Causal modelling of multivariate outcomes from developmental toxicity experiments

被引:5
作者
Chen, JJ [1 ]
Lensing, S [1 ]
机构
[1] US FDA,NATL CTR TOXICOL RES,COMP SCI CORP,JEFFERSON,AR 72079
关键词
correlation; path analysis; structural equation modelling; 2,4,5-trichlorophenoxyacetic acid (2,4,5-T);
D O I
10.1007/BF00453010
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Exposure to developmental toxicants may cause foetal malformations, increase foetal death or resorption and reduce foetal weight. The correlations among these developmental endpoints have been reported, but their causal relationships have not been investigated. Structural equation models (path models) were applied to study the patterns of causation among the four developmental outcomes, number of viable foetuses, number of malformations, number of deaths/resorptions, and average foetal weight; these outcomes were modelled as response variables with the dose level and number of implants (litter size) modelled as independent variables. Three hypothesized path models were fitted to developmental toxicity data from a study of the herbicide 2,4,5-T exposure in mice. One model, which hypothesized that foetal weight, implicitly a mechanism such as cellular growth, affects both malformations and death/resorption (equivalently, viability) with no causation relationship between malformation and death/resorption, described data consistently well for three strains of mice. The most consistent relationship found was a strong direct effect of foetal weight on malformations, and the correlation between malformations and death/resorption (or reduced viability) was likely spurious.
引用
收藏
页码:207 / 218
页数:12
相关论文
共 23 条
[1]   FETAL WEIGHT AND INTRAUTERINE POSITION IN RATS [J].
BARR, M ;
JENSH, RP ;
BRENT, RL .
TERATOLOGY, 1969, 2 (03) :241-&
[2]   BIVARIATE LATENT VARIABLE MODELS FOR CLUSTERED DISCRETE AND CONTINUOUS OUTCOMES [J].
CATALANO, PJ ;
RYAN, LM .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1992, 87 (419) :651-658
[3]   A MALFORMATION INCIDENCE DOSE-RESPONSE MODEL INCORPORATING FETAL WEIGHT AND OR LITTER SIZE AS COVARIATES [J].
CHEN, J .
RISK ANALYSIS, 1993, 13 (05) :559-564
[4]   QUANTITATIVE RISK ASSESSMENT FOR TERATOLOGICAL EFFECTS [J].
CHEN, JJ ;
KODELL, RL .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1989, 84 (408) :966-971
[5]   CORRELATIONS OF DEVELOPMENTAL END-POINTS OBSERVED AFTER 2,4,5-TRICHLOROPHENOXYACETIC ACID EXPOSURE IN MICE [J].
CHEN, JJ ;
GAYLOR, DW .
TERATOLOGY, 1992, 45 (03) :241-246
[6]   ANALYSIS OF TRINOMIAL RESPONSES FROM REPRODUCTIVE AND DEVELOPMENTAL TOXICITY EXPERIMENTS [J].
CHEN, JJ ;
KODELL, RL ;
HOWE, RB ;
GAYLOR, DW .
BIOMETRICS, 1991, 47 (03) :1049-1058
[7]   THE RELATIONSHIP BETWEEN PRENATAL LETHALITY OR FETAL WEIGHT AND INTRAUTERINE POSITION IN RATS EXPOSED TO DIETHYLSTILBESTROL, ZERANOL, 3,4,3',4'-TETRACHLOROBIPHENYL, OR CADMIUM [J].
CORNWALL, GA ;
CARTER, MW ;
BRADSHAW, WS .
TERATOLOGY, 1984, 30 (03) :341-349
[8]   REGRESSION-MODELS FOR A BIVARIATE DISCRETE AND CONTINUOUS OUTCOME WITH CLUSTERING [J].
FITZMAURICE, GM ;
LAIRD, NM .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1995, 90 (431) :845-852
[9]  
FRENI SC, 1991, CLEFT PALATE-CRAN J, V28, P338, DOI 10.1597/1545-1569(1991)028<0338:BBFARA>2.3.CO
[10]  
2