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Vol. 53, Issue 1, 62-76, January 1998
Laboratory of Drug Discovery Research and Development, Developmental Therapeutics Program, Division of Cancer Treatment, and Diagnosis, National Cancer Institute, Frederick Cancer Research and Development Center, Frederick, Maryland 21702 (P.V.-P., E.H.), Departments of Biochemistry and Pharmacology, Southwestern Medical Center, The University of Texas at Dallas, Dallas, Texas 75235 (J.Y.L., J.Y., J.R.F.), College of Pharmacy, Oregon State University, Corvallis, Oregon 97331 (H.-D.Y., B.M., D.G.N., W.H.G.), Department of Chemistry, Oregon State University, Corvallis, Oregon 97331 (M.N., J.D.W.), and Departments of Environmental and Occupational Health and of Pharmaceutical Sciences, University of Pittsburgh Cancer Institute, University of Pittsburgh, Pittsburgh, Pennsylvania 15238 (B.W.D.)
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Summary |
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Originally purified as a major lipid component of a strain of the cyanobacterium Lyngbya majuscula isolated in Curaçao, curacin A is a potent inhibitor of cell growth and mitosis, binding rapidly and tightly at the colchicine site of tubulin. Because its molecular structure differs so greatly from that of colchicine and other colchicine site inhibitors, we prepared a series of curacin A analogs to determine the important structural features of the molecule. These modifications include reduction and E-to-Z transitions of the olefinic bonds in the 14-carbon side chain of the molecule; disruption of and configurational changes in the cyclopropyl moiety; disruption, oxidation, and configurational reversal in the thiazoline moiety; configurational reversal and substituent modifications at C13; and demethylation at C10. Inhibitory effects on tubulin assembly, the binding of colchicine to tubulin, and the growth of MCF-7 human breast carcinoma cells were examined. The most important portions of curacin A required for its interaction with tubulin seem to be the thiazoline ring and the side chain at least through C4, the portion of the side chain including the C9-10 olefinic bond, and the C10 methyl group. Only two modifications totally eliminated the tubulin-drug interaction. The inactive compounds were a segment containing most of the side chain, including its two substituents, and analogs in which the methyl group at the C13 oxygen atom was replaced by a benzoate residue. Antiproliferative activity comparable with that observed with curacin A was only reproduced in compounds that were potent inhibitors of the binding of colchicine to tubulin. Molecular modeling and quantitative structure-activity relationship studies demonstrated that most active analogs overlapped extensively with curacin A but failed to provide an explanation for the apparent structural analogy between curacin A and colchicine.
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Introduction |
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Antimitotic
agents, both natural products and synthetic compounds, display a wide
structural diversity, and virtually all of them interact with the
/
-tubulin dimer, the major component of microtubules (Hamel,
1990
, 1996
). Most of these compounds inhibit microtubule assembly in
cells and in cell-free systems. A major mechanism involved in the
cytotoxic action of these drugs seems to be altered microtubule
dynamics, and most drugs studied thus far reduce tubulin turnover at
microtubule ends. Thus, antimitotic agents may inhibit mitosis
primarily by stabilizing the (+)-ends of microtubules in the spindle
(Wilson and Jordan, 1995
).
Net inhibitors of microtubule assembly largely fall into two classes.
The first group consists of a variety of complex natural products that
inhibit the binding of vinca alkaloids to tubulin, inhibit formation of
an intra-
-tubulin cross-link between Cys12 and Cys201/211, and
interfere with GTP/GDP exchange on
-tubulin (vinca domain agents).
The second group consists of numerous synthetic compounds and
structurally simpler natural products, such as the cis-stilbene combretastatin A-4 and the estrogen metabolite
2-methoxyestradiol (see representative structures in Fig.
1). These compounds inhibit the binding
of colchicine to tubulin, inhibit formation of an intra-
-tubulin
cross-link between Cys239 and Cys354, have no effect on GTP/GDP
exchange, and generally induce a GTPase reaction uncoupled from
assembly (colchicine site agents). A recurring structural theme in the
colchicine site agents has been at least one and generally two aromatic
domains (for reviews, see Hamel, 1996
, and Ludueña and Roach,
1991
).
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Curacin A (structure in Fig. 1; see Nagle et al., 1995
), as
a potent colchicine site antimitotic agent, is a major exception to
this structural generalization, in that it has no aromatic residue.
Curacin A is a major lipid component of a strain of Lyngbya majuscula obtained off the coast of Curaçao (Gerwick
et al., 1994
). The compound inhibits microtubule assembly
and, despite its unique structure, is a potent competitive inhibitor of
the binding of colchicine to tubulin (Blokhin et al., 1995
).
