Volume 61, Issue 2 e202111291
Research Article
Open Access

Electrophilic Activation of [1.1.1]Propellane for the Synthesis of Nitrogen-Substituted Bicyclo[1.1.1]pentanes

Sarah Livesley

Sarah Livesley

Department of Chemistry, University of Liverpool, Crown Street, Liverpool, L69 7ZD UK

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Alistair J. Sterling

Alistair J. Sterling

Chemistry Research Laboratory, University of Oxford, 12 Mansfield Road, Oxford, OX1 3TA UK

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Dr. Craig M. Robertson

Dr. Craig M. Robertson

Department of Chemistry, University of Liverpool, Crown Street, Liverpool, L69 7ZD UK

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Dr. William R. F. Goundry

Dr. William R. F. Goundry

Early Chemical Development, Pharmaceutical Sciences, R&D, AstraZeneca, Macclesfield, SK10 2NA UK

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Dr. James A. Morris

Dr. James A. Morris

Syngenta, International Research Centre, Bracknell, Berkshire, RG42 6EY UK

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Prof. Dr. Fernanda Duarte

Corresponding Author

Prof. Dr. Fernanda Duarte

Chemistry Research Laboratory, University of Oxford, 12 Mansfield Road, Oxford, OX1 3TA UK

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Dr. Christophe Aïssa

Corresponding Author

Dr. Christophe Aïssa

Department of Chemistry, University of Liverpool, Crown Street, Liverpool, L69 7ZD UK

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First published: 27 October 2021
Citations: 44

Graphical Abstract

The third way: the umpolung of nucleophilic [1.1.1]propellane into an electrophilic halogen bond complex enables the synthesis of nitrogen-substituted bicyclo[1.1.1]pentanes (BCP) after attack of anilines and azoles. DFT calculations show that the halogen bond interaction helps avoiding the decomposition of the BCP cage. This approach opens a third avenue to access functionalised BCPs besides the better explored radical and anionic strategies.

Abstract

Strategies commonly used for the synthesis of functionalised bicyclo[1.1.1]pentanes (BCP) rely on the reaction of [1.1.1]propellane with anionic or radical intermediates. In contrast, electrophilic activation has remained a considerable challenge due to the facile decomposition of BCP cations, which has severely limited the applications of this strategy. Herein, we report the electrophilic activation of [1.1.1]propellane in a halogen bond complex, which enables its reaction with electron-neutral nucleophiles such as anilines and azoles to give nitrogen-substituted BCPs that are prominent motifs in drug discovery. A detailed computational analysis indicates that the key halogen bonding interaction promotes nucleophilic attack without sacrificing cage stabilisation. Overall, our work rehabilitates electrophilic activation of [1.1.1]propellane as a valuable strategy for accessing functionalised BCPs.

Introduction

The bicyclo[1.1.1]pentane (BCP) fragment is recognised as a beneficial isosteric replacement of phenyl, tert-butyl and alkyne groups in biological1 and material science applications.2 Specifically, nitrogen-substituted BCPs (Figure 1 A) have been reported in more than half of the patents that feature bioactive BCPs.3 However, these bioactive compounds have been prepared from a limited set of BCP-amine building blocks that are either commercially available, but expensive, or made in several steps from other BCP derivatives.4 Therefore, there is an urgent need to develop synthetic methods to access a wider range of nitrogen-substituted BCPs.

Details are in the caption following the image

A) Examples of bioactive nitrogen-substituted BCPs in patents. B) Synthesis of N-substituted BCPs from [1.1.1]Propellane 1 with anionic and radical reagents. C) Facile decomposition of BCP carbocations. D) Synthesis of N-substituted BCPs from 1,3-bis-iodo-BCP 2. E) Synthesis of N-substituted BCPs by electrophilic activation of 1 in halogen bond complex 5. NIS: N-iodosuccinimide.

