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Concepts for Analyzing Human Exposure
to Complex Chemical Mixtures
People are seldom, if ever, exposed to single chemicals. Instead, most natu-
ral and artificially produced substances are mixtures of chemicals, such as
those in acid deposition, fire products, hazardous wastes, pesticides, surface
drinking water, and the products of Mel distillation or combustion. Appendix A
discusses the origins of major categories of the complex mixtures that people
encounter today. A few studies of human populations exposed to particular
mixtures have demonstrated toxic effects (see Appendix B). Analyses of ex-
perimental studies, mostly toxicologic studies in animals, have later verified
the toxic nature of a mixture or even identified its specific toxic constituents.
However, the number of mixtures identified through this process of epidemio-
logic hypothesis generation followed by toxicologic verification is small. This
chapter discusses many of the problems inherent in the process, not the least of
which is that such a system is premised on confirming past human hazards,
rather than seeking to predict, and hence prevent, such hazards.
The impetus, therefore, for studying complex mixtures is the need to gener-
ate reliable predictions on which to base estimates of potential health risks for
humans and ultimately to guide exposure controls. Except for clinical trials of
therapeutic agents, deliberate high-dose exposure of large populations to mate-
rials of unknown potential for harm is unacceptable in modern society. The
prediction of human health risks uses a "weight-of-evidence" approach that
considers data from various sources—epidemiology, analyses of accidental or
intentional human exposures, animal tests, cell culture studies, metabolic and
mutagenic assays, and so on and weights the data from all those sources in
relation to their relevance to human populations (WHO, 1981; Ballantyne,
19851.
For any chemical exposure, an effect of concern must be identified and a
dose-response relationship must be estimated. The dimensions of the dose-
10
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CONCEPTS FOR ANALYZING HUMAN EXPOSURE
11
response relationship usually prove particularly troublesome, primarily be-
cause estimates of dose (biologically effective dose, as described in Chapter 1)
are poor in most collections of epidemiologic evidence. Even the quantifica-
tion of exposure can be difficult.
This chapter begins with a discussion of factors that affect dose and dose
surrogates (using the case of inhalation exposure to demonstrate the complex-
ity of the process), including biologic, analytic, and statistical problems that
typically arise in dose characterization. With that discussion as a base, the
second and third sections discuss the qualitative and quantitative problems
associated with attempting to characterize human exposures. Those discus-
sions include not only the complexity of the materials to which people are
exposed and the complexity of the exposed populations, but also the interactive
effects that can ensue from exposure to mixtures of biologically active sub-
stances..
In theory, the most relevant effects data are those generated from human
exposures. In practice, however, such data are usually unavailable or so poorly
characterized (by confounding exposures, inadequate dose quantification,
etc.) that data from experimental animal studies must be relied on. The fourth
section of this chapter discusses various types of data that are commonly col-
lected on both human and animal exposures, in an attempt to show how they
might be compared, and suggests reasons for potential divergence.
The final section of this chapter presents eight examples of human experi-
ence with complex mixtures that involve a number of failures to anticipate
human harm and includes discussion of types of data that could have been
helpful in predicting problems. (For readers interested in more complete ac-
counts, Appendix B contains more detailed chronologies of those examples.)
GENERAL CONCEPTS
Exposure represents a contact between a chemical agent and an object. This
report is concerned with exposure of living organisms, particularly humans.
Exposure, which may be considered an independent variable, is different from
the dose that reaches a target organ or tissue (the biologically effective dose or,
simply, dose), which may be considered a dependent variable. The magnitude
of a dose is a reflection of the magnitude of an exposure modified by a series of
intervening processes, including inhalation or ingestion; transfer of inhaled or
ingested material across epithelial membranes of the skin, respiratory tract,
and gastrointestinal tract; transport via circulating fluids to target tissues; and
uptake by the target tissues. Those processes in turn vary with a subject's
activity level, age, sex, health status, and inherent constitutional makeup with
respect to race or species, size, and so on.
When people are subjected to chronic or repetitive exposures to chemical
agents, other important factors affect the magnitude of the dose. If the agent or
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12
COMPLEX MIXTURES
its effect on the target tissue is cumulative and clearance of the agent or recov-
e~y from its effect is slow, the dose is a function of the total cumulative uptake.
But if the agent is rapidly eliminated or its effect is rapidly and completely
reversible on removal from exposure, the dose is a function of the rate of
uptake. (See the 1985 NRC report Epidemiology and Air Pollution for other
discussion of these concepts.)
DOSE AND DOSE SURROGATES
We can seldom measure dose directly. The two most commonly used surro-
gates for dose are exposure and biologic fluids from exposed persons, which
can provide evidence that absorption has taken place or that biologically effec-
tive doses have been delivered. Dose surrogates can include the presence ofthe
chemical of interest itself in blood, urine, or exhaled air or the presence of
metabolites or enzymes induced by uptake of the chemical. Therefore, assess-
ing exposure and its resulting dose is a complex process involving a set of
multidisciplinary activities (NRC, 1985~.
The generation of data useful for dose estimation through sampling is a
function of two processes. The first is the design of sampling protocols to
obtain biologically relevant data; the second is the actual collection of samples
themselves. Techniques for sampling air, water, food, and biologic fluids are
relatively well developed, as are techniques for sample separation from copol-
lutants, media, and interferences and for quantitative analysis. The design of
appropriate sampling protocols requires an understanding of the critical vari-
ables that determine the magnitude of dose. We need to know when, where,
how long, and at what rate and frequency to collect samples to obtain data
relevant to the exposures of interest; obtaining such data requires knowledge of
the temporal and spatial variabilities of exposures and concentrations and
knowledge of metabolic pathways and kinetics. We seldom have enough infor-
mation of these kinds to guide our collection of samples.