Initial studies demonstrated that curacin A stimulated the
uncoupled GTPase reaction typical of colchicine site agents, and
indirect observations were consistent with curacin A binding rapidly
and dissociating slowly from tubulin (Blokhin et al., 1995
).
Further, curacin A inhibits formation of the Cys239-Cys354 cross-link
in
-tubulin (Ludueña et al., 1997
). Moreover, under
reaction conditions where tubulin can polymerize, high concentrations
of curacin A induced formation of complex abnormal tubulin polymers
resembling twisted cables of fine spiral filaments (Hamel et
al., 1995
). Curacin A may also have a relatively unusual effect on
microtubule dynamics, in that low concentrations of the drug increase
tubulin turnover at microtubule ends (Pack et al., 1995
).
The unusual structure and unexpected biological activity of curacin A
led to the rapid development of successful chemical syntheses (Hoemann
et al., 1996
; Ito et al., 1996
; Lai et
al., 1996
; Onoda et al., 1996a
, b
; White et
al., 1995
, 1997
; Wipf and Xu, 1996
), and the abundance of the
natural product has permitted isolation of chemically modified
derivatives. In addition, small quantities of related compounds have
been isolated from natural sources [curacins B and C from the
Curaçao strain of L. majuscula (Yoo and Gerwick, 1995
)
and curacin D from a St. Thomas (US Virgin Islands) strain of L. majuscula]. Initial structure-activity findings have already been
reported (Blokhin et al., 1995
; Onoda et al., 1996b
), but a sufficient variety of analogs is now available to permit
a more systematic analysis of the structural features of the curacin A
molecule required for its interaction with purified tubulin. We also
report relative effects of available compounds on the growth of a human
breast cancer cell line (MCF-7 cells).
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Experimental Procedures |
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Materials
Electrophoretically homogeneous bovine brain tubulin was
prepared as described previously (Hamel and Lin, 1984
). Nonradiolabeled colchicine was obtained from Sigma (St. Louis, MO) and
[3H]colchicine from Dupont-New England Nuclear
(Boston, MA). Stock 2.0 M solutions of monosodium glutamate
were adjusted to pH 6.6 with HCl. MCF-7 breast cancer cells were a
generous gift from Dr. D. Scudiero (National Cancer Institute,
Frederick, MD). Curacins A, B, and C from L. majuscula were
obtained as described previously (Gerwick et al., 1994
; Yoo
and Gerwick, 1995
). Synthetic curacin A (Lai et al., 1996
)
had activity equivalent to the natural product, and all data presented
for curacin A represent averages obtained in contemporaneous
experiments with natural and synthetic drug. Synthetic analogs are
assigned numbers in the order in which they will be presented in
Results. Compounds 1 (15, 16-dihydrocuracin A),
12 (19S-curacin A), 14 ("cyclopropyl-ring-open-curacin A"), and 22 were
prepared as described previously (Blokhin et al., 1995
;
White et al., 1997
). The isolation of curacin D will be
described elsewhere, as will the synthesis of compounds 3-9, 13, and
15-21. All drugs were dissolved in dimethyl
sulfoxide, and control reaction mixtures contained an equivalent amount
of the solvent.
Preparation of 3,4,15,16-Tetrahydrocuracin A (Compound 2)
[(C6H5)3P]3RhCl
(11.3 mg, 12.2 µmol) in 0.50 ml
CH2Cl2 was added to curacin
A (49 mg, 131 µmol) in 0.50 ml ethanol. An additional 2.5 ml of
CH2Cl2 was added, and the
reaction flask, with an attached balloon, was charged with
H2. After 7 hr at room temperature, 40 ml of a
1:1 mixture of ethanol and diethyl ether was added to the reaction
mixture, and the catalyst was removed by filtration through a silica
plug. Pure compound 2 was obtained from the filtrate by HPLC
on a Maxsil 10 µm silica column (50 × 1.0 cm; Phenomenex,
Torrance, CA) using 4% (v/v) ethyl acetate in hexanes (eluted at
680-730 ml). The chemical characterization of compound 2 is
as follows: [1H NMR
(C6D6, 300 MHz)
6.40 (dd, 1H, J = 14.9, 11.1, H-8), 6.01 (d, 1H,
J = 11, H-9), 5.65 (m, 1H, H-7), 4.15 (m, 1H, H-2),
3.18 (s, 3H, -OCH3), 3.08 (m, 1H, H-13), 2.90 (dd, 1H, J = 10.8, 8.3, H-1b), 2.60 (dd, 1H,
J = 10.2, 9.8, H-1a), 2.15 (m, 2H, H-11), 2.13 (m, 2H,
H-6), 1.70 (s, 3H, H-17), 1.69-1.51 (m, 3H, H-12 and H-19), 1.5-1.3
(m, 10H, H-3, H-4, H-5, H-14, and H-15), 1.2 (m, 1H, H-20b), 1.18 (d,
3H, J = 6.3, H-22), 0.95 (m, 1H, H-21), 0.9 (m, 3H,
H-16), 0.75 (m, 1H, H-20a); GC EIMS (% rel. int.) obs.
