Pradipbhai D. Kalariyaa,
Prinesh N. Patela,
Mahesh Sharmab,
Prabha Gargb,
R. Srinivasac and
M. V. N. Kumar Talluri*a
aDepartment of Pharmaceutical Analysis, National Institute of Pharmaceutical Education & Research, IDPL R&D Campus, Balanagar, Hyderabad-500 037, India. E-mail: narendra.talluri@gmail.com; narendra@niperhyd.ac.in; Fax: +91-40-23073751; Tel: +91-40-23423749 ext. 2012
bDepartment of Pharmacoinformatics, National Institute of Pharmaceutical Education and Research (NIPER), Sector-67, S.A.S Nagar, Mohali, Punjab-160062, India
cNational Center for Mass Spectrometry, CSIR-Indian Institute of Chemical Technology, Tarnaka, Hyderabad-500607, India
First published on 6th August 2015
Stress studies of drugs are very important in the drug development process. As per regulatory guidelines forced degradation studies and characterization of resulting degradation products is mandatory to establish inherent stability of the drug. Blonanserin is an important drug used for the treatment of schizophrenia. As there are no reports in the literature on the degradation study of the drug, the present work has been undertaken. Blonanserin was subjected to forced degradation studies under the conditions of hydrolysis (acidic, basic and neutral), oxidation, photolysis and thermal stress conditions. A selective separation was achieved on a Waters BEH C18 analytical column (50 mm × 2.1 mm, 1.7 μm). The structural characterization of the degradation products was performed using UPLC/QTOF/MS/MS. The drug was found to degrade in oxidative and photolytic conditions, whereas it was stable under hydrolytic, photolytic and thermal stress conditions. A total of seven hitherto unknown degradation products were characterized and probable mechanisms have been proposed for the formation of the degradation products. Moreover, in silico toxicity of all degradation products was also evaluated.
An extensive literature search revealed that only two analytical methods were reported for the determination of BLN in tablets using HPLC,9,10 stability study by LC11 and a few bioanalytical methods have been developed alone as well as in combination with other antipsychotic drugs in the human plasma using LC/MS/MS experiments.12–17 To the best of our knowledge, characterization of stress degradation products of this drug has not been reported so far. Stress study is the foremost tool that is used to develop a selective stability indicating assay method (SIAM) that can selectively analyze the drugs and its degradation products (DPs) or impurities.18 Moreover, as per regulatory guidelines stress degradation studies and characterization of its degradation impurities at or above 0.05% should be carried out on the drug substance.19,20 Structural characterization of DPs and mechanisms of their formation are useful in developing stable formulations and in the explanation of side effects of drugs.21 Moreover, as per regulatory guideline, it is essential to do biological evaluation of DPs which are coming above 0.15%.19 Hence, nowadays in silico technologies have been widely used by the pharmaceutical industry as a guard tool for early assessment of the toxic potential of candidate molecules or degradation products. In silico toxicology methods are practical and high throughput, with high accuracy.22 The National Research Council (NRC) recently published report stated that advancements in toxicogenomics, bioinformatics, systems biology, epigenetics, and computational toxicology could transform and change toxicity testing from a whole-animal system-based model to in silico methods. These days, hyphenated techniques such as LC/ESI/MS/MS combined with accurate mass measurements have been well established for identification and characterization of DPs.23–27
Due to the significance of drug stability studies and the lack of information on BLN stability in the literature, we decided to investigate the degradation behavior of the drug under different stress conditions using ultra-high pressure liquid chromatography (UPLC) method and all degradation products were characterized by UPLC/ESI/MS/MS and UPLC/APCI/MS experiments. Finally, in silico toxicity including genotoxicity, an additional safety concern leading to significant risk for carcinogenicity of the characterized DPs using TOPKAT (toxicity prediction by computer-assisted technology) and DEREK (deductive estimate of risk from existing knowledge) softwares were evaluated.
