Abstract
Trifluoromethylative difunctionalization and hydrofunctionalization of unactivated alkenes have been developed into powerful synthetic methodologies. On the other hand, methylative difunctionalization of olefins remains an unexplored research field. We report in this paper the Cu-catalyzed alkoxy methylation, azido methylation of alkenes using dicumyl peroxide (DCP), and di-tert-butyl peroxide (DTBP) as methyl sources. Using functionalized alkenes bearing a tethered nucleophile (alcohol, carboxylic acid, and sulfonamide), methylative cycloetherification, lactonization, and cycloamination processes are subsequently developed for the construction of important heterocycles such as 2,2-disubstituted tetrahydrofurans, tetrahydropyrans, γ-lactones, and pyrrolidines with concurrent generation of a quaternary carbon center. The results of control experiments suggest that the 1,2-alkoxy methylation of alkenes goes through a radical-cation crossover mechanism, whereas the 1,2-azido methylation proceeds via a radical addition and Cu-mediated azide transfer process.
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Introduction
The so-called magic methyl effect has long been known in medicinal chemistry and has been frequently used to optimize the biological and pharmacological properties of a drug candidate1. In addition to traditional nucleophilic substitution reaction, transition metal-catalyzed cross-coupling reaction has recently been developed into a powerful tool for the methylation of (hetero)aromatics2,3. However, in comparison to the recent advances in the field of trifluoromethylation of organic compounds4,5, progress on the development of new methylation protocols has been much slower. While the importance of the CF3 group in pharmaceuticals and crop science is undeniable, the CH3 group deserved certainly equal attention. In fact, it was estimated that over 67% of 200 top-selling drugs bore at least one CH3 group, while <5% of the small molecule drugs in the same list contained a CF3 group6.
Most of the trifluoromethylative difunctionalization of alkenes involved the generation of electrophilic CF3 radical from the hypervalent iodine reagents7 followed by its addition to the electron-rich alkenes (Fig. 1a)3. Similarly, metal-catalyzed hydrofunctionalization of alkenes, pioneered by Mukaiyama in 1980s8, has been extensively investigated (Fig. 1b)9,10,11,12,13,14,15,16. By choosing an appropriate radical acceptor, Baran and co-workers developed a protocol for the hydromethylation of unactivated alkenes for the one-pot conversion of alkenes to alkanes (Fig. 1c)15. Interestingly, in spite of the known magic methyl effect in medicinal chemistry and its utility in natural product synthesis, the related methylative difunctionalization of unactivated olefins was, to the best of our knowledge, far less developed and a multistep sequence was generally needed to accomplish this endeavor. As illustrated in Fig. 1d, five steps were needed to convert alkene I to hydroxymethylated derivative II, an advanced intermediate on the way to vinigrol 17,18.
Peroxides undergo homolytic cleavage of the O–O bond to generate acyloxy or alkoxy radicals, which can act as oxidants and radical initiators. These oxygen-centered radicals can also undergo further fragmentation to produce the alkyl radicals19. The groups of Kawazoe20 and Wong21 demonstrated in 1970s that the methyl radical generated from tert-butyl hydroperoxide and tert-butyl peracetate can methylate the protonated nucleobases via homolytic aromatic substitution (HAS) reaction. These pioneering studies, akin to Minisci reaction22, is in line with the nucleophilic nature of the methyl radical. Since then, conditions allowing the methylation of (hetero)arenes23,24,25,26, amides/carboxylic acids27,28,29,30, and isocyanides31,32,33,34 have been exploited. In addition, methylation of electron-deficient olefins such as N-arylacrylamides have also been developed35,36,37,38. In this latter case, the resulting electrophilic radical adduct underwent rapid intramolecular HAS with the tethered aromatic ring to afford 2,2-disubstituted oxindoles. On the other hand, methylative difunctionalization of unactivated double bonds using peroxide as methyl source has, to the best of our knowledge, not been reported39. This was probably due to the perception that methyl radical is nucleophilic, therefore, its addition to electron-rich alkenes would be polarity mismatched process40–43]. We report herein the realization of this endeavor by developing three-component 1,2-alkoxy methylation, 1,2-azido methylation, and methylative cycloetherification, lactonization, cycloamination of unactivated alkenes (Fig. 1e). The results of control experiments suggested that the 1,2-alkoxy methylation of alkenes went through a radical-cation crossover mechanism, whereas the azido methylation proceeded via a radical addition and Cu-mediated redox azide transfer process.