[M]+ m/z 377 (65), 362 [M - CH3]+ (36), 346 [M - OCH3]+ (29), 334 [M - C3H7]+
(11), 302 (11), 290 [M - C5H11O]+
(33), 276 [M - C6H13O]+
(83), 262 [M - C7H15O]+
(15), 234 (18), 222 (10), 208 (29), 194 (17), 182 [C10H16NS]+
(17), 180 [M - C13H23O]+
(16), 176 (33), 168 [C8H12NS]+
(18), 166 (28), 154 [C8H12NS]+
(33), 141 (60), 140 [C7H10NS]+
(100), 113 (31), 107 (25), 105 (33), 99 [C5H7S]+
(36), 93 (45), 91 (40), 87 [C5H11O]+
(47), 81 (40), 79 (51), 67 [C5H7]+
(28), 55 [C4H7]+
(39)].
Preparation of [13R,19R,21S]-1,2-Didehydrocuracin A (Compound 10; "Curazole")
MnO2 (200 mg, 2.3 mmol) was added to 2.0 ml of hexanes containing curacin A (17.6 mg, 47 µmol). The stirred
reaction at 25° was monitored by thin layer chromatography. After 5 days, the MnO2 was removed by filtration and
washed with hexanes. The wash was added to the filtrate and the solvent
removed under vacuum. The residue was dissolved in 2% (v/v) ethyl
acetate in hexanes. HPLC purification was on a Versapack 10 µm silica
column (30 × 0.41 cm; Alltech, Deerfield, IL), developed at 2.0 ml/min with 2% (v/v) ethyl acetate in hexanes. The chemical
characterization of compound 10 (colorless oil, 5 mg, 13.5 µmol, 29% yield) is as follows: IR
max
(film) 3017, 2924, 2851, 1640, 1617, 1505, 1439, 1385, 1354, 1084, 964,
914, 779 cm
1; UV
max
(ethanol) 224 nm (log
, 4.43), 242 nm (log
, 4.49), 252 nm (log
, 4.42); [1H NMR
(C6D6, 400 MHz)
6.46 (s, 1H, H-1), 6.44 (bd, 1H, J = 11.7, H-3), 6.40 (bdd,
1H, J = 15.2, 10.9, H-8), 5.97 (bd, 1H, J
=10.9, H-9), 5.83 (ddt, 1H, J = 17.0, 10.2, 7.3, H-15),
5.68 (dt, 1H, J = 11.7, 7.3, H-4), 5.66 (bd, 1H,
J = 15.2, H-7), 5.02 (m, 2H, H-16), 3.13 (s, 3H,
-OCH3), 3.04 (tt, 1H, J = 6.0, 6.0, H-13), 2.89 (bdt, 2H, J = 7.4, 6.0, H-5), 2.30 (m,
2H, H-6), 2.19 (m, 2H, H-14), 2.13 (m, 2H, H-11), 2.00 (dt, 1H,
J = 8.1, 5.2, H-19), 1.67 (s, 3H, H-17), 1.60 (m, 2H,
H-12), 1.13 (m, 1H, H-20b), 1.05 (d, 3H, J = 6.0, H-22), 0.95 (m, 1H, H-21), 0.86 (ddd, 1H, J = 8.1, 5.2, 4.3, H-20a)]; [13C NMR
(C6D6, 100 MHz)
168.68 (C18), 153.88 (C2), 136.00 (C10), 135.58 (C15), 133.02 (C4), 131.97 (C7), 127.76 (C8), 125.73 (C9), 122.90 (C3), 116.72 (C16), 115.26 (C1),
79.99 (C13), 56.30 (-OCH3), 38.07 (C14), 35.78 (C11), 33.35 (C6), 32.15 (C12), 29.58 (C5), 19.85 (C19), 16.57 (C17),
16.47 (C21), 14.94 (C20), 12.66 (C22); GC EIMS (% rel. int.) obs.
[M]+ m/z 371 (11), 356 [M - CH3]+ (29), 340 [M - OCH3]+ (26), 330 (18), 298 (21), 286 (36), 272 (37), 258 (11), 230 (11), 204 (24), 178 (81), 161 (30), 153 (50), 133 (17), 119 (76), 105 (53), 97 (100), 91 (51) 79 (64), 67 (35), 55 (25)].
