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. 2024 Aug 31;17(9):1154. doi: 10.3390/ph17091154

Synthesis of New Thiazole-Privileged Chalcones as Tubulin Polymerization Inhibitors with Potential Anticancer Activities

Hamada Hashem 1,*,, Abdelfattah Hassan 2,3,, Walid M Abdelmagid 4, Ahmed G K Habib 5, Mohamed A A Abdel-Aal 6, Ali M Elshamsy 7, Amr El Zawily 8,9, Ibrahim Taha Radwan 10, Stefan Bräse 11,*, Ahmed S Abdel-Samea 12, Safwat M Rabea 13,14
Editor: Fedora Grande
PMCID: PMC11435058  PMID: 39338317

Abstract

A series of novel thiazole-based chalcones were evaluated for their anticancer activity as potential tubulin polymerization inhibitors. In vitro anticancer screening for the thiazole derivatives 2a2p exhibited broad-spectrum antitumor activity against various cancer cell lines particularly Ovar-3 and MDA-MB-468 cells with a GI50 range from 1.55 to 2.95 μΜ, respectively. Compound 2e demonstrated significant inhibition of tubulin polymerization, with an IC50 value of 7.78 μM compared to Combretastatin-A4 (CA-4), with an IC50 value of 4.93 μM. Molecular docking studies of compounds 2e, 2g, and 2h into tubulin further supported these findings, revealing that they bind effectively to the colchicine binding site, mirroring key interactions exhibited by CA-4. Computational predictions suggested favorable oral bioavailability and drug-likeness for these compounds, highlighting their potential for further development as chemotherapeutic agents.

Keywords: thiazole chalcones, anticancer, tubulin inhibitors, colchicine binding site

1. Introduction

Microtubules are dynamic cytoskeletal elements in human cells, involved in cellular activities throughout cell division [1]. The highly dynamic behavior of microtubules can be successfully targeted to combat rapidly replicating cancer cells [1,2]. Tumor cells possess unique traits such as unlimited growth, angiogenesis, adaptability, and effortless spread throughout the body [3,4]. These features strongly rely on the involvement of microtubules, making microtubules an essential target for treating cancer [5,6]. Antimitotic drugs are a variety of cyclic compounds that interfere with cell division [7,8] polymerization binding. Traditional antimitotic drugs directly bind to tubulin to stabilize formed microtubules or prevent tubulin from polymerizing to form microtubules. These agents create abnormalities in the mitotic spindle, leading to an extended pause in mitosis that initiates apoptosis [7,9]. The effectiveness of antimitotic therapies indicates that focusing on mitosis is a promising strategy for creating novel anticancer medications [10].

Antimitotic drugs that target tubulin bind at four distinct binding sites, taxanes, vinca alkaloids, colchicine, and laulimalide sites [11,12]. Tubulin inhibitors that target vinca alkaloids and taxane sites, like paclitaxel, vinblastine, and ixabepilone, have been commonly used in medical practice for years [13,14]. Nevertheless, due to their limited water solubility, narrow therapeutic range, and the development of drug resistance, there is a push to find safer and more potent antimitotic drugs [15,16,17].

Colchicine, a natural product, binds to a different location on tubulin and successfully prevents tubulin assembly [14]. Colchicine is not utilized clinically due to its significant toxicity [18]. Additionally, there are presently no FDA-approved tubulin inhibitors that target the colchicine site [19]. Hence, it is crucial to create new antimitotic drugs that target the colchicine binding site [20]. There is a growing interest in antimitotic agents that interact with the colchicine binding site because they are simple molecules with enhanced solubility in water and a wide therapeutic range [13,21]. Compared to other binding sites, targeting the colchicine binding site is reported to cause a rapid disruption of existing tumor vasculature and decrease multidrug resistance [21,22]. In addition, CA-4 is a potent antimitotic agent that binds to the colchicine binding site and suppresses tubulin assembly [23,24]. Nevertheless, the in vivo efficacy of CA-4 is limited due to its unfavorable pharmacokinetics, which is caused by its high hydrophobicity, low aqueous solubility, and isomerism to a less active E-isomer [11,17].

Chalcones are an important group of flavonoid compounds with unique structures in medicinal chemistry [23,25]. Due to their uncomplicated structure and anticancer characteristics, chalcones can be easily hybridized with other anticancer pharmacophores, creating several bioactive derivatives [15,25]. Hundreds of chalcone derivatives were synthesized and evaluated as tubulin inhibitors [26]. Thiazole-linked chalcone V revealed remarkable anticancer activity against the colorectal cancer cells, HT-29, HCT-116, and Lovo, with IC50 values of 7.94, 3.12, and 2.21 μM, respectively [27]. On the other hand, thiazole was incorporated into many chemotherapeutic agents due to its favorable pharmacokinetic and pharmacodynamic characteristics [3,28]. Various clinically used anticancer drugs contain thiazole rings like bleomycin, ixabepilone, and dasatinib [29]. Bioactive thiazole enhances the binding to target, molecular conformation, water solubility, physicochemical properties, and pharmacokinetic properties [3,30]. Many CA-4 analogs such as tubulin polymerization inhibitors have been reported as replacing the double bond of CA-4 with a thiazole ring to maintain the cis-conformation, for example, compounds I and II [31,32]. Several research teams have designed heterocycle–chalcone hybrids to improve both the pharmacokinetics and pharmacodynamics of chalcones as antimitotic agents [33,34]. Li and coworkers incorporated a quinoline moiety in chalcone to improve physicochemical properties as compound III [21]. Conversely, Kamal and his team designed imidazothiazole-chalcone IV that showed enhanced binding interactions with the colchicine binding region in the tubulin dimer, compared to CA-4 (Figure 1) [27,32,35].

Figure 1.

Figure 1

Some reported heterocyclic-chalcones and thiazole derivatives targeting colchicine binding site on tubulin.

Motivated by these findings and continuing our endeavors to create novel derivatives with anticancer activity, we designed and synthesized a range of thiazole–chalcone derivatives as potential antimitotic agents (Figure 2). Subsequently, we assessed the effectiveness of these derivatives in inhibiting the growth of different types of human cancer cells. To investigate the mechanism by which these derivatives exhibit their anticancer activities, their impact on tubulin polymerization was evaluated.

Figure 2.

Figure 2

Design of novel thiazole-chalcones targeting colchicine binding site.

2. Results and Discussion

2.1. Chemistry

Both thiazole chalcones 2a2p and their intermediate 1 were prepared as illustrated in Scheme 1. 1-(4-methyl-2-thioxo-2,3-dihydrothiazol-5-yl)ethan-1-one was synthesized following the previously published procedure [36]. The thiazole derivatives 2a2p were synthesized in ethanol by condensation of intermediate 1 with the appropriate aromatic aldehyde in the presence of sodium hydroxide [2]. The structures of target compounds 2a2p were elucidated using 1H NMR, 13 C NMR, elemental analysis, and mass spectrometry. The 1H NMR spectra of chalcones derivatives 2a2p showed a singlet at δ = 2.50–2.60 ppm due to the methyl group of the thiazole ring. Also, two doublets appeared at δ = 7.10–7.80 ppm due to chalcone protons. One singlet for the NH appeared at δ 13.63–13.70 ppm. Moreover, 13 C NMR showed characteristic signals at δ = 188.91–189.44 ppm, 179.87–180.24 ppm, and 14.14–15.02 ppm, which corresponds to C=S, C=O, and the methyl group of the chalcone scaffold, respectively.

Scheme 1.

Scheme 1

Synthesis of thiazole-based chalcones 2a2p. Reagents and conditions: (i) ethanol, 20 °C, 6 h.; (ii) appropriate aromatic aldehyde, 60% NaOH, ethanol, 0 °C, 18 h.