In this context, [1.1.1]propellane 1 is considered the most valuable precursor of nitrogen-substituted BCPs through addition of anions and radicals to its interbridgehead bond. Thus, 1 can be attacked either by an excess of secondary bis-alkyl amines once they have been deprotonated with a strong base into organometallic amides (Figure 1 B, path a).5 Moreover, electrophilic nitrogen-centred radicals that are stabilised with at least one electron-withdrawing group (EWG) can also add to 1 (path b).6 Alternatively, nitrogen-substituted BCPs can be formed by trapping a bicyclo[1.1.1]pentyl radical intermediate either with an azodicarboxylate to give BCP-hydrazines (path c),7 or with a CuIII complex as a carrier of nitrogen-centred nucleophiles (path d).8

In stark contrast to these strategies, the synthesis of nitrogen-substituted BCP derivatives by electrophilic activation of 1 in a cationic pathway appears far more challenging because of the facile decomposition of the tertiary bicyclo[1.1.1]pent-1-yl carbocation (Figure 1 C).9 Nevertheless, Wiberg and co-workers proposed that the intermediate carbocation 3 could be formed and then trapped by an azide anion in the reaction of 1,3-bis-iodo-BCP 2 with NaN3 under basic conditions (Figure 1 D).10, 11 Independently, Adcock and co-workers postulated that the reaction of a large excess of pyridine or tertiary amines with 2 led to the formation of the cationic intermediate 4 that would be then attacked by the nucleophile present in excess.12 Unfortunately, other nucleophiles examined in that study, such as i-Pr2NH, pyrazine and thiazole, did not deliver the expected BCP adducts but instead partially regenerated propellane 1, whereas the reaction of 1 with pyridine and molecular iodine gave a mixture of the expected nitrogen-substituted BCP and 2. More recently, Zarate and co-workers have modified this procedure for the alkylation of 4-iodo-pyrazole with either 1 or 2.13 Thus, the electrophilic activation of propellane 1 and subsequent trapping by nucleophiles remains limited to a small set of nucleophiles, and lags behind the numerous strategies reported for the addition of anions and radicals to 1.14, 15

Herein, we report that the synthesis of nitrogen-substituted BCPs is enabled by electrophilic activation of propellane 1 in a halogen bond complex, which facilitates the attack of primary anilines, N-alkyl and N-aryl secondary anilines, as well as azoles (Figure 1 E). Significantly, DFT calculations suggest that halogen bond complex 5 is a minimum on the energy profile of the reaction and is electrophilic in nature, which enables nucleophilic attack, whereas the decomposition of the cage is disfavoured. Conversely, a cationic pathway involving carbocation 3 can only lead to exomethylenecyclobutane derivatives and is not a viable intermediate in the reactions leading to nitrogen-substituted BCPs. Hence, the electrophilic activation of propellane 1 in a halogen bond complex enables its attack by electron-neutral N-centred nucleophiles that are fundamentally distinct from the nucleophilic organometallic amides5 and electrophilic N-centred radicals6 described previously.

Results and Discussion

Optimisation and initial observations

We were eager to first verify whether anilines could be alkylated by propellane 1 in the presence of simple molecular iodine. However, we found that the reaction led only to the formation of 1,3-bis-iodo-BCP 2 without any trace of the desired product (Scheme 1). Conversely, using N-iodosuccinimide (NIS) and keeping the temperature at −78 °C enabled the isolation of the desired product 6 in 94 % yield. Applying higher temperatures was detrimental to the yield (Table 1, entries 1 and 2), and using or slightly modifying the conditions described recently by Zarate and co-workers for the alkylation of 4-iodo-pyrazole with 1 did not lead to the formation of 6 but of 1,3-bisiodo-BCP 2 instead (entries 3 and 4).13 Moreover, using NBS or NCS instead of NIS did not lead to the formation of the corresponding BCP analogues of 6 (entries 5 and 6). Significantly, compound 2 was left intact when treated with para-nitroaniline at room temperature, even for several days and independently of the solvent (acetone, Et2O or THF). This result confirmed that 2 is neither an intermediate nor a suitable starting material in the reaction leading to the desired product 6.

Details are in the caption following the image

Contrasting reactivity of I2 and NIS in their activation of propellane 1 for the alkylation of a model aniline substrate. NIS: N-iodosuccinimide.

Table 1. Control reactions.[a,b]

Entry

Activator

Solvent

T

Product (Yield)[c]

1

NIS

Et2O

21 °C

6 (8 %)

2

NIS

Et2O

0 °C

6 (27 %)

3

I2

Et2O

−78 °C

2 (63 %)[d,e]

4

I2

MeCN

21 °C

2 (12 %)[e,f]

5

NBS

Et2O

−78 °C

n.a[g]

6

NCS

Et2O

−78 °C

n.a.[g]

  • [a] For entries 1, 2, 5, and 6, aniline/1/activator=1:1.5:1.5 [b] For entries 3 and 4, aniline/1/activator=1:1.2:1.5 and Cs2CO3 (2 equiv) was added. [c] Yields determined by 1H NMR. [d] 92 % of remaining aniline. [e] 6 was not formed. [f] 53 % of remaining aniline. [g] Not applicable, no BCP products. NBS: N-bromosuccinimide. NCS: N-chlorosuccinimide.