Preparation of Compound 11 ("Thiazole-Ring-Open-Curacin A")
Curacin A (18 mg, 48.3 µmol) was dissolved in 1.5 ml of acetic
anhydride containing 3 drops of D2O. The reaction
mixture was stirred and left overnight at room temperature. After
solvent removal under vacuum, the residue was suspended in 25% (v/v)
ethyl acetate in hexanes and passed through sintered glass. The
filtrate was chromatographed on a Phenomenex Maxil 10 µm silica HPLC
column (50 × 1.0 cm), which was developed at 9 ml/min with 25%
(v/v) ethyl acetate in hexanes. The chemical characterization of
compound 11 (7.6 mg, 17.6 µmol, 42% yield) is as follows:
IR
max (film) 3270, 2929, 1678, 1650, 1547, 1536, 1435, 1371, 1096, 963, 913 cm
1;
[
]D22 +58° (c0.1,
CHCl3); UV
max
(methanol) 240 nm (log
, 4.49); [1H NMR
(C6D6, 300 MHz)
6.42 (dd, 1H, J = 15.0, 10.8, H-8), 6.02 (d, 1H,
J = 10.8, H-9), 5.87 (m, 1H, H-15), 5.62 (dt, 1H,
J = 15.0, 10.0, H-7), 5.48 (dt, 1H, J = 10.5, 7.1, H-4), 5.2 (dd, 1H, J = 10.5, 9.0, H-3), 5.10 (m, 1H, H-2), 5.07 (m, 2H, H-16), 3.18 (s, 3H,
-OCH3), 3.09 (m, 1H, H-13), 3.04 (m, 2H, H-1),
2.35 (m, 2H, H-5), 2.26 (m, 2H, H-14), 2.23 (m, 2H, H-11), 2.11 (m, 2H,
H-6), 1.8 (m, 1H, H-19), 1.7 (s, 3H, H-17), 1.65 (m, 2H, H-12), 1.58 (s, 3H, CH3CO), 1.12 (d, 3H, J = 6.1, H-22), 1.11 (m, 1H, H-20b), 0.96 (m, 1H, H-21), 0.66 (m, 1H,
H-20a)]; [13C NMR
(C6D6, 75 MHz)
196.95 (C18), 167.99 (CH3CONH), 136.19 (C10), 135.37 (C15), 132.89 (C4), 131.58 (C7), 129.21 (C3), 127.0 (C8), 125.64 (C9),
116.75 (C16), 79.95 (C13), 56.29 (-OCH3), 47.40 (C2), 38.05 (C14), 35.77 (C11), 33.59 (C1), 33.09 (C6), 32.14 (C12),
28.16 (C5), 22.97 (C19), 19.39 (C21), 16.60 (C17), 16.15 (C20), 11.95 (C22); GC EIMS (% rel. int.) obs. [M]+
m/z 433 (1), 318 (4), 259 (4), 200 (5), 185 (5), 161 (10), 119 (20), 111 (11), 105 (18), 91 (19), 85 (21), 84 (34), 83 (100), 79 (20),
55 (22); HR FAB MS (positive) obs. [M + H]+ at
m/z 434.2728 (C25H40NO3S,
deviation of - 0.1 milliatomic mass units)].
Preparation of Compound 23 (Methylthioether Derivative of Curacin A)
A solution of compound 11 (7.0 mg, 19 µmol) in 2.0 ml of dry tetrahydrofuran was added to 1.0 µl (34.1 µmol) of
CH3Li at
78°. After 1.5 hr, 1.3 µl (20.4 µmol) of CH3I was added, and the reaction
mixture was stirred for 1 hr at
78°. After solvent removal under
vacuum, the residue was suspended in ethyl acetate and passed through
sintered glass. The filtrate was chromatographed on a Phenomenex Maxil
10 µm silica HPLC column (50 × 1.0 cm), which was developed at
9 ml/min with ethyl acetate. The initial peak eluted from the column
was rechromatographed with 30% (v/v) ethyl acetate in hexanes to yield
compound 23 (0.4 mg, 1.1 µmol, 5.7% yield). The chemical
characterization of compound 23 is as follows:
[1H NMR
(C6D6, 300 MHz)
6.40 (dd, 1H, J = 14.9, 10.7, H-8), 6.02 (d, 1H,
J = 10.7, H-9), 5.88 (m, 1H, H-15), 5.60 (m, 1H, H-7), 5.52 (m, 1H, H-4), 5.19 (dd, 1H, J = 10.4, 9.0, H-3),
5.10 (m, 2H, H-16), 5.10 (m, 1H, H-2), 4.70 (br, 1H, NH), 3.18 (s, 3H, -OCH3), 3.09 (m, 1H, H-13), 2.46 (d, 2H,
J = 5.8, H-1), 2.40 (m, 2H, H-5), 2.25 (m, 4H, H-11 and
H-14), 2.18 (m, 2H, H-6), 1.91 (s, 3H, -SCH3),
1.69 (s, 3H, H-17), 1.65 (m, 2H, H-12), 1.55 (s, 3H, CH3CO)];
[13C NMR (DEPT 135°,
C6D6, 75 MHz)
135.37, 132.88, 131.43, 129.51, 127.67, 125.56, 116.81, 79.96, 56.32, 45.70,
39.89, 38.06, 35.80, 33.12, 32.16, 28.31, 22.94, 16.62, 15.89; GC EIMS
(% rel. int.) obs. [M]+ m/z 365 (1), 333 (12), 318 (2), 304 (1), 234 (9), 227 (14), 213 (25), 207 (18), 185 (38), 171 (22), 161 (73), 159 (43), 145 (40), 133 (46), 119 (100), 117 (48), 111 (55), 105 (92), 94 (32), 85 (89), 77 (42), 69 (66), 55 (47)].
