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Risk Assessment Articles

Multiple Lines of Evidence Risk Assessment of Terrestrial Passerines Exposed to PCDFs and PCDDs in the Tittabawassee River Floodplain, Midland, Michigan, USA

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Pages 159-186 | Received 19 Aug 2009, Published online: 13 Feb 2011

ABSTRACT

A site-specific multiple lines of evidence risk assessment was conducted for house wrens (Troglodytes aedon) and eastern bluebirds (Sialia sialis) along the Tittabawassee River downstream of Midland, Michigan, where concentrations of polychlorinated dibenzofurans (PCDFs) and polychlorinated dibenzo-p-dioxins (PCDDs) in floodplain soils and sediments are greater compared to upstream areas and some of the greatest anywhere in the world. Lines of evidence supporting the population-level assessment endpoints included site-specific dietary- and tissue-based exposure assessments and population productivity measurements during breeding seasons 2005–2007. While a hazard assessment based on site-specific diets suggested that populations residing in the downstream floodplain had the potential to be affected, concentrations in eggs compared to appropriate toxicity reference values (TRVs) did not predict a potential for population-level effects. There were no significant effects on reproductive success of either species. The most probable cause of the apparent difference between the dietary- and tissue-based exposure assessments was that the dietary-based TRVs were overly conservative based on intraperitoneal injections in the ring-necked pheasant. Agreement between the risk assessment based on concentrations of PCDFs and PCDDs in eggs and reproductive performance in both species supports the conclusion of a small potential for population-level effects at this site.

INTRODUCTION

Polychlorinated dibenzofurans (PCDFs) and polychlorinated dibenzo-p-dioxins (PCDDs) present in the floodplain soils and sediments of the riverine systems downstream of Midland, Michigan (CitationHilscherova et al. 2003) are likely associated with the historical production of industrial organic chemicals and on-site storage and disposal of by-products, prior to the establishment of modern waste management protocols (CitationAmendola and Barna 1986). The Tittabawassee River flows through Midland Michigan and is one of three rivers that unite to become the Saginaw River. The Saginaw River is a larger slower moving river that is less prone to rapid changes in stage, with a wider channel and more urban surroundings than the Tittabawassee River. It is generally contained within its banks, limiting the interaction with the floodplain soils that occur on the Tittabawassee River. Total concentrations of PCDD/DFs (ΣPCDD/DFs) collected from floodplain soils and sediments along the Tittabawassee River ranged from 1.0 × 102 to 5.4 × 104 ng/kg dw, while mean ΣPCDD/PCDF concentrations in soils and sediments in the reference area (RA) upstream of Midland were 10- to 20-fold less (CitationHilscherova et al. 2003). Floodplain soils of the Tittabawassee River downstream of the putative sources have concentrations of ΣPCDD/PCDF, which are 6- to 10-fold greater than the proximal river sediment, while the floodplain soil to sediment relationship is opposite for the Saginaw River. In contrast to the Tittabawassee River, the floodplain soils along downstream reaches of the Saginaw River have approximately 10-fold lesser ΣPCDD/DF concentrations than river sediments (Kannan et al. 2008).

The primary objective of this study was to evaluate the potential for adverse effects on house wrens and eastern bluebirds breeding in the river floodplains downstream of Midland, Michigan using a multiple lines of evidence approach (CitationUSEPA 1998a; CitationFairbrother 2003). Extensive site-specific measures of exposure included concentrations of PCDD/DFs in eggs and nestlings, as well as in the diet that was studied by measuring concentrations in invertebrates and bolus samples collected from the site. Both site- and species-specific dietary compositions were determined from bolus samples. Sufficient masses of site-specific invertebrates were collected so that concentrations of PCDD/DFs could be measured and used in the calculation of weighted average dietary exposure concentrations. In addition, 3 years of population-level reproductive endpoints (e.g., clutch size, hatching success, hatchling growth, and fledging success) were measured on a site-specific basis.

Receptor species selection is an essential step in the risk assessment process. The nature of contamination within the Tittabawassee and Saginaw rivers is variable and receptor species were selected to account for these differences. While tree swallows (Tachycineta bicolor) have proven to be a sufficient study species for many contaminated sites, their aquatic-based diet (CitationMcCarty 1997; CitationMcCarty and Winkler 1999; CitationMengelkoch et al. 2004) would not account for the greater ΣPCDD/DF concentrations in the floodplain soils along the Tittabawassee River. Therefore, the current study focused on the terrestrial-based assessment of risk to house wrens (Troglodytes aedon) and eastern bluebirds (Sialia sialis). Site-specific assessments of exposures and related effects for a variety of terrestrial passerine species have been conducted (CitationAnkley et al. 1993; CitationBishop et al. 1995; CitationCuster et al. 2001; CitationHenning et al. 2003; CitationArenal et al. 2004; Citationvan den Steen et al. 2006, Citation2007), but more commonly, tree swallows have been selected as target species in assessments of risk in aquatic-based studies (CitationShaw 1983; CitationDeWeese et al. 1985; CitationBeaver 1992; CitationAnkley et al. 1993; CitationBishop et al. 1995; CitationFroese et al. 1998; CitationCuster et al. 1998; CitationSecord et al. 1999; CitationCuster et al. 2000; CitationHarris and Elliott 2000; CitationCuster et al. 2002, Citation2003; CitationEchols et al. 2004; CitationCuster et al. 2005; CitationSmits et al. 2005; CitationNeigh et al. 2006b; CitationSpears et al. 2008). However, house wrens and eastern bluebirds have been effectively used as receptors at terrestrially contaminated study sites (CitationThiel et al. 1988; CitationBurgess et al. 1999; CitationCuster et al. 2001; CitationMayne et al. 2004; CitationNeigh et al. 2006a).