The use of exposure as a dose surrogate introduces the further problem of
inadequate quantitative data, particularly in the case of retrospective studies.
Assignments to the various exposure groups, either "exposed" versus "nonex-
posed" or graded exposures, are usually based on work histories, question-
naires, and some knowledge of process conditions that justify judgments about
relative magnitudes of exposure. All these methods of assessing exposure are
indirect and lead to a degree of misclassification (NRC, 1986a). However,
when they are used in conjunction with measurements of biologic fluids or of
exposure, the rate of misclassification can be estimated.
The issues just described are related to quantifying dose on the basis of
exposure. These issues are more complicated when the exposure is to complex
mixtures, rather than single entities.
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CONCEPTS FOR ANALYZING HUMAN EXPOSURE
INDICATORS OF EXPOSURE TO COMPLEX MIXTURES
AS DOSE SURROGATES
13
Because it is impractical or impossible to measure the concentrations of all
the constituents of a complex environmental mixture in an exposure environ-
ment or in body fluids, exposures or retained amounts are sometimes estimated
from data on one or several constituents or their metabolites. The use of indica-
tors can be rationalized on the basis either that the retention of the constituent is
representative of the retention of one constituent of interest or that the toxicity
of the marker is representative of the toxicity of the mixture.
An example of a representative constituent is benzoLa~pyrene (BaP), which
is one of the most frequently used indicator compounds for complex organic
mixtures. However, BaP alone does not always accurately reflect the carcino-
genic potency of a complex mixture. Its concentration in air has been corre-
lated with relative risks of lung cancer for coal-tar workers, coke-oven work-
ers, and others (Speizer, 19831. It is a potent animal carcinogen, and it can be
routinely analyzed by analytic techniques of proven reliability (IARC, 19831.
Although BaP is likely to be present to some degree in most environmental
mixtures, its mass or biologic activity can be highly variable (NRC, 19851.
An epidemiologic study of roofers exposed to very high concentrations of
BaP found some excess lung cancer among those exposed for more than 20
years (Hammond et al., 19761. The standardized mortality ratios (SMRs) for
those exposed for 9-19, 20-29, 30-39, and 40 or more years were 92, 152,
150, and 247, respectively. (The smoking histories of the workers were not
known.) Airborne BaP concentrations measured in roofing operations range
from 14 ,ug/m3 in the roof-tarring area to 6,000 ~g/m3 in the coal-tar roofing
kettle area (Sawicki, 1967) . The amounts of BaP recovered from masks, which
were worn by a minority of roofers studied, indicated an average of 16.7,ug of
BaP inhaled per day (Hammond et al., 19761. Another group exposed to high
concentrations of airborne BaP were British gasworkers, who inhaled about 30
,ug/day (Lawther et al., 19651.
The mainstream smoke of a cigarette contained about 3.5 x 10-2,ug of BaP
in 1960 (Kotin and Falk, 19601. Thus, a 2-pack/day smoker inhaled about 1.4
,ug/day. Ambient urban air in 1958 contained about 6 ng/m3, which could
account for an inhaled mass of about 120 ng/day (i.e., 0. 12 ,ug/day). Ambient
rural air has about 10% as much BaP (Faoro, 1975~.
The research cited above on roofers exposed to BaP indicates that their ambi-
ent exposures are considerably higher than those of cigarette smokers. How-
ever, the rate of lung cancer is much higher for cigarette smokers than for
roofers. This indicates that BaP at best is a crude indicator of the carcinogenic
potential of a complex mixture. This example is pertinent because it. suggests
that additional compounds in a complex mixture can be important in the ex-
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14
COMPLEX MIXTURES
pression of the response and that the physical phase of the indicator compound
can play a role.
There are also indicators for pollutant mixtures with other hearth effects. The
U.S. Environmental Protection Agency (U.S. EPA, 1986) uses ozone (03) as
an indicator for the presence of photochemical oxidants, nitrogen dioxide
(NO2) as anindicator for the various nitrogen oxides, sulfur dioxide (SO2) as an
indicator for the various sulfur oxides, and the mass concentration of sus-
pended particulate matter (PM) for all pollutants present as droplets or solid
particles. In the committee's judgment, the validity of these indicator chemi-
cals as hazard indexes varies from very good (03) to very questionable (PM).
EFFECTS OF MATRIX AND PHYSICAL STATE ON DOSE
Risk of health effects is generally considered to be a function of both toxicity
and exposure, so it is important to consider bioavailability to determine the
extent of potential exposure once a potentially toxic agent has been identified
by chemical analysis. Bioavailability defines the biologically effective dose, a
variable fraction of the administered dose, and should be considered in estimat-
ing the body burden of a chemical. Bioavailability can be affected (either in-
creased or decreased) by agents or conditions that alter release, uptake, metab-
olism, distribution, or biologic effects. With knowledge of bioavailability, one
can better understand the biologic end points and characterize the toxicity of a
complex mixture with regard to additivity, antagonism, and synergism. If
bioavailability assays are conducted immediately after chemical characteriza-
tion, the risk assessor will have important end points with which to develop a
hazard evaluation by minimizing the uncertainty and clarifying exposure infor-
mation (U.S. EPA, 19851.
