In silico modelling for predicting the cationic hydrophobicity and cytotoxicity of ionic liquids towards the Leukemia rat cell line, Vibrio fischeri and Scenedesmus vacuolatus based on molecular interaction potentials of ions
toxicity prediction;
ionic liquids;
density functional theory (DFT);
linear free energy relationship (LFER);
COSMO-RS;
quantitative structure-activity relationship (QSAR);
QUANTITATIVE STRUCTURE-ACTIVITY;
FUNCTIONALIZED SIDE-CHAINS;
DIFFERENT HEAD GROUPS;
AQUATIC TOXICITY;
IMIDAZOLIUM;
WATER;
ABRAHAM;
ENERGY;
SETS;
MICELLIZATION;
D O I:
10.1080/1062936X.2013.821092
中图分类号:
O6 [化学];
学科分类号:
0703 ;
摘要:
In this study we present prediction models for estimating in silico the cationic hydrophobicity and the cytotoxicity (log [1/EC50]) of ionic liquids (ILs) towards the Leukemia rat cell line (IPC-81), the marine bacterium Vibrio fischeri and the limnic green algae Scenedesmus vacuolatus using linear free energy relationship (LFER) descriptors computed by COSMO calculations. The LFER descriptors used for the prediction model (i.e. excess molar refraction (E), dipolarity/polarizability (S), hydrogen-bonding acidity (A), hydrogen-bonding basicity (B) and McGowan volume (V)) were calculated using sub-descriptors (sig2, sig3, HBD3, HBA4, MR, and volume) derived from COSMO-RS, COSMO and OBPROP. With the combination of two solute descriptors (B, V) of the cation we were able to predict cationic hydrophobicity values (log k(o) ) with r(2) = 0.987 and standard error (SE) = 0.139 log units. By using the calculated log k(o) values, we were able to deduce a linear toxicity prediction model. In the second prediction study for the cytotoxicity of ILs, analysis of descriptor sensitivity helped us to determine that the McGowan volume (V) terms of the cation was the most important predictor of cytotoxicity and to simplify prediction models for cytotoxicity of ILs towards the IPC-81 (r(2) of 0.778, SE of 0.450 log units), Vibrio fischeri (r(2) of 0.762, SE of 0.529 log units) and Scenedesmus vacuolatus (r(2) of 0.776, SE of 0.825 log units). The robustness and predictivity of the two models for IPC-81 and Vibrio fischeri were checked by comparing the calculated SE and r(2) (coefficient of determination) values of the test set.
机构:
Chonbuk Natl Univ, Dept Bioproc Engn, Jeonju 561756, South KoreaChonbuk Natl Univ, Dept Bioproc Engn, Jeonju 561756, South Korea
Cho, Chul-Woong
Pham, Thi Phuong Thuy
论文数: 0引用数: 0
h-index: 0
机构:
Chonbuk Natl Univ, Dept Bioproc Engn, Jeonju 561756, South KoreaChonbuk Natl Univ, Dept Bioproc Engn, Jeonju 561756, South Korea
Pham, Thi Phuong Thuy
Jeon, You-Chul
论文数: 0引用数: 0
h-index: 0
机构:
Cent Res Inst HYOSUNG Grp, Kyeounggi 431080, South KoreaChonbuk Natl Univ, Dept Bioproc Engn, Jeonju 561756, South Korea
Jeon, You-Chul
Yun, Yeoung-Sang
论文数: 0引用数: 0
h-index: 0
机构:
Chonbuk Natl Univ, Dept Bioproc Engn, Jeonju 561756, South Korea
Chonbuk Natl Univ, Div Environm & Chem Engn, Jeonju 561756, South Korea
Chonbuk Natl Univ, Res Inst Ind Technol, Jeonju 561756, South KoreaChonbuk Natl Univ, Dept Bioproc Engn, Jeonju 561756, South Korea
机构:
Liverpool John Moores Univ, Sch Pharm & Biomol Sci, Liverpool L3 3AF, Merseyside, EnglandLiverpool John Moores Univ, Sch Pharm & Biomol Sci, Liverpool L3 3AF, Merseyside, England
Dearden, J. C.
Cronin, M. T. D.
论文数: 0引用数: 0
h-index: 0
机构:
Liverpool John Moores Univ, Sch Pharm & Biomol Sci, Liverpool L3 3AF, Merseyside, EnglandLiverpool John Moores Univ, Sch Pharm & Biomol Sci, Liverpool L3 3AF, Merseyside, England
Cronin, M. T. D.
Kaiser, K. L. E.
论文数: 0引用数: 0
h-index: 0
机构:
TerraBase Inc, Hamilton, ON L8S 4S3, CanadaLiverpool John Moores Univ, Sch Pharm & Biomol Sci, Liverpool L3 3AF, Merseyside, England
机构:
Chonbuk Natl Univ, Dept Bioproc Engn, Jeonju 561756, South KoreaChonbuk Natl Univ, Dept Bioproc Engn, Jeonju 561756, South Korea
Cho, Chul-Woong
Pham, Thi Phuong Thuy
论文数: 0引用数: 0
h-index: 0
机构:
Chonbuk Natl Univ, Dept Bioproc Engn, Jeonju 561756, South KoreaChonbuk Natl Univ, Dept Bioproc Engn, Jeonju 561756, South Korea
Pham, Thi Phuong Thuy
Jeon, You-Chul
论文数: 0引用数: 0
h-index: 0
机构:
Cent Res Inst HYOSUNG Grp, Kyeounggi 431080, South KoreaChonbuk Natl Univ, Dept Bioproc Engn, Jeonju 561756, South Korea
Jeon, You-Chul
Yun, Yeoung-Sang
论文数: 0引用数: 0
h-index: 0
机构:
Chonbuk Natl Univ, Dept Bioproc Engn, Jeonju 561756, South Korea
Chonbuk Natl Univ, Div Environm & Chem Engn, Jeonju 561756, South Korea
Chonbuk Natl Univ, Res Inst Ind Technol, Jeonju 561756, South KoreaChonbuk Natl Univ, Dept Bioproc Engn, Jeonju 561756, South Korea
机构:
Liverpool John Moores Univ, Sch Pharm & Biomol Sci, Liverpool L3 3AF, Merseyside, EnglandLiverpool John Moores Univ, Sch Pharm & Biomol Sci, Liverpool L3 3AF, Merseyside, England
Dearden, J. C.
Cronin, M. T. D.
论文数: 0引用数: 0
h-index: 0
机构:
Liverpool John Moores Univ, Sch Pharm & Biomol Sci, Liverpool L3 3AF, Merseyside, EnglandLiverpool John Moores Univ, Sch Pharm & Biomol Sci, Liverpool L3 3AF, Merseyside, England
Cronin, M. T. D.
Kaiser, K. L. E.
论文数: 0引用数: 0
h-index: 0
机构:
TerraBase Inc, Hamilton, ON L8S 4S3, CanadaLiverpool John Moores Univ, Sch Pharm & Biomol Sci, Liverpool L3 3AF, Merseyside, England