Chemical Methods
NMR spectra were recorded on AM 400 and AC 300 spectrometers (Bruker, Karlsruhe, Germany). Chemical shifts were referenced to the solvent C6D6 signals at 7.2 ppm for 1H NMR and at 128 ppm for 13C NMR. Mass spectra were recorded on Kratos (Manchester, England) MS 50 TC and Finnigan (San Jose, CA) 4023 mass spectrometers. Gas chromatography/mass spectrometry was carried out utilizing a Hewlett-Packard 5890 Series II gas chromatograph connected to a Hewlett-Packard 5971 mass selective detector (Hewlett-Packard, Palo Alto, CA). UV and IR spectra were obtained, respectively, on Hewlett-Packard 8452A and Nicolet 510 spectrophotometers (Nicolet, Madison, WI).
Biological Methods
The binding of [3H]colchicine to tubulin
was measured by the DEAE-cellulose filter method as described
previously (Kang et al., 1990
). Reaction mixtures contained
1.0 µM (0.1 mg/ml) tubulin, 1.0 M monosodium
glutamate, 0.1 M glucose-1-phosphate, 1.0 mM MgCl2, 1.0 mM GTP, 0.5 mg/ml bovine
serum albumin, 5% (v/v) dimethyl sulfoxide, 5.0 µM
[3H]colchicine, and inhibitor at either 5.0 or
50 µM, as indicated. These reaction conditions were used
because they strongly stabilize the colchicine binding activity of
tubulin (Hamel and Lin, 1981
). The values presented represent averages
of three experiments, each with duplicate samples.
Tubulin polymerization was followed turbidimetrically at 350 nm in Gilford (Oberlin, OH) model 250 spectrophotometers equipped with electronic temperature controllers. All concentrations refer to the final reaction volume of 0.25 ml, although the preincubation was performed in 0.24 ml, followed by addition of 10 µl of 10 mM GTP. Reaction mixtures contained 1.0 mg/ml tubulin, 0.8 M monosodium glutamate, 4% dimethyl sulfoxide, and varying drug concentrations. Samples were preincubated for 15 min at 30° and chilled on ice. GTP was added to each reaction mixture, and these were placed in cuvettes held at 0°. Base-lines were established, the temperature was raised to 30° (about 0.5°/sec), and polymerization was followed for 20 min. IC50 values were determined by graphical interpolation of experimental points, with drug-containing samples compared with control reaction mixtures containing dimethyl sulfoxide but no drug. At least three independent IC50 values were obtained with each compound.
IC50 values for inhibition of cell growth were
obtained by measuring the amount of total cell protein with the
sulforhodamine B assay (Skehan et al., 1990
). MCF-7 cells
were grown in RPMI 1640 medium containing 17% fetal calf serum, 12 µg/ml gentamicin sulfate, and 2 mM glutamine at 37° in
5% CO2. Confluent cells were trypsinized,
diluted 40-fold, and seeded into 96-well microtiter plates. After 24 hr
of growth without drug, medium with varying concentrations of drug was
added to different wells (final concentration of dimethyl sulfoxide,
0.1%). IC50 values were determined after an
additional 48 hr. The values presented in the tables are averages from
at least two independent experiments.
