Alex H. Y.
Chan‡
a,
Terence C. S.
Ho‡
a,
Daniel R.
Parle
ab and
Finian J.
Leeper
*a
aYusuf Hamied Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK. E-mail: fjl1@cam.ac.uk
bCancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Robinson Way, Cambridge CB2 0RE, UK
First published on 27th January 2023
Suppression of pyruvate dehydrogenase complex (PDHc) is a mechanism for cancer cells to manifest the Warburg effect. However, recent evidence suggests that whether PDHc activity is suppressed or activated depends on the type of cancer. The PDHc E1 subunit (PDH E1) is a thiamine pyrophosphate (TPP)-dependent enzyme, catalysing the first and rate-limiting step of PDHc; thus, there is a need for selective PDH E1 inhibitors. There is, however, inadequate understanding of the structure–activity relationship (SAR) and a lack of inhibitors specific for mammalian PDH E1. Our group have reported TPP analogues as TPP-competitive inhibitors to study the family of TPP-dependent enzymes. Most of these TPP analogues cannot be used to study PDHc in cells because (a) they inhibit all members of the family and (b) they are membrane-impermeable. Here we report derivatives of thiamine/TPP analogues that identify elements distinctive to PDH E1 for selectivity. Based on our SAR findings, we developed a series of furan-based thiamine analogues as potent, selective and membrane-permeable inhibitors of mammalian PDH E1. We envision that our SAR findings and inhibitors will aid work on using chemical inhibition to understand the oncogenic role of PDHc.
A common strategy in designing inhibitors of TPP-dependent enzymes lies in the use of TPP analogues.10–24 These mostly feature a central neutral ring in place of the thiazolium ring of TPP, e.g. deazathiamine pyrophosphate 318 (deazaTPP), triazole-TPP 4
19 and furan-TPP 5
20 (Fig. 1b). They form multiple polar interactions in the TPP-pockets: (1) the aminopyrimidine forms hydrogen-bonding interactions and π–π stacking interactions with some conserved residues; (2) the pyrophosphate has ionic interactions with the Mg2+ ion in the pyrophosphate pocket; and (3) the neutral central ring mimics the thiazolium ylide 1b (the catalytically active form of TPP 1a) and so captures the strong stabilising interactions between the enzyme and the high-energy TPP ylide. As a result, these TPP analogues are potent inhibitors with nanomolar or lower affinities towards most, if not all, TPP-dependent enzymes.13,14 However, they cannot be used in cellular studies due to their anionic pyrophosphate tail which makes them membrane-impermeable.14,25
While the two TPP-binding pockets (see Fig. 1a) are similar in all TPP-dependent enzymes, the C2-pocket where the substrate binds and biotransformation takes place must differ between different enzymes as they act on different substrates (Fig. 1c).1,4 In this work, we aimed to develop inhibitors that are both selective for mammalian PDH E1 and membrane permeable. We prepared a range of derivatives of thiamine analogues to systematically probe the three key pockets in order to identify electronic and steric elements that differentiate PDH E1 from other TPP-dependent enzymes. To attain membrane-permeability, we replaced the pyrophosphate moiety with non-charged moieties and throughout the iterative ligand design process, physiochemical properties of our inhibitors were calculated and monitored. This approach led to a series of potent, selective and membrane-permeable furan-based inhibitors of mammalian PDH E1. We anticipate that these inhibitors and our SAR findings will advance work on developing chemical probes for PDH E1 in cellular systems.
% Inhibition (2![]() ![]() |
% Inhibition (5![]() ![]() |
IC50![]() |
cLog![]() |
|
---|---|---|---|---|
a Data are the means of measurements in three technical replicates.
b Percentage inhibition determined for compounds at 200 μM with [TPP] = 100 μM.
c Percentage inhibition determined for compounds at 200 μM with [TPP] = 40 μM.
d IC50 values determined at [TPP] = 10 μM.