The hydrolytic and thermal stress degradation studies were carried out using a high precision water bath and hot air oven, respectively (Osworld Scientific Pvt. Ltd India). The stress photo degradation was carried out in a photostability chamber (Osworld OPSH-G-16-GMP series, Osworld scientific Pvt Ltd India) capable of controlling the temperature and humidity within a range of ±2 °C and ±5% RH, respectively. The chamber was equipped with an illumination bank made of light source as described in the ICH guideline Q1B.20
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Fig. 1 The overlay of UPLC chromatogram of (A) acidic, (B) basic, (C) neutral, (D) photo solid, (E) photo liquid, (F) thermal and (G) oxidative stress conditions. |
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Fig. 2 Proposed structures of protonated degradation products of blonanserin produced under oxidative and photolytic stress conditions. |
Degradation product | Retention time (min) | Molecular formula [M + H]+ | Calculated m/z | Observed m/z | Error (ppm) | MS/MS fragment ions |
---|---|---|---|---|---|---|
BLN | 1.98 | C23H31FN3+ | 368.2497 | 368.2486 | 2.99 | 323, 297, 283, 271, 241, 98 |
O1 | 1.27 | C23H31FN3O2+ | 400.2395 | 400.2378 | 4.25 | 382, 383, 364, 335, 313, 309, 297, 283, 271, 84, 56 |
O2 | 1.38 | C23H31FN3O2+ | 400.2395 | 400.2387 | 2.00 | 382, 383, 364, 335, 309, 297, 283, 271, 84, 56 |
O3 | 2.18 | C23H31FN3O+ | 384.2446 | 384.2439 | 1.82 | 366, 356, 340, 323, 297, 283, 270, 271, 242, 241, 228 |
P1 | 0.37 | C6H15N2+ | 115.1230 | 115.1231 | 0.87 | 87, 85, 72, 70, 58, 56 |
P2 | 0.90 | C21H29FN3+ | 342.2340 | 342.2350 | −2.92 | 297, 271, 229 |
P3 | 1.71 | C23H29FN3O2+ | 398.2238 | 398.2245 | −1.76 | 370, 313, 299, 271, 245 |
P4 | 1.84 | C21H27FN3+ | 340.2184 | 340.2189 | −1.47 | 323, 297, 271, 229, 70 |
UPLC analysis of all the hydrolytic (acidic, basic and neutral) solutions showed that no degradation product was formed in 3 N HCl, 3 N NaOH and water at 80 °C after 48 h, 48 h and 72 h, respectively (Fig. 1A–C). This shows that drug is stable in all hydrolytic conditions. On photolytic stress degradation of solid sample, no degradation product was observed (Fig. 1D), while photolytic stress liquid sample showed four minor DPs (P1–P4) (Fig. 1E). No degradation product was observed under the thermal stress degradation study (Fig. 1F). The drug showed an extensive degradation in 15% H2O2 after 15 h in the dark room at an ambient temperature. A total of three DPs, O1, O2 and O3, were formed during oxidative stress condition (Fig. 1G). In oxidative (H2O2) stress conditions, intense peak corresponding to H2O2 was observed at near to void time (0.25 min). This peak is appeared in overlapping chromatograms (Fig. 1G).
