A Minireview of Available Skin Sensitization (Q)SARs/Expert Systems

This minireview describes the state‐of‐the‐art of available (Q)SARs/expert systems for skin sensitization and evaluates their utility for potential regulatory use. It is one of a series of minireviews in this journal and is based on an in‐depth review performed by the European Chemicals Bureau (ECB)...

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Published inQSAR & combinatorial science Vol. 27; no. 1; pp. 60 - 76
Main Authors Patlewicz, Grace, Aptula, Aynur O., Roberts, David W., Uriarte, Eugenio
Format Journal Article
LanguageEnglish
Published Weinheim WILEY-VCH Verlag 01.01.2008
WILEY‐VCH Verlag
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ISSN1611-020X
1611-0218
DOI10.1002/qsar.200710067

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Abstract This minireview describes the state‐of‐the‐art of available (Q)SARs/expert systems for skin sensitization and evaluates their utility for potential regulatory use. It is one of a series of minireviews in this journal and is based on an in‐depth review performed by the European Chemicals Bureau (ECB) of the European Commission's Joint Research Centre (JRC) in support of the development of technical guidance for the implementation of the Registration, Evaluation, and Authorization of CHemicals (REACH) legislation. Most existing models fall into one of two main categories: either they are local in nature, usually specific to a chemical class or reaction chemical mechanism or else they are global in form, derived empirically using statistical methods. Some global QSARs have been recently characterized in accordance with the OECD validation principles and shown to be of limited use for regulatory applications. These have been evaluated in more detail elsewhere. Expert systems capable of predicting skin sensitization are discussed briefly. The strong mechanistic understanding of skin sensitization has facilitated the development of relative alkylation index (RAI) models. The RAI approach, relying on reactivity and hydrophobicity as the key parameters, actually appears to be the most promising means of deriving robust and mechanistically interpretable models which can be applied in a regulatory context. These are now referred to as Quantitative Mechanistic Models (QMM). Whilst hydrophobicity is conveniently modelled using log P, reactivity is often not easily determined from chemical structure. Initiatives are in progress to generate the necessary reactivity data for reactions relevant to skin sensitization but more resources are still required. A strategy of how information from using the RAI approach can be used in the evaluation of skin sensitization potential is described. This is the subject of on‐going and future work.
AbstractList This minireview describes the state‐of‐the‐art of available (Q)SARs/expert systems for skin sensitization and evaluates their utility for potential regulatory use. It is one of a series of minireviews in this journal and is based on an in‐depth review performed by the European Chemicals Bureau (ECB) of the European Commission's Joint Research Centre (JRC) in support of the development of technical guidance for the implementation of the Registration, Evaluation, and Authorization of CHemicals (REACH) legislation. Most existing models fall into one of two main categories: either they are local in nature, usually specific to a chemical class or reaction chemical mechanism or else they are global in form, derived empirically using statistical methods. Some global QSARs have been recently characterized in accordance with the OECD validation principles and shown to be of limited use for regulatory applications. These have been evaluated in more detail elsewhere. Expert systems capable of predicting skin sensitization are discussed briefly. The strong mechanistic understanding of skin sensitization has facilitated the development of relative alkylation index (RAI) models. The RAI approach, relying on reactivity and hydrophobicity as the key parameters, actually appears to be the most promising means of deriving robust and mechanistically interpretable models which can be applied in a regulatory context. These are now referred to as Quantitative Mechanistic Models (QMM). Whilst hydrophobicity is conveniently modelled using log P, reactivity is often not easily determined from chemical structure. Initiatives are in progress to generate the necessary reactivity data for reactions relevant to skin sensitization but more resources are still required. A strategy of how information from using the RAI approach can be used in the evaluation of skin sensitization potential is described. This is the subject of on‐going and future work.
This minireview describes the state‐of‐the‐art of available (Q)SARs/expert systems for skin sensitization and evaluates their utility for potential regulatory use. It is one of a series of minireviews in this journal and is based on an in‐depth review performed by the European Chemicals Bureau (ECB) of the European Commission's Joint Research Centre (JRC) in support of the development of technical guidance for the implementation of the Registration, Evaluation, and Authorization of CHemicals (REACH) legislation. Most existing models fall into one of two main categories: either they are local in nature, usually specific to a chemical class or reaction chemical mechanism or else they are global in form, derived empirically using statistical methods. Some global QSARs have been recently characterized in accordance with the OECD validation principles and shown to be of limited use for regulatory applications. These have been evaluated in more detail elsewhere. Expert systems capable of predicting skin sensitization are discussed briefly. The strong mechanistic understanding of skin sensitization has facilitated the development of relative alkylation index (RAI) models. The RAI approach, relying on reactivity and hydrophobicity as the key parameters, actually appears to be the most promising means of deriving robust and mechanistically interpretable models which can be applied in a regulatory context. These are now referred to as Quantitative Mechanistic Models (QMM). Whilst hydrophobicity is conveniently modelled using log P , reactivity is often not easily determined from chemical structure. Initiatives are in progress to generate the necessary reactivity data for reactions relevant to skin sensitization but more resources are still required. A strategy of how information from using the RAI approach can be used in the evaluation of skin sensitization potential is described. This is the subject of on‐going and future work.
Author Aptula, Aynur O.
Roberts, David W.
Patlewicz, Grace
Uriarte, Eugenio
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  organization: European Commission, DG Joint Research Centre, Institute for Health and Consumer Protection, European Chemicals Bureau (ECB) TP 582, 21020 Ispra (VA), Italy
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  givenname: Aynur O.
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  givenname: David W.
  surname: Roberts
  fullname: Roberts, David W.
  organization: Liverpool John Moores University, Liverpool, UK
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  givenname: Eugenio
  surname: Uriarte
  fullname: Uriarte, Eugenio
  organization: Department of Organic Chemistry, Faculty of Pharmacy, University of Santiago de Compostela, 15872 Santiago de Compostela, Spain
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Cites_doi 10.1021/ci980204n
10.1111/j.1600-0536.1987.tb01478.x
10.1111/j.1600-0536.1985.tb02588.x
10.1034/j.1600-0536.2001.044006331.x
10.1177/026119290503300508
10.1021/tx034093k
10.1034/j.1600-0536.2002.470406.x
10.1016/S0278-6915(01)00130-2
10.1002/1521-3838(200010)19:4<356::AID-QSAR356>3.0.CO;2-I
10.1034/j.1600-0536.2000.042006344.x
10.1021/ci0342425
10.1002/jat.1146
10.1084/jem.64.4.625
10.1016/0887-2333(94)90081-7
10.1016/0022-5193(82)90199-0
10.1007/978-94-009-5883-8
10.1897/01-438
10.1080/10629360600884371
10.1021/ci050049u
10.1021/ci050018z
10.1111/1523-1747.ep12276961
10.2307/3433880
10.1021/tx6002535
10.1021/tx050075m
10.1093/toxsci/kfm064
10.1111/j.1600-0536.1989.tb04726.x
10.1177/026119290503301s10
10.1016/j.tiv.2005.07.003
10.1016/S0278-6915(97)87277-8
10.1111/j.0105-1873.2004.00322.x
10.1177/026119290403200505
10.1016/S0278-6915(03)00223-0
10.1111/j.1600-0536.1992.tb00238.x
10.1021/tx0497806
10.1177/026119290203000305
10.1034/j.1600-0536.2000.042003154.x
10.1016/j.aca.2006.05.027
10.1111/j.1600-0536.1999.tb06201.x
10.1021/tx060121y
10.1016/S0278-6915(99)00112-X
10.1002/qsar.200390012
10.1016/0887-2333(94)90244-5
10.1002/qsar.19940130106
10.1021/ci00017a019
10.1177/096032719601500605
10.1021/ja00171a007
10.1177/026119290503300209
10.1111/j.1600-0536.2006.00969.x
10.1080/10629360701427872
10.1111/j.1600-0536.1995.tb00440.x
10.1080/10629369408029901
10.1002/qsar.19920110208
10.1080/10629360601054255
10.1021/jm00196a017
10.1016/S1046-199X(00)90027-7
10.1080/10629360701306118
10.1021/tx0601004
10.1097/01634989-200306000-00007
10.1016/S0887-2333(97)00031-3
10.1016/B978-012213815-7/50002-9
10.2310/6620.2005.05040
10.1046/j.1365-2230.2003.01247.x
10.1021/ja00336a004
10.1016/S1081-1206(10)61645-6
10.1038/323533a0
10.3390/i5020056
10.1006/rtph.2001.1498
10.1034/j.1600-0536.2002.470601.x
10.1080/10629360290002244
10.1080/10915810591000631
10.1111/j.0105-1873.2004.00290.x
10.1016/S0278-6915(00)00147-2
10.1111/j.1600-0536.1992.tb05241.x
10.1021/tx049715w
10.1038/jid.1969.42
10.1021/tx060102o
10.1021/jm00392a027
10.1177/026119290503300510
10.1016/j.yrtph.2007.03.003
10.1016/0300-483X(95)03132-Y
10.1021/tx700024w
10.1016/S0278-6915(96)00059-2
10.1016/S0300-483X(03)00246-4
10.1177/096032719101000405
10.1111/j.1600-0536.1993.tb03487.x
10.1093/toxsci/kfh213
10.1080/10517230050121598
10.1080/10659360600787650
10.1021/tx00046a008
10.1111/j.1600-0536.1995.tb00748.x
10.1021/ci0500381
10.1289/ehp.5757
10.1021/tx600330u
10.1007/BF00582866
10.3109/01480548109017825
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References D. A. Basketter , C. K. Smith Pease , G. Y. Patlewicz , Clin. Exp. Dermatol. 2003, 28, 218-221.