An example of how bioavailability can differ is the case of 2,3,7,8-tetra-
chlorodibenzo-p-dioxin (TCDD), whose bioavailability from environmental
samples can vary from less than 0.1 % up to 85 %, depending on the matrix to
which it is bound, the media from which it entered the environment, the dura-
tion of the binding to environmental substrates, and the presence of other com-
pounds in the mixture. This can be best illustrated by studies conducted with
TCDD-contaminated soil samples from Times Beach, Missouri, and Newark,
New Jersey (De Caprio et al., 1986; McConnell et al., 1984; Umbreit et al.,
1986b; Van der Berg et al., 19851. Both soils were contaminated by a number
of agents in addition to TCDD. The biologic assay of the contaminated soils
involved administering TCDD at equivalent concentrations to rats and guinea
pigs and monitoring for appearance of TCDD-related symptoms. A compari-
son revealed that both soils induced cytochrome P-450 enzyme systems, but
only the Times Beach soil induced the TCDD syndrome and death in guinea
pigs. These differences in response were associated with the ease of extraction
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CONCEPTS FOR ANALYZING HUMAN EXPOSURE
15
of TODD and other agents (shaking in solvent followed by column chromatog-
raphy) from the Times Beach samples, in contrast with the rigorous methods
(48-72 hours of exhaustive Soxhlet extraction) required to extract similar
chemicals from Newark soils (Umbreit et al., 1986b). The bioavailability of
components was the decisive factor in the evaluation of the toxicologic hazard
of these environmental samples. An underlying concern of researchers and
regulators is whether the risk assessor should consider only the presence of
xenobiotics in a medium and the toxicity of these xenobiotics (assuming expo-
sure) or should attempt to use bioavailability data to complete the exposure
assessment.
The organic content appeared to be higher and binding sites appeared to be
more abundant in Newark soil than in Times Beach soil. Whether it can be
generalized that matrices with higher organic content have greater binding
affinity than similar matrices with lower organic content is not clear. Poiger
and Schlatter (1980) and Rappe et al. (1986) showed that fly ash, sediments,
and carbonaceous materials bind several organic compounds, but have a high
affinity for chlorinated dibenzodioxins and dibenzofurans. The presence of
solvents or the continued release of solvents at a site might aid in the percola-
tion of compounds through the soil and increase binding to soil particles. This
phenomenon has been hypothesized as an explanation for some of the soil
binding of polychlorinated biphenyls (PCBs) in Japan.
Some of the constituents of a mixture might alter the absorption of others, or
the mixture might alter gastrointestinal transit time and thus affect absorption
of several compounds, including nutrients (Hollander, 19811. Analytic meth-
ods are available to determine differential uptake; indeed, Bandiera et al.
(1984) have recently demonstrated selective hepatic and adipose retention of
specific chlorinated dibenzofurans from complex mixtures of them and PCBs
found at Yusho, Japan.
Bioavailability varies with route of exposure. The oral, dermal, and respira-
tory routes differin selectivity of uptake, rejection, and storage. Thebioavaila-
bility of a constituent of a complex mixture will depend on that constituent's
solubility, volatility, charge, and concentration and on those of other com-
pounds in the mixture. Research efforts and resources should be aimed at dif-
ferential bioavailability of constituents of complex mixtures in different physi-
cal states. The case of fuels and fuel exhausts or effluents might be slightly
simpler, because the compounds (those not particle-bound) are in a nonpolar
liquid medium (highly lipid-soluble) or in a vapor phase; bioavailability is a
function of membrane effects and differential uptake in the absence of a matrix
(Klaasen, 19861.
Bioavailability also depends on the physical state of the mixture. Several
investigators have studied the bioavailability of dioxins and PCBs from liquid
or semisolid media and have found reasonable agreement between theoretical
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16
COMPLEX MIXTURES
and actual biologic values. However, in the case of mixtures bound to solid
substrates, there are marked differences from site to site (Umbreit et al.,
1986a).
FACTORS INFLUENCING RELATIONSHIPS
BETWEEN EXPOSURE AND DOSE
Estimating human pulmonary damage involves making a number of as-
sumptions about effective dose. The problems of estimating the effective dose
of inhaled materials are described here to illustrate the complexity of the dose
estimation process.
The surface and systemic uptake of chemicals from inhaled air depends both
on the physical and chemical properties of the chemicals and on the anatomy
and pattern of respiration within the airways. Gases and vapors rapidly contact
airway surfaces by molecular diffusion. For water-soluble gases, dissolution
or reaction with surface fluids on the airways facilitates removal from the air-
stream. Highly water-soluble vapors, such as SO2, are almost completely re-
moved in the airways of the head, and very little penetrates into lung airways.
For water-insoluble compounds, surface uptake is limited, and thus the decline
in concentration with depth in the lung can be low. For such compounds, the
greatest uptake is often deep in the lung, where the residence time and surface
areas are the greatest.
For airborne particles, a critical characteristic affecting surface deposition
patterns and efficiencies is particle size. A model to predict the percentage
deposition of particles in various regions of the respiratory tract was developed
by the Task Group on Lung Dynamics (ICRP, 1966) of the International Com-
mission on Radiological Protection.