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Scheme 1 (a) Proposed fragmentation pathway of protonated BLN and O3. (b) Proposed fragmentation pathway of protonated O1 and O2. |
BLN and DPs | Molecular formula [M + H]+ | Calculated m/z | Observed m/z | Error (ppm) |
---|---|---|---|---|
BLN | C23H31FN3+ | 368.2497 | 368.2486 | 2.99 |
C21H24FN2+ | 323.1918 | 323.1917 | 0.31 | |
C19H22FN2+ | 297.1762 | 297.1762 | 0.00 | |
C18H20FN2+ | 283.1605 | 283.1600 | 1.77 | |
C17H20FN2+ | 271.1605 | 271.1601 | 1.48 | |
C15H14FN2+ | 241.1136 | 241.1126 | 4.15 | |
C6H12N+ | 98.0964 | 98.0966 | −2.04 | |
O1 | C23H31FN3O2+ | 400.2395 | 400.2378 | 4.25 |
C23H30FN3O+˙ | 383.2367 | 383.2370 | −0.78 | |
C23H29FN3O+ | 382.2289 | 382.2282 | 1.83 | |
C23H27FN3+ | 364.2184 | 364.2196 | −3.29 | |
C21H22FN3+˙ | 335.1792 | 335.1780 | 3.58 | |
C19H22FN2O+ | 313.1711 | 313.1709 | 0.64 | |
C20H22FN2+ | 309.1762 | 309.1757 | 1.62 | |
C19H22FN2+ | 297.1762 | 297.1756 | 2.02 | |
C18H20FN2+ | 283.1605 | 283.1607 | −0.71 | |
C17H20FN2+ | 271.1605 | 271.1599 | 2.21 | |
C5H10N+ | 84.0808 | 84.0812 | −4.76 | |
C3H8N+ | 56.0495 | 56.0493 | 3.57 | |
O2 | C23H31FN3O2+ | 400.2395 | 400.2387 | 2.00 |
C23H30FN3O+˙ | 383.2367 | 383.2371 | −1.04 | |
C23H29FN3O+ | 382.2289 | 382.2297 | −2.09 | |
C23H27FN3+ | 364.2184 | 364.2179 | 1.37 | |
C21H22FN3˙+ | 335.1792 | 335.1783 | 2.69 | |
C20H22FN2+ | 309.1762 | 309.1757 | 1.62 | |
C19H22FN2+ | 297.1762 | 297.1761 | 0.34 | |
C18H20FN2+ | 283.1605 | 283.1607 | −0.71 | |
C17H20FN2+ | 271.1605 | 271.1592 | 4.79 | |
C5H10N+ | 84.0808 | 84.0807 | 1.19 | |
C3H6N+ | 56.0495 | 56.0497 | −3.57 | |
O3 | C23H31FN3O+ | 384.2446 | 384.2439 | 1.82 |
C23H29FN3+ | 366.2340 | 366.2341 | −0.27 | |
C21H27FN3O+ | 356.2133 | 356.2137 | −1.12 | |
C21H27FN3+ | 340.2184 | 340.2183 | 0.29 | |
C21H24FN2˙+ | 323.1918 | 323.1922 | −1.24 | |
C19H22FN2+ | 297.1762 | 297.1758 | 1.35 | |
C18H20FN2+ | 283.1605 | 283.1601 | 1.41 | |
C17H20FN2+ | 271.1605 | 271.1592 | 4.79 | |
C17H19FN2˙+ | 270.1527 | 270.1524 | 1.11 | |
C17H19FN2˙+ | 242.1214 | 242.1216 | −0.83 | |
C15H14FN2+ | 241.1136 | 241.1126 | 4.15 | |
C14H13FN2˙+ | 228.1057 | 228.1046 | 4.82 | |
P1 | C6H15N2+ | 115.1230 | 115.1231 | −0.87 |
C4H11N2+ | 87.0917 | 87.0919 | −2.30 | |
C4H9N2+ | 85.0760 | 85.0763 | −3.53 | |
C4H10N+ | 72.0808 | 72.0811 | −4.16 | |
C4H8N+ | 70.0651 | 70.0653 | −2.85 | |
C3H8N+ | 58.0651 | 58.0649 | 3.44 | |
C3H6N+ | 56.0495 | 56.0496 | −1.78 | |
P2 | C21H29FN3+ | 342.2340 | 342.2350 | −2.92 |
C19H22FN2+ | 297.1762 | 297.1771 | −3.03 | |
C17H20FN2+ | 271.1605 | 271.1601 | 1.48 | |
C14H14FN2+ | 229.1136 | 229.1129 | 3.06 | |
P3 | C23H29FN3O2+ | 398.2238 | 398.2245 | −1.76 |
C22H29FN3O+ | 370.2289 | 370.2302 | −3.51 | |
C19H22FN2O+ | 313.1711 | 313.1725 | −4.47 | |
C18H20FN2O+ | 299.1554 | 299.1541 | 4.35 | |
C17H20FN2+ | 271.1605 | 271.1609 | −1.48 | |
C14H14FN2O+ | 245.1085 | 245.1080 | 2.04 | |
P4 | C21H27FN3+ | 340.2184 | 340.2189 | −1.47 |
C21H24FN2˙+ | 323.1918 | 323.1898 | 6.19 | |
