STRUCTURAL ALERTS TO GENOTOXICITY - THE INTERACTION OF HUMAN AND ARTIFICIAL-INTELLIGENCE

被引:38
作者
ROSENKRANZ, HS [1 ]
KLOPMAN, G [1 ]
机构
[1] CASE WESTERN RESERVE UNIV,DEPT CHEM,CLEVELAND,OH 44106
关键词
D O I
10.1093/mutage/5.4.333
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
The assignments of 'structural alerts' by Ashby and associates as predictors of genotoxic carcinogenicity were used as the entries for CASE, an artificial intelligence-based structure-activity relational method. CASE, using this human intelligence-based information, was able to derive structural determinants that duplicate the informational content of the structural alerts (sensitivity, 0.974; specificity, 0.948). The CASE-predicted alerts performed as well as the results of the Salmonella mutagenicity assay or the direct application of structural alerts in predicting carcinogens. © 1990 Oxford University Press.
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页码:333 / 361
页数:29
相关论文
共 59 条
[1]   METHODS FOR DETECTING CARCINOGENS AND MUTAGENS WITH SALMONELLA-MAMMALIAN-MICROSOME MUTAGENICITY TEST [J].
AMES, BN ;
MCCANN, J ;
YAMASAKI, E .
MUTATION RESEARCH, 1975, 31 (06) :347-363
[3]   THE SEPARATE IDENTITIES OF GENOTOXIC AND NON-GENOTOXIC CARCINOGENS [J].
ASHBY, J .
MUTAGENESIS, 1988, 3 (04) :365-366
[4]   ARE NON-MUTAGENIC CARCINOGENS MERELY CRYPTOMUTAGENS [J].
ASHBY, J .
MUTATION RESEARCH, 1989, 216 (05) :267-267
[5]   CLASSIFICATION ACCORDING TO CHEMICAL-STRUCTURE, MUTAGENICITY TO SALMONELLA AND LEVEL OF CARCINOGENICITY OF A FURTHER 42 CHEMICALS TESTED FOR CARCINOGENICITY BY THE UNITED-STATES NATIONAL TOXICOLOGY PROGRAM [J].
ASHBY, J ;
TENNANT, RW ;
ZEIGER, E ;
STASIEWICZ, S .
MUTATION RESEARCH, 1989, 223 (02) :73-103
[6]   REFLECTIONS ON THE DECLINING ABILITY OF THE SALMONELLA ASSAY TO DETECT RODENT CARCINOGENS AS POSITIVE [J].
ASHBY, J ;
PURCHASE, IFH .
MUTATION RESEARCH, 1988, 205 (1-4) :51-58
[7]   FUNDAMENTAL STRUCTURAL ALERTS TO POTENTIAL CARCINOGENICITY OR NONCARCINOGENICITY [J].
ASHBY, J .
ENVIRONMENTAL MUTAGENESIS, 1985, 7 (06) :919-921
[8]   CHEMICAL-STRUCTURE, SALMONELLA MUTAGENICITY AND EXTENT OF CARCINOGENICITY AS INDICATORS OF GENOTOXIC CARCINOGENESIS AMONG 222 CHEMICALS TESTED IN RODENTS BY THE UNITED-STATES NCI/NTP [J].
ASHBY, J ;
TENNANT, RW .
MUTATION RESEARCH, 1988, 204 (01) :17-115
[9]   STRUCTURAL-ANALYSIS AS A MEANS OF PREDICTING CARCINOGENIC POTENTIAL [J].
ASHBY, J .
BRITISH JOURNAL OF CANCER, 1978, 37 (06) :904-923
[10]   INVITRO EVALUATION OF SOME DERIVATIVES OF CARCINOGEN BUTTER YELLOW - IMPLICATIONS FOR ENVIRONMENTAL SCREENING [J].
ASHBY, J ;
STYLES, JA ;
PATON, D .
BRITISH JOURNAL OF CANCER, 1978, 38 (01) :34-50