Based on multiple desirable characteristics, house wrens and eastern bluebirds were selected to determine the extent and distribution of exposure to ΣPCDD/DFs through the terrestrial food chain and associated risk downstream of Midland. Eastern bluebirds primarily forage by dropping onto prey from an elevated perch in upland habitats with sparse ground cover (e.g., old fields and pastures). House wrens primarily glean insects from shrub foliage along field edges and upland forested habitats. Subtle differences in foraging characteristics and dietary composition (CitationFredricks et al. 2011a) between these two species enables the comparison of two distinct terrestrial feeding guilds. In addition, these two species have an almost ubiquitous distribution both locally and throughout the United States, are relatively common, and are often multi-brooded per season. Both are obligate cavity nesters and readily occupy a provided nest box that allows for better experimental control and eliminates time-intensive nest searching. Additionally, house wrens and eastern bluebirds are resistant to disturbance and have limited foraging range while nesting, so egg and nestling tissue residue concentrations are generally indicative of local exposure.

Potential for adverse effects was evaluated by comparing concentrations of 2,3,7,8-tetrachlorodibenzo-p-dioxin (TCDD) equivalents (TEQWHO-Avian) based on World Health Organization (WHO) TCDD equivalency factors for birds (TEFWHO-Avian) (Citationvan den Berg et al. 1998) in the diet and tissues of house wrens and eastern bluebirds to available toxicity reference values (TRVs). Predicted hazard quotients based on TRVs were compared to site-specific measures of population condition (CitationFredricks et al. 2011b) to evaluate potential differences between lines of evidence. Additionally, comparisons were made between these results and similar field-based measures of exposure and productivity. The hazard assessment combined with site-specific multiple lines of evidence for two species over three reproductive field seasons strengthens confidence, minimizes uncertainty, and broadens the applicability of risk assessment outcomes.

METHODS

Site Description

The study was conducted on the Tittabawassee, Chippewa, and Saginaw rivers, in the vicinity of Midland, Michigan (). The site-specific hydrology of the Tittabawassee River combined with the lipophilic nature and slow degradation rates of dioxin-like compounds (CitationMandal 2005) resulted in the presence of historical contamination (CitationATS 2007, Citation2009) in both the aquatic and terrestrial food webs downstream of Midland. The Tittabawassee River system receives drainage from approximately 5426 km2 of land, composed primarily of woodlands, agricultural lands, and urban areas. Water levels fluctuate naturally throughout the year. Increased flow due to spring thaw combined with the breakup of ice sheets along the river creates conditions that favor bank scouring and mobilization of sediments and floodplain soils. Annual floods suspend particulates that are deposited within the Tittabawassee River floodplain soils downstream of Midland, Michigan. Two reference areas were located upstream of the putative sources of PCDD/DFs (CitationHilscherova et al. 2003) on the Tittabawassee (R-1) and Chippewa (R-2) rivers (). Study areas (SAs) downstream of the putative sources of PCDD/DFs include approximately 72 km of free-flowing river from the upstream boundary defined as the low-head dam near Midland, Michigan, through the confluence of the Tittabawassee and Saginaw rivers to where the Saginaw River enters Saginaw Bay in Lake Huron. The SAs along Tittabawassee River downstream of Midland included four sites (T-3 to T-6) approximately equally spaced, and three sites (S-7 to S-9) located at the initiation, median, and terminus of the Saginaw River. The seven SAs (T-3 to S-9) were selected for the Tittabawassee and Saginaw rivers, respectively, based on the necessity to discern spatial trends, ability to gain access privileges, and maximal receptor exposure potential based on floodplain width and measured soil and sediment concentrations (CitationHilscherova et al. 2003). Three hundred and 52 nest boxes were placed and all samples were collected from within the 100-year floodplain of the individual rivers. Nest box trails at each study site contained between 30 and 60 nest boxes and spanned a continuous foraging area of between 1 and 3 km of river. S-8 was an exception and was only used for sediment and dietary food web sampling. No studies of birds were conducted at this location.

Figure 1 Study site locations within the Chippewa, Tittabawassee, and Saginaw river floodplains, Michigan, USA. Reference Areas (R-1 to R-2), Tittabawassee River Study Areas (T-3 to T-6), and Saginaw River Study Areas (S-7 to to S-9) were monitored from 2004–2007. Direction of river flow is designated by arrows; suspected source of contamination is enclosed by the dashed oval.

Figure 1 Study site locations within the Chippewa, Tittabawassee, and Saginaw river floodplains, Michigan, USA. Reference Areas (R-1 to R-2), Tittabawassee River Study Areas (T-3 to T-6), and Saginaw River Study Areas (S-7 to to S-9) were monitored from 2004–2007. Direction of river flow is designated by arrows; suspected source of contamination is enclosed by the dashed oval.