C19H22FN2+ | 297.1762 | 297.1767 | −1.68 | |
C17H20FN2+ | 271.1605 | 271.1599 | 2.21 | |
C14H14FN2+ | 229.1136 | 229.1125 | 4.80 | |
C4H8N+ | 70.0651 | 70.0653 | −2.85 |
Oxidative stress DPs, O1 and O2 were eluted at 1.27 min and 1.38 min, respectively. Accurate mass measurements of protonated O1 and O2 at m/z 400 yield the same elemental composition, C23H31FN3O2 [M + H]+. A mass difference of 32 Da between DPs (O1 and O2) and BLN indicates that DPs are formed by attachment of two oxygen atoms in the BLN moiety. The ESI/MS/MS spectra of both the protonated DPs show almost similar product ions (except that the product ion at m/z 313 was observed only in O1) at m/z 383 (loss of OH), m/z 382 (loss of H2O), m/z 364 (loss of two H2O molecules), m/z 309 (loss of C3H5N from m/z 364), m/z 297 (loss of C4H5N form m/z 364), m/z 283 (loss of ethyne from m/z 309), m/z 271 (loss of C6H7N from m/z 364), m/z 84 (loss of C18H17FN2 from m/z 364) and m/z 56 (loss of C2H4 from m/z 84) (Scheme 1b), suggesting isomeric structures for O1 and O2 (Fig. 5b and c). Both the spectra display product ions at m/z 383 and 382, corresponding to the loss of OH radical and H2O, respectively, suggesting the possibility of O1 and O2 being the N-oxides of BLN. The % intensity of m/z 383 was found more than 50% of m/z 382 which indicates that m/z 383 is not an isotope of m/z 382. Generally, oxidation of any heterocyclic compound may form hydroxyl or N-oxide degradation products. It is difficult to differentiate hydroxyl degradation product from N-oxides by ESI-MS/MS spectra alone because they have the same product ion spectrum and elemental composition particularly when an oxygen atom resides in the same product ion. N-oxides are thermally labile groups that undergo decomposition and deoxygenation in the atmospheric chemical ionization (APCI) source and that occurs due to thermal energy activation in the vaporizer of the APCI source.28,29 Hence, the stress sample was analysed in full scan LC/APCI-MS mode to confirm the presence of N-oxide. As shown in Fig. 6a and b, the full scan APCI mass spectra of O1 and O2 displayed peaks at m/z 384 and m/z 368, resulting from stepwise thermally induced deoxygenation in the vaporizer of the APCI source. This proves that N,N-dioxide is formed from oxidation of two nitrogens in BLN. It is interesting to note that other major m/z 372, m/z 356 and m/z 272 were also observed in the APCI mass spectrum of O2. The peak at m/z 356 of O1 and O2 appears to have resulted from a thermally induced Meisenheimer rearrangement. It is a pyrolytic reaction in which alkyl or benzyl group on the N-oxide nitrogen undergoes a N-R to O-R rearrangement above 200 °C followed by elimination of an aldehyde (or a ketone) (Scheme 2). This may involve the migration of the N-ethyl group from the nitrogen atom to the oxygen in the piperazine ring to form N-ethoxylpiperazine, followed by elimination of acetaldehyde to yield the ion at m/z 356 (Fig. 6a and b).29 The peak at m/z 272 can be formed by