A. Fedorowicz , L. Zheng , H. Singh , E. Demchuk , Int. J. Mol. Sci. 2004, 5, 56-66.
M. D. Barratt , D. A. Basketter , M. Chamberlain , G. D. Admans , J. J. Langowski , Toxicol. In Vitro 1994, 8, 837-839.
D. A. Basketter , G. F. Gerberick , I. Kimber , S. E. Loveless. Food Chem. Toxicol. 1996, 34, 985-997.
R. Gealy , C. Graham , N. B. Sussman , O. T. Macina , H. S. Rosenkranz , M. H. Karol , Human Exp. Toxicol. 1996, 15, 489-493.
G. F. Gerberick , C. A. Ryan , P. S. Kern , R. J. Dearman , I. Kimber , G. Y. Patlewicz , D. A. Basketter , Contact Derm. 2004, 50, 274-288.
Y. Li , Y. J. Tseng , D. Pan , J. Liu , P. S. Kern , G. F. Gerberick , A. J. Hopfinger. Chem. Res. Toxicol. 2007, 20, 114-128.
D. W. Roberts , A. O. Aptula , J. Appl. Toxicol. 2007, in press. Aug 17 (Epub ahead of print).
B. M. Hausen , H. Hitsch , B. Borrmann , D. Koch , R. Rathmann , B. Richter , W. A. Konig , Contact Derm. 1995, 33, 12-16.
B. M. Hausen , W. Beyer , Contact Derm. 1992, 26, 253-258.
D. W. Roberts , A. O. Aptula , M. T. D. Cronin , E. Hulzebos , G. Patlewicz , SAR QSAR Environ. Res. 2007, 18, 343-365.
J. Jaworska , N. Nikolova-Jeliazkova , T. Aldenberg , Altern. Lab. Anim. 2005, 33, 445-459.
T. W. Schultz , R. E. Carlson , M. T. D. Cronin , J. L. M. Hermens , R. Johnson , P. J. O'Brien , D. W. Roberts , A. Siraki , K. B. Wallace , G. D. Veith , SAR QSAR Environ. Res. 2006, 17, 413-428.
Y. Ren , H. Liu , C. Xue , X. Yao , M. Liu , B. Fan , Anal. Chim. Acta 2006, 572, 272-282.
T. I. Netzeva , A. P. Worth , T. Aldenberg , R. Benigni , M. T. D. Cronin , P. Gramatica , J. S. Jaworska , S. Kahn , G. Klopman , C. A. Marchant , G. Myatt , N. Nikolova-Jeliazkova , G. Y. Patlewicz , R. Perkins , D. W. Roberts , T. W. Schultz , D. T. Stanton , J. J. M. van de Sandt , W. Tong , G. Veith , C. Yang , Altern. Lab. Anim. 2005, 33, 155-173.
D. W. Roberts , M. York , D. A. Basketter , Contact Derm. 1999, 41, 14-17.
S. D. Dimitrov , L. K. Low , G. Y. Patlewicz , P. S. Kern , G. D. Dimitrova , M. H. I. Comber , R. D. Phillips , J. Niemela , P. T. Bailey , O. G. Mekenyan , Int. J. Toxicol. 2005, 24, 189-204.
A. Natsch , H. Gfeller , M. Rothaupt , G. Ellis , Toxicol. In Vitro 2007, in press. Apr 14 (Epub ahead of print).
G. Patlewicz , S. D. Dimitrov , L. K. Low , P. S. Kern , G. D. Dimitrova , M. I. H. Comber , A. O. Aptula , R. D. Phillips , J. Niemela , C. Madsen , E. B. Wedebye , D. W. Roberts , P. T. Bailey , O. G. Mekenyan , Reg. Toxicol. Pharmacol. 2007, 48, 225-239.
D. A. Basketter , D. W. Roberts , M. Cronin , E. W. Scholes , Contact Derm. 1992, 27, 137-142.
B. Magnusson , A. M. Kligman , J. Invest. Dermatol. 1969, 52, 268-276.
B. M. Hausen , B. Elsasser , K. Krohn , U. Loock , Am. J. Contact Derm. 2003, 14, 82-89.
B. M. Hausen; M. Berger , Contact Derm. 1989, 21, 141-147.
M. D. Barratt , J. J. Langowski , J. Chem. Inf. Comp. Sci. 1999, 39, 294-298.
D. A. Basketter , P. Evans , R. J. Fielder , G. F. Gerberick , R. J. Dearman , I. Kimber , Food Chem. Toxicol. 2002, 40, 593-598.
D. Basketter , S. Casati , G. F. Gerberick , P. Griem , B. Philips , A. Worth , Altern. Lab. Anim. 2005, 33, 83-103.
G. Patlewicz , A. O. Aptula , E. Uriate , D. W. Roberts , P. S. Kern , G. F. Gerberick , C. A. Ryan , I. Kimber , R. Dearman , D. A. Basketter , SAR QSAR Environ. Res. 2007, 18, 515-541.
G. F. Gerberick , J. D. Vassallo , R. E. Bailey , J. G. Chaney , S. W. Morrall , J.-P. Lepoittevin , Toxicol. Sci. 2004, 81, 332-343.
D. W Roberts , A. O Aptula , G. Patlewicz , Chem. Res. Toxicol. 2007, 20, 44-60.
D. W. Roberts , Chem. Res. Toxicol. 1995, 8, 545-551.
A. Fedorowicz , H. Singh , S. Soderholm , E. Demchuk. Chem. Res. Toxicol. 2005, 18, 954-969.
M. H. Karol , C. Graham , M. D. Barratt , Toxicology 1999, 7, 59-77.
D. W. Roberts , D. L. Williams , J. Theor. Biol. 1982, 99, 807-825.
K. H. Schulz , I. Garbe , B. M. Hausen , M. H. Simatupang , Arch. Dermatol. Res. 1977, 258, 41-52.
Z. Zhou , R. G. Parr , J. Am. Chem. Soc. 1990, 112, 5720-5724.
S. J. Bashir , H. I. Maibach , in: A. F. Kydonieus, J. J. Wille (Eds.), Biochemical Modulation of Skin Reactions, CRC Press LLC, Boca Raton 2000, pp. 61-64.
G. F. Gerberick , J. D. Vassallo , L. M. Foertsch , B. B. Price , J. G. Chaney , J. P. Lepoittevin , Toxicol. Sci. 2007, 97, 417-427.
G. F. Gerberick , C. A. Ryan , I. Kimber , R. J. Dearman , L. J. Lea , D. A. Basketter , Am. J. Contact Derm. 2000, 11, 3-18.
I. Kimber , D. A. Basketter , M. Butler , A. Gamer , J. L. Garrigue , G. F. Gerberick , C. Newsome , W. Steiling , H. W. Vohr , Food Chem. Toxicol. 2003, 41, 1799-1809.
R. Rodford , G. Patlewicz , J. D. Walker , M. P. Payne , Environ. Toxicol. Chem. 2003, 22, 1855-1861.
D. E. Rumelhart , G. E. Hinton , R. J. Williams , Nature 1986, 323, 533-536.
G. Y. Patlewicz , D. A. Basketter , C. K. Pease , K. Wilson , Z. M. Wright , D. W. Roberts , G. Bernard , E. G. Arnau , J.-P. Lepoittevin , Contact Derm. 2004, 50, 91-97.
D. A. Basketter , L. Blaikie , R. J. Dearman , I. Kimber , C. A. Ryan , G. F. Gerberick , P. Harvey , P. Evans , I. R. White , R. J. Rycroft , Contact Derm. 2000, 42, 344-348.
K. S. Rao , J. E. Betso , K. J. Olson , Drug Chem. Toxicol. 1981, 4, 331-351.
D. D. Perrin , B. Dempsey , E. P. Serjeant , pKa Prediction for Organic Acids and Bases, Chapman and Hall, London 1981, pp. 109-126.