Nest Box Monitoring

Standard passerine nest boxes with wire mesh predator guards around the entrance hole and mounted to a greased metal post were used to facilitate monitoring of nesting activity and collection of samples (CitationFredricks et al. 2010). Nest boxes were placed at individual study sites R-1 to T-6 in 2004, and two additional sites (S-7 and S-9) were added in year 2005. Monitoring began one year subsequent to placement of nest boxes and continued through 2007 at all sites. Individual nest boxes were placed at study sites to maximize occupancy of several passerine species (CitationHorn et al. 1996) with relatively equal proportions of boxes placed in species-specific micro-habitats for each species studied.

Previous reports provide more detailed descriptions of study-specific nest monitoring and sample collection protocols used in the current study (CitationFredricks et al. 2010,Citationc). In general, boxes were monitored twice a week for occupancy beginning in early April. Boxes were monitored daily after clutch initiation through incubation and subsequently near the expected hatch or fledge day for each species. Masses of eggs were determined on the date laid, and masses of nestlings were measured four times over the brood rearing period. Eggs for use in residue quantification were collected after clutch completion and prior to the fifth day of incubation. Therefore, clutch size was not adjusted for egg sampling (i.e., clutch size equals total eggs produced). However, measures of hatching success, fledging success, and productivity were calculated based on an adjusted clutch size (i.e., total eggs produced minus eggs removed) since the fertility and hatchability of the collected egg was unknown at collection. Additionally, brood size and number of fledglings were predicted based on the adjusted hatching success and productivity, respectively. A maximum of one nestling per nesting attempt was collected from randomly selected boxes for residue quantification, 10-d post-hatch for house wrens or 14-d post-hatch for eastern bluebirds. Since fully developed nestlings were collected just prior to fledge, it was assumed that any nestlings collected would have successfully fledged provided the remaining portion of the nesting attempt was successful. Therefore, fledging success and productivity were not adjusted for number of sampled nestlings (i.e., based on total number of fully developed nestlings).

House wren and eastern bluebird nestlings and adults were banded with U.S. Fish and Wildlife Service aluminum leg bands throughout the study. Adults were actively trapped by researchers at the nest box during each nesting attempt. During routine handling nestlings and adults were monitored for gross external morphological abnormalities.

Dietary Exposure

Detailed site descriptions and protocols for collecting and handling samples of representative invertebrate orders collected on-site and dietary bolus samples collected from nestlings have been previously described (CitationFredricks et al. 2011a). Concentrations of PCDD/DF in diets of house wrens and eastern bluebirds were estimated by two methods: (1) food web–based diet: multiplying study-specific dietary compositions for major (>1% by mass) prey items by respective area-specific TEQsWHO-Avian concentrations in associated prey items for each study species, and (2) bolus-based diet; area-specific average, minimum, and maximum concentrations from actual bolus samples collected from nestlings of each species studied.

In support of the food web–based analysis, site-specific collections of invertebrates were made during 2003 at R-1, R-2, T-4 and T-6, 2004 at R-1, R-2 and T-3 to T-6, and 2006 at S-7 to S-9 at multiple times throughout the breeding season. Each site included two 30 m × 30 m grids proximal to the river bank, one for sampling of terrestrial invertebrates and one for collection of benthic and emergent aquatic invertebrates. Sites in the SA were selected based on maximizing the potential for collecting food items with the greatest contaminant concentrations for a given nest box trail given the available soil and sediment data. Sampling methods were designed to target aquatic emergent insects, benthic invertebrates, and terrestrial invertebrates in order to collect the necessary biomass for residues analyses and to obtain a representative sample of available dietary items at each site. Invertebrates were categorized taxonomically to the order level for each life stage collected during each sampling period per site. Samples were then homogenized and stored at –20°C until extraction.

In support of the bolus-based direct measurement of ingestion, bolus samples from nestling house wrens and eastern bluebirds were collected by use of a black electrical cable-tie fitted at the base of their neck (CitationMellott and Woods 1993). Samples were collected from nestlings between the ages of 3- and 9-d post-hatch for house wrens and 4- and 12-d post-hatch for eastern bluebirds. Bolus samples were collected from nestlings approximately 1 h after ligature application. Nests were not sampled on consecutive days. Invertebrates in each bolus sample were classified to order and the total number and mass of each order was recorded for each sample. The site-specific diet for both species was determined based on the relative proportion of the total mass represented by each invertebrate order identified in the bolus samples. Additionally, bolus samples were recombined for residue analyses based on clutch from which each sample was collected and combined with other proximally and temporally located boxes to obtain the necessary biomass for residue quantification.

Dietary exposures of adults and nestlings were estimated using the U.S. Environmental Protection Agency (USEPA) Wildlife Exposure Factors Handbook (WEFH) equations for passerine birds (CitationUSEPA 1993). USEPA WEFH Equation 3–4 was used to calculate food intake rate based on site-, species-, and age-specific body masses. Potential average daily dose (ADDpot; ng TEQWHO-Avian/kg body weight/d) was calculated using Equation 4–3 (CitationUSEPA 1993) assuming that 100% of the foraging range for each species was within the associated study area. Concentrations of PCDD/DF in diets of house wrens and eastern bluebirds were estimated by use of food web–based diet by multiplying study-specific dietary compositions for major (>1% by mass) prey items by respective area-specific (R-1 to R-2; T-3 to T-6; S-7 to S-9) average, minimum, and maximum concentrations of TEQsWHO-Avian in associated prey items for each study species. Dietary concentrations in food items were estimated for bolus-based diet by area-specific average, minimum, and maximum concentrations from actual bolus samples collected from nestlings of each species studied. Minimum and maximum concentrations were chosen to describe the range of possible invertebrate concentrations found on site, which the authors expected to include the worst-case scenario for dietary exposure. Dietary exposure estimates apply only to the nesting period for both adults and nestlings because foraging habits and range are likely more variable outside the nesting period.