the migration of the pyridine nucleus from N to O in N-aryl piperazine, followed by the elimination of 1-ethoxy-1,2,3,6-tetrahydropyrazine. The peak at m/z 372 was observed only in O2 which was characteristic for O2 to differentiate from O1. The peak at m/z 372 can be explained by the migration of both N-ethyl group and 4-(4-fluorophenyl)-5,6,7,8,9,10-hexahydrocycloocta[b]pyridine group from N to O followed by the loss of ethene. These product ions indicated that oxidation occurred on the N-2 and N-3 of the piperazine ring where 4-(4-fluorophenyl)-5,6,7,8,9,10-hexahydrocycloocta[b]pyridine and ethyl groups are attached, respectively. The absence of abundant ions at m/z 372 and m/z 272 in the spectrum of O1 indicated that oxidation occurred on the N-1 of the pyridine ring and N-3 of the piperazine ring, where ethyl group is attached. Generally, Meisenheimer rearrangement is not observed in heterocyclic N-oxides of pyridine ring. These ions (m/z 372, m/z 356 and m/z 272) were absent in ESI product ions mass spectrum. The product ions observed in ESI-MS/MS and full scan APCI of O1 and O2 are consistent with the structure, 1-ethyl-4-(4-(4-fluorophenyl)-1-oxido-5,6,7,8,9,10-hexahydrocycloocta[b]pyridin-2-yl) piperazine 1-oxide and 1-ethyl-4-(4-(4-fluorophenyl)-5,6,7,8,9,10-hexahydrocycloocta[b]pyridin-2-yl)piperazine 1,4-dioxide, respectively. A probable mechanism for the formation of O1 and O2 may involve nucleophilic addition of hydroperoxide anions to the tertiary nitrogens in BLN followed by hydroxide elimination and abstraction of hydrogens by hydroxide anions as shown in Scheme 3. The elemental compositions of product ions have been confirmed by accurate mass measurements (Table 2).
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Fig. 5 ESI/MS/MS spectrum of [M + H]+ ions of (a) BLN (m/z 368) at 30 eV, (b) O1 (m/z 400) at 20 eV, (c) O2 (m/z 400) at 20 eV and (d) O3 (m/z 384) at 20 eV. |
The major oxidative degradation product, O3 ([M + H]+, m/z 384) was eluted at 2.18 min, suggesting the addition of an oxygen to BLN (Fig. 5d; Table 1). The ESI/MS/MS spectrum shows diagnostic ions at m/z 356 and m/z 340 corresponding to the loss of ethene and acetaldehyde (Meisenheimer rearrangement), respectively. These products ions were more prominent in full scan APCI/MS (Fig. 6c) confirming that O3 is an oxidative DP. It is likely that the tandem mass spectrum of N-oxide shows neutral loss of water resulting in formation of product ion at m/z 366.30,31 The MS/MS spectrum of O3 also shows the product ions at m/z 323, m/z 297, m/z 283 and m/z 271, which were also observed in MS/MS spectrum of protonated BLN. The elemental compositions of O3 and its product ions have been confirmed by accurate mass measurements (Table 2). Based on these discussions, most probable structure of O3 is proposed as 1-ethyl-4-(4-(4-fluorophenyl)-5,6,7,8,9,10-hexahydrocycloocta[b]pyridin-2-yl)piperazine 1-oxide. The mechanism of formation of O3 is similar to those of O1 and O2 (Scheme 3).