2.2. Biological Investigation

2.2.1. In Vitro Screening of Anticancer Activity of Thiazole Derivatives 2a2p at 10 μM

According to the protocol of the drug evaluation, all thiazole chalcones 2a2p were selected by the National Cancer Institute (NCI) for in vitro screening of their anticancer activities at a single dose of 10 μM against nine tumor subpanels, including leukemia, CNS, melanoma, colon, lung, breast, ovarian, renal, and prostate cancer (PC) cell lines (Table 1). From the results in Table 1, it is clear that all tested thiazole derivatives displayed a broad range of antiproliferative and cytotoxic activity against most of the tested cell lines, with mean growth percentages ranging from −21.75 to 77.71. Chalcone derivatives 2c, 2e, 2f, 2g, 2h, 2i, and 2p showed remarkable anticancer activity against most of the tested cell lines with mean growth percentages equal 36.74, 22.13, 23.72, 34.25, −21.75, 25.23, and 14.89, respectively. Among the tested derivatives, compound 2h was the most potent derivative, with broad cytotoxic effect (negative value) against LOX IMVI, RXF 393, UO-31, HCC-2998, SF-539, MDA-MB-468, OVCAR-3, KM12, U251, NCI-H23, SK-MEL-5, NCI-H522, ACHN, UACC-62, T-47D, CAKI-1, SK-MEL-28, MCF7, MALME-3M, NCI-H226, SW-620, OVCAR-5, MDA-MB-435, HCT-15, NCI-H460, SN12C, COLO 205, MDA-MB-231/ATCC, BT-549, SR, 786-0, and HCT-116 cancer cells with growth percentages of −98.99, −91.92, −89.63, −86.72, −85.88, −82.86, −79.48, −78.4, −75.99, −72.77, −68.8, −58.81, −58.35, −56.71, −56.63, −56.46, −47.02, −45.42, −42.94, −41.9, −37.8, −37.4, −36.95, −36.42, −30.68, −25.64, −24.88, −21.75, −17.58, −14.03, −10.99, −10.85, and −6.25, respectively. Also, it displayed remarkable cytostatic action (positive value) against EKVX, HOP-62, M14, SF-295, HL-60(TB), NCI/ADR-RES, PC-3, DU-145, RPMI-8226, UACC-257, IGROV1, SNB-19, OVCAR-4, MOLT-4, OVCAR-8, K-562, CCRF-CEM, SK-MEL-2, A549/ATCC, HT29, HS 578T, SF-268, NCI-H322M, SK-OV-3, and A498 cancer cells with growth inhibition percentages of 0.65, 0.68, 1.86, 4.14, 5.25, 8.19, 8.43, 8.55, 9.39, 9.4, 10.16, 10.38, 13.05, 13.31, 13.44, 13.77, 13.78, 16.88, 19.51, 20.35, 24.47, 27.46, 28.92, 44.61, and 8.87, respectively. Thiazole chalcones 2c, 2e, 2f, 2g, 2i, and 2p exhibited broad and cytotoxic effects against most of the tested cells with growth percentages of −13.63 to 119.09, −26.09 to 98.01, −48.15 to 105.85, −34.08 to 108.90, −86.21 to 107.77, and −64.57 to 96.50, respectively. Thiazole derivatives 2a, 2b, 2d, 2j, 2k, 2l, 2m, 2n, and 2o showed moderate potency against most of the tested cancer cell lines with growth percentages of 14.13 to 128.73, −22.69 to 106.03, 14.10 to 116.44, 11.77 to 130.77, 35.38 to 129.94, 15.11 to 120.21, 5.15 to 108.77, 19.19 to 122.75, −0.42 to 125.58, respectively. The data presented in Table 1 showed that substituting the phenyl ring of thiazole chalcones greatly impacts the potency against various cancer cell lines. The presence of an electron-withdrawing group increases cytotoxic activity. In contrast, an electron-donating group decreases the anticancer activity of thiazole derivatives.

Table 1.

Illustration of the in vitro screening results of the anticancer activity of thiazole derivatives 2a2p at a dose of 10 μM.

Cell Line Panel/Cell Line Name Growth Percentage of Thiazole Chalcones 2a–2p
2a 2b 2c 2d 2e 2f 2g 2h 2i 2j 2k 2l 2m 2n 2o 2p
Leukemia CCRF-CEM 37.22 15.42 −0.21 46.79 15.19 3.18 −11.02 13.78 −7.25 24.6 68.52 58.98 12.41 53.72 15.53 4.92
HL-60(TB) 49.59 12.04 12.98 53.03 25.32 −0.98 13.16 5.25 −5.39 61 87.05 58.48 12.74 55.84 35.6 3.95
K-562 50.96 22.81 20.43 47.41 16.76 7.94 13.64 13.77 12.28 34.16 47.03 56.62 27.51 48.87 32.43 8.21
MOLT-4 74.19 43.64 58.71 84.22 19.78 10.18 30.17 13.31 14.2 68.76 62.1 81.55 36.78 72.27 73.82 9.11
RPMI-8226 14.13 15.24 2.32 28.65 10.37 13.82 1.4 9.39 −7.9 18.86 41.48 19.63 9.09 35.64 18.58 5.31
SR 32.39 6.82 18.33 14.1 3.42 ND 8.46 −10.99 −4.81 45.55 57.41 43.69 5.15 ND 32.51 ND
NSCLC A549/ATCC 82.31 76.38 55.96 87.57 26.49 61.14 64.07 19.51 75.71 74.27 68.06 82.86 43.09 90 64.57 26.57
EKVX 73.11 68.61 51.04 35.62 34.72 40.96 62.9 0.65 74.66 55.52 67.01 84.75 54.52 56.24 54.16 23.4
HOP-62 ND 34.77 ND 91.65 10.45 −2.73 11.94 0.68 21.63 54.1 86.25 ND 91.75 88.82 34.07 4.61
HOP-92 89.61 ND 45.42 ND ND 34.78 67.12 ND 57.63 98.01 118.71 100.67 61.54 103.21 83.73 16.45
NCI-H226 96.48 85.65 67.1 89.61 32.73 20.49 54.51 −41.9 91.38 93.76 88.28 93.62 90.78 79.73 80.5 16.43
NCI-H23 77.52 71.09 62.66 91.77 18 36.43 65.01 −72.77 49.2 68.54 71.13 81.76 86.47 72.87 65.13 7.27
NCI-H322M 66.51 84.46 63.98 106.22 50.15 ND 44.13 28.92 50.72 62.15 81.14 92.4 62.76 ND 63.43 ND
NCI-H460 56.7 43.22 39.31 82.17 12.05 82.56 39.06 −30.68 11.33 53.09 85.67 85.62 40.11 89.77 40.01 −1.34
NCI-H522 71.74 63.86 44.19 90.13 21.99 13.54 21.1 −58.81 33 60.24 58.91 61.35 32.87 73.46 56.8 16.3
Colon Cancer COLO 205 ND 94.51 ND 117.87 70.71 78.15 89.96 −24.88 91.53 121.66 115.46 ND 102.52 122.75 115.96 81.66
HCC-2998 91.33 58.22 27.06 132.42 13.88 −21.28 3.23 −86.72 −11.87 77.15 95.3 100.59 79.76 80.73 41.71 19.01
HCT-116 49.38 21.2 23.71 44.58 3.28 6.98 16.57 −6.25 −47.76 46.74 72.22 75.95 46.54 62.3 34.55 6.81
HCT-15 35 19.06 14.71 57.4 −22.01 −19.78 5.48 −36.42 −62.1 38.58 64.44 50.75 32.68 45.78 31.33 −3.26
HT29 99.67 47.06 73.33 122.14 29.92 31.17 76.26 20.35 62.83 98.71 94.03 96.79 ND 114.99 97.72 40.09
KM12 29.04 11.91 6.85 63.81 −30.72 6.77 1.17 −78.4 −72.47 29.81 62.65 42.17 25.26 73.4 42.25 9.52
SW-620 69.11 20.94 13.76 82.04 8.6 8.02 5.7 −37.8 −44.79 35.87 89.86 75.28 47.89 84.93 34.92 6.92
CNS Cancer SF-268 69.81 82.33 58.62 80.38 51.84 67.94 46.1 27.46 47.36 86.89 99.28 81.05 54.04 89.73 67.22 18.5
SF-295 88.86 38.42 60.61 82.55 41.84 42.62 90.37 4.14 86.08 83.38 79.76 83.49 26.31 72.5 66.5 42.28
SF-539 41.72 6.17 −4.61 93.59 −10.65 −30.44 −25.34 −85.88 −25.22 42.96 88.7 69.82 22.73 87.29 29.82 −13.9
SNB-19 66.75 44.03 33.66 85.22 ND 15.84 32.68 10.38 41.18 65.54 71.2 75.59 37.21 77.37 61.91 19.56
SNB-75 92.71 ND 36.49 ND 8.74 ND 2.52 ND 35.98 78.06 96 98.01 50.41 ND 58.12 ND
U251 56.91 17.63 14.09 63.31 12.07 11.35 15.53 −75.99 13.65 60.37 67.11 62.29 20.33 68.6 33.72 14.98
Melanoma LOX IMVI 31.05 13.83 8.91 57.46 −26.09 −48.15 −5.17 −98.99 −86.21 31.22 60.24 44.25 21.68 57.81 26.92 17.13
MALME-3M 87.78 101.24 85.79 104.51 86.93 ND 72.94 −42.94 75.16 84.65 79.42 90.04 97.13 ND 89.57 ND
M14 77.06 78.45 49.58 82.29 40.25 34.39 74.48 1.86 69.52 83.02 83.18 87.51 53.99 75.84 82.23 15.43
MDA-MB-435 50.1 35.94 4.67 80.75 17.26 22.51 8.26 −36.95 3.76 39.01 58.35 63.89 51.86 84.73 38.89 10.98
SK-MEL-2 68.19 81.22 56.59 84.85 32.1 58.38 62.33 16.88 49.55 89.83 88.89 80.29 94.22 64.72 68.6 34.94
SK-MEL-28 85.25 93.67 50.57 101.08 44.69 45.71 64.25 −47.02 23.87 92.85 92.66 101.91 70 92.8 83.19 24.24
SK-MEL-5 68.82 62.16 42.56 68.46 16.05 27.99 48.84 −68.8 53.78 56.13 51.26 55.87 23.46 37.84 63.12 −64.57
UACC-257 76.15 83.72 64.09 87.25 52.71 66.8 69.1 9.4 63.26 80.08 64.13 67.97 35.39 84.44 71.4 42.08
UACC-62 65.26 58.32 47.27 72.88 29.97 33.88 46.84 −56.71 47.53 59.43 58.71 71.85 45.46 65.16 63.85 −3.11
Ovarian Cancer IGROV1 81.82 32.3 51.24 91.91 33.98 ND 37.11 10.16 16.06 83.42 82.27 89.07 73.86 ND 69.47 ND
OVCAR-3 42.69 −1.17 −10.94 77.36 8.26 −24.25 −12.3 −79.48 −6 14.99 82.2 66.86 24.27 91.16 3.22 −25.23
OVCAR-4 76.39 79.55 48.43 90.32 31.68 76.31 49.51 13.05 49.16 59.22 51.23 72.33 62.2 52.05 47.63 15.6
OVCAR-5 128.73 88.15 119.09 116.44 36.37 50.81 115.99 −37.4 109.56 138.42 142.09 144.69 81.68 120.39 131.45 6.56
OVCAR-8 65.76 60.46 −13.63 85.43 10.39 4.96 −34.08 13.44 7.06 17.26 83.37 76.93 44.61 81.51 34.3 4.32
NCI/ADR-RES 64.78 10.81 −10.78 88.8 −5.11 −8.39 −13.89 8.19 −4.45 31 56.92 76.38 30.95 48.05 26.85 0.58
SK-OV-3 ND 110.63 ND 118.47 59.91 60.83 96.66 44.61 107.77 102.36 92.59 ND 85.62 100.52 76.93 31.19
Renal Cancer 786-0 68.1 46.91 37.27 93.1 13.35 16.59 25.03 −10.85 25.64 70.71 91.67 78.11 ND 85.94 60 21.09
A498 105.99 106.3 115 116 98.01 105.85 108.9 98.87 104.64 130.77 129.94 120.21 108.77 100.71 125.58 96.5
ACHN 71.77 55.96 47.17 93.42 22.9 34.61 55.01 −58.35 3.88 71.22 75.67 85.64 52.53 76.96 64.88 19.58
CAKI-1 52.53 37.69 31.6 68.49 23.85 53.21 32.76 −56.46 31.07 43.41 68.64 59.04 41.93 82.85 42.04 28.19
RXF 393 46.35 23.17 23.24 93.84 10.66 9.78 15.96 −91.92 −4.35 55.42 90.79 77.53 52.45 68.86 48.08 30.28
SN12C 66.07 32.09 24.05 80.04 12 4.62 19.22 −25.64 18.63 62.33 75.73 74.87 44.99 80.95 45.37 7.3
TK-10 80.33 ND 40.37 ND ND 40.37 37.82 ND 12.9 79.78 86.81 80.89 64.47 94.1 75.43 52.99
UO-31 39.33 44.34 28.13 73.69 34.33 30.44 22.38 −89.63 −41.32 46.79 48.26 49 53.74 ND 49.17 ND
PC PC-3 77.6 54.71 43.41 71.78 31.83 ND 48.79 8.43 51.28 74.84 71.73 82.15 41.63 75.69 68.88 35.71
DU-145 27.95 12.86 20.32 75.95 16.1 7.29 23.9 8.55 21.39 54.64 92.79 58.53 41.98 86.87 48.1 12.86
Prostate Cancer MCF7 19.79 7.97 9.48 28.93 7.9 4.86 10.52 −45.42 5.51 28.33 59.99 30.84 16.65 45.98 28.86 9.35
MDA-MB-231/ATCC 70.05 67.38 29.72 101.38 −0.43 39.29 9.49 −17.58 10.75 71.69 90.28 89.32 68.26 98.69 58.36 2.51
HS 578T 90.12 79.81 95.29 92.76 47.21 47.98 74.6 24.47 68.11 101.32 118 96.5 49.25 89.49 84.71 3.94
BT-549 68.85 65.65 23.21 76.82 2.28 −14.41 19.5 −14.03 20.09 56.13 82.22 75.04 70.95 59.75 18.94 −11.78
T-47D ND 0.69 ND 47.34 4.54 1.38 29.03 −56.63 44.32 38.31 32.35 ND 34.48 30.94 44.15 −1.59
MDA-MB-468 20.79 −22.69 −4.51 30.83 −7.12 −21.19 −4.75 −82.86 −18.95 11.77 35.38 15.11 41.07 19.19 −0.42 3.79
Mean growth percentage 64.97 47.5 36.74 79.42 22.13 23.72 34.25 −21.75 25.23 63.31 77.71 74.58 49.88 75.09 55.11 14.89