Quantification of PCDD/DF

Concentrations of all of the 17 2,3,7,8-substituted PCDD/DF congeners are reported for all samples whereas concentrations of polychlorinated biphenyls (PCBs) and dichloro-diphenyl-trichloroethane (DDT) and related metabolites are reported for a subset of eggs. Congeners were quantified in accordance with USEPA Method 8290/1668A with minor modifications (CitationUSEPA 1998b). A more detailed description of methods and the measured concentrations have been previously reported (CitationFredricks et al. 2011a, Citation2010). Briefly, samples were homogenized with anhydrous sodium sulfate, spiked with known amounts of 13C-labeled analytes (as internal standards), and Soxhlet extracted. Ten percent of the extract was removed for lipid content determination. Sample purification included the following: treatment with concentrated sulfuric acid, silica gel, sulfuric acid silica gel, acidic alumina and carbon column chromatography. Components were analyzed using high-resolution gas chromatography/high-resolution mass spectroscopy, a Hewlett-Packard 6890 GC (Agilent Technologies, Wilmington, DE) connected to a MicroMass® high-resolution mass spectrometer (Waters Corporation, Milford, MA). Chemical analyses included pertinent quality assurance practices, including matrix spikes, blanks, and duplicates.

Toxicity Reference Value Selection

Selection of appropriate toxicity reference values (TRVs) is an essential step in the risk assessment process. TRVs represent a concentration in food or tissues that is equal to or less than the threshold associated with adverse toxicological effects. Selection criteria for studies reporting potential TRVs involved consideration of several factors including: chemical compound, measurement endpoints associated with sensitive life-stages (development and reproduction), limited risk of co-contaminants causing an effect, measurement endpoints associated with ecologically relevant responses, evidence of a dose–response relationship, and use of a closely related or wildlife species. In an effort to minimize uncertainties associated with the relationship between TEQWHO-Avian values derived from PCB-based or PCDD/DF-based exposures (CitationCuster et al. 2005), only values derived from PCDD/DF-based exposures were considered. Literature-based no observed adverse effect concentrations (NOAECs) and lowest observed adverse effect concentrations (LOAECs) were used in the determination of hazard quotients (HQs) and subsequent assessment of risk. In this study, TRVs based on concentrations in the diet and eggs were used to evaluate the potential adverse effects of site-specific contamination on two primarily terrestrial foraging passerines.

Laboratory-based dosing studies incorporating PCDD/DF dietary exposure– based effects assessments are lacking for passerines and limited in general for avian species. A study that dosed adult hen ring-necked pheasants (Phasianus colchicus) with intraperitoneal injections of TCDD for a 10 wk exposure period was selected as the dietary exposure–based TRV for this study (CitationNosek et al. 1992a). The major limitation of this study was that hens were exposed to TCDD via injections versus the diet. However, dosing exposure efficiency through injections should be greater than that of gut transfer thus providing a more conservative TRV. Although this study was not conducted on a passerine species, galliforms are generally considered to have greater sensitivity to dioxin-like compound exposures (CitationBrunström and Reutergardh 1986; CitationBrunström 1988; CitationPowell et al. 1996, Citation1997a). In addition, recent evidence on the molecular basis for variation in sensitivities to dioxin-like compounds among avian species (CitationKarchner et al. 2006; CitationHead et al. 2008) suggests that the ring-necked pheasant exhibits a sensitivity that is equivalent to the passerines studied (SW Kennedy personal communication) but more tolerant than the domestic chicken. The diet-based TRVs were determined by converting the weekly exposure at which adverse effects on fertility and hatching success were determined (1000 ng TCDD/kg/wk) to a LOAEC for daily exposure of 140 ng TCDD/kg/d (). The dosing regime was based on orders of magnitude differences and adverse effects were not observed at the next lowest dose, which was determined to be the NOAEC for dietary exposure (14 ng TCDD/kg/d).

Table 1 Toxicity reference values (TRVs) for total TEQsWHO-Avian Footnote a concentrations selected for comparison to terrestrial passerines exposed to PCDD/DFs in the river systems downstream of Midland, Michigan, during 2005–2007.

A study in which eastern bluebird eggs were injected with TCDD (CitationThiel et al. 1988) was selected to determine an egg tissue residue–based TRV for eastern bluebirds in the current study. Field-collected eastern bluebird eggs were dosed with concentrations of TCDD that ranged from 1 to 100,000 ng/kg wet weight (ww; in 10-fold increments), and then returned to their clutch and incubated by unexposed adults. Hatching success was significantly affected at exposures greater than 10,000 ng/kg ww (LOAEC), while exposures less than 1000 ng/kg ww (NOAEC) resulted in effects that were similar to those of the vehicle-injected controls. Despite having only 7 to 13 eggs per dosage group, this study was selected as the eastern bluebird egg exposure–based TRV due to species-specific applicability. Overall good hatching success in treatment groups, presence of a dose–response relationship, and effects were measured in an ecologically relevant endpoint.