Accumulation of MCF-7 cells with G2/M DNA content was quantified by flow cytometry. Cells were grown as described above, except that 25-ml cultures were grown in 75-cm2 flasks, and the cells were trypsinized after 48 hr of drug treatment. A portion of the cells in each culture was quantified in a model ZM Coulter Counter (Coulter Products, Buffalo, NY). The remaining cells were collected by centrifugation, resuspended in phosphate-buffered saline (10 mM phosphate, 155 mM NaCl, pH 7.4) and fixed in 70% ethanol for 30 min at 4°. The cells were recollected by centrifugation and resuspended in 1 ml of phosphate-buffered saline containing 100 µg each of propidium iodide and RNase A. DNA content was analyzed on a FACScan flow cytometer, and the proportion of cells in G2/M quantified by peak integration using ModFit LT version 1.0 software (Becton Dickinson, Mountain View, CA).
Molecular Modeling Studies
Computational methods. Three-dimensional computer models of the curacins were built with the Cerius2 system (version 2.0; Biosym/Molecular Simulations, Burlington, MA), run on an Iris Indigo/R3000 workstation (Silicon Graphics, Mountain View, CA) with Elan graphics running under the Irix 5.3 operating system. The molecular model of curacin A was built and minimized with CHARMm using the Merck Molecular Force Field by the conjugate gradient and adopted-basis Newton-Raphson methods in a constant dielectric field of 1. All 30° bond angle conformers of this model were analyzed by the grid scan method with 500 steps of conjugate gradient minimization, and a "global" minimum model was selected. This model was used as a template for developing models for the 26 congeners, which were each minimized by the same molecular mechanics methods.
Calculation of descriptors. Structures were superimposed on the most active analogs in the biological assays by rigid fit of subgraph searches, and receptor models were generated with the associated biological activity of each structure (IC50 values transformed to their negative base 10 logarithms) used as the weight by which it contributed to the model. Electronic, shape, spatial, and thermodynamic descriptors were generated with the QSAR+ module of Cerius2 (CHARMm, Gasteiger, MOPAC, CNDO, MNDO, and Hopfinger methods). Similar descriptors were also calculated with the PC chip-based program Molecular Modeling Pro (version 1.4) (WindowChem Software, Fairfield, CA), which uses a variety of simplified computational approaches (Del Re, Lyman, Kier and Hall, and Hansch and Leo).
Equation generation.
The genetic function approximation
algorithm (Hahn and Rogers, 1995
; Rogers and Hopfinger, 1994
) was
implemented for three different collections of
structures/receptors/descriptors. In each case, the algorithm was set
up to discover descriptor-activity relationships consisting of linear
polynomial terms starting with 100 random initial equations with four
variables, adding constants where necessary to search for equations of
unlimited length but with acceptable lack-of-fit scores (Friedman,
1990
). New "child" equations were generated using the least-squares
regression method. Child equations were "mutated" (i. e., changed
at "birth") 50% of the time after their generation by addition of
randomly selected new terms. The number of generations of equation
evolution required in each of the three data sets was gauged by the
attainment of adjusted R2 values and
minimum lack-of-fit scores. Each data set required at least 20,000 generations before term usage reached a plateau. The equations were
judged for statistical soundness by Friedman's lack-of-fit,
R2, adjusted
R2, F-test, least-squares error, and
Mallow's C(p) statistics (Friedman, 1990
; Hahn and Rogers, 1995
;
Rogers and Hopfinger, 1994
).
Molecular superimpositions.
Structural models of curacin A
and the 26 analogs were constructed as described above and that for
colchicine was built from the crystal coordinates (Lessinger and
Margulis, 1978
) with energy minimization as described previously (ter
Haar et al., 1996
). These models will be described in
Discussion. For compound superimposition to maximize atomic overlap,
the rigid body fitting to target method was employed using a subgraph
search routine, with the energy-minimized model of curacin A as the
target. Rigid fitting rotates and translates the moving model with
respect to the target so as to minimize the root-mean-square difference
of the atom matches with the target with the root-mean-square
difference defined as follows:
|
is the distance between the
Jth matched atoms. The subgraph search routine treats each model as a
graph with labeled nodes and edges. It finds the largest subgraph
contained by the target and moving molecules.
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Results |
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Functional Structure-Activity Studies
In the studies that follow, we compared 26 available analogs with curacin A as inhibitors of tubulin assembly and of colchicine binding to tubulin. In the colchicine binding assay, all analogs were initially examined at an equimolar concentration with the colchicine (5 µM). Analogs showing minimal inhibitory effect at this low concentration were also evaluated in 10-fold molar excess to detect weaker inhibitory activity. Finally, the 26 analogs were compared with curacin A for inhibitory effects on the growth of MCF-7 breast cancer cells.
Modifications in the backbone of the 14-carbon side chain.