P. S. Magee , Quant. Struct. Act. Relat. 2000, 19, 356-365.
A. P. Worth , A. Bassan , J. de Bruijn , A. Gallegos Saliner , T. I. Netzeva , G. Patlewicz , M. Pavan , I. Tsakovska , S. Eisenreich , SAR QSAR Environ. Res. 2006, 18, 111-125.
K. E. Haneke , R. R. Tice , B. L. Carson , B. H. Margolin , W. S. Stokes , Reg. Toxicol. Pharmacol. 2001, 34, 274-286.
J. J. Hostynek , P. S. Magee , Toxicol. In Vitro 1997, 11, 377-384.
D. W. Roberts , D. L. Williams , D. Bethell , Chem. Res. Toxicol. 2007, 20, 61-71.
H. S. Rosenkranz , G. Klopman , in: M. E. Wolff (Ed.), Burger's Medicinal Chemistry and Drug Discovery, Fifth Edn., Volume 1, John Wiley & Sons Inc., New York 1995, pp. 223-249.
C. Graham , R. Gealy , O. T. Macina , M. H. Karl , H. S. Rosenkranz , QSAR Comb. Sci. 1996, 15, 224-229.
D. Cremer , B. M. Hausen , H. W. Schmalle , J. Med. Chem. 1987, 30, 1678-1681.
C. K. Smith Pease , Toxicology 2003, 192, 1-22.
B. M. Hausen , H. W. Schmalle , Contact Derm. 1985, 13, 329-332.
J. Ashby , D. A. Basketter , D. Paton , I. Kimber , Toxicology 1995, 103, 177-194.
J. S. Jaworska , M. Comber , C. Auer , C. J. van Leeuwen , Environ. Health Perspect. 2003, 22, 1358-1360.
D. W. Roberts , G. Patlewicz , P. S. Kern , F. Gerberick , I. Kimber , R. J. Dearman , C. A. Ryan , D. A. Basketter , A. O. Aptula , Chem. Res. Toxicol. 2007, 20, 1019-1030.
D. W. Roberts , A. O. Aptula , G. Patlewicz , Chem. Res. Toxicol. 2006, 19, 1228-1233.
M. Vracko , V. Bandelj , P. Barbieri , E. Benfenati , Q. Chaudhry , M. Cronin , J. Devillers , A. Gallegos , G. Gini , P. Gramatica , C. Helma , P. Mazzatorta , D. Neagu , T. Netzeva , M. Pavan , G. Patlewicz , M. Randic , I. Tsakovska , A. Worth , SAR QSAR Environ. Res. 2006, 17, 265-284.
D. A. Basketter , L. J. Lea , K. Cooper , J. Stocks , A. Dickens , I. Pate , R. J. Dearman , I. Kimber , Food Chem. Toxicol. 1999, 37, 1167-1174.
I. Kimber , R. J. Dearman , D. A. Basketter , C. A. Ryan , G. F. Gerberick , Contact Derm. 2002, 47, 315-328.
S. Zinke , I. Gerner , E. Schlede , Altern. Lab. Anim. 2002, 30, 285-298.
K. Landsteiner , J. L. Jacobs , J. Exp. Med. 1936, 64, 625-639.
D. M. Sanderson , C. G. Earnshaw , Human Exp. Toxicol. 1991, 10, 261-273.
I. R. Jowsey , D. A. Basketter , C. Westmoreland , I. Kimber , J. Appl. Toxicol. 2006, 26, 341-350.
D. W. Roberts , D. A. Basketter , Contact Derm. 2000, 42, 154-161.
G. Klopman , J. Am. Chem. Soc. 1984, 106, 7315-7321.
S. Li , A. Fedorowicz , H. Singh , S. C. Soderholm. J. Chem. Inf. Model. 2005, 45, 952-964.
E. Estrada , G. Patlewicz , M. Chamberlain , D. Basketter , S. Larbey , Chem. Res. Toxicol. 2003, 16, 1226-1235.
J. Devillers , in: J. Devillers (Ed.), Neural Networks in QSAR and Drug Design, Academic press, London 1996, pp. 1-46.
J. G. Topliss , R. P. Edwards , J. Med. Chem. 1979, 22, 1238-1244.
K. Langton , G. Y. Patlewicz , A. Long , C. A. Marchant , D. A. Basketter , Contact Derm. 2006, 55, 342-347.
A. O. Aptula , D. W. Roberts , Chem. Res. Toxicol. 2006, 19, 1097-1105.
G. F. Gerberick , C. A. Ryan , P. S. Kern , H. Schlatter , R. J. Dearman , I. Kimber , G. Y. Patlewicz , D. A. Basketter , Dermatitis 2005, 16, 157-202.
J. Devillers , Toxicol. Methods 2000, 10, 181-193.
P. S. Magee , J. J. Hostynek , H. I. Maibach , Quant. Struct. Act. Relat. 1994, 13, 22-33.
G. Klopman , Quant. Struct. Act. Relat. 1992, 11, 176-184.
D. Basketter , A. Dooms-Goossens , A. T. Karlberg , J.-P. Lepoittevin , Contact Derm. 1995, 32, 65-73.
K. Enslein , V. K. Gombar , B. W. Blake , H. I. Maibach , J. J. Hostynek , C. C. Sigman , D. Bagheri , Food Chem. Toxicol. 1997, 35, 1091-1098.
D. W. Roberts , Contact Derm. 1987, 17, 281-289.
C. Benezra , C. C. Sigman , L. R. Perry , C. Tucker Helmes , H. I. Maibach , J. Invest. Dermatol. 1985, 85, 351-356.
R. Johnson , O. T. Macina , C. Graham , H. S. Rosenkranz , G. R. Cass , M. H. Karol , Environ. Health Perspect. 1997, 105, 986-992.
A. O. Aptula , G. Patlewicz , D. W. Roberts , T. W. Schultz , Toxicol. In Vitro 2006, 20, 239-247.
A. O. Aptula , G. Patlewicz , D. W. Roberts , Chem. Res. Toxicol. 2005, 18, 1420-1426.
D. W. Roberts , C. Benezra , Contact Derm. 1993, 29, 78-83.
G. Y. Patlewicz , Z. M. Wright , D. A. Basketter , C. K. Pease , J.-P. Lepoittevin , E. G. Arnau , Contact Derm. 2002, 47, 219-226.
M. T. Cronin , D. A. Basketter , SAR QSAR Environ. Res. 1994, 2, 159-179.
M. D. Barratt , D. A. Basketter , M. Chamberlain , G. D. Admans , J. J. Langowski , Toxicol. In Vitro 1994, 8, 1053-1060.