A more conservative egg exposure–based TRV was selected for house wrens because differences in species-specific sensitivity between eastern bluebirds and house wrens was unknown. When the results of three studies (CitationNosek et al. 1992a,Citationb, Citation1993) that dosed ring-necked pheasant hens or eggs were combined as the geometric mean, the NOAEC was 710 ng/kg ww while the LOAEC was 7940 ng/kg ww as egg exposure–based TRVs for house wrens (CitationUSEPA 2003).

Additional egg-injection studies that were evaluated but not selected for deriving TRVs included studies of bobwhite quail (Colinus virginianus) (CitationMcMurry and Dickerson 2001) and double-crested cormorant (Phalacrocorax auritus) (CitationPowell et al. 1997b, Citation1998) studies. Reasons for not selecting them included limited sample size, failure to establish a dose–response relationship, and/or poor hatchability of non- or vehicle-injected controls.

Hazard Characterization Methods

Overall hazard of PCDD/DFs to house wrens and eastern bluebirds breeding in the river floodplains downstream of Midland was assessed with several lines of evidence (CitationUSEPA 1998a; CitationFairbrother 2003) that incorporated both dietary- and egg tissue–based exposure estimates in addition to measures of site-specific reproductive success. Potential effects of dietary- and tissue-based exposures were assessed by calculating ranges of hazard quotients (HQ) for each species. Concentrations of ΣPCDD/DF TEQsWHO-Avian (ng/kg ww) in eggs and dietary estimates [potential average daily dose (ADDpot; ng/kg/d)] were divided by egg exposure– or dietary exposure–based NOAEC or LOAEC TRVs (), respectively.

Hazard quotients for egg exposures were determined based on the upper 95% confidence level (UCL) of the geometric mean egg tissue residue concentrations at each study location. Hazard quotients for dietary exposures were based on ranges of concentrations at RAs, Tittabawassee River SAs, and Saginaw River SAs divided by the selected TRV, respectively. Ranges were used for dietary exposure estimates due to limited sample sizes at most study locations. Furthermore, samples of invertebrates from the food web were composites of all individuals of an order collected per location per sampling period, which provide an accurate estimate of the central tendency of the concentration estimates, but limit the information about variability within each order at a location. HQs for dietary exposure were calculated based on TEQsWHO-Avian in bolus-based dietary exposure estimates at reference and Tittabawassee River SAs, and on food web–based dietary exposure estimates at Saginaw River SAs. Concentrations of residues were not measured in bolus samples from Saginaw River SAs. In addition to dietary- and egg-based hazard assessments, potential adverse effects on population health were concurrently evaluated for ecologically relevant endpoints at site-specific downstream and upstream study areas, and compared to relevant literature-based field studies. Incorporation of both dietary- and tissue-based assessment endpoints has been shown to greatly reduce uncertainty in risk assessments of persistent organic pollutants (CitationLeonards et al. 2008).

Statistical Analyses

Each individual nesting attempt was considered the experimental unit for statistical comparisons (i.e., if an individual nested multiple times on site each attempt was considered independent). Egg-based exposure comparisons were made between sampling locations (CitationFredricks et al. 2010). Samples from individual locations were combined by study area for comparisons of bolus- and food web–based dietary concentrations due to limited biomass collected at each location (CitationFredricks et al. 2011a). Detailed descriptions of productivity measures and associated statistical analyses have been provided previously (CitationFredricks et al. 2011b).

Total concentrations of the 17 individual 2,3,7,8-substituted PCDD/DF congeners are reported as the sum of all congeners (ng/kg ww). For individual congeners that were less than the limit of quantification a proxy value of half the sample method detection limit was assigned. Concentrations of TEQWHO-Avian (ng/kg ww) were calculated for PCDD/DFs by summing the product of the concentration of each congener, multiplied by its avian TEFWHO-Avian (Citationvan den Berg et al. 1998). Total concentrations of twelve non- and mono-ortho-substituted PCB congeners are reported as the sum of these congeners (ΣPCBs) for a subset of egg samples. Also, concentrations of dichloro-diphenyl-trichloroethane (2′,4′ and 4′,4′ isomers) and dichloro-diphenyl-dichloroethylene (4′,4′) are reported as the sum of the o,p and p,p isomers (DDT metabolites) for the same subset of samples as for PCBs.

Statistical analyses were performed using SAS® software (Release 9.1; SAS Institute Inc., Cary, NC, USA). Prior to the use of parametric statistical procedures, normality was evaluated using the Shapiro–Wilks test and the assumption of homogeneity of variance was evaluated using Levene's test. For concentration data that were not normally distributed, the data were transformed using the natural log (ln) of (x + 1). To better understand the potential distributions of the TEQWHO-Avian egg concentrations at each study location a probabilistic modeling approach was used to portray the distributions. Probabilistic models were developed as cumulative frequency distributions based on ΣPCDD/DF TEQWHO-Avian concentrations in eggs. The mean and standard deviation of transformed egg values were used to generate a sample of 10,000 random egg values based on a lognormal distribution. The association between concentrations of ΣPCDD/DF TEQsWHO-Avian and hatching success by species was evaluated with Pearson's correlation coefficients for nesting attempts in which both data were collected. Statistical significance was considered at p < .05.