Results
Three-component 1,2-alkoxy methylation of alkenes
Examples of alkoxy alkylation of unactivated alkenes are rare. Wang and co-workers reported a rhenium-catalyzed 1,2-acetoxy methylation of styrene derivatives using phenyliodine diacetate (PIDA) as both the methyl and the acetoxy sources44, while Glorius45 and Bao46,47 reported the alkoxy alkylation of alkenes via decarboxylative generation of alkyl radicals.
We began our studies by examining the 1,2-alkoxy methylation of α-methylstyrene (1a). After extensive survey of the reaction parameters varying the Cu sources, the ligands, the Cu/ligand ratio, the peroxides, the bases, the solvents, the concentration, and the reaction temperature, the optimum conditions found consisted of heating a MeOH solution of 1a (c 0.1 M) in a sealed tube in the presence of a catalytic amount of Cu(BF4)2•6H2O (0.2 equiv), 4,4-dimethoxy-2,2’-bipyridine (L1, 0.3 equiv) and Na2HPO4 (0.2 equiv) at 120 °C for 4 h. Under these conditions, 2a was isolated in 96% yield. We note that reaction using 2-hydroperoxy-2-methylbutane as ethyl donor under otherwise standard conditions provided a complex reaction mixture.
The scope of this 1,2-alkoxy methylation of alkenes is shown in Fig. 2. Electron-donating (Me and OMe) and electron-withdrawing (F and Cl) substituents at different positions of the phenyl ring of the α-methylstyrene derivatives were transformed into the corresponding methylated ethers (2b–2i) in excellent yields. Different alkyl groups (Et, iPr, and CH2CH2Ph) at the α-position of styrene were compatible (2j–2l) and the 1,1-diarylethylenes were similarly difunctionalized to afford the desired products (2m–2q) regardless of the electronic nature of the substituents on the aromatic ring. 2-Vinylnaphthalene and 1-methylene-1,2,3,4-tetrahydronaphthalene took part in the reaction to afford the three-component adducts without event (2r, 2s). However, styrene failed to give the desired 1,2-methoxy methylation product under standard conditions. Performing the reaction of 1a in ethanol and isopropanol under otherwise standard conditions afforded the ethyl ether (2t) and the isopropyl ether (2u), respectively. A gram scale experiment converted 1a to the three-component adduct 2a in 93% isolated yield.
Three-component 1,2-azido methylation of alkenes
There were only few examples on the three-component carboazidation of alkenes with the concurrent formation of a C(sp3)-C(sp3) and a C(sp3)-N bond48. Renaud and co-workers developed a carboazidation of alkenes 1 employing electrophilic alkyl radicals generated from ethyl α-iodoacetate and phenylsulfonyl azide as the azide sources49,50. Three-component 1,2-azido alkylation of alkenes with nucleophilic alkyl radical is to the best of our knowledge unknown51,52,53. The α-methylstyrene (1a) was chosen as a test substrate for the optimization of the 1,2-azido methylation process. Using Cu(BF4)2•6H2O as catalyst (0.2 equiv), initial survey of the reaction conditions varying the methyl sources (DCP, DTBP, and tert-butyl peroxybenzoate), the azide sources (TMSN3, NaN3, KN3, and LiN3) and solvents (MeCN, tBuCN, DMF, DMSO, 1,4-dioxane, and tBuOH) prompted us to fix the following key parameters [LiN3, DTBP, tBuOH (c 0.1 M)] for further optimization. The 1,10-phenanthroline L2 turned out to be a superior ligand than L1 and CuSO4 stood out as the catalyst of choice among those copper salts screened [Cu(OAc)2, Cu(OTf)2, CuF2, and CuSO4]. Interestingly, reducing the loading of CuSO4 (0.01 equiv) gave a cleaner reaction mixture. Overall, under optimized conditions [CuSO4 (0.01 equiv), L2 (0.03 equiv), LiN3 (2.5 equiv), DTBP (4.0 equiv), tBuOH (c 0.1 M)], the desired compound 3a was isolated in 81% yield (Fig. 3). A similar yield of 3a (79%) was obtained when the 1,2-azido methylation of 1a was performed at 2.0 mmol scale. Once again, using 2-hydroperoxy-2-methylbutane as ethyl donor under otherwise standard conditions provided a complex reaction mixture.
