density Diaminocyclopropenium-Phenothiazine Hybrid Catholytes for Non-Aqueous Redox Flow Batteries Yan, Y.; Vogt, D. B.; Sigman, M. S.; Sanford, M. S.*Angew. Chem. Int. Ed., 2021, 60, 27039-27045
Stereoconvergent and -divergent Synthesis of Tetrasubstituted Alkenes by Nickel-Catalyzed Cross-Couplings Zell, D.*; Kingston, C.; Jermaks, J.; Smith, S. R.; Seeger, N.; Wassmer, J.; Sirois, L. E.; Han, C.; Zhang, H.; Sigman, M. S.*; Gosselin, F. J. Am. Chem. Soc. 2021, 143, 19078-19090 Chemical Catalysis, MLR
Development and Molecular Understanding of a Pd-catalyzed Cyanation of Aryl Boronic Acids Enabled by High-Throughput Experimentation and Data Analysis De Jesus Silva, J.; Bartalucci, N.; Jelier, B.; Grosslight, S.; Gensch, T.; Schünemann, C.; Müller, B.; Kamer, P. C. J.; Copéret, C.*; Sigman, M. S.*; Togni, A.*Helv. Chim. Acta 2021,e2100200 Chemical Catalysis, MLR
Simultaneously Enhancing the Redox Potential and Stability of Multi-Redox Organic Catholytes by Incorporating Cyclopropenium Substituents Yichao Yan, Y.; Robinson, S. G.; Vaid, T. P.; Sigman, M. S.; Sanford, M.S.* J. Am. Chem. Soc. 2021, 143, 13450–13459
The Evolution of Data-Driven Modeling in Organic Chemistry Williams, W. L.; Zeng, L.; ‡, Gensch, T.*; Sigman, M. S.*; Doyle, A. G.*; Anslyn, E. V.* ACS Central Science, 2021, 7, 1622–1637
Data Science Meets Physical Organic Chemistry Crawford, J. M.; Kingston, C.; Toste, F. D.*; Sigman, M. S.* Acc. Chem. Res. 2021, 54, 3136–3148
Data-science driven autonomous process optimization Christensen, M.; Yunker, L. P. E.; Adedeji, F.; Roch, L. M.; Gensch, T.; dos Passos Gomes, G.; Zepel, T.; Sigman, M. S.*; Aspuru-Guzik, A.*; Hein, J. E.*Commun Chem 2021, 4, 112 Chemical Catalysis, MLR
Mechanistically Guided Workflow for Relating Complex Reactive Site Topologies to Catalyst Performance in C–H Functionalization Reactions Ryan C. Cammarota, Wenbin Liu, John Bacsa, Huw M. L. Davies*, and Matthew S. Sigman* J. Am. Chem. Soc. 2022, 144, 4, 1881–1898
Structural and Data Science-Driven Analysis to Assess Substrate Specificity of Diketopiperazine Reverse Prenyltransferase NotF: Cascade Biocatalytic Synthesis of (–)-Eurotiumin A Kelly, S.P.*; Shende, V.V.*; Flynn, A.R.; Dan, Q.; Ye, Y.; Smith, J.L.; Tsukamoto, S.; Sigman, M.S.; Sherman, D.H.* J. Am. Chem. Soc. 2022, 144, 42, 19326–19336.