RESULTS

Site-Specific Endpoints

Among all study sites, 427 house wren clutches and 122 eastern bluebird clutches were initiated and monitored for productivity during the breeding seasons from 2005 to 2007. Both species nested at all sites with the exception that no eastern bluebird clutches were initiated at S-9. Additionally, concentrations of ΣPCDD/DF were quantified in eggs and nestlings collected from individual house wren (49 and 48, respectively) and eastern bluebird (35 and 30, respectively) nesting attempts. Samples of boluses were collected throughout the nesting season from 135 house wren and 51 eastern bluebird nesting attempts to determine site-specific foraging patterns and to determine bolus-based dietary exposure to PCDD/DFs.

Tissue residues

Concentrations of PCDD/DFs and TEQWHO-Avian are reported for eggs and nestlings of house wrens and eastern bluebirds collected on-site (CitationFredricks et al. 2010). Geometric mean concentrations of TEQsWHO-Avian in eggs of house wrens and eastern bluebirds from Tittabawassee River SAs were 5- to 91-fold greater than those from RAs ( and ), while concentrations in eggs collected from the Saginaw River SAs were intermediate. Patterns of relative concentrations of congeners in eggs from more downstream SAs were dominated primarily by 2,3,4,7,8-pentadibenzofuran (2,3,4,7,8-PeCDF) and to a lesser extent 2,3,7,8-tetrachlorodibenzofuran (TCDF) opposed to primarily dioxin congeners at RAs. Maximum concentration of TEQsWHO-Avian in eggs of house wrens and eastern bluebirds were 2300 ng/kg at T-3 and 1000 ng/kg at T-6, respectively. Co-contaminants in eggs, including DDT and metabolites, and PCBs, were not significantly greater than established regional background concentrations for the two species. In addition, concentrations of ΣPCDD/DFs in nestlings of both species at SAs were 8- to 50-fold greater than those in nestlings from RAs (CitationFredricks et al. 2010). Maximum concentration of TEQsWHO-Avian in nestlings of house wrens and eastern bluebirds occurred at T-6 and were 1200 ng/kg and 1400 ng/kg, respectively. The relative potency of the exposure mixture was reasonably consistent and associated concentrations of TEQWHO-Avian were positively correlated with concentrations of ΣPCDD/DFs in both eggs and nestlings of all studied species (CitationFredricks et al. 2010). Nestling-based congener profiles were similar to egg-based profiles for both species studied and among study areas (CitationFredricks et al. 2010).

Figure 2 Geometric mean concentrations of ΣPCDD/DF TEQsWHO-Avian in house wren eggs collected during 2005–2007 from the river floodplains near Midland, Michigan. Error bars show the 95% upper confidence level (UCL); Reference areas (R-1 and R-2); Tittabawassee River study areas (T-3 to T-6); and Saginaw River study areas (S-7 and S-9); sample size is indicated in parentheses under the sample site.

Figure 2 Geometric mean concentrations of ΣPCDD/DF TEQsWHO-Avian in house wren eggs collected during 2005–2007 from the river floodplains near Midland, Michigan. Error bars show the 95% upper confidence level (UCL); Reference areas (R-1 and R-2); Tittabawassee River study areas (T-3 to T-6); and Saginaw River study areas (S-7 and S-9); sample size is indicated in parentheses under the sample site.

Figure 3 Geometric mean concentrations of ΣPCDD/DF TEQsWHO-Avian in eastern bluebird eggs collected during 2005–2007 from the river floodplains near Midland, Michigan. Error bars show the 95% upper confidence level (UCL); Reference areas (R-1 and R-2); Tittabawassee River study areas (T-3 to T-6); and Saginaw River study areas (S-7 and S-9); sample size is indicated in parentheses under the sample site; range presented for S-7 where n = 2.

Figure 3 Geometric mean concentrations of ΣPCDD/DF TEQsWHO-Avian in eastern bluebird eggs collected during 2005–2007 from the river floodplains near Midland, Michigan. Error bars show the 95% upper confidence level (UCL); Reference areas (R-1 and R-2); Tittabawassee River study areas (T-3 to T-6); and Saginaw River study areas (S-7 and S-9); sample size is indicated in parentheses under the sample site; range presented for S-7 where n = 2.

Dietary exposures

Dietary exposures were greater in the SA than the RA. When concentrations of TEQWHO-Avian quantified in site-specific and bolus samples collected from both house wren and eastern bluebird nestlings (CitationFredricks et al. 2011a) were used to calculate site-specific dietary composition based on mass of individual invertebrate orders to the overall dietary mass from bolus samples the potential average daily dose (ADDpot; ng TEQWHO-Avian/kg body weight/d) for house wrens was 136-fold greater at the Tittabawassee River SAs compared to RAs. Bolus-based ADDpot estimates were intermediate at Saginaw River SAs (). ADDpot for bluebirds based on TEQWHO-Avian concentrations were 125-fold greater at Tittabawassee River SAs compared to RAs, while ADDpot were intermediate at the Saginaw River SAs ().

Table 2 Potential average (range) TEQWHO-Avian Footnote a daily dose (ADDpot; ng/kg body weight/d) calculated from site-specific bolus-based and food web–based dietary exposure for adult house wrens and eastern bluebirds breeding during 2004–2006 within the river floodplains near Midland, Michigan.