Using the optimised reaction conditions, the initial exploration of the scope of anilines quickly revealed that only electron-poor anilines could lead to high yields of isolated products. Thus, compounds 79 could be obtained in 45–90 % yield (Scheme 2). Strikingly, compounds 69 were not stable at room temperature for more than an hour when neat, but they were stable in solution for several days. The lack of stability observed for 69 was exacerbated in the case of less electron-poor primary anilines and of secondary anilines, regardless of their electronic properties. Hence, rapid darkening of the crude mixture was observed either when removing the reaction vessel from the −78 °C bath, or even in the capillary when we monitored the formation of the most sensitive products by thin layer chromatography.

Details are in the caption following the image

Initial scope of 3-iodo-BCP-anilines.

Scope of alkylation of anilines

Despite this decomposition, it was clear that the alkylation of electronically-diverse anilines with 1 occurred satisfactorily. Only the stability of the BCP adducts was an issue, and we reasoned that removing the carbon-iodine bond would give more stable products. We therefore decided to attempt a one-pot reaction that combined the alkylation protocol described above with a reduction under the mildest conditions possible to initiate the C−I bond cleavage below room temperature with Et3B and air in MeOH. During the optimisation of this one-pot sequence, we obtained much better results by i) not evaporating the solvent used for the alkylation (Et2O, THF, or acetone), ii) using 2-mercaptoethanol in addition to n-Bu3SnH to accelerate the reduction of the bicyclo[1.1.1]pentyl radical,16 and iii) adding the reagents of the reduction at −78 °C before letting the mixture warm to room temperature or below, depending on the substrate. The choice of solvent for the alkylation of anilines with 1 was dictated by their reactivity and solubility, which both increased in the order Et2O < THF < acetone, whereas the stability of the iodinated BCP cage during the reduction of the C−I bond decreased in that order. After concentration of the crude mixture, the tin residues were carefully removed by treatment of the crude mixture with KF and purification by chromatography on silica gel loaded with K2CO3.17 Using this one-pot sequence, we were delighted to isolate a wide array of BCP-anilines 1024 that were hitherto beyond reach (Scheme 3).

Details are in the caption following the image

Scope of the BCP-anilines obtained by the N-alkylation/C-I reduction one-pot sequence. All reactions were conducted on 0.2 mmol of aniline in 1 mL of solvent except otherwise noted; yields of pure isolated products. [a] In THF. [b] BEt3 (0.2 equiv), HS(CH2)2OH (1 equiv); reduction reaction rapidly warmed to r.t and stirred for 1 h. [c] In Et2O. [d] In acetone. [e] BEt3 (1 equiv), HS(CH2)2OH (2 equiv). [f] Reduction reaction warmed to 0 °C slowly over 2.5 h. [g] Reduction reaction kept at −40 °C for 2 h. [h] 1H NMR yield, volatile compound. [i] Reduction not attempted.

Thus, besides resonance-stabilised derivatives 10 and 11, primary anilines substituted with groups that have only negative inductive effects gave BCPs 12 and 13 in good yields. It is noteworthy that the reaction could be conducted on the gram scale to obtain 11 in 64 % yield. In that experiment, we also obtained the product of bis-alkylation 14 in low yield, which encouraged us to explore the scope of secondary anilines. Gratifyingly, using 11 as substrate of the one-pot sequence, 14 could be obtained in 62 % yield. Similarly, we could obtain 15 without any evidence of C−N bond formation at the imide nitrogen atom. When working with secondary anilines as precursors of BCP-anilines, it was essential to use acetone as a solvent in several cases. In addition, it was also critical to maintain a low temperature after the addition of the reducing agents in the second stage of this one-pot protocol to avoid unwanted decomposition of the most sensitive BCP-anilines. Hence, the optimal protocol required to either allow a slow warming from −78 °C to 0 °C over 2.5 hours (14, 15, 19, and 20) or keep the reaction at −40 °C for 2 hours (18). With this tailored control of the temperature, we could isolate the desired compounds in excellent yields, whereby BCP-anilines 1719 were notably not stabilised by any electron-withdrawing groups. In contrast, compound 21 was obtained in only 8 % yield despite a complete and clean alkylation of phenothiazine in the first stage of this one-pot reaction. Indeed, we observed the regeneration of phenothiazine in large amounts when attempting the reduction of the C−I bond under radical conditions (Figure SI-1, see supporting information).