ND = not determined.

2.2.2. Screening of the Anticancer Activity at Five Doses

The findings from the five-dose experiments (100 μM, 10 μM, 1 μM, 0.1 μM, and 0.01 μM) conducted on compounds 2c, 2e, 2f, 2g, 2h, 2i, and 2p indicate that these compounds had significant and wide-ranging antitumor activity toward the cancer cell line panels that were evaluated (Table 2). Moreover, the IC50 of compounds 2e, 2f, 2h, and 2p were evaluated. Compound 2c (R = 4-F) had significant efficacy against all cancer cell lines tested, with GI50 Value (growth inhibition 50%) ranging from 1.93 μM (against MDA-MB-468) to 16.7 μM (against MOLT-4). Compound 2e (R = 3-Cl) exhibited significant efficacy against all selected cell lines, especially against HCT-116, LOX IMVI, and cell lines (IC50 2.95, 2.88, 2.88 μM, respectively). Compared to 2e, compound 2f (R = 4-Cl) showed its highest inhibitory activity against different cell lines namely, CCRF-CEM, RPMI-8226, OVCAR-3, and MDA-MB-468 (IC50 2.88, 2.40, 2.82, 2.51 μM, respectively). Compound 2g (R = 4-Br) had significant efficacy against all cancer cell lines tested, with GI50 ranging from 1.79 μM (against MDA-MB-468) to 15.40 μM (against OVCAR-5). On the other hand, compound 2h (R = 3-NO2) exhibited broad activity against the tested cell lines with remarkable inhibition against both U251 and LOX IMVI cell lines (IC50 3.09 and 2.75 μM, respectively). Compound 2i (R = 4-NO2) showed significant inhibition against all tested cancer cell lines, with GI50 ranging from 1.85 μM (against LOX IMVI) to 18.6 μM (against SK-OV-3). Finally, compound 2p (R = 3,4,5-tri-OCH3) showed anticancer activity against CCRF-CEM, NCI-H460, SK-MEL-5, and OVCAR-8 (IC50 3.55, 3.31, 3.31, and 3.55 μM, respectively).

Table 2.

Five dose results of compounds 2c, 2e, 2f, 2g, 2h, 2i, 2p, and CA-4 in μM.