The ESI/MS/MS spectrum of [M + H]+ ion (m/z 115) of P1 (Rt = 0.37 min) (Fig. 7a; Table 1) and its elemental composition indicate that it is formed by the loss of 4-(4-fluorophenyl)-5,6,7,8,9,10-hexahydrocycloocta[b]pyridine. The MS/MS spectrum displays product ions at m/z 87 (loss of C2H4 from m/z 115), m/z 85 (loss of C2H6), m/z 72 (loss of NH3 from m/z 72), m/z 70 (loss of C2H7N from m/z 115), m/z 58 (loss of CNH3 from m/z 87) and m/z 56 (loss of CNH3 from m/z 85). Proposed fragmentation pathway for P1 is given in Scheme 4, which has been supported by accurate mass measurements of precursor ion and its product ions. Based on these results, P1 was identified as 1-ethylpiperazine. A probable mechanism for the formation of P1 under photolytic condition is shown in Scheme 5.
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Fig. 7 ESI/MS/MS spectrum of [M + H]+ ions of (a) P1 (m/z 115) at 25 eV, (b) P2 (m/z 342) at 20 eV, (c) P3 (m/z 398) at 20 eV and (d) P4 (m/z 340) at 20 eV. |
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Scheme 4 (a) Proposed fragmentation pathway of protonated degradation products P1, P2 and P4. (b) Proposed fragmentation pathway of protonated degradation product P3. |
The photolytic degradation product P2 ([M + H]+, m/z 342) was eluted at 0.90 min. A mass difference of 26.0136 Da between P2 and BLN indicates that DP is produced by the loss of ethyne group. Formation of the diagnostic product ion at m/z 297 from the protonated molecule by the loss of ethyl amine confirms that 4-(4-fluorophenyl)-5,6,7,8,9,10-hexahydrocycloocta[b]pyridine nucleus was intact. This suggests that P2 was formed by the loss of ethyne group from the piperazine moiety.32 The elemental compositions of P2 and its product ions have been confirmed by accurate mass measurements (Fig. 7b; Table 1). All these data strongly suggest that the ethyne group is eliminated from the piperazine ring and the proposed structure is 1-ethyl-4-(4-(4-fluorophenyl)-5,6,7,8,9,10-hexahydrocycloocta[b]pyridin-2-yl)ethane-1,2-diamine. The formation of P2 can be explained by the homolysis of C–N bond of piperazine ring followed by an addition of hydrogen radical as shown in Scheme 5.
The photolytic degradation product, P3 at m/z 398 was formed under photo stress degradation condition and was eluted at 1.71 min. The molecular formula of protonated P3 (C23H29FN3O2+) indicates the inclusion of two oxygen atoms in BLN with the loss of two hydrogens. ESI/MS/MS spectrum of [M + H]+ of P3 does not show any product ions at m/z 380 ([M − 18]+) (due to H2O loss) and m/z 354 ([M − 44]+) (due to CO2 loss) ruling out the hydroxylation and carboxylation of BLN. The presence of diagnostic ions at m/z 370 (loss of CO from m/z 398) and m/z 271 (loss of CO from m/z 299) involving loss of two –CO groups, suggests the formation of two aldehyde moieties in the drug (Fig. 7c). Further support comes from the appearance of other product ions at m/z 313 (loss of C3H7N from m/z 370), m/z 299 (loss of C4SH9N from m/z 370) and m/z 245 (loss of C4H6 from m/z 299) suggesting that P3 is a dialdehyde product of BLN. This is in line with a study by Condorelli et al. who reported that breakdown of piperazine ring of rufloxacin results in the formation of aldehyde under photolytic stress condition.33 Based on all these results P3 has been identified as N-ethyl-N-(2-(N-(4-(4-fluorophenyl)-5,6,7,8,9,10-hexahydrocycloocta[b]pyridin-yl) formamido)ethyl) formamide (Table 1). BLN in the solution may generate a diradical by cleavage of C–C bond in the piperazine ring on exposure to UV light.33 This diradical on reaction with O2 may form peroxide which on decomposition via homolysis of O–O bond gives an oxygen radical which readily loses hydrogen to give P3 (Scheme 5).