Finally, the one-pot sequence was applied to amino-pyridines and delivered 2224. However, the C−I bond of BCP 22 resisted the reduction conditions of the second stage of the one-pot sequence. It is also noteworthy that 22 was far more stable once isolated than 69 or the 3-iodo-BCPs precursors of 1021, and 22 could be obtained in 51 % when the C−I bond reduction step was omitted. Conversely, the C−I bond reduction was possible on a 3-amino pyridine derivative and mono-BCP 23 was isolated after separation from bis-BCP 24.

Scope of other nitrogen-centred nucleophiles

When examining the reaction of other nitrogen-centred nucleophiles, we found that indoles and amides were unreactive, whereas the reaction of secondary alkyl amines gave complex mixtures, and those of pyrazole, carbamates and sulfonamides were both sluggish and unselective (Figure SI-2, see supporting information). Conversely, the reaction of azoles led to BCP-azoles 2529 in good yields under slightly modified conditions (Scheme 4). Hence, an excess of nucleophile was necessary to compensate for an otherwise incomplete conversion, and replacing NIS with either commercially available 1,3-diiodo-5,5-dimethylhydantoin (DIH) or easily prepared 1-iodo-3,5,5-trimethylhydantoin (1-ITMH) made the purification of 2529 easier. Furthermore, using I2 as electrophilic activator of 1 instead of NIS, DIH or 1-ITMH for the alkylation of imidazole led to 1,3-bis-iodo BCP 2 as major product (41 %) besides 25 in lower yield (18 %). It is also noteworthy that the conditions recently described by Zarate and co-workers for the alkylation of 4-iodo-pyrazole with 113 did not give any trace of 25 when using imidazole as test substrate.

Details are in the caption following the image

Scope of 3-iodo-BCP-azoles. [a] In Et2O, 1-ITMH. [b] In acetone, DIH. [c] Single regioisomer. [d] Ratio of regioisomers. DIH: 1,3-diiodo-5,5-dimethylhydantoin. 1-ITMH: 1-iodo-3,5,5-trimethylhydantoin.

In addition, it is noteworthy that these BCP-azoles were more stable in neat form than the BCP-anilines 69. Comparison of the X-ray crystal structures18 of BCP-azoles 26 and 27 with the optimised geometry of model BCP-aniline 30 showed a shorter distance between the two bridgehead atoms C1 and C3 in 26 and 27 than in 30 (Figure 2). On the opposite, the C3−N bond is shorter in 30 than in 26 and 27, and the C2−C3 bonds are in average longer than the C1−C2 bonds in 30, a feature that is not seen in 26 and 27. Hence, the greater distortion of the BCP cage in 1-iodo-BCP-anilines, likely due to enhanced donation of the nitrogen lone pair into the C2−C3 bond,19 might contribute to their lack of stability.

Details are in the caption following the image

Bond distances from X-ray crystal structures of 26 and 27 and the optimised geometry of 30 calculated at the SMD(Et2O)-B2GP-PLYP-D3BJ/def2-TZVP level of theory. Average values for rC1-C2 and rC3-C2.

Finally, we examined the reaction of procaine, a widely-used local anesthetic drug, under the conditions optimised for anilines. We found that C−N bond formation occurred only at the tertiary alkyl amine and not at all at the aniline, and compound 31 was isolated in 43 % yield in a mixture with succinimide (Scheme 5). Overall, among the nitrogen-centred nucleophiles that gave BCP adducts with the protocol described here, the following reactivity trend is obtained: azoles < anilines < tertiary alkyl amines, in good agreement with Mayr's nucleophilicity scale.20

Details are in the caption following the image

Reaction of procaine.