Previously, we had described the activities of partially purified
curacins B and C and reported that compound 1 (C15-16 olefinic bond reduced) had activities similar to those of curacin A
(Blokhin et al., 1995
). The successful resolution of the two natural products (Yoo and Gerwick, 1995
) led us to reevaluate them,
along with compound 1 and compound 2, in which both the C3-4 and C15-16 olefinic bonds are reduced (Table
1).
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Modifications in the side chain substituents at C10 and C13. Curacin D differs structurally from curacin A only in lacking the C10 methyl substituent. It was almost 7-fold less active than curacin A as an inhibitor of tubulin assembly (similar in potency to compound 2), but it remained a strong inhibitor of the binding of colchicine to tubulin, similar in potency to curacin B. Its antiproliferative activity was also similar to that of curacin B, in that it was almost 10-fold less potent than curacin A with MCF-7 cells.
The remaining compounds presented in Table 2 are modified in the C13 substituent. Compound 3 has reversal of configuration (S rather than R) at this position, compound 4 is the demethyl derivative, and compounds 5-8 bear different substituents. Compound 6 is notable in having an ethylenediether bridge at this position, representing conversion of C13 to a nonchiral position.
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Modifications in the thiazoline ring. Three compounds can be considered as representing modifications in the thiazoline moiety of curacin A. In compound 9, configuration is reversed at position C2 (changed from R to S). In compound 10, the C1-2 bond is oxidized, changing the ring to a thiazole ring. In compound 11, an acetyl group was introduced at the C2 nitrogen, resulting in the disruption of the thiazoline ring (Table 3).
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Modifications in the cyclopropyl ring. Three compounds can be considered as representing modifications in the cyclopropyl moiety of curacin A. In compound 12 configuration is reversed at position C19 (changed from R to S). In compound 13 configuration is reversed at position C21 (changed from S to R). In compound 14 the cyclopropyl ring was disrupted by heat treatment (Table 4).
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Double and triple modifications. Six compounds (15-20) combine two of the modifications described above, and a seventh compound (21) has three modifications (Table 5). The results obtained with these agents are largely consistent with those obtained with the singly modified compounds.
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Partial structures.
Two available compounds represent
incomplete curacin A structures (Table
6). Compound 22 is a C4
through C16 segment of curacin A used as a synthetic precursor (White
et al., 1997
). It was essentially inactive in all assays.
Compound 23, formed in a degradative reaction from compound
11, contains the entire side chain together with a disrupted
thiazoline ring, but it completely lacks the cyclopropyl residue.
Compound 23 has significant activity as an inhibitor of
tubulin assembly, being about half as active as compound 11.
It also is a weak inhibitor of colchicine binding to tubulin and seemed
to be somewhat more active than compound 11. Like compound 11, compound 23 only feebly inhibits the growth of MCF-7 cells.
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Accumulation of MCF-7 Cells with G2/M DNA Content after Treatment with Curacin A Analogs
As will be described below (see Discussion), there was a
relatively poor correlation between a drug's inhibition of tubulin polymerization and its inhibitory effects on MCF-7 cell growth. This
could be a consequence of different mechanisms of action with different
compounds in drug-treated cells. We showed previously that after
treatment of cells with curacin A, both the mitotic index and the
proportion of cells with G2/M DNA content increased as the drug
concentration rose (Gerwick et al., 1994
). We therefore compared the effects of curacin A and several analogs that strongly inhibited assembly but with widely divergent IC50
values for cell growth on the accumulation of MCF-7 cells with G2/M DNA
content (Fig. 2). Despite their differing
effects on cell growth, compounds 3, 4, and
21 all showed a close correlation between cytotoxicity and
accumulation of cells with tetraploid DNA. This strongly indicates that
all the active analogs have the same cellular mechanism of action as
curacin A.
|
QSAR Molecular Modeling Studies
A computational approach was employed in an attempt to develop QSAR equations that would explain relative analog activities as inhibitors of polymerization, colchicine binding, and/or MCF-7 cell growth in physicochemical and/or linear free energy terms. Such an analysis could provide insight useful for additional synthetic efforts. Three independent QSAR calculations based on the experimental data were performed. In each analysis, structures were superimposed on the most active congener (compound 5 for polymerization, 6 for cell growth, curacin A itself for colchicine binding), and "receptor" models were generated with the activity of each structure weighting its contribution to the respective model. A set of 65 electronic shape, spatial, thermodynamic, and "receptor"-derived energy descriptors were calculated with algorithms contained in the Cerius2 and Molecular Modeling Pro suites of computational chemistry programs for each curacin derivative for each of the three analyses.
Because the calculated descriptors far outnumbered the curacin
derivatives, a method specifically designed for such unbalanced data
sets, the genetic function approximation algorithm (Hahn and Rogers,
1995
; Rogers and Hopfinger, 1994
), was employed to generate
statistically valid equations for the three biological activities.