The reaction was applicable to a variety of α-methylstyrene derivatives bearing electron-donating (Me and OMe) and -withdrawing groups (4-Cl, 4-Br, 4-F, 4-OCF3, 4-CN, and 4-NO2) on the phenyl ring. The presence of an o-methyl substituent in the substrate was also tolerated to afford 3k. α-Ethyl, α-isopropyl and α-phenethyl styrenes participated in the reaction without event (3m–3o). The 1,1-diarylethylenes bearing substituents with different electronic properties were similarly converted to the three-component adducts (3p–3u).
Methylative cycloetherification
Metal-catalyzed arylative cycloetherification and cycloamination has been well developed for the synthesis of functionalized oxa- and aza-heterocycles54,55. The alkylation-induced heterocyclization is, on the other hand, poorly documented. For instance, only few examples of alkylative cycloetherification have been reported in the literature 56.
We investigated the methylative cycloetherification of alkenes using 4-phenylpent-4-en-1-ol (4a, R=H, n = 1, Fig. 4a) as a test substrate. Gratefully, treatment of a tBuOH solution of 4a under conditions established for the 1,2-alkoxy methylation of alkenes afforded the tetrahydrofuran 5a in 58% yield. Replacing DCP with DTBP gave a similar yield of 5a (57%). Therefore, DTBP was used as a methyl source for further condition optimization as it provided a cleaner reaction mixture. Performing the reaction in tBuCN furnished 5a in only 30% yield. Other solvents such as tetrahydrofuran (THF), dimethoxyethane (DME) and N,N-dimethylformamide (DMF) led to the decomposition or polymerization of 4a. Finally, trifluoroethanol (TFE) turned out to be an optimum solvent and Cu(OTf)2 a slightly better catalyst than Cu(BF4)2•6H2O for this reaction. Overall, the reaction of 4a with DTBP in trifluoroethanol (c 0.1 M) in the presence of Cu(OTf)2 (0.2 equiv), 4,4’-dimethoxy-2,2’-dipyridine (L1, 0.3 equiv), Na3PO4 (0.2 equiv) at 120 °C afforded 2-ethyl-2-phenyltetrahydrofuran (5a) in 82% yield.
Under the above-optimized conditions, a diverse set of 4-aryl substituted pent-4-en-1-ols 4 underwent methylative cycloetherification to afford the 2,2-disubstituted tetrahydrofurans (5b–5m) in good yields (Fig. 4a). The reaction tolerated the presence of both electron-donating (Me, OMe, Ph, and iPr) and electron-withdrawing groups (F, Cl, Br, and CN) at different positions of the aryl ring. The 5-phenylhex-5-en-ol underwent the similar methylative cycloetherification to afford 2-ethyl-2-phenyltetrahydro-2H-pyran (5n) in 76% yield.
Methylative lactonization
γ-Butyrolactones are found in many bioactive compounds57 and are also useful building blocks in organic synthesis58. Consequently, many different synthetic routes have been developed for the synthesis of this important heterocycle59,60,61,62,63,64. Encouraged by the aforementioned results, the methylative lactonization of alkenes was next investigated. The optimum reaction conditions we found consisted of heating a solution of 6 in tBuOH (c 0.1 M) in the presence of CuSO4 (0.2 equiv), 1,10-Phen (L2, 0.3 equiv), DTBP (4.0 equiv) and Na3PO4 (0.2 equiv) at 120 °C. As it is shown in Fig. 4b, electron-donating (Me, OMe, Ph, and iPr) and electron-withdrawing groups (F, Br, Cl, and CN) on the phenyl ring of the α-methyl styrene derivatives were well tolerated leading to γ-lactones (7a–7i) in good yields. The (E)-4-phenylbut-3-enoic acid (6j), a 1,2-disubstituted alkene, underwent regioselective methylative lactonization to afford the 4,5-trans-disubstituted γ-lactone 7j as a single isolable diastereomer in 41% yield together with the methyl ester of 6j (24%).