Further functionalisation

The BCPs obtained in the reactions described above are amenable to further functionalisation. For example, under unoptimised reaction conditions compounds 32 and 33 could be obtained from BCP-aniline 10 by rhodium-catalysed N-H insertion and Buchwald-Hartwig cross-coupling, respectively (Scheme 6). It is noteworthy that both reaction classes are unprecedented for BCP-anilines. The C−I bond of the BCP-azole 27 could also be exploited for further functionalisation in a Giese reaction with methyl acrylate to give 34, and the reduction of the C−I bond could be completed to give 35 by using either (Me3Si)3SiH and AIBN,21 or catalytic Pd(PPh3)4 under blue light irradiation.22

Details are in the caption following the image

Further functionalisation of the BCP-anilines and BCP-azoles. a) 1 mol % [Rh2(OAc)4], PhC(=N2)CO2Me (2 equiv), CH2Cl2, 30 °C, 3 hours slow addition of diazo compound, then 20 h. b) 5 mol % [Pd(Pt-Bu3)2], t-BuONa (1.5 equiv), p-BrC6H4CO2t-Bu (1.2 equiv), toluene, 110 °C, 24 h. c) n-Bu3SnH (1.1 equiv), AIBN (0.3 equiv), methyl acrylate (8 equiv), benzene, 80 °C, 3.5 h. d) (Me3Si)3SiH (1.8 equiv), AIBN (0.2 equiv), water, 75 °C, 5 h. e) 3 mol % Pd(PPh3)4, t-BuOK (2 equiv), isopropanol, blue light, r.t., 22 h. AIBN: azobisisobutyronitrile.

Mechanism

Tertiary bicyclo[1.1.1]pent-1-yl carbocations are known to undergo rapid decomposition.9 Wiberg and co-workers have computationally studied several 3-substituted bicyclo[1.1.1]pent-1-yl carbocations. However, carbocation 3 was not included in their studies, and 3 was postulated to be an intermediate species that could be trapped by nucleophiles such as azide and methoxide.10 This is at odds with our computational study on the reactivity of [1.1.1]propellane,23 which indicates that σ-π-delocalisation is key to maintain structural integrity. Therefore, upon formation of the cation, one would expect this delocalisation to be lost, leading to the collapse of 3 (Figure SI-3, see supporting information). Indeed, our geometry optimisation of 3 in implicit ether solvent revealed that this structure is not a minimum but a transition state (TS) that features the cleavage of a C−C bond adjacent to the C−I bond (Figure 3 A). This TS collapses to a bent bicyclo[1.1.0]butane-like cation 36 in which the primary cation experiences pseudo-allylic stabilisation with the interbridgehead C−C bond. Subsequently, planarisation of this cation via TS 37 is almost barrierless, leading to the formation of cyclobutyl cation 38, which is accompanied by a modest driving force of 3.4 kcal mol−1. These results provide counter-evidence for the involvement of the carbocation 3 in reactions where an intact bicyclo[1.1.1]pentyl cage is present in the product.

Details are in the caption following the image

A) Optimised geometry and Hirschfeld charges (δ) of carbocation 3, and the energy profile of its fragmentation calculated at the SMD(Et2O)-DLPNO-CCSD(T)/def2-TZVPP//SMD(Et2O)-B2GP-PLYP-D3BJ/def2-TZVP level of theory. B) Optimised geometries and Hirschfeld charges (δ) of halogen bond complex 5 and transition state 41. C) Energy profile of the reaction of propellane 1 with aniline and NIS. Parts B and C were calculated at the [SMD(Et2O)-DLPNO-CCSD(T)/def2-TZVPP, ma-def2-TZVPP on I//SMD(Et2O)-B2GP-PLYP-D3BJ/def2-TZVP, ma-def2-TZVP on I] level of theory. D) Fukui dual descriptors (f(2)(r)) for [1.1.1]propellane 1 and halogen-bond complex 5, calculated at the B2GP-PLYP-D3BJ/def2-TZVP level; f(2)(r)<0 (red) and f(2)(r)>0 (blue); isovalue=0.005 au.

We hypothesised that an alternative mechanism was in place, which involved halogen bond-mediated nucleophilic addition to 1. We evaluated the nature of this interaction by computing the electrostatic potential isosurface of 1. It reveals a pair of minima (−24.4 kcal mol−1) at either end of the propellane's interbridgehead bond (C1−C3) (Figure SI-4, see supporting information) indicating that this bond may act as a lone pair interacting with the sigma hole of a halogen bond donor.24 We thus found that 1 binds to NIS to give halogen bond complex 5 (Figure 3 B) with an estimated binding enthalpy of −4.5 kcal mol−1. The propellane's cage is far less distorted in 5 than in 3, which is indicative of greater resistance to fragmentation. Significantly, complex 5 is a true minimum with a free energy barrier to fragmentation (20.0 kcal mol−1) via TS 39 to form exomethylenecyclobutyl cation 40 (Figure 3 C).