Almost all the mass of airborne particulate matter is found in particles with
diameters greater than 0.1 ,um. The penetration of airborne particles into the
lung airways is determined primarily by convective flow that is, the motion
of the air in which the particles are suspended because these particles are
small in relation to the airways in which they are suspended. Some deposition
by diffusion does occur for particles smaller than 0.5 ,um in small airways,
whereas for particles larger then 0.5 ~m, deposition by sedimentation occurs in
small to midsized airways. For particles with aerodynamic diameters greater
than 2 ,um, particle inertia is sufficient to cause particle motion to deviate from
the flow streamlines; that results in deposition by impaction on surfaces down-
stream of changes in flow direction, primarily in midsized to large airways that
have the highest flow velocities. The extent of deposition on limited surface
areas within the large airways is of special interest with respect to dosimet~y
and the pathogenesis of chronic lung diseases, such as bronchial cancer and
bronchitis.
Quantitative aspects of particle deposition are summarized in a recent air
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CONCEPTS FOR ANALYZING HUMAN EXPOSURE
17
quality criteria document (U.S. EPA, 19821. The deposition efficiencies in
different regions of the human respiratory tract are highly variable among
healthy subjects. Additional variability results from structural changes in the
airways associated with disease processes. Generally, these changes involve
airway narrowing or localized constrictions that act to increase deposition and
concentrate it on limited surface areas.
The preceding discussion of particle deposition is based on the assumption
that each particle has a specific size. However, hydroscopic particles enlarge
considerably as they take up water vapor in the airways (NRC, 19781.
Materials that dissolve in the mucus of the conductive airways or the surfac-
tant layer of the alveolar region can rapidly diffuse into the underlying epithelia
and the circulating blood, thereby gaining access to tissues throughout the
body. Chemical reactions and metabolic processes can occur within the lung
fluids and cells, limiting access of the inhaled material to the bloodstream and
creating reaction products with either greater or less solubility and biologic
activity. Few generalizations about absorption rates are possible for individual
chemicals, let alone for complex chemical mixtures.
Particles that do not dissolve at deposition sites can be translocated to remote
retention sites by passive and active clearance processes. Passive transport
depends on movement on or in surface fluids lining the airways. There is a
continuous proximal flow of surfactant to and onto the mucociliary escalator,
which begins at the terminal bronchioles, where it mixes with secretions from
Clara and goblet cells. Within midsized and large airways, there are additional
secretions from goblet cells and mucous glands, producing a thicker mucous
layer having a serous subphase and a more viscous gel layer. The gel layer,
lying above the tips of the synchronously beating cilia, is found in discrete
plaques in smaller airways and becomes more nearly continuous in the larger
airways. The mucus reaching the larynx and the particles carried by the mucus
are swallowed and enter the gastrointestinal tract.
The total transit time for particles deposited on ciliated conductive airways
extending to the terminal bronchioles varies from about 2 to 24 hours in healthy
nonsmoking humans. Macrophage-mediated particle clearance via the bron-
chial tree takes place over a period of several weeks. The particles deposited in
alveolar zone airways are ingested by alveolar macrophages within about 6
hours; but turnover of the macrophages normally takes several weeks. At the
end of several weeks, the particles not cleared to the bronchial tree via macro-
phages have been incorporated into epithelial and interstitial cells, from which
they are slowly cleared by dissolution or as particles passing through pleural
and eventually hilar and tracheal lymph nodes via lymphatic drainage path-
ways. Clearance rates for these later phases depend strongly on the chemical
nature of the particles and their sizes, with half-times ranging from about 30
days to 1,000 days or more.
All the characteristic clearance times cited above refer to inert, nontoxic
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8
COMPLEX MIXTURES
particles in healthy lungs. The presence of toxicants can drastically alter clear-
ance times. Inhaled materials that affect mucocilia~y clearance rates include
cigarette smoke (Albert et al., 1974, 1975), sulfuric acid (Lippmann et al.,
1982; Schlesinger et al., 1983), O3 (Phalen et al., 1980), SO2 (Wolff et al.,
1977), and formaldehyde (Morgan et al., 1984~. Macrophage-mediated alveo-
lar clearance is affected by SO2 (Ferin and Leach, 1973), NO2 (Schlesinger,
1986), sulfuric acid (Schlesinger, 1986), O3 (Phalen et al., 1980; Schlesinger,
1986), and silica dust (Jammet et al., 19701. Cigarette smoke is known to
affect the later phases of alveolar zone clearance in a dose-dependent manner
(Bohning et al., 19821. Both clearance pathways and rates can be affected by
these toxicants, which thus influence the distribution of retained particles and
their dosimet~y.
Given the sparseness of current knowledge and dose-related clearance rate
data, pulmonary retention of complex chemical mixtures cannot be predicted.
That might pose greater difficulties for interpreting exposures to complex mix-
tures in occupational settings, where the exposures could be high enough to
alter clearance pathways and rates. For general population exposures at lower
concentrations, it might be reasonable to assume, as a first approximation, that
pulmonary clearance rates are nodal.
The above discussion illustrates the importance of determining characteris-
tics of biologic systems directly affected by exposure. The physiology of nor-
mal and abnormal or diseased organs should be well characterized.
EFFECT OF POPULATION AND EXPOSURE
COMPLEXITY ON QUALITATIVE ASSESSMENT
Although the choice of appropriate indicators for environmental measure-
ments of exposure and the nature of bioavailability are complicated issues,
perfect knowledge of these would still leave many other problems in assessing
exposure of human populations unresolved. Epidemiologic studies necessarily
assess the effects of both exposures and other factors that occur in the complex
and variable social and physical environment in which people live and work.