Cell Line Panel/Cell Line NAME 2c 2e 2f 2g 2h 2i 2p CA-4
GI50 LC50 TGI GI50 IC50 LC50 TGI GI50 IC50 LC50 TGI GI50 LC50 TGI GI50 IC50 LC50 TGI GI50 LC50 TGI GI50 IC50 LC50 TGI GI50 LC50 TGI
Leukemia CCRF-CEM 3.68 >100 >100 2.45 3.72 >100 7.94 2.88 3.98 >100 11.22 3.06 >100 61.5 2.14 3.39 >100 6.61 4.56 >100 >100 2.45 3.55 >100 8.71 0.10 89.95 5.43
HL-60(TB) 2.83 >100 32.2 2.24 4.27 >100 7.08 3.55 5.89 >100 38.02 1.94 >100 9.92 1.95 3.31 >100 5.75 3.05 >100 16.9 2.57 3.89 >100 11.22 0.03 59.02 0.06
K-562 3.25 >100 48.8 3.39 4.27 >100 >100 3.89 4.68 >100 >100 2.73 >100 >100 3.09 3.72 >100 >100 3.5 >100 >100 3.02 3.72 >100 >100 0.03 >100 2.09
MOLT-4 16.7 >100 64.3 2.82 4.27 >100 >100 14.45 24.55 >100 79.43 3.57 >100 36.6 3.47 5.01 >100 30.2 3.79 >100 >100 2.88 4.17 >100 22.91 0.10 78.34 3.72
RPMI-8226 2.85 >100 >100 2.04 3.72 >100 5.5 2.4 4.68 >100 8.32 2.29 >100 >100 2.04 3.72 >100 6.31 3.55 >100 >100 2.19 4.47 >100 9.12 0.15 96.61 6.50
SR 3.19 >100 >100 2.63 3.89 >100 >100 3.55 5.37 >100 56.23 2.83 >100 23.2 2.75 3.89 >100 >100 2.86 >100 >100 2.34 3.8 >100 16.22 0.11 >100 75.34
NSCLC A549/ATCC 12.4 57.7 26.8 4.79 7.41 >100 47.86 10.72 16.22 52.48 23.99 11.7 55.3 25.4 3.24 4.47 54.95 12.02 17 69 34.2 3.55 5.01 44.67 13.8 0.07 96.38 76.56
EKVX 12.8 64.6 28.7 10.47 23.99 95.5 31.62 12.88 23.99 52.48 26.3 10.6 51 23.3 5.75 15.14 46.77 19.5 16.4 58.1 30.9 4.07 10.96 >100 22.91 0.36 >100 82.04
HOP-62 3.83 48.7 16.2 2.57 4.68 74.13 6.31 5.37 12.02 72.44 22.91 3.94 61.2 14 3.98 6.76 40.74 12.3 6.43 67.7 23.2 3.16 5.37 >100 16.22 0.18 89.13 2.53
HOP-92 3.35 56 15.8 3.55 79.43 >100 30.9 11.48 30.2 63.1 26.92 6.44 58.8 22.5 3.89 22.39 44.67 16.6 12.2 64.4 28 2.95 44.67 >100 19.95 0.22 >100 36.31
NCI-H226 5.27 >100 27.6 4.37 29.51 >100 38.9 13.8 36.31 >100 38.02 4.13 >100 25.4 11.22 33.11 >100 38.02 15.6 >100 42.1 3.63 32.36 >100 36.31 0.67 96.16 48.98
NCI-H23 10.6 49.9 23 2.09 3.63 12.88 4.68 14.79 26.92 58.88 29.51 8.23 48 21.3 5.37 10 45.71 18.2 12.2 52.6 25.3 2.95 5.25 44.67 10.47 0.02 96.16 0.40
NCI-H322M 4.1 44.8 17.9 6.03 16.22 85.11 26.3 10.23 19.95 51.29 22.91 3.76 41.3 15.2 8.71 17.38 50.12 21.88 11 54.6 24.5 4.57 14.13 51.29 18.62 0.07 >100 74.82
NCI-H460 15.2 83.3 35.6 2.75 3.55 45.71 7.59 12.02 19.05 69.18 28.84 14.3 80.9 34.1 3.63 4.27 54.95 13.8 15.9 72.5 34 2.14 3.31 44.67 5.62 0.03 >100 66.83
NCI-H522 8.63 46.8 21.2 4.57 11.48 45.71 17.38 11.75 22.39 52.48 25.12 3.37 41.2 14.3 5.01 11.75 46.77 17.78 9.37 51.5 22.5 3.16 7.59 40.74 12.3 0.03 88.51 3.46
Colon Cancer COLO 205 15.4 80.4 35.2 3.55 5.25 51.29 14.45 19.05 33.88 74.13 38.02 13.9 80 33.3 5.75 8.71 51.29 19.05 15.9 >100 41.1 16.22 28.84 70.79 33.88 2.49 >100 43.25
HCC-2998 3.46 36.5 13.2 2.57 4.37 28.18 7.76 ND ND ND ND 2.72 31.6 9.62 2 3.63 11.75 4.57 9.37 47 21.5 5.13 11.75 44.67 17.38 0.05 26.85 1.22
HCT-116 3.99 42.5 15.2 1.82 2.95 7.41 3.63 6.61 7.94 74.13 24.55 3.82 40.9 13.1 2.88 3.31 >100 >100 2.78 44.3 7.89 3.16 3.63 69.18 14.45 0.03 >100 0.22
HCT-15 3.27 43.7 14.2 2.09 3.55 46.77 5.89 4.07 5.37 48.98 16.6 2.66 36.4 10 2.14 3.47 31.62 7.76 2.46 33.7 7.86 3.24 4.17 74.13 15.49 0.03 >100 9.51
HT29 10.6 52.4 23.6 2.24 3.55 12.59 4.9 6.76 9.55 53.7 20.89 5.09 57.8 19.3 5.5 7.24 60.26 19.95 10.7 68.7 27.1 3.47 4.57 >100 13.49 0.66 38.73 5.51
KM12 4.28 41 15.4 1.95 3.39 7.76 3.89 4.17 8.13 45.71 16.6 3.27 35.9 11 3.63 5.37 42.66 13.18 3.8 40 13.6 3.24 6.46 42.66 13.8 0.05 91.41 0.76
SW-620 3.37 49.3 15 1.91 3.16 7.59 3.8 3.09 4.37 38.9 11.22 2.82 41.6 11.7 3.39 4.07 45.71 10.96 3.59 44.2 13.9 2.57 3.72 46.77 9.77 0.03 >100 86.30
CNS Cancer SF-268 13 63.1 28.7 3.72 7.59 97.72 16.98 12.02 24.55 64.57 28.18 13.5 64.2 29.5 10.47 19.05 57.54 24.55 15.6 67.3 32.4 2.63 6.46 54.95 11.22 0.13 91.62 49.66
SF-295 12.5 52.9 25.7 4.37 11.48 43.65 16.98 15.85 28.84 54.95 29.51 12.7 52.7 25.8 3.63 8.71 39.81 14.79 16.1 56.5 30.2 5.5 14.45 66.07 21.38 0.07 >100 1.28
SF-539 2.94 35.5 10.8 2 3.63 8.32 4.07 6.92 16.22 47.86 20.42 2 12.8 4.67 2.19 3.98 12.88 4.9 2.31 27.2 7.02 2.19 4.47 20.89 5.5 0.04 86.90 0.20
SNB-19 4.87 43.1 17.8 7.76 16.98 48.98 21.38 12.02 22.39 50.12 24.55 3.47 37.7 13.4 4.9 11.75 41.69 16.98 5.42 43.2 18.3 5.01 13.18 43.65 17.78 0.04 >100 15.85
SNB-75 ND ND ND 1.66 3.8 7.76 3.63 2.19 8.51 28.84 6.76 ND ND ND 2.29 8.51 27.54 7.41 ND ND ND 2.19 7.59 28.84 6.17 0.83 82.41 24.72
U251 3.63 41.9 15.1 1.91 3.31 7.24 3.72 3.39 4.79 40.74 13.18 2.87 39.7 11.7 1.74 3.09 5.89 3.24 4.1 53 17 3.02 4.17 43.65 12.02 0.04 98.86 13.21
Melanoma LOX IMVI 3.26 36.6 12.7 1.66 2.88 5.75 3.09 3.39 4.47 38.02 12.02 2.8 33.7 10.2 1.58 2.75 6.03 3.09 1.85 8.91 4.06 3.24 4.47 38.9 12.02 0.01 >100 12.74
MALME-3M 12.4 60.9 27.5 2.24 5.13 50.12 5.75 14.45 30.9 75.86 33.11 12.5 67.2 29 12.3 24.55 54.95 26.3 13.7 70.8 31.1 5.75 17.78 54.95 20.42 0.44 >100 70.31
M14 6.97 56.7 22.2 2.88 4.17 >100 9.55 14.13 24.55 72.44 32.36 9.02 54.4 22.9 7.08 11.75 83.18 25.7 12.2 66.3 28.4 3.24 5.13 72.44 13.18 0.14 88.31 0.24
MDA-MB-435 4.24 48.7 17.5 2.09 3.55 16.98 5.01 5.5 10.96 48.98 19.05 4.12 45.1 16.7 4.57 7.41 44.67 16.98 7.39 50.9 21.1 2.57 4.47 >100 10.47 0.03 95.06 0.08
SK-MEL-2 11.6 50.1 24.1 10.47 29.51 70.79 27.54 13.8 27.54 56.23 28.18 5.87 47.9 19.5 12.59 26.92 53.7 26.3 13.6 62 29 3.09 10.96 42.66 11.48 8.20 >100 60.53
SK-MEL-28 11.8 51.4 24.7 2.14 4.07 13.49 4.9 14.45 26.3 53.7 28.18 11.9 50.2 24.5 5.5 13.18 44.67 18.2 13.7 52.5 26.8 4.07 9.12 57.54 17.38 3.16 90.78 82.41
SK-MEL-5 6.77 44.2 19.5 4.79 9.12 41.69 16.98 11.22 20.42 48.98 23.44 5.82 43 18.4 13.18 22.91 51.29 26.3 12 49.7 24.4 1.58 3.31 10 3.98 0.01 94.19 53.70
UACC-257 12.6 56.6 26.7 3.63 9.77 63.1 14.79 13.8 26.92 56.23 27.54 11.3 51.9 24.2 3.39 10 38.02 13.49 15.1 61.4 30.4 5.13 18.62 75.86 21.88 4.95 1.97 0.01
UACC-62 5.3 45.7 19.3 2.34 4.17 34.67 8.71 9.77 16.98 48.98 22.39 5.17 44.2 18.6 3.55 7.94 41.69 15.85 10.5 48.1 22.4 2.82 5.37 42.66 12.3 0.01 >100 80.54
Ovarian Cancer IGROV1 4.93 62.3 19.7 2.45 4.17 >100 6.46 13.18 25.7 93.33 34.67 3.29 53.4 11.9 3.02 4.9 47.86 12.3 4.43 50.8 14.9 3.31 5.75 >100 13.8 0.06 >100 63.53
OVCAR-3 2.42 24.5 6.81 2.29 4.17 22.91 6.03 2.82 6.46 33.11 10.72 1.88 9.7 4.27 2.4 4.37 23.99 6.46 2.22 16.6 5.28 2.45 5.25 25.7 6.92 0.04 93.54 61.66
OVCAR-4 6.03 44.7 19.6 4.47 12.88 >100 41.69 13.8 25.12 54.95 27.54 10.7 48.5 22.8 10.96 20.42 51.29 23.99 14.9 53.8 28.3 2.82 6.61 51.29 12.59 0.26 20.23 0.16
OVCAR-5 15.6 57.7 30 5.25 15.49 57.54 19.95 17.78 32.36 60.26 33.11 15.4 57.3 29.7 3.63 9.12 38.9 13.8 17.8 58.2 32.2 3.8 12.3 43.65 15.14 0.18 >100 83.18
OVCAR-8 3.99 50.9 16.2 2.69 3.89 >100 7.59 8.51 14.45 54.95 22.91 2.86 37.1 8.77 3.31 4.57 38.02 11.75 7.73 65.2 23.9 2.14 3.55 45.71 5.5 0.03 90.78 78.52
NCI/ADR-RES 5.92 85 24.9 2.88 5.01 >100 >100 3.72 7.08 77.62 17.38 6.04 73.4 23.4 2.51 4.27 >100 5.75 14.9 82.8 35.2 2.4 4.37 >100 7.41 0.06 90.36 39.17
SK-OV-3 11 61.8 26.1 17.38 51.29 >100 >100 15.85 30.2 66.07 32.36 13.8 74.9 32.2 5.89 15.14 45.71 18.62 18.6 76.9 37.8 7.41 46.77 >100 >100 28.44 89.54 0.36
Renal Cancer 786-0 4.59 47.1 17.6 2.51 4.07 37.15 6.31 4.68 7.76 58.88 20.42 3.33 41.8 13.3 3.98 6.31 50.12 15.85 3.99 54 17.6 4.57 6.61 97.72 20.89 0.02 >100 >100
A498 13.6 52.6 26.8 19.5 47.86 91.2 42.66 15.85 30.9 56.23 29.51 13.5 51.8 26.5 14.79 29.51 54.95 28.18 15.5 55.3 29.3 11.48 43.65 >100 34.67 0.05 >100 25.47
ACHN 7.02 44.3 19.6 2.29 3.72 21.38 6.03 13.8 23.99 51.29 26.92 7.67 45.4 20.3 4.07 6.17 38.9 14.79 11.3 48.4 23.3 3.89 6.46 54.95 16.6 0.01 >100 0.72
CAKI-1 6.89 45.4 20.2 4.68 15.49 69.18 20.89 4.47 8.71 43.65 17.38 10 47.2 21.8 10.47 20.42 51.29 22.91 13.9 52.7 27.1 2.57 4.68 45.71 13.18 0.04 97.05 8.22
RXF 393 3.02 37.2 13 1.91 5.13 10 4.37 5.89 23.99 48.98 19.95 2.58 33 9.43 10.23 24.55 47.86 22.39 4.88 44.8 18.6 2.51 11.22 30.9 7.08 0.89 >100 13.87
SN12C 3.95 46.7 17 2 3.55 8.91 4.27 4.9 10.72 43.65 18.2 3.15 36.8 13.1 2.69 4.37 33.11 10.23 6.06 44.7 19.3 2.29 3.89 46.77 9.55 0.01 91.62 82.04
TK-10 12.5 50.7 25.2 19.5 45.71 >100 47.86 15.14 28.18 54.95 28.84 3.04 35.2 11.8 11.22 22.91 50.12 23.44 12.4 51.3 25.3 5.01 16.22 47.86 17.78 0.57 >100 11.51
UO-31 2.88 41.2 15.7 1.55 2.88 6.03 3.09 4.07 11.22 47.86 18.2 2.46 39.7 13.5 3.89 10.72 43.65 16.98 4.86 46.3 18.8 3.02 7.76 46.77 15.49 0.19 >100 4.16
PC PC-3 5.82 >100 29.7 2.88 4.9 >100 13.8 5.37 9.77 81.28 23.44 4.68 >100 26 4.07 8.13 56.23 17.78 10.3 >100 37.3 5.01 8.91 >100 41.69 0.03 >100 51.40
DU-145 4.32 39.9 15.7 3.24 4.79 42.66 11.48 4.9 8.91 42.66 17.38 3.52 35.3 12 2.4 3.89 23.44 6.17 3.41 34.5 11 3.24 5.75 69.18 15.49 0.01 >100 78.89
Breast Cancer MCF7 2.65 37 11.4 3.31 8.13 37.15 12.3 3.16 4.68 43.65 13.18 2.57 38.7 10.6 2.75 6.31 38.02 9.77 2.67 51.3 11.7 3.02 4.27 45.71 10.72 0.04 >100 >100
MDA-MB-231/ATCC 15.7 66.1 32.2 2.45 6.17 39.81 6.92 16.22 30.9 61.66 31.62 10.9 50.9 23.5 5.25 16.22 44.67 17.78 12 51.5 24.8 3.24 10 >100 13.18 0.01 91.62 73.62
HS 578T 13.2 >100 40.2 3.09 >100 >100 85.11 21.38 >100 >100 77.62 10.4 >100 33 17.38 67.61 >100 52.48 13 80.9 32.4 2.88 >100 >100 39.81 0.15 >100 0.22
BT-549 2.34 33.1 8.27 2.24 5.89 28.18 6.17 5.75 20.89 57.54 20.42 2.6 30.6 7.28 3.8 13.49 43.65 14.79 5.04 48.5 19.3 2.95 11.75 50.12 10.72 0.01 99.54 8.09
T-47D 3.94 >100 28.8 3.39 7.94 >100 20.89 3.47 14.13 81.28 19.05 2.77 61.7 11.8 2 4.9 66.07 7.08 4.96 >100 25.7 2.19 7.24 >100 13.18 47.97 >100 2.04
MDA-MB-468 1.93 25.3 6.46 3.8 12.59 46.77 15.85 2.51 12.02 30.2 8.32 1.79 27.2 6.77 2.95 7.76 40.74 10.72 2.2 31.4 8 1.55 5.75 17.78 4.47 ND ND ND