I. Gerner , M. D. Barratt , S. Zinke , K. Schlegel , E. Schlede , Altern. Lab. Anim. 2004, 32, 487-509.
W. Steiling , D. A. Basketter , K. Berthold , M. Bultler , J. L. Garrigue , I. Kimber , L. Lea , C. Newsome , R. Roggeband , G. Stropp , S. Waterm
1993; 29
1987; 30
1991; 10
2002; 13
1995; 33
2000; 42
1995; 32
1982; 99
2003; 14
2006; 572
2003; 192
2004; 5
2003; 16
1999; 41
2001; 44
1992; 11
1996; 34
2005; 24
2004; 32
2002; 47
1997; 105
2003; 90
2000; 19
2006; 20
1997; 11
2000
2002; 40
2000; 10
2000; 11
2006; 26
1994; 34
1977; 258
1982
1936; 64
1981
2007; 20
1979; 22
2003; 41
2005; 33
1985; 13
1988
2007; 18
2004; 44
2004; 81
1989; 21
2002; 30
2006; 55
1969; 52
2006; 17
1984; 106
1981; 4
2006; 18
2007
1996
1995
2006; 19
1985; 85
2007; 97
1999; 7
1996; 15
1987; 17
2005; 45
1995; 8
1994; 8
1986; 323
2004; 50
1999; 39
1999; 37
1997; 35
1994; 13
2003; 28
1995; 103
2001; 39
1992; 26
1992; 27
1990; 112
2001; 34
2005; 16
1994; 2
2005; 18
2003; 22
2007; 48
Bashir S. J. (e_1_2_1_22_2) 2000
e_1_2_1_111_2
e_1_2_1_81_2
e_1_2_1_115_2
e_1_2_1_66_2
e_1_2_1_89_2
e_1_2_1_20_2
e_1_2_1_43_2
e_1_2_1_62_2
e_1_2_1_85_2
e_1_2_1_24_2
e_1_2_1_47_2
e_1_2_1_107_2
e_1_2_1_92_2
e_1_2_1_103_2
e_1_2_1_54_2
e_1_2_1_4_2
e_1_2_1_77_2
e_1_2_1_12_2
e_1_2_1_50_2
e_1_2_1_96_2
e_1_2_1_31_2
e_1_2_1_73_2
e_1_2_1_16_2
e_1_2_1_35_2
e_1_2_1_58_2
e_1_2_1_8_2
Zinke S. (e_1_2_1_75_2) 2002; 30
e_1_2_1_39_2
e_1_2_1_110_2
e_1_2_1_40_2
e_1_2_1_86_2
e_1_2_1_67_2
e_1_2_1_44_2
e_1_2_1_63_2
e_1_2_1_25_2
Dearden J. C. (e_1_2_1_48_2) 1988
e_1_2_1_29_2
e_1_2_1_70_2
e_1_2_1_102_2
e_1_2_1_106_2
e_1_2_1_7_2
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e_1_2_1_93_2
e_1_2_1_13_2
e_1_2_1_36_2
Roberts D. W. (e_1_2_1_113_2) 2007
e_1_2_1_17_2
e_1_2_1_59_2
Roberts D. W. (e_1_2_1_26_2) 2007
e_1_2_1_41_2
e_1_2_1_64_2
e_1_2_1_87_2
e_1_2_1_45_2
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e_1_2_1_83_2
e_1_2_1_49_2
e_1_2_1_68_2
e_1_2_1_109_2
Natsch A. (e_1_2_1_114_2) 2007
e_1_2_1_90_2
e_1_2_1_101_2
e_1_2_1_105_2
e_1_2_1_6_2
e_1_2_1_56_2
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e_1_2_1_14_2
e_1_2_1_79_2
e_1_2_1_18_2
Graham C. (e_1_2_1_84_2) 1996; 15
e_1_2_1_80_2
e_1_2_1_112_2
e_1_2_1_65_2
e_1_2_1_88_2
e_1_2_1_23_2
e_1_2_1_61_2
e_1_2_1_42_2
e_1_2_1_27_2
e_1_2_1_46_2
Rosenkranz H. S. (e_1_2_1_82_2) 1995
e_1_2_1_69_2
e_1_2_1_108_2
Karol M. H. (e_1_2_1_21_2) 1999; 7
e_1_2_1_91_2
e_1_2_1_100_2
e_1_2_1_104_2
e_1_2_1_30_2
e_1_2_1_53_2
e_1_2_1_76_2
e_1_2_1_99_2
Dupuis G. (e_1_2_1_28_2) 1982
e_1_2_1_5_2
e_1_2_1_11_2
e_1_2_1_34_2
e_1_2_1_72_2
e_1_2_1_95_2
e_1_2_1_1_2
e_1_2_1_15_2
e_1_2_1_38_2
e_1_2_1_19_2
e_1_2_1_57_2
e_1_2_1_9_2
References_xml – reference: D. Basketter , S. Casati , G. F. Gerberick , P. Griem , B. Philips , A. Worth , Altern. Lab. Anim. 2005, 33, 83-103.
– reference: K. Landsteiner , J. L. Jacobs , J. Exp. Med. 1936, 64, 625-639.
– reference: G. Patlewicz , D. W. Roberts , J. D. Walker , QSAR Comb. Sci. 2003, 22, 196-203.
– reference: D. W. Roberts , G. Patlewicz , SAR QSAR Environ. Res. 2002, 13, 145-152.
– reference: J. Devillers , in: J. Devillers (Ed.), Neural Networks in QSAR and Drug Design, Academic press, London 1996, pp. 1-46.
– reference: D. W. Roberts , C. Benezra , Contact Derm. 1993, 29, 78-83.
– reference: D. W. Roberts , D. A. Basketter , Contact Derm. 2000, 42, 154-161.
– reference: E. Estrada , G. Patlewicz , M. Chamberlain , D. Basketter , S. Larbey , Chem. Res. Toxicol. 2003, 16, 1226-1235.
– reference: D. D. Perrin , B. Dempsey , E. P. Serjeant , pKa Prediction for Organic Acids and Bases, Chapman and Hall, London 1981, pp. 109-126.
– reference: K. H. Schulz , I. Garbe , B. M. Hausen , M. H. Simatupang , Arch. Dermatol. Res. 1977, 258, 41-52.
– reference: B. M. Hausen , B. Elsasser , K. Krohn , U. Loock , Am. J. Contact Derm. 2003, 14, 82-89.
– reference: D. A. Basketter , D. W. Roberts , M. Cronin , E. W. Scholes , Contact Derm. 1992, 27, 137-142.
– reference: G. F. Gerberick , J. D. Vassallo , L. M. Foertsch , B. B. Price , J. G. Chaney , J. P. Lepoittevin , Toxicol. Sci. 2007, 97, 417-427.
– reference: A. O. Aptula , G. Patlewicz , D. W. Roberts , Chem. Res. Toxicol. 2005, 18, 1420-1426.
– reference: D. W. Roberts , A. O. Aptula , G. Patlewicz , C. Pease , J. Appl. Toxicol. 2007, in press. Aug 17 (Epub ahead of print).
– reference: T. I. Netzeva , A. P. Worth , T. Aldenberg , R. Benigni , M. T. D. Cronin , P. Gramatica , J. S. Jaworska , S. Kahn , G. Klopman , C. A. Marchant , G. Myatt , N. Nikolova-Jeliazkova , G. Y. Patlewicz , R. Perkins , D. W. Roberts , T. W. Schultz , D. T. Stanton , J. J. M. van de Sandt , W. Tong , G. Veith , C. Yang , Altern. Lab. Anim. 2005, 33, 155-173.
– reference: E. Estrada , G. Patlewicz , Y. Gutierrez , J. Chem. Inf. Comp. Sci. 2004, 44, 688-698.
– reference: D. A. Basketter , C. K. Smith Pease , G. Y. Patlewicz , Clin. Exp. Dermatol. 2003, 28, 218-221.
– reference: Y. Li , Y. J. Tseng , D. Pan , J. Liu , P. S. Kern , G. F. Gerberick , A. J. Hopfinger. Chem. Res. Toxicol. 2007, 20, 114-128.
– reference: S. J. Bashir , H. I. Maibach , in: A. F. Kydonieus, J. J. Wille (Eds.), Biochemical Modulation of Skin Reactions, CRC Press LLC, Boca Raton 2000, pp. 61-64.
– reference: B. M. Hausen , W. Beyer , Contact Derm. 1992, 26, 253-258.
– reference: D. W. Roberts , A. O. Aptula , J. Appl. Toxicol. 2007, in press. Aug 17 (Epub ahead of print).
– reference: H. S. Rosenkranz , G. Klopman , in: M. E. Wolff (Ed.), Burger's Medicinal Chemistry and Drug Discovery, Fifth Edn., Volume 1, John Wiley & Sons Inc., New York 1995, pp. 223-249.
– reference: M. H. Karol , C. Graham , M. D. Barratt , Toxicology 1999, 7, 59-77.
– reference: G. Y. Patlewicz , Z. M. Wright , D. A. Basketter , C. K. Pease , J.-P. Lepoittevin , E. G. Arnau , Contact Derm. 2002, 47, 219-226.
– reference: G. Klopman , Quant. Struct. Act. Relat. 1992, 11, 176-184.
– reference: I. Kimber , D. A. Basketter , M. Butler , A. Gamer , J. L. Garrigue , G. F. Gerberick , C. Newsome , W. Steiling , H. W. Vohr , Food Chem. Toxicol. 2003, 41, 1799-1809.
– reference: S. Li , A. Fedorowicz , H. Singh , S. C. Soderholm. J. Chem. Inf. Model. 2005, 45, 952-964.
– reference: C. Graham , R. Gealy , O. T. Macina , M. H. Karl , H. S. Rosenkranz , QSAR Comb. Sci. 1996, 15, 224-229.
– reference: A. O. Aptula , D. W. Roberts , Chem. Res. Toxicol. 2006, 19, 1097-1105.
– reference: D. W. Roberts , M. York , D. A. Basketter , Contact Derm. 1999, 41, 14-17.
– reference: G. F. Gerberick , C. A. Ryan , I. Kimber , R. J. Dearman , L. J. Lea , D. A. Basketter , Am. J. Contact Derm. 2000, 11, 3-18.
– reference: J. Jaworska , N. Nikolova-Jeliazkova , T. Aldenberg , Altern. Lab. Anim. 2005, 33, 445-459.
– reference: C. Benezra , C. C. Sigman , L. R. Perry , C. Tucker Helmes , H. I. Maibach , J. Invest. Dermatol. 1985, 85, 351-356.
– reference: D. W. Roberts , A. O. Aptula , M. T. D. Cronin , E. Hulzebos , G. Patlewicz , SAR QSAR Environ. Res. 2007, 18, 343-365.