Few exposures, even to single chemicals, occur in the absence of other envi-
ronmental factors.
COMPLEXITY OF EXPOSURE
In occupational or general environmental settings, it is important to know
the temporal and concentration characteristics of exposures. Short-term high-
level exposures might occur in some industrial settings, for example, during
recharge or cleaning of normally sealed batch reaction chambers. Long-term
low-level exposures occur in the general environment; for example, a broad
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CONCEPTS FOR ANALYZING HUMAN EXPOSURE
19
spectrum of the population, some of whom might be in compromised health,
receive relatively low-level exposures to air pollutants continuously. Expo-
sures to mixtures of chlorination byproducts in drinking water are usually at
low levels, but occur frequently (NRC, in press). Because exposure can start
in infancy and continue throughout a lifetime, the cumulative dose can be
substantial.
Similar types of exposure can occur among different groups of exposed per-
sons at different levels and frequencies. For example, x irradiation fordiagnos-
tic purposes occurs at relatively low levels and infrequently in the general
population and usually results in a cumulative lifetime dose of under 10 reds
(Redford, 19861. But x rays are also used frequently at much higher levels to
control tumor growth in cancer patients. In the past, x irradiation was also used
to treat many other medical conditions that were not life-threatening, such as
severe acne, tinea capitis, and anlylosing spondylitis. As with x rays, exposure
to industrial and environmental chemicals can vary in intensity and frequency
across the population.
Important considerations in designing epidemiologic and toxicologic studies
are the origin and degree of inherent complexity of mixtures, as well as the
ways in which exposure to them can be modified or controlled to decrease the
risk of disease. Adverse effects of exposure to proprietary blends of well-
characterized substances often can be ameliorated simply by removing or
substituting for toxic constituents, but this strategy is obviously ineffective for
mixtures whose toxic factors are integrally related to their intended use. Prod-
ucts of combustion from a variety of sources and chlorination byproducts re-
sulting from the disinfection of drinking water are examples of this type of
mixture (NRC, 1986a,b, in press). Identifying all the toxic components in
these cases is usually not possible. Even if the toxic components could be
identified, removing individual constituents is seldom technologically feasible
(two notable exceptions are reduction of the nicotine content of tobacco and the
caffeine content of coffee and cola drinks); control consists of reducing expo-
sure to all constituents, toxic and nontoxic alike. Cigarette smokers, for exam-
ple, who switch to filtered brands reduce exposure to the total mixture, but not
necessarily to the key toxic ingredients; the obvious way to decrease exposure
to the toxic ingredients is to decrease or cease smoking. Decreases in the expo-
sure of workers and the general public to coke-oven emissions are accom-
plished by controlling all the emissions, not only the most toxic fractions.
Concentrations of organic substances in drinking water can be controlled by
activated-carbon filtration. Activated carbon removes the relatively small frac-
tion of chemicals that are toxic, as well as the bulk of the ones that are not.
Thus, in designing toxicologic testing approaches, one must consider whether
the toxic components are intrinsic to the mixture and difficult to control as
individual substances or whether they are easily identifiable and potentially
separable from the mixture.
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20
COMPLEX MIXTURES
COMPLEXITY OF POPULATIONS
In populations, the exposure setting and nature of the affected groups can
profoundly influence the type and severity of an adverse effect. Are exposures
limited primarily to the occupational setting, or is the general population at
risk? If the latter, special attention is warranted for high-risk groups, such as
infants, the elderly, pregnant and lactating women, the poor, and others whose
sensitivity might be increased by previous exposure, chronic medical condi-
tions, or inherited characteristics. Even if groups are not identified as being at
especially high risk, age, sex, and normal variation of metabolic characteris-
tics can have important consequences for the reaction of exposed persons.
Nutritional status and preexisting medical conditions in the host organism
might have a profound influence on the response to environmental exposures.
For example, a variety of micronutrients appear to confer protection against
chemical carcinogens (NRC, 1983a). That can occur through direct interaction
of the micronutrients with a potential carcinogen or indirectly through enzy-
matically mediated detoxification, whereby the micronutrient is a critical en-
zyme cofactor. Selenium, for example, is a necessary cofactor of glutathione
peroxidase, which serves as a reducing agent for potentially carcinogenic per-
oxides (Ip and Sinha, 1981~. Some micronutrients that might confer protection
from carcinogens are vitamin A, many of the retinoids, carotene, vitamin C,
and indoles (NRC, 1983a). It is important, then, to consider nutritional status
of test animals in evaluating complex mixtures.
Some human groups might be especially sensitive to particular environmen-
tal exposures. People might be sensitized to the dermal effects of irritating
chemicals by extensive previous exposures. Asthmatics could suffer severe
bronchoconstriction on exposure to sulfur oxides at concentrations that would
have little or no impact on nonasthmatics.
INTERACTIVE EFFECTS OF MULTIPLE EXPOSURES
Toxicologic testing of complex mixtures can answer some questions raised
by observations among humans. As discussed below, experimental designs
must carefully consider exposure conditions, host characteristics, appropriate
health end points, and potential interactions between constituents of mixtures
and multiple types of exposure.