e Calculated Log![]() |
||||
7 | 32 ± 5f | 58 ± 9 | 30 ± 5 | −0.45 |
8a | 58 ± 8f | 80 ± 10 | 10.6 ± 2.0 | 2.66 |
8b | 40 ± 6f | 73 ± 9 | 2.10 | |
8c | 48 ± 7f | 74 ± 10 | 2.66 | |
8d | 40 ± 5f | 62 ± 8 | 2.66 | |
8e | 44 ± 7f | 73 ± 9 | 2.87 | |
8f | 41 ± 6f | 55 ± 8 | 2.05 | |
8g | 38 ± 5f | 54 ± 8 | 2.05 | |
8h | 52 ± 7 | 72 ± 9 | 2.24 | |
8i | 70 ± 9 | >90 | 5.42 ± 0.63 | 0.77 |
8j | 52 ± 7 | 72 ± 9 | 2.98 | |
8k | 66 ± 7 | 88 ± 8 | 5.72 ± 0.80 | 2.19 |
8l | 30 ± 6 | 55 ± 6 | 0.65 | |
8m | 43 ± 4 | 67 ± 6 | 0.86 | |
8n | 36 ± 4 | 61 ± 6 | 0.86 | |
8o | 51 ± 5 | 70 ± 8 | 1.41 | |
8p | 71 ± 7 | >90 | 4.64 ± 0.47 | 1.15 |
8q | 70 ± 7 | >90 | 4.39 ± 0.51 | 1.28 |
8r | 76 ± 8 | >90 | 3.70 ± 0.42 | 2.52 |
8s | 45 ± 5 | 66 ± 6 | 3.10 | |
8t | 41 ± 5 | 72 ± 7 | 2.25 | |
8u | 52 ± 5 | 74 ± 7 | 2.25 | |
8v | 73 ± 6 | >90 | 3.96 ± 0.42 | 3.75 |
8w | 86 ± 7 | >90 | 2.95 ± 0.43 | 2.52 |
8x | 60 ± 5 | 77 ± 7 | 2.52 |
To further probe the pyrophosphate pocket, 17 new esters 8h–x were synthesised and more substitution patterns were sampled, including mono- and di-substituted aryl and heteroaryl esters (8h–q), fused aryl esters (8r–u) and biaryl esters (8v–x). The seven previously reported esters 8a–g and two of the new ones, 8h and 8p, have been described in a patent and were tested for inhibition of bacterial and cyanobacterial growth.23 Compound potency on PDH E1 was evaluated on commercially available porcine PDH E1 which is a widely accepted22,26–29 alternative to human PDH E1 because the sequence of the two PDH E1 enzymes are >95% identical and the residues that differ are located away from the active site (Fig. S1†). Table 1 summarises the inhibitory activities and the calculated LogP values (cLog
P) of esters 8a–x. In contrast to the previously reported series 8a–g, the more structurally diverse derivatives 8h–x in this work resulted in a wider range of activities (percentage inhibition at 2
:
1 ratio of [inhibitor] to [TPP] is 30–86% vs. 38–58%). Repeating the assays at lower [TPP] led to enhanced apparent inhibition, thus confirming their competitive relationship with TPP, as previously established for esters 8a–g.22 IC50 values were determined for compounds that inhibited more potently than 8a, among which esters 8i and 8w were of special interest: 8i being the most polar (with adequate aqueous solubility for all biological assays, see below) and 8w being the most potent. Due to the competitive nature of our analogues towards TPP, the IC50 value obtained will be proportional to the [TPP] used. Since assays for IC50 determination typically require high compound concentrations (>10 × IC50) for near-complete enzyme inhibition, a lower [TPP] was used to ensure our compounds remained soluble at the highest concentration needed.
These furan-based derivatives together explored two positions on the pyrimidine ring. The analogues with modified pyrimidines 17b–d and 21 were compared with the corresponding compounds with unmodified pyrimidines, 17a and 22 (Scheme 3) respectively. As shown in Table 2, derivatives featuring larger (Et, 17b), electron-withdrawing (CF3, 17c) or electron-donating (NH2, 17d) substituents in place of the methyl group (17a) were all weaker inhibitors. This is consistent with reported docking studies where deazathiamine 3 derivatives bearing Et, iPr or CF3 at this position resulted in no reasonable docking pose.31 Acylation of the amino group (21) abolished inhibition. We concluded that the unmodified 2-methyl-4-aminopyrimidine ring best fits the aminopyrimidine pocket.
Compound | % Inhibition (1![]() ![]() |
---|---|
a Data are the means of measurements in three technical replicates.
b Percentage inhibition determined for compounds at 100 μM with [TPP] = 100 μM. Relative to Table 1, assay conditions here had the ratio of [inhibitor] to [TPP] reduced from 2![]() ![]() ![]() ![]() |
|
17a | 85 ± 8 |
17b | 18 ± 3 |
17c | 16 ± 4 |
17d | 8 ± 2 |
21 | 6 ± 2 |
22 | 66 ± 7 |
The C2-acylated compounds 24a–i were then assayed for inhibition of PDH E1 (Table 3). For the linear chains 24a–e the trend was that inhibition increased from acetyl (24a) to butanoyl (24c) but then decreased with further increase in length (24d and 24e). For the ring-bearing acyl groups (24f–h) the strongest inhibition was again with the four-carbon cyclopropanecarbonyl group (24f) and larger groups inhibited less well. 24i was an exception to this trend and Fig. S2† has a possible explanation from docking studies, in which the pyran oxygen hydrogen-bonds to the –OH of threonine-82. We conclude that the butanoyl derivative (24c) is the best in the series possibly because it maximises the hydrophobic contact without creating a steric clash with the C2-pocket.