– reference: S. Dimitrov , G. Dimitrova , T. Pavlov , N. Dimitrova , G. Patlewicz , J. Niemela , O. Mekenyan , J. Chem. Inf. Model. 2005, 45, 839-849.
– reference: R. Gealy , C. Graham , N. B. Sussman , O. T. Macina , H. S. Rosenkranz , M. H. Karol , Human Exp. Toxicol. 1996, 15, 489-493.
– reference: A. O. Aptula , G. Patlewicz , D. W. Roberts , T. W. Schultz , Toxicol. In Vitro 2006, 20, 239-247.
– reference: J. Ashby , D. A. Basketter , D. Paton , I. Kimber , Toxicology 1995, 103, 177-194.
– reference: G. F. Gerberick , J. D. Vassallo , R. E. Bailey , J. G. Chaney , S. W. Morrall , J.-P. Lepoittevin , Toxicol. Sci. 2004, 81, 332-343.
– reference: A. Fedorowicz , L. Zheng , H. Singh , E. Demchuk , Int. J. Mol. Sci. 2004, 5, 56-66.
– reference: Z. Zhou , R. G. Parr , J. Am. Chem. Soc. 1990, 112, 5720-5724.
– reference: K. Langton , G. Y. Patlewicz , A. Long , C. A. Marchant , D. A. Basketter , Contact Derm. 2006, 55, 342-347.
– reference: G. Patlewicz , D. A. Basketter , C. K. Smith , S. A. Hotchkiss , D. W. Roberts , Contact Derm. 2001, 44, 331-336.
– reference: D. A. Basketter , G. F. Gerberick , I. Kimber , S. E. Loveless. Food Chem. Toxicol. 1996, 34, 985-997.
– reference: Y. Ren , H. Liu , C. Xue , X. Yao , M. Liu , B. Fan , Anal. Chim. Acta 2006, 572, 272-282.
– reference: B. M. Hausen , H. Hitsch , B. Borrmann , D. Koch , R. Rathmann , B. Richter , W. A. Konig , Contact Derm. 1995, 33, 12-16.
– reference: M. T. Cronin , D. A. Basketter , SAR QSAR Environ. Res. 1994, 2, 159-179.
– reference: D. M. Sanderson , C. G. Earnshaw , Human Exp. Toxicol. 1991, 10, 261-273.
– reference: J. J. Hostynek , P. S. Magee , Toxicol. In Vitro 1997, 11, 377-384.
– reference: T. W. Schultz , R. E. Carlson , M. T. D. Cronin , J. L. M. Hermens , R. Johnson , P. J. O'Brien , D. W. Roberts , A. Siraki , K. B. Wallace , G. D. Veith , SAR QSAR Environ. Res. 2006, 17, 413-428.
– reference: G. Y. Patlewicz , D. A. Basketter , C. K. Pease , K. Wilson , Z. M. Wright , D. W. Roberts , G. Bernard , E. G. Arnau , J.-P. Lepoittevin , Contact Derm. 2004, 50, 91-97.
– reference: I. Kimber , R. J. Dearman , Ann. Allergy, Asthma Immunol. 2003, 90, 28-31.
– reference: D. W. Roberts , D. L. Williams , J. Theor. Biol. 1982, 99, 807-825.
– reference: J. S. Jaworska , M. Comber , C. Auer , C. J. van Leeuwen , Environ. Health Perspect. 2003, 22, 1358-1360.
– reference: S. Zinke , I. Gerner , E. Schlede , Altern. Lab. Anim. 2002, 30, 285-298.
– reference: I. Kimber , R. J. Dearman , D. A. Basketter , C. A. Ryan , G. F. Gerberick , Contact Derm. 2002, 47, 315-328.
– reference: J. C. Dearden , S. J. A. Bradburne , M. T. D. Cronin , P. Solanki , The Physical Significance of Molecular Connectivity, in: J. E. Turner, M. W. England, T. W. Schultz, N. J. Kwaak (Eds.), QSAR 88. Proceedings of the Third International Workshop on Quantitative Structure-Activity Relationships in Environmental Toxicology, USDOE, Oak Ridge, TN 1988, pp. 43-50.
– reference: G. Patlewicz , A. O. Aptula , E. Uriate , D. W. Roberts , P. S. Kern , G. F. Gerberick , C. A. Ryan , I. Kimber , R. Dearman , D. A. Basketter , SAR QSAR Environ. Res. 2007, 18, 515-541.
– reference: M. D. Barratt , D. A. Basketter , M. Chamberlain , G. D. Admans , J. J. Langowski , Toxicol. In Vitro 1994, 8, 837-839.
– reference: A. O. Aptula , D. W. Roberts , M. T. Cronin , Chem. Res. Toxicol. 2005, 18, 324-329.
– reference: S. D. Dimitrov , L. K. Low , G. Y. Patlewicz , P. S. Kern , G. D. Dimitrova , M. H. I. Comber , R. D. Phillips , J. Niemela , P. T. Bailey , O. G. Mekenyan , Int. J. Toxicol. 2005, 24, 189-204.
– reference: K. S. Rao , J. E. Betso , K. J. Olson , Drug Chem. Toxicol. 1981, 4, 331-351.
– reference: G. F. Gerberick , C. A. Ryan , P. S. Kern , H. Schlatter , R. J. Dearman , I. Kimber , G. Y. Patlewicz , D. A. Basketter , Dermatitis 2005, 16, 157-202.
– reference: M. D. Miller , D. M. Yourtee , A. G. Glaros , C. C. Chappelow , J. D. Eick , A. J. Holder , J. Chem. Inf. Model. 2005, 45, 924-929.
– reference: P. S. Magee , J. J. Hostynek , H. I. Maibach , Quant. Struct. Act. Relat. 1994, 13, 22-33.
– reference: D. W. Roberts , Chem. Res. Toxicol. 1995, 8, 545-551.
– reference: D. W. Roberts , G. Patlewicz , P. S. Kern , F. Gerberick , I. Kimber , R. J. Dearman , C. A. Ryan , D. A. Basketter , A. O. Aptula , Chem. Res. Toxicol. 2007, 20, 1019-1030.
– reference: D. A. Basketter , L. J. Lea , K. Cooper , J. Stocks , A. Dickens , I. Pate , R. J. Dearman , I. Kimber , Food Chem. Toxicol. 1999, 37, 1167-1174.
– reference: A. Fedorowicz , H. Singh , S. Soderholm , E. Demchuk. Chem. Res. Toxicol. 2005, 18, 954-969.
– reference: R. Rodford , G. Patlewicz , J. D. Walker , M. P. Payne , Environ. Toxicol. Chem. 2003, 22, 1855-1861.
– reference: R. Johnson , O. T. Macina , C. Graham , H. S. Rosenkranz , G. R. Cass , M. H. Karol , Environ. Health Perspect. 1997, 105, 986-992.
– reference: W. Steiling , D. A. Basketter , K. Berthold , M. Bultler , J. L. Garrigue , I. Kimber , L. Lea , C. Newsome , R. Roggeband , G. Stropp , S. Waterman , C. Wiemann. Food Chem. Toxicol. 2001, 39, 293-301.
– reference: G. Dupuis , C. Benezra , Allergic Contact Dermatitis to Simple Chemicals: A Molecular Approach, Dekker, New York and Basel 1982.
– reference: D. A. Basketter , P. Evans , R. J. Fielder , G. F. Gerberick , R. J. Dearman , I. Kimber , Food Chem. Toxicol. 2002, 40, 593-598.
– reference: I. Gerner , M. D. Barratt , S. Zinke , K. Schlegel , E. Schlede , Altern. Lab. Anim. 2004, 32, 487-509.
– reference: D. Basketter , A. Dooms-Goossens , A. T. Karlberg , J.-P. Lepoittevin , Contact Derm. 1995, 32, 65-73.
– reference: D. A. Basketter , L. Blaikie , R. J. Dearman , I. Kimber , C. A. Ryan , G. F. Gerberick , P. Harvey , P. Evans , I. R. White , R. J. Rycroft , Contact Derm. 2000, 42, 344-348.
– reference: B. M. Hausen; M. Berger , Contact Derm. 1989, 21, 141-147.
– reference: A. P. Worth , A. Bassan , J. de Bruijn , A. Gallegos Saliner , T. I. Netzeva , G. Patlewicz , M. Pavan , I. Tsakovska , S. Eisenreich , SAR QSAR Environ. Res. 2006, 18, 111-125.
– reference: P. S. Magee , Quant. Struct. Act. Relat. 2000, 19, 356-365.
– reference: A. Natsch , H. Gfeller , M. Rothaupt , G. Ellis , Toxicol. In Vitro 2007, in press. Apr 14 (Epub ahead of print).