Interactive effects of concurrent exposure to two or more known risk factors
have been evaluated in a number of epidemiologic studies. Some examples are
lung cancer resulting from exposure to cigarettes and radon daughters (Little et
al., 1965; Rajewsky and Stahlhofen, 1966; Pershagen et al., 1987), lung can-
cer due to cigarette-smoking and asbestos exposures (Selikoff et al., 1968;
Berm et al., 1972; Hammond and Selikoff, 1973), and oral cancer from alco-
holic-beverage consumption and smoking (McCoy et al., 19801. Statistical
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28
COMPLEX MIXTURES
creased lung volume and compliance (Hyde et al., 1978; Bloch et al., 1972),
and they developed mild emphysema.
Cigarette smoke is a mixture of great complexity with medical manifesta-
tions (NRC, 1986a). Cigarette smoke contains over 3,800 compounds, each in
a different concentration (Dube and Green, 19821. It has a particulate phase
and a gaseous phase. The nature and amounts of particles generated depend on
the volume of the inhaled puff, the temperature of the burning tobacco, its
dilution with air, the nature of tobacco, and the distance the smoke must travel
from ignited tobacco to target organ. New polycyclic aromatic hydrocarbons
are generated by pyrolysis; in addition, new compounds are formed by oxida-
tion, and free-radical formation initiates peroxide formation in unsaturated
fatty acid and alkoxyl intermediates. The biologic effects of this galaxy of
compounds are virtually impossible to predict from a knowledge of the individ-
ual constituents, not only because of their huge number, but also because tran-
sient chemicals generated during the processes of pyrolysis, oxidation, and
free-radical formation might dissipate or change with time and temperature.
LIMITATIONS OF ANIMAL MODELS
In several ways, laboratory animals respond in a manner different from that
of humans when exposed to some environmental agents. Allergy and hyper-
sensitivity, common in humans, appear not to affect most laboratory animals in
a similar manner. Atmospheric pollutants can irritate and aggravate respiratory
abnormalities in people with allergic diatheses or bronchospastic airways. Hy-
persensitivities to ingested agents such as aspirin, antibiotics, and other
drugs can commonly produce organic diseases, including pulmonary fibrosis
and drug-induced hepatitis, that are not commonly observed in animals. Fur-
thermore, laboratory animals do not commonly develop chronic disease
states such as arteriosclerosis, emphysema, and malignant neoplasms- in re-
sponse to small exposures to environmental toxicants. For instance, neither
emphysema nor arteriosclerosis has been adequately created experimentally as
a result of cigarette-smoke inhalation or other agents.
Finally, animal studies are not reflective of human disease when the agent or
mixture tested causes a recurrence or exacerbation of an existing disease. Peo-
ple with allergic asthma, chronic nonspecific reactive bronchitis, or acute in-
fections might respond vigorously to inhaled irritant mixtures, whereas healthy
animals exposed to similar mixtures will not.
In spite of the previously described difficulties associated with the identifica-
tion of human carcinogens, 30 chemicals or chemical mixtures and 9 industrial
processes have been identified as definitive human carcinogens studies on
humans have confirmed that the agents cause cancer in those who are exposed
(IARC, 1982; Vainio et al., 1985; Rall et al., 19871. A review of IARC mono-
graphs found 288 chemicals, industrial processes, and complex mixtures for
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CONCEPTS FOR ANALYZING HUMAN EXPOSURE
29
which some data on human carcinogenicity or sufficient evidence of carcinoge-
nicity in experimental animals existed (Vainio et al., 19851. For the purpose of
classifying carcinogenic risk in humans, IARC concludes that, in the absence
of epidemiologic studies, sufficient evidence of carcinogenicity in animals is
reasonable grounds for regarding a chemical as carcinogenic in humans
(IARC, 1986~. In a study of the adequacy of toxicologic testing of chemicals in
commerce, a National Research Council committee reported that most such
chemicals are not adequately tested for potential toxicity (NRC, 1983b). Fur-
thermore, many substances cannot be evaluated for carcinogenicity in humans,
because adequate data on human exposure are not available (Karstadt and
Bobal, 1982~. Several chemicals have been shown to be carcinogenic in hu-
mans, but cannot be adequately tested in a laboratory setting. A 1975 report
(NRC, 1975) reviewed much of the information and stated:
It may be noted that the organs affected in man are not always the same as those that are
found to develop tumors in laboratory animals, nor is the the organ specificity the same in
different species of rodents. Nevertheless, the evidence, based on a limited number of
carcinogens, suggests that most agents that pose a carcinogenic threat to man will be carcin-
ogenic in laboratory tests on animals. However, this leaves open the possibility that such
tests may also identify chemicals carcinogenic to rodents that do not pose such a threat to
man.
That report went on to describe a number of examples in which the organ
specificity, a qualitative effect, is the same in humans and animals but the
magnitude of the effect is decidedly different (aflatoxin Be and diethylstilbes-
trol) or in which the effect in the most sensitive animal species is qualitatively
different from that in humans (vinyl chloride) or in any other animal species
(benzidine). Of course, these comparisons have been made in the absence of
information on molecular dosimetry. However, when study results are com-
pared on the basis of milligrams of substance per kilogram of body weight,
both qualitative and quantitative differences between humans and animals are
observed (NRC, 19751.
In some circumstances because of methodologic shortcomings, species
differences, or particular end points of interest animal studies might not be
predictive of human carcinogenicity. In studies of SO2 and suspended particu-
late matter, animal studies have not adequately reflected the effects of polluted
atmospheric air in humans (see Appendix B for details).