Productivity

Reproductive parameters including clutch size, egg mass, hatching success, predicted brood size, nestling growth, fledging success, predicted number of fledglings, and productivity for house wrens and eastern bluebirds breeding in the river floodplains were similar or greater at downstream SAs compared to upstream RAs among all study years (CitationFredricks et al. 2011b). Of all initiated clutches, 66% and 64% successfully fledged at least one nestling for house wrens and eastern bluebirds, respectively. Although there were several differences, house wren fledging success was greater at RAs (86%) compared to Saginaw River SAs (73%), while Tittabawassee River SAs (82%) were intermediate. However predicted brood size was greater at Saginaw River SAs (5.1 nestlings/brood) compared to Tittabawassee River SAs (4.5 nestlings/brood), while RAs (5.0 nestlings/brood) were intermediate. Since adult females were captured and uniquely identified during nesting attempts it was possible to determine overall nesting success per female for the duration of the study. Total numbers of nestlings fledged per female from 2005 to 2007 were similar among study areas and averaged (range) 5.2 (0–25) and 5.4 (0–13) for house wrens and eastern bluebirds, respectively. Nestling growth rate constants and mass gained per day were similar among study areas for both species studied (CitationFredricks et al. 2011b).

Additional information pertaining to post-fledge survival and recruitment of recently fledged nestlings might offer additional insight into population health and sustainability. However, due to the relatively short duration of this portion of the study and inherently small recruitment and site fidelity of yearling passerines (CitationSummers-Smith 1956; CitationAdams et al. 2001; CitationRobinson et al. 2007; CitationWells et al. 2007; CitationRush and Stutchbury 2008; CitationFredricks et al. 2011b) a comprehensive band monitoring data set of extended duration (2005 to 2009) for the birds described is ongoing.

Correlation Assessment

Hatching success was not correlated with concentrations of ΣPCDD/DF TEQsWHO-Avian in either house wren or eastern bluebird eggs for clutches with both data points measured. House wren eggs from RAs had lesser TEQsWHO-Avian but similar hatching success compared to downstream SAs, which resulted in a slightly negative correlation coefficient (R = −0.14526, p = 0.3587, n = 42; ) that was not significant. Overall mean hatching success for eastern bluebirds at RAs (70%) was not significantly less than Tittabawassee River SAs (84%), however the trend resulted in a significant positive correlation with TEQWHO-Avian concentrations (R = 0.47213, p = 0.0198, n = 24; ).

Figure 4 Correlation plot of percent hatching success and ΣPCDD/DF TEQsWHO-Avian in house wren eggs for nesting attempts with data collected for both variables from the river floodplains near Midland, Michigan during 2005–2007. R- and p-values and sample size indicated; 1 = R-1; 2 = R-2; 3 = T-3; 4 = T-4; 5 = T-5; 6 = T-6; 7 = S-7; 9 = S-9.

Figure 4 Correlation plot of percent hatching success and ΣPCDD/DF TEQsWHO-Avian in house wren eggs for nesting attempts with data collected for both variables from the river floodplains near Midland, Michigan during 2005–2007. R- and p-values and sample size indicated; 1 = R-1; 2 = R-2; 3 = T-3; 4 = T-4; 5 = T-5; 6 = T-6; 7 = S-7; 9 = S-9.

Figure 5 Correlation plot of percent hatching success and ΣPCDD/DF TEQsWHO-Avian in eastern bluebird eggs for nesting attempts with data collected for both variables from the river floodplains near Midland, Michigan during 2005–2007. R- and p-values and sample size indicated; 1 = R-1; 2 = R-2; 3 = T-3; 4 = T-4; 5 = T-5; 6 = T-6; 7 = S-7.

Figure 5 Correlation plot of percent hatching success and ΣPCDD/DF TEQsWHO-Avian in eastern bluebird eggs for nesting attempts with data collected for both variables from the river floodplains near Midland, Michigan during 2005–2007. R- and p-values and sample size indicated; 1 = R-1; 2 = R-2; 3 = T-3; 4 = T-4; 5 = T-5; 6 = T-6; 7 = S-7.

Hazard Assessment

When predicted probabilistic distributions of expected cumulative percent frequencies based on concentrations of ΣPCDD/DF TEQsWHO-Avian in eggs of house wren and eastern bluebirds were compared to selected TRVs, the predicted distributions of concentrations in house wren eggs were greater than the NOAEC (710 ng/kg ww; (CitationUSEPA 2003)) for all sites other than RAs and S-9 (). Sites T-3 and T-6 had 58% and 65% of the predicted distribution greater than the NOAEC, while S-9, T-4, and T-5 had 10%, 15%, and 21% of the frequency distribution greater than the NOAEC, respectively. Based on the predicted distributions at all study sites, less than 1% of the cumulative frequency of exposure concentrations was greater than the LOAEC (7940 ng/kg ww; (CitationUSEPA 2003)). Predicted distributions of concentrations of TEQsWHO-Avian in eastern bluebird eggs were greater than the NOAEC (1000 ng/kg ww; (CitationThiel et al. 1988)) at the Tittabawassee River SAs, while those at RAs and the Saginaw River SAs were not (). Sites T-3 and T-6 had 1% and 15% of the predicted distribution greater than the NOAEC, while no study sites were greater than the LOAEC (10,000 ng/kg ww; (CitationThiel et al. 1988)).