Methylative cycloamination
While trifluoromethylative cycloamination of alkenes have been reported recently65,66, the methylative counterpart is to the best of our knowledge unknown. We therefore set out to examine this reaction using sulfonamide as internal nucleophile. Optimum conditions found for the methylative cycloamination of 8a with DTBP (4.0 equiv) consisted of heating a solution of 8a in tBuOH (c 0.1 M) in the presence of Cu(OAc)2 (0.2 equiv), 1,10-Phen (L2) and Na3PO4 (0.2 equiv) at 120 °C. Under these conditions, the pyrrolidine 9a was isolated in 71% yield. As it is shown in Fig. 4c, electron-donating (Me, OMe, Ph, and iPr) and electron-withdrawing groups (F, Br, Cl, and CN) on the phenyl ring of the α-methyl styrene derivatives were well tolerated leading to 2,2-disubstituted pyrrolidines (9a–9k) in good yields.
Mechanistic studies
Possible reaction pathways for the 1,2-alkoxy methylation and 1,2-azido methylation of alkenes are depicted in Fig. 5a. Reduction of peroxide (DCP or DTBP) by the in situ generated Cu(I)X salt A would produce the tert-alkoxy radical B and Cu(II) salt C. Alternatively, thermal decomposition of peroxide would generate two molecules of alkoxy radical B. β-Scission of B would generate ketone D and methyl radical E. Addition of E to the alkene would produce the benzyl radical F which would be oxidized by Cu(II) salt C to the carbenium G with the concurrent regeneration of the Cu(I)X salt. Trapping of the carbenium G by nucleophile would then afford the observed products (route a). Alternatively, radical F could be directly converted to the adduct via a Cu-centered redox transfer process (route b) or via radical rebound of F with C followed by reductive elimination of the resulting Cu(III) species H (route c) 64.
Several experimental observations and the results of control experiments were in line with the proposed reaction pathway. First, 1,2-methoxy methylation of 1a was completely inhibited in the presence of 2,2,6,6-tetramethyl-1-piperidinyloxy (TEMPO, 10). 1-(Methoxy)-2,2,6,6-tetramethylpiperidine (11) was instead isolated in 29% yield (Fig. 5b). Second, submitting (1-cyclopropylvinyl)benzene (12) to the standard 1,2-methoxy methylation conditions afforded dihydronaphthalene 13 in 43% yield (Fig. 5c). These two experiments clearly indicated the existence of both the methyl radical (Me•) and the adduct radical 14 in this three-component process. To gain further insight on the reaction mechanism, the 2-tert-butoxy-3-(1-phenylvinyl)cyclopropyl)benzene (15), developed by Newcomb as a supersensitive radical probe, was synthesized67,68. It has been demonstrated that the cyclopropane will be opened at the phenyl-bearing carbon in a radical mechanism and at the oxygen-bearing carbon in a cationic mechanism. Eventually, treatment of 15 under our methoxy methylation conditions afforded a quite complex reaction mixture from which 1,4-disubstituted naphthalene 16 was isolated in 17% yield. On the other hand, compound 15 was converted, under 1,2-azido methylation conditions, cleanly to 16 in 56% yield (Fig. 5d). Formation of benzyl radical 17 followed by regioselective ring opening to 18 and intramolecular HAS reaction would provide dihydronaphthalene 20 which, upon elimination of tBuOH, would afford naphthalene 16. The observed regioselective ring opening of cyclopropane supported the involvement of the benzylic radical 17 as a possible reactive intermediate.
The significant difference in the yield of 16 from radical clock probe 15 under the methoxy methylation and azido methylation conditions was intriguing. We tentatively attributed to the different oxidation power of the copper salts. CuSO4 is known to be a weaker oxidant than Cu(BF4)2•6H2O, the benzylic radical generated under the azido methylation conditions (CuSO4-catalyzed) would, therefore, have a longer half-life than that generated under methoxy methylation conditions [Cu(BF4)2•6H2O-catalyzed], hence the clean formation of product 16. This led us to hypothesize that the C–O bond formation in the present alkoxy methylation went through cationic intermediate (route a, Fig. 5a), whereas the C–N bond formation in the azido methylation proceeded via the Cu-mediated azide transfer process (route b or c, Fig. 5a).
