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Two interesting lines of research involve what has been termed the maternal environment, which refers specifically to the environment in the womb during pregnancy: (1) Devlin, Daniels, and Roeder (1997) model-fitting approach, which gives great credence to the importance of maternal environment for siblings, and, especially, for twins; and (2) the interesting findings from genetic research that has distinguished whether identical twins shared a placenta or had separate placentas (e.g., Rose, Uchida, & Christian, 1981). Maternal Effects and Statistical Models Devlin et al. (1997) takes issue with the common assumption by genetic researchers that maternal environment effects are trivial. They argue that the mother s womb provides an important early environment, one that witnesses substantial in utero brain growth, and that a huge number of perinatal factors, such as the mother s ingestion of alcohol, drugs, or lead, may lower the child s IQ, whereas other factors (e.g., dietary supplements) can raise a child s IQ. Therefore, maternal environmental effects on twins IQs are likely to be rather large for twins and notable for siblings (because the mothers physiological status and personal habits during pregnancy are likely to be similar, but not identical, from one pregnancy to another). Devlin et al. tried to fit four competing models to a large database composed of correlations between pairs of relationships that differed in genetic overlap (e.g., identical twins, fraternal twins, parent child, siblings, adopting parent child). The data set derived from a meta-analysis of 212 studies (204 correlations based on more than 50,000 distinct pairings). The researchers posited four models, two of which assigned a value of zero to maternal effects. The model that fit the data best (i.e., was the best at accurately predicting the array of weighted mean correla-

3

Coef cient of Determination(R2)

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tions from the 212 studies) attributed a large maternal environment effect for twins (20%) and a substantial effect for siblings (5%) The important implication of Devlin et al s (1997) conclusions is that variance formerly attributed to genetics may actually be attributable to environment (namely, maternal environment) The unusually high correlations obtained between identical twins reared apart (averaging 76; see Table 21) translate to a heritability of 76% for these twins who have 100% genetic overlap and allegedly a 0% environmental overlap However, according to Devlin et al, they do have a substantial environmental overlap, namely, about 20% by virtue of sharing the same womb When that 20% is subtracted from the 76%, the heritability falls into line with the typical estimates of 50% Bouchard (1998) disagrees with Devlin et al s conclusions about maternal effects, and also with their conclusions that heritability does not increase with age.

The quantity R2 SSR SST 1 SSE SST (11-34)

is called the coef cient of determination and is often used to judge the adequacy of a regression model. Subsequently, we will see that in the case where X and Y are jointly distributed random variables, R2 is the square of the correlation coef cient between X and Y. From

Yoder and Barcalow wrote the first paper on security patterns [YB97]. They included a variety of patterns useful in different aspects of security. Yoder and Barcalow used the GoF template to describe security aspects and to structure their patterns as a pattern language. Before them, at least three papers [FP01] [FWF94] [Ess97] had shown object-oriented models of secure systems without calling them patterns or using one of the standard pattern templates. In the following year, 1998, two more pattern contributions were published: a pattern language for cryptography [BRD98], and a pattern for access control [NG98]. Several others have appeared subsequently, and we have now a substantial collection, a good number of which appear in this book. It is more convenient to show these patterns according to the architectural levels to which they belong than to classify them chronologically:

Bouchard argued that Devlin et al were incorrect to discount the relationship of heritability of IQ to age, and stated that the higher heritability values for identical twins reared apart were not due to maternal effects, but were a direct function of the higher heritabilities for adults than children (because identical twins reared apart were typically tested as adults) Bouchard (1998) argued his point cogently, also emphasizing that research is more supportive of the notion that far from being overestimated, genetic effects are usually underestimated Nonetheless, Bouchard (1998) conceded that: None of the research cited by Devlin et al (1997) regarding possible in utero effects on IQ is unimportant; it simply does not support their narrow argument that maternal effects create excessive similarity in twins (p 270) However, their narrow argument has at least some support from the results of the placentation research discussed in the next section.

99.9 99 Cumulative normal probability 95 80 50 20 5 1 0.1 1.9 0.9 0.1 Residuals 1.1 2.1 Residuals 2.5 2 1.5 1 0.5 0 0.5 1 1.5 2 2.5 87

Maternal Effects and Placentation Research Identical twins either share one placenta (when the zygote divides 4 to 7 days after fertilization).

Figure 11-10 Normal probability plot of residuals, Example 11-7.

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