– reference: I. R. Jowsey , D. A. Basketter , C. Westmoreland , I. Kimber , J. Appl. Toxicol. 2006, 26, 341-350.
– reference: M. D. Barratt , D. A. Basketter , M. Chamberlain , G. D. Admans , J. J. Langowski , Toxicol. In Vitro 1994, 8, 1053-1060.
– reference: B. M. Hausen , H. W. Schmalle , Contact Derm. 1985, 13, 329-332.
– reference: C. K. Smith Pease , Toxicology 2003, 192, 1-22.
– reference: M. Vracko , V. Bandelj , P. Barbieri , E. Benfenati , Q. Chaudhry , M. Cronin , J. Devillers , A. Gallegos , G. Gini , P. Gramatica , C. Helma , P. Mazzatorta , D. Neagu , T. Netzeva , M. Pavan , G. Patlewicz , M. Randic , I. Tsakovska , A. Worth , SAR QSAR Environ. Res. 2006, 17, 265-284.
– reference: B. Magnusson , A. M. Kligman , J. Invest. Dermatol. 1969, 52, 268-276.
– reference: K. Enslein , V. K. Gombar , B. W. Blake , H. I. Maibach , J. J. Hostynek , C. C. Sigman , D. Bagheri , Food Chem. Toxicol. 1997, 35, 1091-1098.
– reference: J. Devillers , Toxicol. Methods 2000, 10, 181-193.
– reference: M. P. Payne , P. T. Walsh , J. Chem. Inf. Comp. Sci. 1994, 34, 154-161.
– reference: J. G. Topliss , R. P. Edwards , J. Med. Chem. 1979, 22, 1238-1244.
– reference: D. W. Roberts , A. O. Aptula , G. Patlewicz , Chem. Res. Toxicol. 2006, 19, 1228-1233.
– reference: G. Patlewicz , S. D. Dimitrov , L. K. Low , P. S. Kern , G. D. Dimitrova , M. I. H. Comber , A. O. Aptula , R. D. Phillips , J. Niemela , C. Madsen , E. B. Wedebye , D. W. Roberts , P. T. Bailey , O. G. Mekenyan , Reg. Toxicol. Pharmacol. 2007, 48, 225-239.
– reference: M. D. Barratt , J. J. Langowski , J. Chem. Inf. Comp. Sci. 1999, 39, 294-298.
– reference: D. Cremer , B. M. Hausen , H. W. Schmalle , J. Med. Chem. 1987, 30, 1678-1681.
– reference: D. W Roberts , A. O Aptula , G. Patlewicz , Chem. Res. Toxicol. 2007, 20, 44-60.
– reference: G. F. Gerberick , C. A. Ryan , P. S. Kern , R. J. Dearman , I. Kimber , G. Y. Patlewicz , D. A. Basketter , Contact Derm. 2004, 50, 274-288.
– reference: D. W. Roberts , D. L. Williams , D. Bethell , Chem. Res. Toxicol. 2007, 20, 61-71.
– reference: D. W. Roberts , Contact Derm. 1987, 17, 281-289.
– reference: K. E. Haneke , R. R. Tice , B. L. Carson , B. H. Margolin , W. S. Stokes , Reg. Toxicol. Pharmacol. 2001, 34, 274-286.
– reference: G. Klopman , J. Am. Chem. Soc. 1984, 106, 7315-7321.
– reference: D. E. Rumelhart , G. E. Hinton , R. J. Williams , Nature 1986, 323, 533-536.
– reference: N. Nikolova-Jeliazkova , J. Jaworska , Altern. Lab. Anim. 2005, 33, 461-470.
– volume: 35
  start-page: 1091
  year: 1997
  end-page: 1098
  publication-title: Food Chem. Toxicol.
– volume: 33
  start-page: 12
  year: 1995
  end-page: 16
  publication-title: Contact Derm.
– volume: 39
  start-page: 293
  year: 2001
  end-page: 301
  publication-title: Food Chem. Toxicol.
– volume: 112
  start-page: 5720
  year: 1990
  end-page: 5724
  publication-title: J. Am. Chem. Soc.
– start-page: 109
  year: 1981
  end-page: 126
– volume: 20
  start-page: 239
  year: 2006
  end-page: 247
  publication-title: Toxicol. In Vitro
– volume: 15
  start-page: 489
  year: 1996
  end-page: 493
  publication-title: Human Exp. Toxicol.
– volume: 18
  start-page: 111
  year: 2006
  end-page: 125
  publication-title: SAR QSAR Environ. Res.
– volume: 13
  start-page: 145
  year: 2002
  end-page: 152
  publication-title: SAR QSAR Environ. Res.
– volume: 30
  start-page: 285
  year: 2002
  end-page: 298
  publication-title: Altern. Lab. Anim.
– volume: 99
  start-page: 807
  year: 1982
  end-page: 825
  publication-title: J. Theor. Biol.
– volume: 20
  start-page: 44
  year: 2007
  end-page: 60
  publication-title: Chem. Res. Toxicol.
– volume: 11
  start-page: 377
  year: 1997
  end-page: 384
  publication-title: Toxicol. In Vitro
– volume: 47
  start-page: 315
  year: 2002
  end-page: 328
  publication-title: Contact Derm.
– start-page: 223
  year: 1995
  end-page: 249
– volume: 8
  start-page: 545
  year: 1995
  end-page: 551
  publication-title: Chem. Res. Toxicol.
– volume: 19
  start-page: 1097
  year: 2006
  end-page: 1105
  publication-title: Chem. Res. Toxicol.
– volume: 22
  start-page: 1855
  year: 2003
  end-page: 1861
  publication-title: Environ. Toxicol. Chem.
– volume: 16
  start-page: 1226
  year: 2003
  end-page: 1235
  publication-title: Chem. Res. Toxicol.
– volume: 81
  start-page: 332
  year: 2004
  end-page: 343
  publication-title: Toxicol. Sci.
– volume: 18
  start-page: 1420
  year: 2005
  end-page: 1426
  publication-title: Chem. Res. Toxicol.
– volume: 44
  start-page: 331
  year: 2001
  end-page: 336
  publication-title: Contact Derm.
– volume: 4
  start-page: 331
  year: 1981
  end-page: 351
  publication-title: Drug Chem. Toxicol.
– volume: 21
  start-page: 141
  year: 1989
  end-page: 147
  publication-title: Contact Derm.
– volume: 37
  start-page: 1167
  year: 1999
  end-page: 1174
  publication-title: Food Chem. Toxicol.
– volume: 20
  start-page: 114
  year: 2007
  end-page: 128
  publication-title: Chem. Res. Toxicol.
– start-page: 43
  year: 1988
  end-page: 50
– volume: 192
  start-page: 1
  year: 2003
  end-page: 22
  publication-title: Toxicology
– volume: 34
  start-page: 154
  year: 1994
  end-page: 161
  publication-title: J. Chem. Inf. Comp. Sci.
– volume: 52
  start-page: 268
  year: 1969
  end-page: 276
  publication-title: J. Invest. Dermatol.
– volume: 103
  start-page: 177
  year: 1995
  end-page: 194
  publication-title: Toxicology
– volume: 33
  start-page: 83
  year: 2005
  end-page: 103
  publication-title: Altern. Lab. Anim.
– volume: 33
  start-page: 155
  year: 2005
  end-page: 173
  publication-title: Altern. Lab. Anim.
– volume: 8
  start-page: 1053
  year: 1994
  end-page: 1060
  publication-title: Toxicol. In Vitro
– volume: 47
  start-page: 219
  year: 2002
  end-page: 226
  publication-title: Contact Derm.
– volume: 10
  start-page: 181
  year: 2000
  end-page: 193
  publication-title: Toxicol. Methods
– volume: 258
  start-page: 41
  year: 1977
  end-page: 52
  publication-title: Arch. Dermatol. Res.
– volume: 22
  start-page: 1358
  year: 2003
  end-page: 1360
  publication-title: Environ. Health Perspect.
– volume: 19
  start-page: 356
  year: 2000
  end-page: 365
  publication-title: Quant. Struct. Act. Relat.
– volume: 22
  start-page: 196
  year: 2003
  end-page: 203
  publication-title: QSAR Comb. Sci.
– volume: 42
  start-page: 344
  year: 2000
  end-page: 348
  publication-title: Contact Derm.
– volume: 41
  start-page: 14
  year: 1999
  end-page: 17
  publication-title: Contact Derm.
– volume: 5
  start-page: 56
  year: 2004
  end-page: 66
  publication-title: Int. J. Mol. Sci.
– volume: 19
  start-page: 1228
  year: 2006
  end-page: 1233
  publication-title: Chem. Res. Toxicol.