ND: not determined.

From the data in Table 2, it can be concluded that an electron-withdrawing group on the phenyl ring is crucial for the anticancer activity. The meta position is optimal for anticancer activity (thiazole chalcones 2h (R = 3-NO2) and 2e (R = 3-Cl)). Shifting the substituent from meta to para slightly reduces the antitumor activity (thiazole derivatives 2f (R = 4-Cl) and 2i (R = 4-NO2)). On the other hand, the introduction of an electron donating group markedly decreases the anticancer activity (thiazole derivatives 2j (R = 4-CH3), 2k (R = 4-(CH3)2N), and 2l (R = 4-OCH3)). Thiazole chalcone with trimethoxy phenyl moiety displayed remarkable anticancer activity.

2.2.3. Effect of Compound 2e, 2g, 2h, and 2p on Tubulin Polymerization

To investigate how thiazole derivatives exert their cytotoxic effects, particularly the most potent ones, the effects of compounds 2e, 2g, 2h, and 2p on tubulin polymerization were examined compared to the positive control CA-4. Both CA-4 and 2e demonstrated significant inhibition of tubulin polymerization, with IC50 values of 7.78 μM and 4.93 μM, respectively. Conversely, compounds 2g, 2h, and 2p displayed moderate inhibition of tubulin polymerization compared to CA-4, with IC50 values of 18.51 μM, 12.49 μM, and 25.07 μM, respectively, as shown in Figure 3. These findings suggest that thiazole derivative 2e may disrupt tubulin polymerization.

Figure 3.

Figure 3

The inhibitory activity of thiazole derivatives 2e, 2g, 2h, 2j, 2q, and CA-4 on tubulin polymerization.

2.3. In Silico Studies

2.3.1. Molecular Docking Studies

Molecular docking studies were performed to assess the binding abilities and modes of the most potent compounds at the colchicine binding site of tubulin. These studies sought to compare the interactions of these compounds with the established CA-4 and to elucidate their binding mechanisms. Autodock vina was used for the docking simulations. A crystal structure of the tubulin–colchicine complex was used (PDB ID: 4O2B) [37]. To validate the molecular docking method, we performed a redocking procedure of colchicine into its binding site. Results indicated that the redocked colchicine exhibited an affinity of −8.7 kcal/mol. The redocked ligand had a root mean square deviation (RMSD) value of 1.0090 Å compared to the co-crystallized pose. It established most of the binding interactions exhibited by the native ligand. These results confirm the accuracy and reliability of our docking protocol for evaluating the binding interactions of the newly synthesized compounds. The superimposition of both the redocked and co-crystallized poses of colchicine is depicted in Figure 4.

Figure 4.

Figure 4

The superimposition of the redocked (orange) and co-crystallized (green) poses of colchicine (RMSD = 1.0090 Å).

Upon docking of the most potent compounds into the colchicine binding site, the binding affinities of the docked compounds 2e, 2g, and 2h ranged from −7.3 to −8.9 kcal/mol, which was nearly comparable to the affinity of CA-4 at −9.2 kcal/mol (Table 3). Additionally, by examining the best docking poses for these compounds, they seemed to share a similar ligand–receptor interaction profile where they were able to establish key hydrogen bonding with Cys241 through its thiocarbonyl moiety, highlighted, which is pivotal in facilitating the tight binding of CA-4 and colchicine with β-tubulin as highlighted by Gracheva et al. (Figure 5) [38]. Additional non-classical hydrogen bonding between the thiazole ring and Cys241 in compounds 2e and 2h could explain their higher potency than compound 2g. The thiazole ring also formed several hydrophobic interactions with amino acids Leu255, Ala316, and Leu248. The incorporation of the chalcone moiety also contributed to further anchoring these compounds into the pocket by forming more hydrophobic interactions through the phenyl ring with several amino acids, such as Ala180 and Lys352. Both the 2D and 3D diagrams of the best docking poses and their interactions are illustrated in Figure 6, Figure 7 and Figure 8. The docking results presented here align well with the in vitro findings, further substantiating the potential of these newly synthesized compounds as promising candidates for further investigation as tubulin polymerization inhibitors.

Table 3.

The binding affinities and interactions of 2e, 2g, 2h, and CA-4.

Compound Binding Affinity
(kcal/mol)
Classical Hydrogen Bonding Non-Classical Hydrogen Bonding Hydrophobic Interactions
CA4 −9.2 Cys241 Asn258, Asn350, Val238 Met259, Ala316, Ala354, Val181, Lys352, Cys241, Leu242, Leu255, Ile318, Ile378, Ala180, Leu248, Ala250, Asn258
2e −8.6 Cys241 Cys241 Met259, Lys352, Leu248, Leu255, Ala180, Val181, Lys352
2g −7.3 Cys241 N/A Thr179, Ala180, Leu248, Leu255, Ala316, Ala250
2h −8.9 Cys241, Gln247 Ser178 Cys241, Leu255, Ala316, Ala180, Leu248, Lys352
Figure 5.

Figure 5

Interactions of CA-4 with colchicine binding site: (A) the 2D binding interactions; (B) the 3D binding interactions.

Figure 6.