The use of laboratory animals has been of limited value in the study of
combined exposures, such as exposure to radon daughters and cigarette smoke
and to asbestos and cigarette smoke (see Appendix B for details). The effects of
radon daughters and of asbestos alone are adequately reflected in animal stud-
ies. But in experimental studies of combined exposures in which cigarette
smoke is one of the agents, it is not reliably delivered to the target organ in
adequate quantities. Adequate investigation of the effects of inhalation expo-
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30
COMPLEX MIXTURES
sure to cigarette smoke requires long-term chronic studies, which are expen-
sive and difficult. An effective alternative has been to apply the concentrated
extract of tobacco tars to a surrogate organ during exposure to the other agent,
such as radon daughters or asbestos. However, the predictive validity of this
altered method for the human conditions can be questioned. This strategy
could be applied to studies of noncancer effects of other complex mixtures to
provide cost efficiency and time-saving. Studies in laboratory animals provide
the best means available to anticipate and hence prevent human harm.
TOXICOMNETICS
Differences in toxicokinetics are often the explanation for interspecies vari-
ability in susceptibility to toxicants. Much of the research in this subject con-
sists of studies of efficacy and side effects of drugs. In many cases, molecular
events have been elucidated that are critical control points for the toxico-
kinetics of chemicals. One of the control points is the activity of toxification
and detoxification processes. For example, the duration of activity of hexobar-
bital varies greatly from species to species and is directly correlated with spe-
cies ability to metabolize the parent compound to an inactive form (Weiss,
19781. Variations in intestinal and dermal absorption can also influence the
activity of an agent; sheep and cattle absorb smaller percentages of ingested
lead than humans and thus have greater tolerances for dietary lead (Scharding
and Oehme, 19731.
After absorption, toxicants often must cross other biologic barriers to
reach their targets of action. Species differ in the ability of toxicants to pene-
trate barriers, such as the placenta (Koppanyi and Avery, 1966) and the blood-
brain barrier (Way, 1967; Rall, 1965, 19711. The differences often explain
interspecies variability in sensitivities to teratogens and neurotoxins. Species
susceptibilities to toxic effects can vale with differences in plasma-protein
binding, bilia~y excretion, and enterohepatic circulation (Albert, 1979; Smith,
1973), all of which can affect the metabolism, distribution, and elimination of
toxicants. All these differences have been extensively reviewed by Calabrese
(1983, 19861.
SUMMARIES OF EXAMPLES OF HUMAN EXPOSURES TO
COMPLEX CHEMICAL MIXTURES
The final section of this chapter contains eight summaries of situations in
which there has been an apparent nonconcurrence between human and animal
health responses. (For readers interested in additional information, more de-
tailed descriptions are provided in Appendix B.) In the situations discussed,
human responses often have differed substantially from what might have been
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CONCEPTS FOR ANALYZING HUMAN EXPOSURE
31
expected on the basis of data from controlled laboratory exposures to pure
materials. Furthermore, a review of the abstracts shows that for many cases
more careful interpretation of laboratory research presaged these findings of
toxic effects in humans. For other cases summarized here, epidemiologic evi-
dence first signaled toxicity, and the search for an animal model continues.
Thus, experimental studies can play an important role in predicting human
effects and reducing disease.
The detailed case studies (Appendix B) discuss the experimental data that
suggest or have helped to establish causal relationships. They also provide
information that might have helped, if it had been used or interpreted differ-
ently (a judgment admittedly based on hindsight). The purpose of the latter is
not to criticize past decisions, but to identify the types of experimental data that
are most useful in extrapolation to human disease potential.
SULFUR DIOXIDE AND SUSPENDED PARTICULATE MATTER
The sulfur-oxide/particulate-matter complex common to urban areas has
been clearly associated with excess daily mortality and respiratory tract mor-
bidity (NRC, 1985; D. V. Bates, personal communication). Only in recent
years have animal models for relevant functional and morphometric effects
proved useful in developing an understanding of the human health effects, and
these have involved using animals and exposure protocols not used in conven-
tional toxicity testing (beagles and dilute auto-exhaust mixtures, guinea pigs
and SO2-particle mixtures passed through a heated furnace, etc.~. Other in-
formative studies involved nonconventional functional assays (e.g., particle
clearance function in rabbits undergoing brief daily exposures to sulfuric acid
aerosols). Collectively, the results of the animal studies and of some studies
involving short-term exposures of human volunteers point to one specific com-
ponent of the mixture acidic aerosol" as the most likely causal factor for the
various demonstrated human health effects.
LEAD AND NUTRITIONAL FACTORS—EFFECTS
ON BLOOD PRESSURE
Recently, lead (Pb) was identified as an independent causal factor for hyper-
tension in men among a host of dietary cofactors that were previously known or
strongly suspected to affect hypertension. The evidence for the independent
role of lead comes primarily from NHANES II, a national population-based
study that included a substudy on blood lead, blood pressure, and dietary fac-
tors. Supporting evidence for the influence of blood lead on blood pressure
comes from a series of recent epidemiologic studies of occupationally exposed
populations. In retrospect, published data on blood-lead/blood-pressure asso-
ciations in rats could have been used to predict the human association. One
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32
COMPLEX MIXTURES
reason that the relation was not recognized sooner through toxicologic or epi-
demiologic studies was its unusual shape: a plateau of elevation in blood pres-
sure at a relatively low concentration of blood lead. Most toxicologic data are
generated at relatively large exposures, and effects that occur only at smaller
exposures are likely to be overlooked.