Acceptance of an equation required appropriate statistical measures:
adjusted R2 > 0.67; F-statistic > 9.0; Mallow's C(p) < - 2.0; Friedman's lack-of-fit < 1.0.
For the tubulin polymerization inhibition data set, the equation with the greatest statistical significance that was found was:
|
(1) |
2 is the calculated
shape index from Kier and Hall's graph theory methods (Kier and Hall,
1986A single descriptor in eq. 1 showed a linear trend in relation to biological activity. This was the XDIP. In general, the higher the XDIP, the more the compound inhibited tubulin assembly. Compound 5 had the highest XDIP value, at 0.259 D, and compounds 3 and 6 and curacin A had values > 0.100 D. In contrast, the inactive fluorinated compound 7 had the lowest value, at - 0.376 D. None of the other descriptors in eq. 1 showed obvious linear trends when plotted against activity but were required to "fine-tune" the equation.
The MCF-7 growth inhibition data set was less amenable to QSAR analysis. Only one equation was found that met the statistical constraints:
|
(2) |
Again, the only descriptor with any linear trend, when plotted against
inhibition of cell growth, was the XDIP. Overall, the correlation
observed was similar to that obtained with the tubulin assembly data.
For these equations, we should note that the dipole moment and its
x, y, and z components were estimated
from partial atomic charges (largely CHARMm charging rules) and atomic
coordinates. Dipole properties may be correlated with long-range
ligand-target recognition and binding (Hopfinger, 1973
). It is as yet
unclear how the x-component of the dipole moment may be
easily manipulated by substitutions on the curacin backbone, but both
our biological and computational findings clearly indicate that highly
electronegative substituents near the C16 end of the hydrocarbon
backbone should result in substantial loss of activity.
No statistically valid equation was found to describe the colchicine binding inhibition data set. This probably results from the limited studies performed thus far (evaluation of inhibitory effects at only one or two curacin analog concentrations).
Our overall conclusion from the above analysis is that more
refined QSAR formulas that can reliably predict relative activity of new structures will require preparation and analysis of additional curacin derivatives, especially compounds containing greater structural diversity. In this regard, we should also note that an insufficient number of analogs modified at C13 are currently available to perform a
quantitative Hansch analysis (Hansch and Leo, 1979
) of substituent effects on compound activity.
| |
Discussion |
|---|
|
|
|---|
Functional structure-activity analysis of the interaction of curacin A with tubulin. We compared natural and synthetic curacin A with each other and with 26 structural analogs, including three natural products, as inhibitors of tubulin assembly and of the binding of colchicine to tubulin. In general, the results from these two assays were in excellent agreement with each other.
The assembly reaction was performed under a suboptimal reaction condition, made necessary because curacin A induces formation of complex aggregates of twisted cables of fine spiral filaments (Hamel et al., 1995
|
Comparison of inhibitory effects on MCF-7 cell growth with effects
on the drug-tubulin interaction.
We examined the curacin A analogs
for inhibitory effects on the growth of the MCF-7 cell line, as it was
one of the lines in the NCI 60-cell line panel (Monks et
al., 1991
) with greatest sensitivity to curacin A. From the data
in Tables 1-6, it is clear that we were not successful in modifying
curacin A to yield an agent significantly more potent against the MCF-7
cells, and most analogs were less active. Two compounds (1 and 6) were essentially equivalent to curacin A, and one
additional compound (12) was nearly as active.
|
Molecular superimposition modeling studies. Computer-driven molecular modeling, based on an energy minimization program, was used to generate the structural model of curacin A (shown in green) displayed in Figs. 5-7. This was done in an attempt to gain understanding of (a) the differential activity of the analogs and (b) the common structural features shared by curacin A and colchicine to account for their common binding site on tubulin.
|
|
|
,3
,4
-trimethoxyphenyl)tropone, shown in Fig. 8, is an
active colchicine analog, both in its interactions with tubulin and as
an inhibitor of cell growth (Fitzgerald, 1976
|
| |
Footnotes |
|---|
Received March 26, 1997; Accepted September 15, 1997
Send reprint requests to: Dr. E. Hamel, Building 37, Room 5D02, NIH, Bethesda, MD 20892-4255.
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Abbreviations |
|---|
HPLC, high performance liquid chromatography; GC, gas chromatography; EIMS, electron ionization mass spectrometry; QSAR, quantitative structure-activity relationship(s) CHARMm, chemistry at Harvard macromolecular mechanics ; MOPAC, molecular orbital package; CNDO, complete neglect of differential overlap; MNDO, modified neglect of differential overlap.
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References |
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