IC50![]() |
Affinity relative to TPPc |
K
I![]() |
|
---|---|---|---|
a Data are the means of measurements in three technical replicates. b IC50 values determined at [TPP] = 10 μM. c Compound affinity relative to TPP = [TPP]/IC50. d K I is based on the previously reported KM for TPP of 50 nM (ref. 14 and 33) using [TPP]/IC50 = KM(TPP)/KI. | |||
16a | 21.9 ± 3.4 | 0.45 | 111 ± 15 |
22 | 3.27 ± 0.40 | 3.1 | 16.1 ± 2.2 |
24a | 5.58 ± 0.58 | 1.8 | 27.8 ± 3.0 |
24b | 2.99 ± 0.40 | 3.4 | 15.2 ± 1.8 |
24c | 0.85 ± 0.22 | 11.8 | 4.24 ± 1.11 |
24d | 1.81 ± 0.20 | 5.5 | 9.09 ± 0.96 |
24e | 4.79 ± 0.53 | 2.1 | 23.8 ± 2.8 |
24f | 1.50 ± 0.20 | 6.7 | 7.46 ± 1.04 |
24g | 2.98 ± 0.28 | 3.4 | 14.7 ± 1.6 |
24h | 3.41 ± 0.49 | 2.9 | 17.2 ± 2.3 |
24i | 1.07 ± 0.13 | 9.3 | 5.38 ± 0.62 |
Also of note is that the IC50 of 22, which is not C2-acylated, is over three times lower than the IC50 of the corresponding triazole 8a. This shows that the furan is a better scaffold for binding to PDH E1, as well as having the advantage that it can be acylated at the 2-position, which the triazole cannot.
Mammalian PDH E1 | Yeast PDC | Bacterial PDC | Bacterial PO | Bacterial OGDC E1 | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
% Inh. (5![]() ![]() |
% Inh. (1![]() ![]() |
IC50![]() |
K
I![]() |
L.E.f | % Inh. (1![]() ![]() |
IC50![]() |
% Inh. (1![]() ![]() |
IC50![]() |
% Inh. (1![]() ![]() |
IC50![]() |
% Inh. (1![]() ![]() |
IC50![]() |
|
a Data are the means of measurements in three technical replicates. b Percentage inhibition determined for compounds at 50 μM with [TPP] = 10 μM. c Percentage inhibition determined for compounds at 50 μM with [TPP] = 50 μM. d IC50 values determined at [TPP] = 10 μM; compound affinity relative to TPP affinity = [TPP]/IC50. e K I is based on the previously reported KM for TPP of 50 nM (ref. 14 and 33) using [TPP]/IC50 = KM(TPP)/KI; numbers are rounded to two-significant figures. f Ligand efficiency (L.E.) = ΔG of binding (in kcal per mol)/number of non-hydrogen (heavy) atoms; preferred L.E. > 0.3. g Percentage inhibition determined for compounds at 200 μM with [TPP] = 200 μM. h IC50 values determined at [TPP] = 200 μM. i IC50 values determined at [TPP] = 40 μM. ND, not determined. Insol., compound not soluble under assay conditions. | |||||||||||||
16a | 66 ± 9 | 28 ± 5 | 22 ± 3.4 | 110 | — | 25 ± 6 | 638 ± 54 | ND | ND | ND | ND | 23 ± 6 | 134 ± 13 |
17a | 100 | 88 ± 9 | 1.5 ± 0.14 | 7.5 | 0.40 | 21 ± 3 | 827 ± 80 | 20 ± 3 | 250 ± 29 | 18 ± 8 | 258 ± 28 | 18 ± 4 | 231 ± 19 |
22 | >90 | 72 ± 9 | 3.3 ± 0.4 | 16 | 0.43 | 19 ± 4 | Insol. | ND | ND | ND | ND | 25 ± 6 | 185 ± 19 |
23 | 100 | 100 | 0.55 ± 0.08 | 2.7 | 0.39 | 14 ± 2 | Insol. | 7 ± 2 | Insol. | 8 ± 4 | Insol. | 6 ± 2 | Insol. |
24a | 85 ± 9 | 66 ± 8 | 5.6 ± 0.6 | 28 | 0.37 | 18 ± 5 | Insol. | ND | ND | ND | ND | 23 ± 5 | 189 ± 15 |
24c | 100 | >90 | 0.85 ± 0.2 | 4.2 | 0.38 | Insol. | Insol. | 2 ± 4 | ND | Insol. | Insol. | 27 ± 7 | Insol. |
25 | 100 | 100 | 0.13 ± 0.02 | 0.65 | 0.36 | Insol. | Insol. | 3 ± 6 | ND | 1 ± 4 | ND | 8 ± 3 | Insol. |
26 | 100 | 100 | 0.42 ± 0.07 | 2.0 | 0.36 | 1 ± 3 | ND | 1 ± 3 | ND | 2 ± 5 | ND | 17 ± 5 | 208 ± 20 |