Figure 6

Interactions of 2e with colchicine binding site: (A) the 2D binding interactions; (B) the 3D binding interactions.

Figure 7.

Figure 7

Interactions of 2g with colchicine binding site: (A) the 2D binding interactions; (B) the 3D binding interactions.

Figure 8.

Figure 8

Interactions of 2h with colchicine binding site: (A) the 2D binding interactions; (B) the 3D binding interactions.

2.3.2. Physicochemical and ADME Prediction

In the drug design journey, it is necessary to optimize the pharmacodynamics and pharmacokinetics of potential drug candidates in a parallel way. Therefore, we investigated the physicochemical and pharmacokinetic characteristics of the designed thiazole chalcones 2a2p; computational calculations were conducted using the SwissADME website to determine the physicochemical and ADME parameters. The Supplementary Materials section displays comprehensive results of the in silico studies (Tables S1–S5).

The BOILED Egg approach is a reliable model that precisely predicts the absorption of drug candidates in the gastrointestinal tract and their accessibility via BBB. It achieves this by estimating their lipophilicity (measured in WLOGP) against their polarity (measured in TPSA) (Figure 9). All designed compounds except 2h and 2i appeared in a white zone, indicating a significant gastrointestinal absorption level. This can be attributed to a balance between their lipophilicity (WLOGP 3.38–5.7) and their polarity (TPSA 97.00–142.82 Å2) (Supplementary Materials Tables S2 and S3). Compared to CA-4, all target compounds 2a2p are predicted not to cross the BBB, which confirms their favorable CNS safety profile. All designed compounds appeared as red points in the BOILED Egg plot, which means they are predicted not to be p-gp substrates, which enhances gastrointestinal absorption and overcomes one of the drug resistance mechanisms [39,40].

Figure 9.

Figure 9

BOILED Egg plot of target compounds 2a2p and CA-4.

Most target compounds demonstrate favorable anticipated physicochemical properties that make them suitable for oral bioavailability. The bioavailability radar can serve as a convenient means of representing this concept (Figure 10). In the bioavailability radar plot, the pink zone represents the best range for six physicochemical parameters: size, solubility, lipophilicity, polarity, saturation, and flexibility. These properties are considered optimal for achieving optimal oral bioavailability. The majority of the thiazole chalcones are concentrated in the pink region. However, there is a little deviation in the degree of saturation from the pink region due to the presence of less than 0.25 sp3 hybridized carbons [3].

Figure 10.

Figure 10

Rader model for target compounds 2a2p and Combretastatin A4.

It is worth noting that all target compounds 2a2p satisfy the drug-likeness criteria of Lipinski’s rule [41]. Additionally, all target compounds satisfy the Ghose filter [42]. Except for 2h and 2i, all target compounds satisfy the Veber rule [43] and the Egan filter [44]. Finally, all target compounds satisfy Muegge’s filter (Supplementary Materials Table S5) [45].

Based on the findings of the in silico ADME prediction studies, it can be inferred that the designed thiazole chalcones exhibit substantial cytotoxic and tubulin polymerization inhibitory properties, as well as favorable physicochemical, pharmacokinetic, and drug-likeness characteristics. These attributes make them suitable for further optimization as potential chemotherapeutic agents.

2.4. Structure Activity Relationship (SAR) Studies

SAR studies revealed that substituting the phenyl ring of thiazole chalcones 2a2p greatly impacts the potency against various cancer cell lines. SAR findings re-garding the anticancer activity, tubulin polymerization inhibitory activity, molecular docking, and ADME Studies are summarized in Figure 11.

Figure 11.

Figure 11

Structure–activity relationship of thiazole–chalcone derivatives.

3. Experimental Section

3.1. Chemistry

Thin-layer chromatography (TLC), using a Merck Grade-9385 precoated aluminum TLC plate with silica gel 60, measuring 5*20 cm, and having a thickness of 0.2 mm, was employed to monitor the progress of the chemical reaction. To detect the spots, the plates were exposed to ultraviolet (UV) light with a wavelength of 254 nm. The Stuart Electrothermal, Melting Point Apparatus was also utilized to determine the melting points without correcting the values. Furthermore, NMR spectra were obtained using a Bruker 400 MHz spectrometer operating at 100 MHz for 13C and 400 MHz for 1H. The solvent used was DMSO-d6, and tetramethylsilane served as the internal standard. In this study, the chemical shifts (δ) and coupling constants (J) were reported in parts per million (ppm) and hertz (Hz), respectively. The following abbreviations were employed to describe the diversity of NMR peaks: singlet (s), doublet (d), doublet of doublets (dd), triplet (t), quartet (q), multiplet (m), and broad signal (brs). Elemental analyses were performed using Shimadzu’s GC/MS-QP5050A instrument at the Regional Centre for Mycology and Biotechnology, Al-Azhar University, Cairo, Egypt. Low-resolution mass analyses were performed at Agilent Pharmaceuticals Inc. (Canada). The spectra were acquired using an Agilent 6400 LC/TQ spectrometer in the negative/positive mode of electrospray ionization (ESI). The intermediate 1 was prepared according to the reported method [36].

3.1.1. General Procedures for the Synthesis of Derivatives 2a2p

An equimolar amount of thiazole derivative 1 (173 mg, 1 mmol) and the appropriate aromatic aldehyde (1 mmol) were dissolved in ethanol, and aqueous NaOH (140 mg, 3.5 mmol 60%) was added dropwise [24].The reaction mixture was stirred in an ice bath for 2 h, then at rt for 18–20 h. The reaction mixture was acidified by diluted acetic acid. The formed precipitate was filtered off and washed with distilled water, then recrystallized from ethanol.

(E)-1-(4-Methyl-2-Thioxo-2,3-Dihydrothiazol-5-yl)-3-Phenylprop-2-En-1-One 2a

Yellow powder; 0.227 g, 87% yield; mp 245–247 °C; 1H NMR (400 MHz, DMSO-d6) δ 13.63 (1H, s, N-H), 7.79–7.80 (2H, m, Ar-H), 7.66 (1H, d, Jtrans = 16 Hz, =CH), 7.45–7.47 (3H, m, Ar-H), 7.24 (1H, d, Jtrans = 16 Hz, =CH), 2.57 (3H, s, CH3); 13C NMR (100 MHz, DMSO-d6) δ 189.2, 180.2, 147.4, 144.1, 134.7, 131.3, 129.5, 129.3, 124.3, 123.8, 14.9; ESI-MS (m/z): Calcd. 261.03, found 260.56 [M-H]; Anal. Calcd. For C13H11NOS2: C, 59.74%; H, 4.24%; N, 5.36%. Found: C, 59.52%; H, 4.33%; N, 5.45%.

(E)-3-(3-Fluorophenyl)-1-(4-Methyl-2-Thioxo-2,3-Dihydrothiazol-5-yl)Prop-2-En-1-One 2b

Yellow powder; 0.203 g, 73% yield; mp 234–236 °C; 1H NMR (400 MHz, DMSO-d6) δ 13.70 (1H, s, N-H), 7.73 (1H, d, J = 8 Hz, Ar-H), 7.66–7.62 (2H, m, Ar-H and =CH), 7.49 (1H, td, J = 8 Hz, Ar-H), 7.31–7.27 (2H, m, Ar-H and =CH), 2.57 (3H, s, CH3). 13C NMR (100 MHz, DMSO) δ 189.3, 180.1, 162.9 (C-3, d, 1JCFipso = 244.01 Hz), 147.8, 142.6, 137.2 (C-1, d, 3JCFmeta = 8.14 Hz), 131.4 (C-5, d, 3JCFmeta = 8.32 Hz), 125.8, 125.1, 124.2, 117.9 (C-2, d, 2JCFortho = 21.43 Hz), 115.3 (C-4, d, 2JCFortho = 21.86 Hz), 14.9; ESI-MS (m/z): Calcd. 279.02, found 278.58 [M-H]; Anal. Calcd. For C13H10FNOS2: C, 55.90%; H, 3.61%; N, 5.01%. Found: C, 56.04%; H, 3.85%; N, 5.10%.

(E)-3-(4-Fluorophenyl)-1-(4-Methyl-2-Thioxo-2,3-Dihydrothiazol-5-yl)Prop-2-En-1-One 2c

Yellow powder; 0.220 g, 79% yield; mp 262–264 °C; 1H NMR (400 MHz, DMSO-d6) 13.63 (1H, s, N-H), 7.89 (2H, dd, J = 4 Hz, Ar-H), 7.66 (1H, d, Jtrans = 16 Hz, =CH), 7.29 (2H, t, JHF = 8 Hz, Ar-H), 7.19 (1H, d, Jtrans = 16 Hz, =CH), δ 2.56 (3H, s, CH3); 13C NMR (100 MHz, DMSO-d6) δ 189.2, 180.2, 164.0 (C-4, d, 1JCFipso = 249.12 Hz), 147.4, 142.9, 131.7 (C-2 and C-6, d, 3JCFmeta = 8.81 Hz), 131.3, 124.2, 123.7, 116.5 (C-3 and C-5, d, 2JCFortho = 21.70 Hz), 14.9; ESI-MS (m/z): Calcd. 279.02, found 278.53 [M-H]; Anal. Calcd. For C13H10FNOS2: C, 55.90%; H, 3.61%; N, 5.01%. Found: C, 56.03%; H, 3.51%; N, 5.12%.