Jemmis and co-workers have studied symmetrical bis-halogen bonded complexes of [1.1.1]propellane 1, demonstrating that the interbridgehead bond is shortened and strengthened upon formation of the complex.24 This could indicate that 1 would become less reactive upon complexation with NIS. To elucidate the effect of halogen complexation on the reactivity of 1 further, we computed the dual descriptor derived from conceptual DFT, which enables the visualisation of regions that are net electrophilic or nucleophilic in a molecule.25 Our calculations on 1 in isolation indicate that the interbridgehead bond is nucleophilic (red region, Figure 3 D). However, a marked change is observed upon formation of the halogen bond complex 5, where the interbridgehead region becomes net electrophilic (blue region, Figure 3 D). This analysis provides a mechanism for the activation of [1.1.1]propellane: the stabilisation of the HOMO through interaction with the halogen bond donor activates the interbridgehead bond of 1 towards nucleophilic attack. Importantly, the attack of 5 by aniline via TS 41 to give intermediate 42 is favoured over the fragmentation of 5 (ΔΔG=2.9 kcal mol−1) (Figure 3 C), suggesting that halogen bonding enables sufficient charge transfer to activate the interbridgehead C−C bond without sacrificing cage stability, which would otherwise result in fragmentation towards an exomethylene cyclobutane. As previously found for the reaction of 1 with anionic and radical intermediates,23 our calculations suggest that the reaction of complex 5 with neutral anilines does not rely on a strain-promoted cleavage of the interbridgehead bond C1−C3. Moreover, the conversion of 5 into 42 is slightly endergonic, but it is driven toward 30 by a proton exchange that is thermodynamically favoured (Figure 3 C).

Furthermore, we have also considered a scenario where N-iodoaniline, formed in a reaction between aniline and NIS, would be the halogen bond donor in a complex with propellane 1 prior to attack by another molecule of aniline. However, this pathway was ruled out due to its high activation barrier (26.9 kcal mol−1, see supporting information). Finally, control reactions in the presence of radical TEMPO (2,2,6,6-Tetramethylpiperidinyloxy) or conducted in the dark led to expected products 6, 25, and 27, which rules out a radical pathway (see supporting information).

Overall, the electrophilic activation of 1 in a halogen bond complex offers a more viable pathway towards the observed BCP products than carbocation 3 originally postulated by Wiberg,10 which can only lead to exomethylenecyclobutane derivatives.

Conclusion

In conclusion, we have demonstrated that electrophilic activation of [1.1.1]propellane in a halogen bond complex is a viable strategy for the synthesis of N-substituted BCPs. This approach enables the attack of the interbridgehead bond by neutral anilines and azoles that are electronically distinct from the nucleophilic organometallic amides and electrophilic N-centred radicals described in previous strategies,5, 6 and deliver N-substituted BCPs that were hitherto inaccessible. Moreover, DFT calculations indicate that the halogen bonding interaction enables an umpolung of the central bond of [1.1.1]propellane to make it electrophilic without sacrificing cage stabilisation. We anticipate that this approach will pave the way for an expansion of the potential applications of the electrophilic activation of [1.1.1]propellane, a strategy that had so far remained limited in scope and therefore neglected.9, 10, 11, 12, 13

Acknowledgements

S.L. thanks the EPSRC for a studentship (EP/N509693/1), and AstraZeneca, Eli Lilly, Syngenta, and LiverpoolChiroChem for a CASE award. A.J.S. thanks the EPSRC Centre for Doctoral Training in Synthesis for Biology and Medicine for a studentship (EP/L015838/1), generously supported by AstraZeneca, Diamond Light Source, Defence Science and Technology Laboratory, Evotec, GlaxoSmithKline, Janssen, Novartis, Pfizer, Syngenta, Takeda, UCB and Vertex. A.J.S. also thanks the Oxford-Radcliffe Scholarship for a studentship. This work used the Cirrus UK National Tier-2 HPC Service at EPCC (http://www.cirrus.ac.uk) funded by the University of Edinburgh and EPSRC (EP/P020267/1).

    Conflict of interest

    The authors declare no conflict of interest.

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