In accordance with the aforementioned reaction manifolds, 1,2-methoxy methylation of 1-methyl-1-(4-nitrophenyl)ethylene (21) under standard conditions afforded a significant amount of dimer 22 and only a trace amount of the desired methoxy methylation product (Fig. 6a). The presence of the strong electron-withdrawing nitro group on the phenyl ring might significantly reduce the rate of the oxidation of benzyl radical 23 to carbenium, blocking therefore the methoxylation process. It underwent instead the dimerization to afford 22. On the other hand, treatment of 21 under standard azido methylation conditions afforded the three-component adduct 3f in 78% yield together with a small amount of dimer 22 (Fig. 6b). The result supported the notion that oxidation of radical to cation is not involved in the azidation step and the azido group was transferred directly to the radical 23 via presumably a Cu-mediated redox transfer process. The azide transfer reaction was apparently faster than the dimerization process under our optimized azido methylation conditions. It is also worth noting that dimer was rarely observed under the optimized methoxy methylation of alkenes due presumably to the rapid oxidation of benzyl radical to benzyl cation (except for 21), while it was very often observed as a side product in the azido methylation process due to the relatively long-lived benzyl radical species. Finally, performing the azidomethylation of α-methylstyrene (1a) in MeOH and tBuOH/MeOH (v/v = 4:1) under otherwise standard conditions afforded the desired product 3a in yields of 46 and 62%, respectively. The potential competitive reaction leading to the 1,2-methoxy methylated product 2a was not observed. This result reinforced the hypothesis that benzyl cation might not be involved in the azidomethylation of alkenes.
At the outset of this research, we were concerned about the hydrogen abstraction of MeOH by tert-alkoxy radical B to generate the hydroxymethyl radical I (route d, Fig. 5a). This process has indeed been exploited in the difunctionalization of activated alkenes69,70. Two pathways, namely, thermal decomposition and reduction by Cu(I) salt, may contribute to the generation of the radical B from the peroxide. The formal process generates two molecules of alkoxy radical B, while the latter produces one molecule of B and one molecule of copper tert-butoxide C. Therefore, it was difficult to quantify the ratio of β-scission of B (generating Me•) vs H-abstraction of MeOH by B (leading to •CH2OH) based on the ratio of acetophenone (D) vs 2-phenylpropan-2-ol (J). Nevertheless, the high J/D ratio (3/1) we obtained for the methylative methoxylation of α-methylstyrene (1a) indicated that route d, a thermodynamically favorable process (BDE of H-CH2OH: 96.06 ± 0.15 kcal/mol; tBuO-H: 106.3 ± 0.7 kcal/mol), was indeed occurring in parallel. However, the so-generated hydroxymethyl radical I did not interfere with the methylation process probably due to the pronounced nucleophilic nature of this radical or its rapid oxidation to formaldehyde.
In summary, we reported the Cu-catalyzed carboalkoxylation, carboazidation, carbocycloetherification, carbolactonization, and carbocycloamination of alkenes using dicumyl peroxide (DCP) or di-tert-butyl peroxide (DTBP) as methyl sources. A diverse set of styrene derivatives were converted to the methylated ethers, azides, tetrahydrofurans, tetrahydropyrans, γ-lactones, and pyrrolidines with concurrent generation of a quaternary carbon in good to excellent yields. The results of control experiments suggested that the 1,2-alkoxy methylation of alkenes went through a radical-cation crossover mechanism, whereas the azido methylation proceeded via a radical addition and Cu-mediated redox azide transfer process. This mechanistic insight would serve as a guideline in our searching for new alkene difunctionalization protocols.
Methods
Three-component 1,2-alkoxy methylation of alkenes
A screw cap tube was charged with Cu(BF4)2•6H2O (13.8 mg, 0.0400 mmol), 4,4’-dimethoxy-2,2’-bipyridine L1 (13.0 mg, 0.0601 mmol), Na2HPO4 (5.7 mg, 0.0402 mmol) and R3OH (2.0 mL). The mixture was stirred at room temperature for 30 min, then substrate 1 (0.2 mmol, 1.0 equiv) and DCP (216.2 mg, 0.800 mmol) or DTBP (0.15 mL, 4.0 equiv) were added to the above mixture. After being stirred for 4 h at 120 °C under N2 atmosphere, the reaction mixture was quenched with water and the aqueous phase was extracted with EtOAc. The organic extracts were washed with brine, dried over Na2SO4. The solvent was removed under reduced pressure. The residue was purified by flash chromatography to give 2.