(E)-3-(2-Chlorophenyl)-1-(4-Methyl-2-Thioxo-2,3-Dihydrothiazol-5-yl)Prop-2-En-1-One 2d

Yellow powder; 0.192 g, 65% yield; mp 240–242 °C; 1H NMR (400 MHz, DMSO-d6) δ 13.67 (1H, s, N-H), 8.03 (1H, d, J = 8 Hz, Ar-H), 7.92 (1H, d, Jtrans = 16 Hz, =CH), 7.56 (1H, d, J = 4 Hz, Ar-H), 7.50–7.42 (2H, m, Ar-H), 7.29 (1H, d, Jtrans = 16 Hz, =CH), 2.58 (3H, s, CH3). 13C NMR (100 MHz, DMSO) δ 189.3, 179.8, 148.1, 139.3, 137.8, 134.8, 132.3, 131.3, 129.1, 127.5, 125.7, 123.9, 14.3; ESI-MS (m/z): Calcd. 294.99, found 294.51 [M-H]; Anal. Calcd. For C13H10ClNOS2: C, 52.79%; H, 3.41%; N, 4.74%. Found: C, 52.91%; H, 3.37%; N, 4.58%.

(E)-3-(3-Chlorophenyl)-1-(4-Methyl-2-Thioxo-2,3-Dihydrothiazol-5-yl)Prop-2-En-1-One 2e

Yellow powder; 0.251 g, 85% yield; mp 246–248 °C; 1H NMR (400 MHz, DMSO-d6) δ 13.69 (1H, s, N-H), 7.94 (1H, s, Ar-H), 7.76 (1H, d, J = 8 Hz, Ar-H), 7.62 (1H, d, Jtrans = 16 Hz, =CH), 7.52–7.45 (2H, m, Ar-H), 7.30 (1H, d, Jtrans = 12 Hz, =CH), 2.57 (3H, s, CH3); 13C NMR (100 MHz, DMSO-d6) δ 189.2, 180.1, 147.9, 142.4, 136.9, 134.3, 131.2, 130.9, 128.7, 128.1, 124.2, 124.2, 14.9; ESI-MS (m/z): Calcd. 294.99, found 294.50 [M-H]; Anal. Calcd. For C13H10ClNOS2: C, 52.79%; H, 3.41%; N, 4.74%. Found: C, 53.01%; H, 3.48%; N, 4.62%.

(E)-3-(4-Chlorophenyl)-1-(4-Methyl-2-Thioxo-2,3-Dihydrothiazol-5-yl)Prop-2-En-1-One 2f

Yellow powder; 0.260 g, 88% yield; mp 250–252 °C; 1H NMR (400 MHz, DMSO-d6) δ 13.67 (1H, s, N-H), 7.76 (2H, d, J = 8 Hz, Ar-H), 7.56 (1H, d, Jtrans = 16 Hz, =CH), 7.43 (2H, d, J = 8 Hz, Ar-H), 7.17 (1H, d, Jtrans = 16 Hz, =CH), 2.44 (3H, s, CH3). 13C NMR (100 MHz, DMSO) δ 189.2, 180.0, 147.8, 142.6, 135.8, 133.6, 131.0, 129.5, 124.4, 124.3, 39.9, 14.9; ESI-MS (m/z): Calcd. 294.99, found 294.61 [M-H]; Anal. Calcd. For C13H10ClNOS2: C, 52.79%; H, 3.41%; N, 4.74%. Found: C, 52.85%; H, 3.64%; N, 4.81%.

(E)-3-(4-Bromophenyl)-1-(4-Methyl-2-Thioxo-2,3-Dihydrothiazol-5-yl)Prop-2-En-1-One 2g

Yellow powder; 0.275 g, 80.82% yield; mp 264–266 °C; 1H NMR (400 MHz, DMSO-d6) δ 13.64 (1H, s, N-H), 7,76 (2H, d, J = 8 Hz, Ar-H), 7.65 (2H, d, J = 8 Hz, Ar-H), 7.62 (1H, d, Jtrans = 16 Hz, =CH), 7.26 (1H, d, Jtrans = 16 Hz, =CH), 2.57 (3H, s, CH3); 13C NMR (100 MHz, DMSO) 189.2, 180.0, 147.7, 143.4, 133.3, 131.5, 130.3, 125.4, 124.7, 123.8, 14.3; ESI-MS (m/z): Calcd. 338.94, found 340.50 [M+2-H]; Anal. Calcd. For C13H10BrNOS2: C, 45.89%; H, 2.96%; N, 4.12%. Found: C, 45.97%; H, 2.78%; N, 4.25%.

(E)-1-(4-Methyl-2-Thioxo-2,3-Dihydrothiazol-5-yl)-3-(3-Nitrophenyl)Prop-2-En-1-One 2h

Yellow powder; 0.226 g, 74% yield; mp 260–262 °C; 1H NMR (400 MHz, DMSO-d6) δ 13.63 (1H, s, N-H), 8.57 (1H, s, Ar-H), 8.19 (2H, d, J = 8 Hz, Ar-H), 7.71–7.64 (2H, m, Ar-H and =CH), 7.35 (1H, d, Jtrans = 16 Hz, =CH), 2.43 (3H, s, CH3); 13C NMR (100 MHz, DMSO-d6) δ 189.3, 180.0, 148.8, 148.2, 141.5, 136.5, 135.1, 130.8, 126.5, 125.4, 123.9, 123.8, 14.9; ESI-MS (m/z): Calcd. 306.01, found 305.51 [M-H]; Anal. calcd. for C13H10N2O3S2: C, 50.97%; H, 3.29%; N, 9.14%. Found: C, 50.93%; H, 3.14%; N, 8.97%.

(E)-1-(4-Methyl-2-Thioxo-2,3-Dihydrothiazol-5-yl)-3-(4-Nitrophenyl)Prop-2-En-1-One 2i

Yellow powder; 0.196 g, 64% yield; mp 255–257 °C; 1H NMR (400 MHz, DMSO-d6) δ 13.59 (1H, s, N-H), 8.27 (2H, d, J = 8 Hz, Ar-H), 8.07 (2H, d, J = 8 Hz, Ar-H), 7.72 (1H, d, Jtrans = 16 Hz, =CH), 7.41 (1H, d, Jtrans = 16 Hz, =CH), 2.58 (3H, s, CH3); 13C NMR (100 MHz, DMSO) δ 189.4, 179.9, 148.7, 148.4, 141.1, 130.3, 128.0, 127.8, 124.4, 124.01, 15.1; ESI-MS (m/z): Calcd. 306.01, found 305.52 [M-H]; Anal. calcd. for C13H10N2O3S2: C, 50.97%; H, 3.29%; N, 9.14%. Found: C, 51.15%; H, 3.13%; N, 9.38%

(E)-1-(4-Methyl-2-Thioxo-2,3-Dihydrothiazol-5-yl)-3-(p-Tolyl)Prop-2-En-1-One 2j

Yellow powder; 0.247 g, 90% yield; mp 241–243 °C; 1H-NMR (400 MHz, DMSO-d6) δ 13.60 (1H, s, N-H), 7.68 (2H, d, J = 8 Hz, Ar-H), 7.63 (1H, d, Jtrans = 16 Hz, =CH), 7.27 (2H, d, J = 8 Hz, Ar-H), 7.16 (1H, d, Jtrans = 16 Hz, =CH), 2.56 (3H, s, CH3), 2.35 (3H, s, Ar-CH3); 13C NMR (100 MHz, DMSO) δ 189.1, 180.2, 147.1, 144.9, 141.5, 131.9, 130.9, 128.5, 124.3, 121.9, 20.9, 14.9; ESI-MS (m/z): Calcd. 275.04, found 274.59 [M-H]; Anal. Calcd. For C14H13NOS2: C, 61.06%; H, 4.76%; N, 5.09%. Found: C, 61.14%; H, 4.67%; N, 5.24%.

(E)-3-(4-(Dimethylamino)Phenyl)-1-(4-Methyl-2-Thioxo-2,3-Dihydrothiazol-5-yl)Prop-2-En-1-One 2k

Pale Red powder; 0.222 g, 73% yield; mp 249–251 °C; 1H NMR (400 MHz, DMSO-d6) δ 13.61 (1H, s, N-H), 7.62–7.57 (3H, m, Ar-H and =CH), 6.91 (1H, d, Jtrans = 12 Hz, =CH), 6.74 (2H, d, J = 8 Hz, Ar-H), 3.01(6H, s, N(CH3)2), 2.54 (3H, s, CH3); 13C NMR (100 MHz, DMSO) δ 189.4, 179.9, 152.8, 148.4, 145.5, 131.3, 129.4, 121.9, 117.7, 112.3, 40.7, 14.9; ESI-MS (m/z): Calcd. 304.07, found 303.7 [M-H]; Anal. Calcd. For C15H16N2OS2: C, 59.18%; H, 5.30%; N, 9.20%. Found: C, 59.02%; H, 5.48%; N, 9.36%.

(E)-3-(4-Methoxyphenyl)-1-(4-Methyl-2-Thioxo-2,3-Dihydrothiazol-5-yl)Prop-2-En-1-One 2l

Yellow powder; 0.227 g, 78% yield; mp 246–248 °C; 1H NMR (400 MHz, DMSO-d6) δ 13.59 (1H, s, N-H), 7.76 (2H, d, J = 8 Hz, Ar-H), 7.63 (1H, d, Jtrans = 12 Hz, =CH), 7.08 (1H, d, Jtrans = 16 Hz, =CH), 7.01 (2H, d, J = 8 Hz, Ar-H), 3.83 (3H, s, OCH3), 2.56 (3H, s, CH3); 13C NMR (100 MHz, DMSO) δ 13C NMR (100 MHz, DMSO) δ 189.0, 180.1, 162.1, 146.9, 143.4, 130.4, 127.2, 124.4, 120.4, 114.2, 55.2, 14.1; ESI-MS (m/z): Calcd. 291.04, found 290.57 [M+H]+; Anal. Calcd. For C14H13NO2S2: C, 57.71%; H, 4.50%; N, 4.81%. Found: C, 57.83%; H, 4.65%; N, 4.67%.