– volume: 14
  start-page: 82
  year: 2003
  end-page: 89
  publication-title: Am. J. Contact Derm.
– start-page: 1
  year: 1996
  end-page: 46
– volume: 34
  start-page: 274
  year: 2001
  end-page: 286
  publication-title: Reg. Toxicol. Pharmacol.
– volume: 44
  start-page: 688
  year: 2004
  end-page: 698
  publication-title: J. Chem. Inf. Comp. Sci.
– volume: 45
  start-page: 924
  year: 2005
  end-page: 929
  publication-title: J. Chem. Inf. Model.
– year: 2007
  publication-title: Toxicol. In Vitro
– volume: 45
  start-page: 952
  year: 2005
  end-page: 964
  publication-title: J. Chem. Inf. Model.
– volume: 34
  start-page: 985
  year: 1996
  end-page: 997
  publication-title: Food Chem. Toxicol.
– volume: 18
  start-page: 343
  year: 2007
  end-page: 365
  publication-title: SAR QSAR Environ. Res.
– volume: 24
  start-page: 189
  year: 2005
  end-page: 204
  publication-title: Int. J. Toxicol.
– volume: 29
  start-page: 78
  year: 1993
  end-page: 83
  publication-title: Contact Derm.
– volume: 16
  start-page: 157
  year: 2005
  end-page: 202
  publication-title: Dermatitis
– volume: 18
  start-page: 324
  year: 2005
  end-page: 329
  publication-title: Chem. Res. Toxicol.
– volume: 572
  start-page: 272
  year: 2006
  end-page: 282
  publication-title: Anal. Chim. Acta
– volume: 33
  start-page: 461
  year: 2005
  end-page: 470
  publication-title: Altern. Lab. Anim.
– volume: 8
  start-page: 837
  year: 1994
  end-page: 839
  publication-title: Toxicol. In Vitro
– volume: 18
  start-page: 954
  year: 2005
  end-page: 969
  publication-title: Chem. Res. Toxicol.
– volume: 106
  start-page: 7315
  year: 1984
  end-page: 7321
  publication-title: J. Am. Chem. Soc.
– year: 1982
– volume: 11
  start-page: 3
  year: 2000
  end-page: 18
  publication-title: Am. J. Contact Derm.
– volume: 20
  start-page: 1019
  year: 2007
  end-page: 1030
  publication-title: Chem. Res. Toxicol.
– volume: 10
  start-page: 261
  year: 1991
  end-page: 273
  publication-title: Human Exp. Toxicol.
– volume: 13
  start-page: 22
  year: 1994
  end-page: 33
  publication-title: Quant. Struct. Act. Relat.
– volume: 50
  start-page: 91
  year: 2004
  end-page: 97
  publication-title: Contact Derm.
– volume: 18
  start-page: 515
  year: 2007
  end-page: 541
  publication-title: SAR QSAR Environ. Res.
– volume: 64
  start-page: 625
  year: 1936
  end-page: 639
  publication-title: J. Exp. Med.
– volume: 32
  start-page: 487
  year: 2004
  end-page: 509
  publication-title: Altern. Lab. Anim.
– volume: 30
  start-page: 1678
  year: 1987
  end-page: 1681
  publication-title: J. Med. Chem.
– volume: 39
  start-page: 294
  year: 1999
  end-page: 298
  publication-title: J. Chem. Inf. Comp. Sci.
– volume: 26
  start-page: 341
  year: 2006
  end-page: 350
  publication-title: J. Appl. Toxicol.
– volume: 105
  start-page: 986
  year: 1997
  end-page: 992
  publication-title: Environ. Health Perspect.
– volume: 45
  start-page: 839
  year: 2005
  end-page: 849
  publication-title: J. Chem. Inf. Model.
– volume: 7
  start-page: 59
  year: 1999
  end-page: 77
  publication-title: Toxicology
– start-page: 61
  year: 2000
  end-page: 64
– volume: 55
  start-page: 342
  year: 2006
  end-page: 347
  publication-title: Contact Derm.
– volume: 97
  start-page: 417
  year: 2007
  end-page: 427
  publication-title: Toxicol. Sci.
– volume: 33
  start-page: 445
  year: 2005
  end-page: 459
  publication-title: Altern. Lab. Anim.
– volume: 27
  start-page: 137
  year: 1992
  end-page: 142
  publication-title: Contact Derm.
– volume: 323
  start-page: 533
  year: 1986
  end-page: 536
  publication-title: Nature
– volume: 20
  start-page: 61
  year: 2007
  end-page: 71
  publication-title: Chem. Res. Toxicol.
– volume: 17
  start-page: 413
  year: 2006
  end-page: 428
  publication-title: SAR QSAR Environ. Res.
– volume: 13
  start-page: 329
  year: 1985
  end-page: 332
  publication-title: Contact Derm.
– volume: 90
  start-page: 28
  year: 2003
  end-page: 31
  publication-title: Ann. Allergy, Asthma Immunol.
– volume: 11
  start-page: 176
  year: 1992
  end-page: 184
  publication-title: Quant. Struct. Act. Relat.
– volume: 41
  start-page: 1799
  year: 2003
  end-page: 1809
  publication-title: Food Chem. Toxicol.
– volume: 42
  start-page: 154
  year: 2000
  end-page: 161
  publication-title: Contact Derm.
– volume: 32
  start-page: 65
  year: 1995
  end-page: 73
  publication-title: Contact Derm.
– volume: 85
  start-page: 351
  year: 1985
  end-page: 356
  publication-title: J. Invest. Dermatol.
– volume: 40
  start-page: 593
  year: 2002
  end-page: 598
  publication-title: Food Chem. Toxicol.
– year: 2007
  publication-title: J. Appl. Toxicol.
– volume: 17
  start-page: 281
  year: 1987
  end-page: 289
  publication-title: Contact Derm.
– volume: 17
  start-page: 265
  year: 2006
  end-page: 284
  publication-title: SAR QSAR Environ. Res.
– volume: 2
  start-page: 159
  year: 1994
  end-page: 179
  publication-title: SAR QSAR Environ. Res.
– volume: 28
  start-page: 218
  year: 2003
  end-page: 221
  publication-title: Clin. Exp. Dermatol.
– volume: 22
  start-page: 1238
  year: 1979
  end-page: 1244
  publication-title: J. Med. Chem.
– volume: 48
  start-page: 225
  year: 2007
  end-page: 239
  publication-title: Reg. Toxicol. Pharmacol.
– volume: 50
  start-page: 274
  year: 2004
  end-page: 288
  publication-title: Contact Derm.
– volume: 15
  start-page: 224
  year: 1996
  end-page: 229
  publication-title: QSAR Comb. Sci.
– volume: 26
  start-page: 253
  year: 1992
  end-page: 258
  publication-title: Contact Derm.
– ident: e_1_2_1_74_2
  doi: 10.1021/ci980204n
– ident: e_1_2_1_90_2
  doi: 10.1111/j.1600-0536.1987.tb01478.x
– ident: e_1_2_1_35_2
  doi: 10.1111/j.1600-0536.1985.tb02588.x
– start-page: 223
  volume-title: Burger's Medicinal Chemistry and Drug Discovery
  year: 1995
  ident: e_1_2_1_82_2
– ident: e_1_2_1_95_2
  doi: 10.1034/j.1600-0536.2001.044006331.x
– ident: e_1_2_1_64_2
  doi: 10.1177/026119290503300508
– volume: 15
  start-page: 224
  year: 1996
  ident: e_1_2_1_84_2
  publication-title: QSAR Comb. Sci.
– ident: e_1_2_1_60_2
  doi: 10.1021/tx034093k
– ident: e_1_2_1_96_2
  doi: 10.1034/j.1600-0536.2002.470406.x
– ident: e_1_2_1_10_2
  doi: 10.1016/S0278-6915(01)00130-2
– ident: e_1_2_1_106_2
  doi: 10.1002/1521-3838(200010)19:4<356::AID-QSAR356>3.0.CO;2-I
– ident: e_1_2_1_9_2
  doi: 10.1034/j.1600-0536.2000.042006344.x
– ident: e_1_2_1_67_2
  doi: 10.1021/ci0342425
– ident: e_1_2_1_15_2
  doi: 10.1002/jat.1146
– ident: e_1_2_1_27_2
  doi: 10.1084/jem.64.4.625
– ident: e_1_2_1_73_2
  doi: 10.1016/0887-2333(94)90081-7
– ident: e_1_2_1_87_2
  doi: 10.1016/0022-5193(82)90199-0
– ident: e_1_2_1_108_2
  doi: 10.1007/978-94-009-5883-8
– ident: e_1_2_1_23_2
  doi: 10.1897/01-438
– ident: e_1_2_1_112_2
  doi: 10.1080/10629360600884371
– year: 2007
  ident: e_1_2_1_26_2
  publication-title: J. Appl. Toxicol.