Experimental Protocols for Studying Organic Non-aqueous Redox Flow Batteries Min Li, Susan A. Odom*, Adam R. Pancoast, Lily A. Robertson, Thomas P. Vaid, Garvit Agarwal, Hieu A. Doan, Yilin Wang, T. Malsha Suduwella, Sambasiva R. Bheemireddy, Randy H. Ewoldt, Rajeev S. Assary, Lu Zhang, Matthew S. Sigman, and Shelley D. Minteer* ACS Energy Lett. 2021, 6, 11, 3932–3943
Nickel-catalyzed asymmetric reductive cross-coupling of α-chloroesters with (hetero)aryl iodides Travis J. DeLano, Sara E. Dibrell, Caitlin R. Lacker, Adam R. Pancoast, Kelsey E. Poremba, Leah Cleary, Matthew S. Sigman and Sarah E. Reisman Chem. Sci., 2021, 12, 7758-7762 Chemical Catalysis, MLR
A Data-Driven Approach to the Development and Understanding of Chiroptical Sensors for Alcohols with Remote γ-Stereocenters Jordan J. Dotson, Eric V. Anslyn*, and Matthew S. Sigman* J. Am. Chem. Soc. 2021, 143, 45, 19187–19198
Univariate classification of phosphine ligation state and reactivity in cross-coupling catalysis Newman-Stonebraker, S. H.; Smith, S. R.; Borowski, J. E.; Gensch, T.; Peters, E. B.; Johnson, H. C.; Sigman, M. S.*; Doyle, A. G.*Science, 2021, 347(6565), 301
Carbon Atom Insertion into Pyrroles and Indoles Promoted by Chlorodiazirines Dherange, B. D.; Kelly, P. Q.; Liles, J. P.; Sigman, M. S.; Levin, M. D.* J. Am. Chem. Soc. 2021, 143, 30, 11337–11344 Chemical Catalysis, MLR
A Comprehensive Discovery Platform for Organophosphorus Ligands for Catalysis Gensch, T; dos Passos Gomes, G.; Friederich, P.; Peters, E.; Gaudin, T.; Pollice, R.; Jorner, K.; Nigam, A. Lindner-D'Addario; M.; Sigman, M. S.*; Aspuru-Guzik, A.* J. Am. Chem. Soc. 2022, 144, 3, 1205–1217
Advancing Discovery in Chemistry with Artificial Intelligence: From Reaction Outcomes to New Materials and Catalysts Kulik, H.J.*; Sigman, M. S. Acc. Chem. Res., 2021, 54, 2335-2336
Mechanistic Guidance Leads to Enhanced Site-Selectivity in C-H Oxidation Reactions Catalyzed by Ruthenium bs(Bipyridine) Complexes Griffin, J.D; Vogt, D.B.; Du Bios, J.; Sigman, M.S. ACS Catal., 2021, 11, 10479-10486 Chemical Catalysis, MLR
N-Ammonium Ylide Mediators for Electrochemical C–H Oxidation,Saito, M.; Kawamata, Y.; Meanwell, M.; Navratil, R.; Chiodi, D.; Carlson, E.; Hu, P.; Chen, L.; Udyavara, S.; Kingston, C.; Tanwar. M.; Tyagi, S.; McKillican, B. P.; Gichinga, M. G.; Schmidt, M. A.; Eastgate, M. D.; Lamberto, M.-L.; He, C.; Tang, T.; Malapit, C.; Sigman, M. S.; Minteer, S. D.; Neurock, M.*; Baran, P. S.* J. Am. Chem. Soc., 2021, 20, 7859-7867
Linear Regression Model Development for Analysis of Asymmetric Copper-Bisoxazoline Catalysis Werth, J.; Sigman, M. S. ACS Catal. 2021, 11, 3916–3922 Chemical Catalysis, MLR
Rate Profiling the Impact of Remote Functional Groups on the Redox-Relay Heck Reaction Kraus, S.L.; Ross, S.P.; Sigman, M.S. Org. Lett. 2021, 23, 7, 2505–2509 Chemical Catalysis, MLR
Analyzing mechanisms in Co(i) redox catalysis using a pattern recognition platform Tang, T.; Sanford, C.; Minteer, S.D.; Sigman, M.S. Chem. Sci., 2021, 12, 4771-4778