Three-component 1,2-azido methylation of alkenes
A screw cap tube was charged with CuSO4 (0.32 mg, 0.002 mmol, 0.01 equiv), 1,10-phenanthroline L2 (1.08 mg, 0.003 mmol, 0.03 equiv) and tBuOH (2.0 mL). The mixture was stirred at 40 °C for 30 min, then cooled to room temperature. Substrate 1 (0.2 mmol, 1.0 equiv), LiN3 (20% w/w, 0.12 mL, 2.5 equiv) and DTBP (0.15 mL, 4.0 equiv) were added to the above mixture, and the reaction mixture was stirred at 120 °C for 8 h under N2 atmosphere. The reaction was quenched with water and the aqueous phase was extracted with EtOAc. The organic extracts were washed with brine, dried over Na2SO4. The solvent was removed under reduced pressure. The residue was purified by flash chromatography to give 3.
Methylative cycloetherification
A screw cap tube was charged with Cu(OTf)2 (14.5 mg, 0.04 mmol, 0.2 equiv), L1 (13.0 mg, 0.06 mmol, 0.03 equiv) and CF3CH2OH (2.0 mL). The mixture was stirred at room temperature for 30 min. Substrate 4 (0.2 mmol, 1.0 equiv), Na3PO4 (6.5 mg, 0.04 mmol, 0.2 equiv) and DTBP (0.15 mL, 4.0 equiv) were added to the above mixture, and the reaction mixture was stirred at 120 °C for 6 h under N2 atmosphere. The reaction was quenched with water, and the aqueous phase was extracted with EtOAc. The organic extracts were washed with brine, dried over Na2SO4. The solvent was removed under reduced pressure. The residue was purified by flash chromatography to give 5.
Methylative lactonization
A screw cap tube was charged with CuSO4 (6.4 mg, 0.04 mmol, 0.2 equiv), 1,10-phenanthroline L2 (10.8 mg, 0.06 mmol, 0.03 equiv) and CF3CH2OH (2.0 mL). The mixture was stirred at room temperature for 30 min. Substrate 6 (0.2 mmol, 1.0 equiv), Na3PO4 (9.8 mg, 0.06 mmol, 0.3 equiv) and DTBP (0.15 mL, 4.0 equiv) were added to the above mixture, and the reaction mixture was stirred at 120 °C for 6 h under N2 atmosphere. The reaction was quenched with water and extracted with EtOAc. The organic extracts were washed with brine, dried over Na2SO4. The solvent was removed under reduced pressure. The residue was purified by flash chromatography to give 7.
Methylative cycloamination
A screw cap tube was charged with Cu(OAc)2 (7.3 mg, 0.04 mmol, 0.2 equiv), 1,10-phenanthroline L2 (10.8 mg, 0.06 mmol, 0.03 equiv), and tBuOH (2.0 mL). The mixture was stirred at room temperature for 30 min. Substrate 8 (0.2 mmol, 1.0 equiv), Na3PO4 (6.5 mg, 0.04 mmol, 0.2 equiv) and DTBP (0.15 mL, 4.0 equiv) were added to the above mixture, and the reaction mixture was stirred at 120 °C for 3 h under N2 atmosphere. The reaction was quenched with water and the mixture was extracted with EtOAc. The organic extracts were washed with brine, dried over Na2SO4. The solvent was removed under reduced pressure. The residue was purified by flash chromatography to give 9.
Data availability
The authors declare that the data supporting the findings of this study are available within the paper and Supplementary Information, as well as from the authors upon request.
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Acknowledgements
We thank EPFL (Switzerland), the Swiss National Science Foundation (SNSF 20020_155973; SNSF 20021_178846) and the Swiss National Centers of Competence in Research (NCCR- Chemical Biology) for financial support.
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X.B., T.Y., T.M.H., Q.W., and J.Z. conceived and designed the experiments. X.B., T.Y., and T.M.H. carried out the experiments. X.B., T.Y., T.M.H., Q.W., and J.Z. interpreted the results and X.B., Q.W., and J.Z. co-wrote the manuscript.
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Bao, X., Yokoe, T., Ha, T.M. et al. Copper-catalyzed methylative difunctionalization of alkenes. Nat Commun 9, 3725 (2018). https://doi.org/10.1038/s41467-018-06246-6
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DOI: https://doi.org/10.1038/s41467-018-06246-6
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