In computational docking studies into the active site of human PDH E1 (Fig. 2a) 25 overlays well with TPP. Compared to the pyrophosphate of TPP, the bi-aryl ester extends deeper into the pyrophosphate pocket, which is considerably larger than needed to accommodate the pyrophosphate group. The benzene ring forms a pi-cation interaction with the Mg2+ and the nitrogen atom of the pyridine ring hydrogen bonds to the amide NH of an arginine residue, explaining why the m-pyridin-3-yl group of 8w binds better than the m-phenyl group of 8v. The C2-butanoyl group makes only hydrophobic contacts in the C2-pocket and the aminopyrimidine ring forms all the same hydrogen bonds and pi–pi interaction with surrounding residues that TPP does (Fig. 2b, see also Fig. S3†).
![]() | ||
Fig. 2 (a) Predicted binding mode of 25 (yellow carbons) in the active site of human PDH E1 (PDB: 6CFO), overlaid with the TPP binding pose (cyan). Left: View showing the characteristic V-shaped conformation of the pyrimidine-CH2-thiazolium motif of TPP. Right: View showing the coordination between the pyrophosphate of TPP and Mg2+ (green ball). (b) Predicted interactions (shown as dashed lines) between 25 and human PDH E1. |
To assess target specificity, compounds were tested on other TPP-dependent enzymes (Fig. 1c). Of the four enzymes, three use pyruvate as acyl-donor substrate but use different acceptor substrates, whereas the fourth OGDH E1 uses a different donor substrate but the same acceptor substrate as PDH E1. Thus, in using these four enzymes, we are exploring the binding sites for both donor and acceptor substrates. As shown in Table 4, introducing the C2-butanoyl group (17avs.26) completely abolished activities on PDC and PO but did not affect the inhibition of OGDH E1. PDC and PO use smaller acceptor substrates than PDH E1 and OGDH E1 (Fig. 1c), suggesting they may have smaller C2-pockets that cannot accept the larger butanoyl group of 26 and 25 for steric reasons (though polarity of the C2-pocket may also be a factor). These experiments show that introducing an appropriate C2-substituent can both improve affinity for the selected enzyme and introduce high levels of selectivity over other TPP-dependent enzymes.
Inhibition of OGDH E1 by 23 and 25 was much less than that of PDH E1, despite the fact that both enzymes use the same acceptor substrate and most active site residues are conserved (except Tyr89 replaced by His in OGDH, Fig. 2b). Docking studies suggested that the explanation is that the OGDH E1 pyrophosphate pocket is smaller than that of PDH E1 (which extends well beyond the Mg2+ and the pyrophosphate group of TPP) and so the selectivity has a steric origin (see Fig. S4† for more details). In support of this, the furan series (22 to 17a to 23) showed a trend of reducing affinity towards OGDH E1 as the esterifying group increases in size (Table 4).
Esters 23, 25 and 26 have been characterised as potent and selective TPP-competitive inhibitors of mammalian PDH E1, and marked the completion of our initial goal – to map the SAR of the active site. DeazaTPP 3 features a polyanionic tail (thus membrane-impermeable14) and potently but non-selectively inhibits all TPP-dependent enzymes.13 However, ester 25 is uncharged and selective to mammalian PDH E1, with potency four times greater than 3 (KI: 0.65 vs. 2.6 nM (ref. 14)) despite lacking the pyrophosphate moiety for binding the Mg2+ cation.