– ident: e_1_2_1_58_2
  doi: 10.1021/ci050049u
– ident: e_1_2_1_68_2
  doi: 10.1021/ci050018z
– volume-title: Allergic Contact Dermatitis to Simple Chemicals: A Molecular Approach
  year: 1982
  ident: e_1_2_1_28_2
– ident: e_1_2_1_32_2
  doi: 10.1111/1523-1747.ep12276961
– ident: e_1_2_1_85_2
  doi: 10.2307/3433880
– ident: e_1_2_1_4_2
– ident: e_1_2_1_115_2
– ident: e_1_2_1_71_2
  doi: 10.1021/tx6002535
– ident: e_1_2_1_100_2
  doi: 10.1021/tx050075m
– ident: e_1_2_1_111_2
  doi: 10.1093/toxsci/kfm064
– ident: e_1_2_1_34_2
  doi: 10.1111/j.1600-0536.1989.tb04726.x
– ident: e_1_2_1_14_2
  doi: 10.1177/026119290503301s10
– ident: e_1_2_1_109_2
  doi: 10.1016/j.tiv.2005.07.003
– ident: e_1_2_1_77_2
  doi: 10.1016/S0278-6915(97)87277-8
– ident: e_1_2_1_99_2
  doi: 10.1111/j.0105-1873.2004.00322.x
– ident: e_1_2_1_43_2
  doi: 10.1177/026119290403200505
– ident: e_1_2_1_6_2
– ident: e_1_2_1_12_2
  doi: 10.1016/S0278-6915(03)00223-0
– ident: e_1_2_1_33_2
  doi: 10.1111/j.1600-0536.1992.tb00238.x
– ident: e_1_2_1_57_2
  doi: 10.1021/tx0497806
– volume: 30
  start-page: 285
  year: 2002
  ident: e_1_2_1_75_2
  publication-title: Altern. Lab. Anim.
  doi: 10.1177/026119290203000305
– ident: e_1_2_1_91_2
  doi: 10.1034/j.1600-0536.2000.042003154.x
– ident: e_1_2_1_69_2
  doi: 10.1016/j.aca.2006.05.027
– ident: e_1_2_1_94_2
  doi: 10.1111/j.1600-0536.1999.tb06201.x
– ident: e_1_2_1_104_2
  doi: 10.1021/tx060121y
– ident: e_1_2_1_8_2
  doi: 10.1016/S0278-6915(99)00112-X
– volume: 7
  start-page: 59
  year: 1999
  ident: e_1_2_1_21_2
  publication-title: Toxicology
– ident: e_1_2_1_98_2
  doi: 10.1002/qsar.200390012
– ident: e_1_2_1_40_2
  doi: 10.1016/0887-2333(94)90244-5
– ident: e_1_2_1_44_2
  doi: 10.1002/qsar.19940130106
– ident: e_1_2_1_41_2
  doi: 10.1021/ci00017a019
– ident: e_1_2_1_83_2
  doi: 10.1177/096032719601500605
– ident: e_1_2_1_49_2
  doi: 10.1021/ja00171a007
– ident: e_1_2_1_63_2
  doi: 10.1177/026119290503300209
– ident: e_1_2_1_76_2
  doi: 10.1111/j.1600-0536.2006.00969.x
– ident: e_1_2_1_29_2
  doi: 10.1080/10629360701427872
– start-page: 43
  volume-title: QSAR 88. Proceedings of the Third International Workshop on Quantitative Structure‐Activity Relationships in Environmental Toxicology
  year: 1988
  ident: e_1_2_1_48_2
– ident: e_1_2_1_38_2
  doi: 10.1111/j.1600-0536.1995.tb00440.x
– ident: e_1_2_1_47_2
  doi: 10.1080/10629369408029901
– ident: e_1_2_1_81_2
  doi: 10.1002/qsar.19920110208
– ident: e_1_2_1_17_2
– ident: e_1_2_1_19_2
  doi: 10.1080/10629360601054255
– ident: e_1_2_1_59_2
  doi: 10.1021/jm00196a017
– ident: e_1_2_1_11_2
  doi: 10.1016/S1046-199X(00)90027-7
– ident: e_1_2_1_78_2
– ident: e_1_2_1_56_2
  doi: 10.1080/10629360701306118
– ident: e_1_2_1_103_2
  doi: 10.1021/tx0601004
– ident: e_1_2_1_39_2
  doi: 10.1097/01634989-200306000-00007
– ident: e_1_2_1_45_2
  doi: 10.1016/S0887-2333(97)00031-3
– ident: e_1_2_1_51_2
  doi: 10.1016/B978-012213815-7/50002-9
– ident: e_1_2_1_62_2
  doi: 10.2310/6620.2005.05040
– ident: e_1_2_1_13_2
  doi: 10.1046/j.1365-2230.2003.01247.x
– ident: e_1_2_1_80_2
  doi: 10.1021/ja00336a004
– ident: e_1_2_1_3_2
  doi: 10.1016/S1081-1206(10)61645-6
– ident: e_1_2_1_52_2
  doi: 10.1038/323533a0
– ident: e_1_2_1_20_2
– ident: e_1_2_1_54_2
  doi: 10.3390/i5020056
– ident: e_1_2_1_55_2
  doi: 10.1006/rtph.2001.1498
– ident: e_1_2_1_2_2
  doi: 10.1034/j.1600-0536.2002.470601.x
– ident: e_1_2_1_18_2
– ident: e_1_2_1_97_2
  doi: 10.1080/10629360290002244
– ident: e_1_2_1_86_2
  doi: 10.1080/10915810591000631
– ident: e_1_2_1_101_2
  doi: 10.1111/j.0105-1873.2004.00290.x
– ident: e_1_2_1_1_2
  doi: 10.1016/S0278-6915(00)00147-2
– ident: e_1_2_1_88_2
  doi: 10.1111/j.1600-0536.1992.tb05241.x
– ident: e_1_2_1_107_2
  doi: 10.1021/tx049715w
– ident: e_1_2_1_46_2
  doi: 10.1038/jid.1969.42
– ident: e_1_2_1_61_2
– ident: e_1_2_1_102_2
  doi: 10.1021/tx060102o
– ident: e_1_2_1_36_2
  doi: 10.1021/jm00392a027
– ident: e_1_2_1_65_2
  doi: 10.1177/026119290503300510
– ident: e_1_2_1_30_2
  doi: 10.1016/j.yrtph.2007.03.003
– ident: e_1_2_1_5_2
– ident: e_1_2_1_42_2
  doi: 10.1016/0300-483X(95)03132-Y
– ident: e_1_2_1_105_2
  doi: 10.1021/tx700024w
– ident: e_1_2_1_7_2
  doi: 10.1016/S0278-6915(96)00059-2
– ident: e_1_2_1_25_2
  doi: 10.1016/S0300-483X(03)00246-4
– ident: e_1_2_1_72_2
  doi: 10.1177/096032719101000405
– ident: e_1_2_1_92_2
  doi: 10.1111/j.1600-0536.1993.tb03487.x
– start-page: 61
  volume-title: Biochemical Modulation of Skin Reactions
  year: 2000
  ident: e_1_2_1_22_2
– ident: e_1_2_1_110_2
  doi: 10.1093/toxsci/kfh213
– year: 2007
  ident: e_1_2_1_113_2
  publication-title: J. Appl. Toxicol.
– ident: e_1_2_1_50_2
  doi: 10.1080/10517230050121598
– ident: e_1_2_1_53_2
  doi: 10.1080/10659360600787650
– ident: e_1_2_1_89_2
  doi: 10.1021/tx00046a008
– ident: e_1_2_1_24_2
  doi: 10.1111/j.1600-0536.1995.tb00748.x
– ident: e_1_2_1_66_2
  doi: 10.1021/ci0500381
– ident: e_1_2_1_16_2
  doi: 10.1289/ehp.5757
– ident: e_1_2_1_93_2
  doi: 10.1021/tx600330u
– year: 2007
  ident: e_1_2_1_114_2
  publication-title: Toxicol. In Vitro
– ident: e_1_2_1_70_2
– ident: e_1_2_1_79_2
– ident: e_1_2_1_37_2
  doi: 10.1007/BF00582866
– ident: e_1_2_1_31_2
  doi: 10.3109/01480548109017825
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Snippet This minireview describes the state‐of‐the‐art of available (Q)SARs/expert systems for skin sensitization and evaluates their utility for potential regulatory...
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SubjectTerms (Q)SAR models
Expert systems
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Skin sensitization
Title A Minireview of Available Skin Sensitization (Q)SARs/Expert Systems
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