The photolytic degradation product, P4 at m/z 340 ([M + H]+) with an elemental composition of C21H27FN3 was eluted at 1.84 min, suggesting the loss of the ethene from BLN. The ESI/MS/MS spectrum of protonated P4 shows the diagnostic product ion at m/z 297 from the protonated P4 by the loss of aziridine confirming the elimination of ethene from 1-ethylpiperazine of BLN under photolytic stress condition (Fig. 7d). The appearance of other product ions at m/z 323 (loss of NH3 from m/z 340), m/z 271 and m/z 229 support the structure of P4. The elemental compositions of P4 and its product ions have been confirmed by accurate mass measurements and P4 is identified as 4-(4-fluorophenyl)-2-(piperazin-1-yl)-5,6,7,8,9,10-hexahydrocycloocta[b]pyridine. A most probable mechanism for the formation of P4 under photolytic condition is shown in Scheme 5.
The recovery of the drug was calculated in the presence of oxidative and photolytic stress degradation samples. The recoveries of the added drug were obtained from the difference between peak areas of fortified and unfortified degraded samples. The percentage recovery range and % RSD values were found to be 98.39–101.34 and <2%, respectively (Table S1, see ESI†).
Model | BLN | O1 | O2 | O3 | P1 | P2 | P3 | P4 |
---|---|---|---|---|---|---|---|---|
NTP Carcinogenicity Call (Male Rat) (v3.2) | 0.992 | 1.000 | 1.000 | 0.998 | 0.006 | 0.996 | 1.000 | 0.997 |
Ames Mutagenicity (v3.1) | 0.000 | 0.000 | 0.000 | 0.000 | 0.075 | 0.000 | 0.000 | 0.000 |
NTP Carcinogenicity Call (Female Rat) (v3.2) | 0.000 | 0.000 | 0.050 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
NTP Carcinogenicity Call (Male Mouse) (v3.2) | 0.209 | 1.000 | 1.000 | 1.000 | 0.009 | 1.000 | 0.000 | 0.352 |
NTP Carcinogenicity Call (Female Mouse) (v3.2) | 1.000 | 0.996 | 0.999 | 1.000 | 0.679 | 1.000 | 1.000 | 1.000 |
FDA Carcinogenicity Male Rat Non vs. Carc (v3.1) | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 |
FDA Carcinogenicity Male Rat Single vs. Mult (v3.1) | 0.949 | 0.000 | 0.000 | 0.000 | 1.000 | 0.999 | 0.000 | 0.000 |
FDA Carcinogenicity Female Rat Non vs. Carc (v3.1) | 1.000 | 0.991 | 0.601 | 1.000 | 0.015 | 0.965 | 0.995 | 0.420 |
FDA Carcinogenicity Female Rat Single vs. Mult (v3.1) | 1.000 | 1.000 | 1.000 | 1.000 | 0.739 | 1.000 | 0.991 | 1.000 |
FDA Carcinogenicity Male Mouse Non vs. Carc (v3.1) | 0.004 | 0.000 | 0.000 | 0.000 | 0.999 | 0.002 | 0.000 | 0.652 |
FDA Carcinogenicity Male Mouse Single vs. Mult (v3.1) | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
FDA Carcinogenicity Female Mouse Non vs. Carc (v3.1) | 0.000 | 0.000 | 0.000 | 0.000 | 0.671 | 1.000 | 0.000 | 0.000 |
FDA Carcinogenicity Female Mouse Single vs. Mult (v3.1) | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
Weight of Evidence Carcinogenicity Call (v5.1) | 1.000 | 0.552 | 0.953 | 0.535 | 1.000 | 0.999 | 0.644 | 0.944 |
Developmental Toxicity Potential (DTP) (v3.1) | 0.000 | 0.000 | 0.062 | 0.000 | 0.566 | 0.209 | 0.000 | 0.000 |
Rat Oral LD50 (v3.1) (g kg−1) | 1.000 | 0.348 | 0.398 | 0.391 | 2.000 | 1.500 | 1.500 | 1.800 |
Rat Maximum Tolerated Dose – Feed/Water (v6.1) (μg kg−1) | 0.098 | 0.478 | 0.130 | 0.027 | 153![]() |