Interrogation of 2,2′-Bipyrimidines as Low-Potential Two-Electron Electrolytes Griffin, J. D.; Pancoast, A. R.; Sigman, M. S. J. Am. Chem. Soc., 2021,143, 992
Mechanistic Studies Inform Design of Improved Ti(salen) Catalysts for Enantioselective [3 + 2] Cycloaddition Robinson, S.G.; Wu, X.; Jiang, B.; Sigman, M.S.; Lin, S. J. Am. Chem. Soc., 2020, 142, 43, 18471–18482 Chemical Catalysis, MLR
Catalytic Enantioselective Synthesis of Difluorinated Alkyl Bromides Levin, M. D.; Ovian, J. M.; Read, J. A.; Sigman, M. S.; Jacobsen, E. N. J. Am. Chem. Soc., 2020, 142, 35, 14831–14837 Chemical Catalysis
Connecting and Analyzing Enantioselective Bifunctional Hydrogen Bond Donor Catalysis Using Data Science Tools Werth, J.; Sigman, M. S. J. Am. Chem. Soc., 2020,142, 16382 Chemical Catalysis, MLR Organic Chemistry: A Call to Action for Diversity and Inclusion Reisman, S. E.; Sarpong, R.; Sigman, M. S.; Yoon, T. P. Org. Lett. 2020, 22, 16, 6223–6228
Enantioselective Intramolecular Allylic Substitution via Synergistic Palladium/Chiral Phosphoric Acid Catalysis: Insight into Stereoinduction through Statistical Modeling Tsai, C.-C.; Sandford, C.; Wu, T.; Che, B.; Sigman, M. S.; Toste, F. D. Angew. Chem. Int. Ed., 2020, 59, 14647-14655 Chemical Catalysis, MLR
Molecular-level insight in supported olefin metathesis catalysts by combining surface organometallic chemistry, high throughput experimentation, and data analysis De Jesus Silva, J.; Ferreira, M. A. B.; Fedorov, A.; Sigman, M. S.; Copéret, C. Chem. Sci., 2020,11, 6717-6723 Chemical Catalysis, MLR
Electrochemical Ruthenium-Catalyzed C–H Hydroxylation of Amine Derivatives in Aqueous Acid Robinson, S. G.; Mack, J. B. C.; Alektiar, S. N.; Du Bois, J.; Sigman, M. S. Org. Lett. 2020, 22, 18, 7060–7063 Chemical Catalysis, Electrocatalysis
Development and Mechanistic Interrogation of Interrupted Chain-Walking in the Enantioselective Relay Heck Reaction Ross, S. P.; Rahman, A. A.; Sigman, M. S. J. Am. Chem. Soc. 2020, 23, 10516-10525 Chemical Catalysis
Transition State Force Field for the Asymmetric Redox-Relay Heck Reaction Rosales, A. R.; Ross, S. P.; Helquist, P.; Norrby, P.-O.; Sigman, M. S.; Wiest, O. J. Am. Chem. Soc., 2020, 21, 9700-9707 Chemical Catalysis, MLR
Realization of an Asymmetric Non-Aqueous Redox Flow Battery through Molecular Design to Minimize Active Species Crossover and Decomposition Shrestha, A.; Hendriks, K. H.; Sigman, M. S.; Minteer, S. D.; Sanford, M. S. Chem. Eur. J. 2020, 26, 5369
Strategies for remote enantiocontrol in chiral gold(iii) complexes applied to catalytic enantioselective γ,δ-Diels–Alder reactions Reid, J. P.; Hu, M.; Ito, S.; Huang, B.; Hong, C. M.; Xiang, H.; Sigman, M. S.; Toste, F. D. Chem. Sci., 2020,11, 6450-6456 Chemical Catalysis
Enantioselective Allenoate-Claisen Rearrangement Using Chiral Phosphate Catalysts Miró, J.; Gensch, T.; Ellwart, M.; Han, S.-J.; Lin, H.-H.; Sigman, M. S.; Toste, F. D. J. Am. Chem. Soc. 2020, 142, 6390
Integrating Electrochemical and Statistical Analysis Tools for Molecular Design and Mechanistic Understanding Robinson, S. G.; Sigman, M. S. Acc. Chem. Res. 2020, 53, 2, 289