RADON DAUGHTERS AND CIGARETTE SMOKE
Several investigators have speculated that cigarette-smoking and radon
daughters have joint actions in the incidence of lung cancer among miners
exposed occupationally. Both radon daughters and cigarette-smoking are
known to increase lung-cancer incidence in humans independently, and their
joint action produces no more than an additive cumulative incidence. Smokers,
however, have a shorter latent period for lung cancer than nonsmokers. One
study found that nonsmokers chronically exposed to cigarette smoke have an
increased risk of lung cancer if radon is also found in the home (Pershagen et
al., 19871. Animal models have been of only limited value in studies of joint
action of these two agents, at least for the inhalation model of exposure. Ani-
mals in groups large enough for cancer studies cannot be exposed to cigarette
smoke in a manner analogous to the way humans are exposed. Topical applica-
tion of cigarette-smoke condensate to rodent skin provides a means of studying
some effects of joint action, but it is of small value as a model for the human
effects of concern, because the bioavailability is likely to be different between
smoke and smoke condensate.
ASBESTOS EXPOSURE AND CIGARETTE_SMOKING
Asbestos is known to cause asbestosis, mesothelioma, and lung cancer in
humans. Human studies have also demonstrated that cigarette-smoking has no
apparent effect on the incidence of asbestosis or mesothelioma among those
exposed to asbestos (NRC, 19841. But cigarette-smoking does markedly in-
crease the incidence of lung cancer among asbestos-exposed humans, and the
increase appears to be multiplicative. There is no suitable animal model for
cigarette-smoke-related health effects. Without such a model, animal studies
on joint action are not feasible.
CIGARETTE_SMOKING AND ALCOHOLIC-BEVERAGE CONSUMPTION AS
RISK FACTORS IN THE ETIOLOGY OF ORAL CANCER
There is evidence of joint action of cigarette-smoking and alcohol ingestion
in the incidence of oral cancer in humans. The evidence provides a rare exam-
ple of a demonstrated health effect with available quantification of exposure to
both agents. Therefore, it allows a more detailed mathematical analysis of joint
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CONCEPTS FOR ANALYZING HUMAN EXPOSURE
33
action than can be performed in most studies on the effects of mixtures. Even
here, however, it is not possible to establish definitively whether the effects
of the two agents are additive or multiplicative. The absence of a relevant
animal model also limits the ability to address the critical issues in controlled
experiments.
TR]HALOMETHANES AND OTHER BYPRODUCTS
OF CHLORINATION IN DRINKING WATER
This case concerns the epidemiologic basis for the presumption of human
risk of cancers of the gastrointestinal and urinary tracts associated with expo-
sure to chlorination byproducts in disinfected drinking water. Of the situations
presented here, evidence that exposure to chlorination byproducts increases
the risk of cancer in humans is the most difficult to establish. There are several
reasons. Increases in human cancer risk are likely to be small, in a relative
sense, and are therefore difficult to detect in an epidemiologic setting with
many possible confounding exposures. Mixtures of volatile and nonvolatile
chlorination byproducts vary geographically and temporally and thus defy un-
ambiguous definition (NRC, in press). The chlorinated organics in the nonvol-
atile fraction thought to be of greatest toxicologic importance occur in ex-
tremely low concentrations and are difficult to detect and measure.
Toxicologic evaluations have relied largely on in vitro tests in nonmammalian
systems and therefore are of only limited value in suggesting the cancer sites of
greatest concern and the magnitude of expected risk. Further evaluation of risk
associated with exposure to this complex mixture is a challenge to both epide-
miologists and toxicologists. The issue deserves much further attention, be-
cause exposures are so widespread and potential absolute risks so high.
COKE-OVEN EMISSIONS
Epidemiologic studies have shown an increased incidence of lung and geni-
tourinary tract cancers in connection with exposure to coke-oven emissions,
whereas experimental inhalation studies in animals have not produced compa-
rable results. However, technical limitations have prevented exposures of ex-
perimental animals to realistic inhalation atmospheres. As a consequence, tox-
icologic insights have been obtained from studies involving surrogate
exposures and cancers in other tissues in particular, studies in which extracts
of particulate emissions were shown to produce skin cancer after topical appli-
cations. The animal studies provide opportunities for determining relative po-
tencies among the numerous constituents of the coal-tar complex. Despite the
substantial differences in the human and animal data, the effects of coal tar in
animals are related to the effects of coke-oven emissions in humans. Further-
more, the data generated by toxicity testing of complex mixtures in animals can
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34
COMPLEX MIXTURES
be a reasonable predictor of human disease, if the mixture tested in the labora-
toty is representative of mixtures in the human environment, if studies are
properly designed to detect diseases, and if we are aware that the specific
diseases and target organs found in test animals can vary from those found in
humans.
COAL-MINE DUST
The complex mixture known as coal-mine dust includes particles of coal of
varied composition and cytotoxicity, as well as rock dust of varied silica con-
tent. Miners have been shown to have an excess of several chronic lung dis-
eases, including coal workers' pneumoconiosis (CWP), progressive massive
fibrosis (PMF), emphysema, and bronchitis. The largest incidence is that of
COOP, as diagnosed by x-ray opacity, but the most serious win respect to the
severity of effects and influence on mortality are emphysema, PMF, and bron-
chitis. There are two important limitations to our knowledge. First, the role of
cigarette-smoking in the development of emphysema and bronchitis is not
clear. Second, an acceptable animal model that might be used to provide in-
sight into this problem is not available. Thus, our ability to use toxicologic
approaches to develop a better understanding of the pathogenesis of ihe dis-
eases of coal workers is severely limited.
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