(E)-3-(2,3-Dimethoxyphenyl)-1-(4-Methyl-2-Thioxo-2,3-Dihydrothiazol-5-yl)Prop-2-En-1-One 2m

Yellow powder; 0.215 g, 67% yield; mp 239–240 °C; 1H NMR (400 MHz, DMSO-d6) δ 13.67 (1H, s, N-H), 7.84 (1H, d, Jtrans = 16 Hz, =CH), 7.43 (1H, s, Ar-H), 7.27 (1H, d, Jtrans = 16 Hz, =CH), 7.17–7.15 (2H, m, Ar-H), 3.84 (3H, s, OCH3), 3.79 (3H, s, OCH3), 2.57 (3H, s, CH3); 13C NMR (100 MHz, DMSO) δ 189.2, 180.2, 153.4, 147.6, 139.3, 137.6, 128.1, 124.3, 124.0, 121.1, 119.1, 115.1, 57.1, 55.2, 14.2; ESI-MS (m/z): Calcd. 321.05, found 320.60 [M-H]; Anal. Calcd. For C15H15NO3S2: C, 56.05%; H, 4.70%; N, 4.36%. Found: C, 56.14%; H, 4.57%; N, 4.53%.

(E)-3-(2,4-Dimethoxyphenyl)-1-(4-Methyl-2-Thioxo-2,3-Dihydrothiazol-5-yl)Prop-2-En-1-One 2n

Yellow powder; 0.221 g, 69% yield; mp 255–257 °C; 1H NMR (400 MHz, DMSO-d6) δ 13.56 (1H, s, N-H), 7.76 (1H, d, Jtrans = 16 Hz, =CH), 7.67 (1H, d, J = 12 Hz, Ar-H), 7.13 (1H, d, Jtrans = 16 Hz, =CH), 7.60–7.56 (2H, m, Ar-H), 3.86 (3H, s, OCH3), 3.80 (3H, s, OCH3), 2.46 (3H, s, CH3); 13C NMR (100 MHz, DMSO) δ 13C NMR (100 MHz, DMSO) δ 188.9, 180.2, 163.8, 160.8, 146.7, 139.6, 131.9, 124.8, 121.0, 115.9, 106.9, 98.8, 56.4, 56.1, 40.4, 14.9; ESI-MS (m/z): Calcd. 321.05, found 320.63 [M-H]; Anal. Calcd. For C15H15NO3S2: C, 56.05%; H, 4.70%; N, 4.36%. Found: C, 55.90%; H, 4.69%; N, 4.54%.

(E)-3-(3,4-Dimethoxyphenyl)-1-(4-Methyl-2-Thioxo-2,3-Dihydrothiazol-5-yl)Prop-2-En-1-One 2o

Yellow powder; 0.228 g, 71% yield; mp 245–247 °C; 1H NMR (400 MHz, DMSO-d6) δ 13.70 (1H, s, N-H), 7.61 (1H, d, Jtrans = 16 Hz, =CH), 7.40–7.34 (2H, m, Ar-H), 7.10 (1H, d, Jtrans = 16 Hz, =CH), 7.01 (1H, d, J = 12 Hz, Ar-H), 3.83 (3H, s, OCH3), 3.81 (3H, s, OCH3), 2.55 (3H, s, CH3) 13C NMR (100 MHz, DMSO) δ 188.9, 180.2, 152.2, 149.6, 147.0, 143.8, 127.5, 124.2, 120.7, 117.3, 113.2, 111.5, 56.9, 55.4, 14.2. ESI-MS (m/z): Calcd. 321.05, found 320.61 [M+H]+; Anal. Calcd. For C15H15NO3S2: C, 56.05%; H, 4.70%; N, 4.36%. Found: C, 55.91%; H, 4.81%; N, 4.56%.

(E)-1-(4-Methyl-2-Thioxo-2,3-Dihydrothiazol-5-yl)-3-(3,4,5-Trimethoxyphenyl)Prop-2-En-1-One 2p

Yellow powder: 0.312 g, 89% yield; mp 248–250 °C; 1H NMR (400 MHz, DMSO-d6) δ 13.63 (1H, s, N-H), 7.60 (1H, d, Jtrans = 16 Hz, =CH), 7.13–7.18 (3H, m, 2Ar-H and =CH), 3.85(6H, s, 2OCH3), 3.72(3H, s, OCH3), 2.56 (3H, s, CH3). 13C NMR (100 MHz, DMSO) δ 189.1, 180.4, 153.6, 144.6, 140.7, 130.2, 124.0, 123.3, 107.5, 107.2, 60.6, 56.7, 14.9; ESI-MS (m/z): Calcd. 351.06, found 350.80 [M-H]; Anal. calcd. for C16H17NO4S2: C, 54.68%; H, 4.88%; N, 3.99%. Found: C, 54.61%; H, 4.77%; N, 3.90%.

3.2. Biological Evaluation and In Silico Studies Methodology

3.2.1. Screening of the Anticancer Activity against a Panel of 60 Cell Lines

The methodology of the NCI anticancer screening has been described in detail elsewhere (http://www.dtp.nci.nih.gov) [2]. For detailed information, see Appendix A in the Supplementary Materials.

3.2.2. In Vitro Tubulin Polymerization Inhibition Assay

In vitro determination of the interaction of thiazole derivatives 2e, 2g, 2h, 2p, and the reference drug CA-4 with the microtubule system was carried out according to the reported protocol [32]. See Appendix A in the Supplementary Materials.

3.2.3. In Silico Studies

Molecular Docking

Autodock vina v1.2.0 was used for molecular docking and the best docking poses were visualized using Discovery Studio Visualizer v24.1.0.23298 [46]. Detailed information is provided in Appendix A in the Supplementary Materials.

In Silico Physicochemical and Pharmacokinetic Properties

The physicochemical and pharmacokinetic parameters for 2a2p were predicted using the SwissADME tool (http://www.swissadme.ch/index.php) [40]. See Appendix A in the Supplementary Materials.

4. Conclusions

In summary, our research has led to the synthesis and evaluation of a series of novel thiazole-privileged chalcones as tubulin polymerization inhibitors with potential anticancer activities. Thiazole derivatives 2c, 2e, 2f, 2g, 2h, 2i, and 2p revealed broad in vitro cytotoxic activity against various cancer cells, specifically leukemia, colon, renal, and breast cancer cells. Thiazole derivative 2e displayed remarkable antitumor activity against UO-31, SNB-75, LOX IMVI, HCT-116, SW-620, U251, RXF 393, and KM12. Also, compound 2e has demonstrated the ability to inhibit tubulin polymerization in vitro. The use of the thiazole ring, instead of the phenyl ring of classical chalcone, has significantly enhanced both pharmacodynamics and pharmacokinetics. Incorporation of the thiazole moiety in these compounds improves their aqueous solubility, bioavailability, and potentiates binding interaction with the colchicine binding site by forming a dual hydrogen bond with Cys241. These findings underscore the potential of thiazole-privileged chalcones 2a2p as a promising new class of tubulin-inhibiting molecules for further investigation as a potential anti-cancer therapeutics.

Acknowledgments

The authors extend their profound gratitude to the Swenam College Research Office for their unwavering support and invaluable contributions, which have been instrumental in successfully completing this work.

Supplementary Materials

The following supporting information can be downloaded at: https://www.mdpi.com/article/10.3390/ph17091154/s1, Figures S1–S48: NMR and Mass data; Table S1: Physicochemical properties of target compounds 2a–p and combretastatin CA4; Table S2: Lipophilicity parameters of target compounds 2a–p and combretastatin CA4; Table S3: Water solubility parameters of target compounds 2a–p and combretastatin CA4; Table S4: Pharmacokinetics of target compounds 2a–p and combretastatin CA4; Table S5: Drug likeness parameters of target compounds 2a–r and combretastatin CA4.

Author Contributions

Conceptualization, H.H. and S.M.R.; methodology, W.M.A. and A.S.A.-S.; software, A.G.K.H., A.M.E. and A.S.A.-S.; validation, M.A.A.A.-A., A.E.Z., I.T.R. and S.B.; formal analysis, H.H.; investigation, A.M.E. and A.S.A.-S.; resources, W.M.A. and M.A.A.A.-A.; data curation, A.E.Z., and I.T.R.; writing—original draft preparation, H.H., A.H. and S.B.; writing—review and editing, H.H., A.H. and A.M.E.; visualization, A.G.K.H. and A.M.E.; supervision, H.H. and S.M.R.; project administration, H.H. All authors have read and agreed to the published version of the manuscript.

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

The original contributions presented in this study are included in the article; further inquiries can be directed to the corresponding author.

Conflicts of Interest

The authors declare that this study received No funding from Apogee Pharmaceuticals Inc. The funder was not involved in the study design, collection, analysis, interpretation of data, the writing of this article or the decision to submit it for publication.

Funding Statement

This research received no external funding.

Footnotes

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Supplementary Materials

Data Availability Statement

The original contributions presented in this study are included in the article; further inquiries can be directed to the corresponding author.


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