0.147 | 1.20 | 0.118 |
Rat Maximum Tolerated Dose – Gavage (v6.1) (μg kg−1) | 0.272 | 1.30 | 0.359 | 0.076 | 422![]() |
0.407 | 3.30 | 0.326 |
Rat Inhalational LC50 (v6.1) (g m−3 h−1) | 0.121 | 10.000 | 10.000 | 10.000 | 10.000 | 10.000 | 10.00 | 2.100 |
Chronic LOAEL (v3.1) (mg kg−1) | 339.700 | 27.800 | 275.700 | 320.700 | 0.943 | 310.200 | 272.20 | 334.300 |
Skin Irritation (v6.1) | 0.000 | 1.000 | 0.000 | 0.061 | 1.000 | 0.074 | 0.001 | 1.000 |
Skin Sensitization NEG v SENS (v6.1) | 0.000 | 0.000 | 0.000 | 0.000 | 0.280 | 0.000 | 0.000 | 0.000 |
Skin Sensitization MLD/MOD v SEV (v6.1) | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.997 | 1.000 | 0.729 |
Ocular Irritancy SEV/MOD vs. MLD/NON (v5.1) | 1.000 | 1.000 | 1.000 | 1.000 | 0.976 | 1.000 | 1.000 | 1.000 |
Ocular Irritancy SEV vs. MOD (v5.1) | 1.000 | 1.000 | 1.000 | 1.000 | 0.557 | 1.000 | 0.995 | 1.000 |
Ocular Irritancy MLD vs. NON (v5.1) | 0.684 | 1.000 | 1.000 | 1.000 | 1.000 | 0.845 | 1.000 | 0.106 |
Aerobic Biodegradability (v6.1) | 0.000 | 0.000 | 0.000 | 0.000 | 0.489 | 0.401 | 0.000 | 0.000 |
Fathead Minnow LC50 (v3.2) (μg l−1) | 2.00 | 11.70 | 11.80 | 17.40 | 3![]() ![]() |
2.80 | 9.70 | 7.60 |
Daphnia EC50 (v3.1) (mg l−1) | 439.40 | 247.60 | 219.20 | 297.00 | 169.30 | 276.60 | 246.20 | 1.60 |
DEREK, knowledge based toxicity prediction tool, uses a set of rules derived from the collective expertise of toxicologists worldwide. Unlike TOPKAT, DEREK does not provide a quantitative estimate of the prediction. DEREK provides one of the nine levels of confidence for any toxicity prediction i.e. certain, probable, plausible, equivocal, doubted, improbably, impossible, open, and contradicted. It has been developed on several rule bases, consisting of descriptions of molecular substructures (structural alerts) that have been associated with toxic end points (e.g. genotoxicity, carcinogenicity, skin irritation etc.) for a number of species, including dog, hamster, mouse, guinea pig, mammal, monkey, primate, rabbit, rat, rodent and human. When a molecular structure is submitted, it first checks whether any alerts in the knowledge base match toxicophores in the query structure and then reasoning engine assesses the likelihood of a structure being toxic.36 Table 4 gives the qualitative results for the drug molecule and its DPs on skin sensitization, hERG channel inhibition and phospholipidosis end points obtained using DEREK. P1 showed skin sensitization among all other molecules because of the presence of the structural alert diamine. Additionally, small lipophilic molecules are more readily absorbed into the skin and are therefore more likely to cause sensitisation. The hERG toxicity of parent compound, P2 and P4 can be explained by the presence of structural alert hERG pharmacophore II. This explains that oxidation or hydrolysis of parent compound leads to lesser hERG toxicity. Further, P2 also contains amine group which is a structural alert for phospholipidosis (details given in Table 4).
Footnote |
† Electronic supplementary information (ESI) available. See DOI: 10.1039/c5ra10641a |
This journal is © The Royal Society of Chemistry 2015 |