Understanding complex reaction systems is critical in chemistry. While synthetic methods for selective formation of products are sought after, oftentimes it is the full reaction signature, i.e., complete profile of products/side-products, that informs mechanistic rationale and accelerates discovery chemistry. Here, we report a methodology using high-throughput experimentation and multivariate data analysis to examine the full signature of one of the most complicated chemical reactions catalyzed by palladium known in the chemical literature. A model Pd-catalyzed reaction was selected involving functionalization of 2-bromo-N-phenylbenzamide and multiple bond activation pathways. Principal component analysis, correspondence analysis and heatmaps with hierarchical clustering reveal the factors contributing to the variance in product distributions and show associations between solvents and reaction products. Using robust data from experiments performed with eight solvents, for four different reaction times at five different temperatures, we correlate side-products to a major dominant N-phenyl phenanthridinone product, and many other side products. Knowledge about the full reaction signature, such as the complete profile of products and side-products is important in accelerating discovery chemistry. Here, the authors report a methodology using high-throughput experimentation and multivariate data analysis to examine Palladium- catalyzed cross-coulpling reactions.
机构:
Chinese Acad Sci, State Key Lab Organometall Chem, Shanghai Inst Organ Chem, Univ Chinese Acad Sci, 345 Lingling Rd, Shanghai 200032, Peoples R ChinaChinese Acad Sci, State Key Lab Organometall Chem, Shanghai Inst Organ Chem, Univ Chinese Acad Sci, 345 Lingling Rd, Shanghai 200032, Peoples R China
Jiang, Binyang
Shi, Shi-Liang
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Chinese Acad Sci, State Key Lab Organometall Chem, Shanghai Inst Organ Chem, Univ Chinese Acad Sci, 345 Lingling Rd, Shanghai 200032, Peoples R ChinaChinese Acad Sci, State Key Lab Organometall Chem, Shanghai Inst Organ Chem, Univ Chinese Acad Sci, 345 Lingling Rd, Shanghai 200032, Peoples R China
机构:
Univ Calif Santa Barbara, Dept Chem & Biochem, Santa Barbara, CA 93106 USAUniv Calif Santa Barbara, Dept Chem & Biochem, Santa Barbara, CA 93106 USA
Handa, Sachin
Slack, Eric D.
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Univ Calif Santa Barbara, Dept Chem & Biochem, Santa Barbara, CA 93106 USAUniv Calif Santa Barbara, Dept Chem & Biochem, Santa Barbara, CA 93106 USA
Slack, Eric D.
Lipshutz, Bruce H.
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Univ Calif Santa Barbara, Dept Chem & Biochem, Santa Barbara, CA 93106 USAUniv Calif Santa Barbara, Dept Chem & Biochem, Santa Barbara, CA 93106 USA
机构:
Kyoto Univ, Dept Mat Chem, Grad Sch Engn, Kyoto 6158510, JapanKyoto Univ, Dept Mat Chem, Grad Sch Engn, Kyoto 6158510, Japan
Matsushita, Naoki
Kashihara, Myuto
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Kyoto Univ, Dept Mat Chem, Grad Sch Engn, Kyoto 6158510, JapanKyoto Univ, Dept Mat Chem, Grad Sch Engn, Kyoto 6158510, Japan
Kashihara, Myuto
Formica, Michele
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机构:
Kyoto Univ, Dept Mat Chem, Grad Sch Engn, Kyoto 6158510, Japan
Univ Oxford, Chem Res Lab, Oxford OX1 3TA, EnglandKyoto Univ, Dept Mat Chem, Grad Sch Engn, Kyoto 6158510, Japan
Formica, Michele
Nakao, Yoshiaki
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Kyoto Univ, Dept Mat Chem, Grad Sch Engn, Kyoto 6158510, JapanKyoto Univ, Dept Mat Chem, Grad Sch Engn, Kyoto 6158510, Japan
机构:
Chinese Acad Sci, State Key Lab Organometall Chem, Shanghai Inst Organ Chem, Univ Chinese Acad Sci, 345 Lingling Rd, Shanghai 200032, Peoples R ChinaChinese Acad Sci, State Key Lab Organometall Chem, Shanghai Inst Organ Chem, Univ Chinese Acad Sci, 345 Lingling Rd, Shanghai 200032, Peoples R China
Jiang, Binyang
Shi, Shi-Liang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, State Key Lab Organometall Chem, Shanghai Inst Organ Chem, Univ Chinese Acad Sci, 345 Lingling Rd, Shanghai 200032, Peoples R ChinaChinese Acad Sci, State Key Lab Organometall Chem, Shanghai Inst Organ Chem, Univ Chinese Acad Sci, 345 Lingling Rd, Shanghai 200032, Peoples R China
机构:
Univ Calif Santa Barbara, Dept Chem & Biochem, Santa Barbara, CA 93106 USAUniv Calif Santa Barbara, Dept Chem & Biochem, Santa Barbara, CA 93106 USA
Handa, Sachin
Slack, Eric D.
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h-index: 0
机构:
Univ Calif Santa Barbara, Dept Chem & Biochem, Santa Barbara, CA 93106 USAUniv Calif Santa Barbara, Dept Chem & Biochem, Santa Barbara, CA 93106 USA
Slack, Eric D.
Lipshutz, Bruce H.
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h-index: 0
机构:
Univ Calif Santa Barbara, Dept Chem & Biochem, Santa Barbara, CA 93106 USAUniv Calif Santa Barbara, Dept Chem & Biochem, Santa Barbara, CA 93106 USA
机构:
Kyoto Univ, Dept Mat Chem, Grad Sch Engn, Kyoto 6158510, JapanKyoto Univ, Dept Mat Chem, Grad Sch Engn, Kyoto 6158510, Japan
Matsushita, Naoki
Kashihara, Myuto
论文数: 0引用数: 0
h-index: 0
机构:
Kyoto Univ, Dept Mat Chem, Grad Sch Engn, Kyoto 6158510, JapanKyoto Univ, Dept Mat Chem, Grad Sch Engn, Kyoto 6158510, Japan
Kashihara, Myuto
Formica, Michele
论文数: 0引用数: 0
h-index: 0
机构:
Kyoto Univ, Dept Mat Chem, Grad Sch Engn, Kyoto 6158510, Japan
Univ Oxford, Chem Res Lab, Oxford OX1 3TA, EnglandKyoto Univ, Dept Mat Chem, Grad Sch Engn, Kyoto 6158510, Japan
Formica, Michele
Nakao, Yoshiaki
论文数: 0引用数: 0
h-index: 0
机构:
Kyoto Univ, Dept Mat Chem, Grad Sch Engn, Kyoto 6158510, JapanKyoto Univ, Dept Mat Chem, Grad Sch Engn, Kyoto 6158510, Japan