Amides 31–37 were tested for their potency and selectivity (Table 5). In direct comparison (e.g.23vs.33), the amides were 2.7- to 6.4-fold less potent than their equivalent esters against PDH E1. However, amides 33 and 37 still bound to PDH E1 considerably more tightly than TPP (4- and 12-fold respectively) and remained highly selective, with no significant (<10%) inhibition of other TPP-dependent enzymes (Table 5). Docking studies suggested that the reduced affinity of the amides was due to the loss of the hydrogen bond between Tyr89 and the ester oxygen. The C2-functionalised 37 was slightly more potent than 33. The ligand efficiencies (L.E.s) of 33 and 37 were 0.36 and 0.33 (kcal mol−1 per heavy atom) respectively, implying that both are highly efficient binders,35 but the group efficiency of the C2-butanoyl group was only 0.14, implying that it is inefficiently contributing to the affinity for PDH E1,36 consistent with our prediction that it only contributes hydrophobic not polar interactions. The calculated physiochemical properties (Table 6) suggest that amides 33 and 37 are also drug-like36,37 but 37 has poor aqueous solubility.
Mammalian PDH E1 | Yeast PDC | Bacterial PDC | Bacterial PO | Bacterial OGDH E1 | |||||
---|---|---|---|---|---|---|---|---|---|
% Inh. (5![]() ![]() |
% Inh. (1![]() ![]() |
IC50![]() |
K
I![]() |
L.E.f | % Inh. (1![]() ![]() |
% Inh. (1![]() ![]() |
% Inh. (1![]() ![]() |
% Inh. (1![]() ![]() |
|
a Data are the means of measurements in three technical replicates. b Percentage inhibition determined for compounds at 50 μM with [TPP] = 10 μM. c Percentage inhibition determined for compounds at 50 μM with [TPP] = 50 μM. d IC50 values determined at [TPP] = 10 μM. e K I is based on the previously reported KM for TPP of 50 nM,14,33 and is rounded to two significant figures. f Ligand efficiency (L.E.) = ΔG of binding (kcal per mol)/number of non-hydrogen (heavy) atoms; preferred LE: >0.3. g Percentage inhibition determined for compounds at 200 μM with [TPP] = 200 μM. Insol., compound insoluble under assay conditions. ND, not determined. | |||||||||
31 | 84 ± 10 | 52 ± 7 | 9.17 ± 0.82 | 45 | 0.40 | 16 ± 3 | ND | ND | 22 ± 4 |
32 | >90 | 71 ± 9 | 4.14 ± 0.45 | 21 | 0.38 | 18 ± 3 | 16 ± 3 | 17 ± 4 | 16 ± 3 |
33 | 100 | 85 ± 9 | 2.52 ± 0.53 | 13 | 0.36 | 7 ± 3 | 6 ± 3 | 5 ± 1 | 8 ± 2 |
34 | 44 ± 7 | 15 ± 5 | 66.0 ± 6.5 | 333 | 0.35 | ND | ND | ND | ND |
35 | 63 ± 8 | 25 ± 5 | 26.7 ± 3.2 | 130 | 0.34 | ND | ND | ND | ND |
36 | >90 | 67 ± 9 | 4.52 ± 0.45 | 23 | 0.35 | Insol. | 3 ± 5 | 1 ± 3 | 25 ± 5 |
37 | 100 | >90 | 0.83 ± 0.14 | 4.2 | 0.33 | Insol. | 2 ± 4 | 6 ± 3 | 2 ± 3 |
Calculated properties | Recommended values36 | 33 | 37 |
---|---|---|---|
a Using MarvinSketch 21.2. | |||
Molecular weight (MW) | <500, prefer-ably <400 | 413 | 483 |
Calculated Log![]() ![]() |
≤5, preferably ≤3–4 | 2.8 | 3.2 |
Number of HB donors (HBDs) | ≤5 | 3 | 3 |
Number of HB acceptors (HBAs) | ≤10 | 7 | 8 |
Total polar surface area at pH = 7.4 (TPSA) | 75–140 Å2 | 107 | 124 |
Number of rotatable bonds (RBs) | <10 | 7 | 10 |
Aqueous solubility (mg mL−1) | — | Moderate (0.01–0.06) | Low (<0.01) |
![]() | ||
Fig. 3 Effects of amide 33 on cell growth for four fast-growing human cell lines, Colo-205 (colorectal cancer), HEK (embryonic kidney), MDA-MB-231 (breast cancer) and PANC-1 (pancreatic cancer). Cell count after a 48 h growth period is shown; the horizontal dashed lines show the starting cell density. Refer to Fig. S5† for full details. |
Footnotes |
† Electronic supplementary information (ESI) available: Methods and results for enzyme assays and computational docking; synthetic methods, compound characterisation and NMR spectra. See DOI: https://doi.org/10.1039/d2ob02272a |
‡ These authors contributed equally. |
This journal is © The Royal Society of Chemistry 2023 |