Figure 6 Modeled probabilistic distribution of expected cumulative percent frequencies for house wren egg TEQWHO-Avian concentrations ng/kg ww in site-specific eggs collected from the river floodplains near Midland, Michigan in 2005–2007. 10,000 simulations per site; R-1 and R-2 indicated by solid lines; T-3 to T-6 indicated by dash-dot-dash lines; S-7 and S-9 indicated by dotted lines; Y-axis offset to show R-1 and R-2; NOAEC and LOAEC indicated by vertical bars.

Figure 6 Modeled probabilistic distribution of expected cumulative percent frequencies for house wren egg TEQWHO-Avian concentrations ng/kg ww in site-specific eggs collected from the river floodplains near Midland, Michigan in 2005–2007. 10,000 simulations per site; R-1 and R-2 indicated by solid lines; T-3 to T-6 indicated by dash-dot-dash lines; S-7 and S-9 indicated by dotted lines; Y-axis offset to show R-1 and R-2; NOAEC and LOAEC indicated by vertical bars.

Figure 7 Modeled probabilistic distribution of expected cumulative percent frequencies for eastern bluebird egg TEQWHO-Avian concentrations ng/kg ww in site-specific eggs collected from the river floodplains near Midland, Michigan in 2005–2007. 10,000 simulations per site; R-1 and R-2 indicated by solid lines; T-3 to T-6 indicated by dash-dot-dash lines; S-7 indicated by a dotted line; Y-axis offset to show R-1 and R-2; NOAEC indicated by a vertical bar; LOAEC (not indicated) is 10,000 ng TEQs/kg ww (CitationThiel et al. 1988).

Figure 7 Modeled probabilistic distribution of expected cumulative percent frequencies for eastern bluebird egg TEQWHO-Avian concentrations ng/kg ww in site-specific eggs collected from the river floodplains near Midland, Michigan in 2005–2007. 10,000 simulations per site; R-1 and R-2 indicated by solid lines; T-3 to T-6 indicated by dash-dot-dash lines; S-7 indicated by a dotted line; Y-axis offset to show R-1 and R-2; NOAEC indicated by a vertical bar; LOAEC (not indicated) is 10,000 ng TEQs/kg ww (CitationThiel et al. 1988).

Hazard quotients (HQs) calculated as the upper 95% confidence level (UCL; geometric mean) concentrations of ΣPCDD/DF TEQsWHO-Avian in house wren and eastern bluebird eggs divided by the species-specific egg-based LOAEC TRVs were less than one among all study sites. Tittabawassee River SAs T-6, T-3, and T-5 had HQs greater than one for house wren eggs based on the 95% UCL and NOAEC, but at all other sites HQs were less than 1.0 (). Hazard quotients for eastern bluebird eggs based on the 95% UCL and NOAEC TRV were less than one for all sites except T-6 at which it was approximately one ().

Figure 8 Hazard quotients (HQ) for the effects of ΣPCDD/DF TEQsWHO-Avian for house wren eggs collected in 2005–2007 from the river floodplains near Midland, Michigan, based on the no observable adverse effect concentration (NOAEC) and the lowest observable adverse effect concentration (LOAEC). 95% confidence intervals (LCL/UCL) based on the geometric mean concentrations are presented; Left y-axis for reference areas (R-1 and R-2); Right y-axis for Tittabawassee River study areas (T-3 to T-6) and Saginaw River study areas (S-7 and S-9).

Figure 8 Hazard quotients (HQ) for the effects of ΣPCDD/DF TEQsWHO-Avian for house wren eggs collected in 2005–2007 from the river floodplains near Midland, Michigan, based on the no observable adverse effect concentration (NOAEC) and the lowest observable adverse effect concentration (LOAEC). 95% confidence intervals (LCL/UCL) based on the geometric mean concentrations are presented; Left y-axis for reference areas (R-1 and R-2); Right y-axis for Tittabawassee River study areas (T-3 to T-6) and Saginaw River study areas (S-7 and S-9).

Figure 9 Hazard quotients (HQ) for the effects of ΣPCDD/DF TEQsWHO-Avian for eastern bluebird eggs collected in 2005–2007 from the river floodplains near Midland, Michigan, based on the no observable adverse effect concentration (NOAEC) and the lowest observable adverse effect concentration (LOAEC). 95% confidence intervals (LCL/UCL) based on the geometric mean concentrations are presented; range presented for S-7 where n = 2; Left y-axis for reference areas (R-1 and R-2); Right y-axis for Tittabawassee River study areas (T-3 to T-6) and Saginaw River study areas (S-7 and S-9).

Figure 9 Hazard quotients (HQ) for the effects of ΣPCDD/DF TEQsWHO-Avian for eastern bluebird eggs collected in 2005–2007 from the river floodplains near Midland, Michigan, based on the no observable adverse effect concentration (NOAEC) and the lowest observable adverse effect concentration (LOAEC). 95% confidence intervals (LCL/UCL) based on the geometric mean concentrations are presented; range presented for S-7 where n = 2; Left y-axis for reference areas (R-1 and R-2); Right y-axis for Tittabawassee River study areas (T-3 to T-6) and Saginaw River study areas (S-7 and S-9).

Bolus-based HQs based on either the NOAEC or LOAEC at Tittabawassee River SAs were greater than 1.0 for house wrens and eastern bluebirds (). Food web–based dietary exposure HQs at Saginaw River SAs for both house wrens and eastern bluebirds were greater than 1.0 (). Diet-based on maximum measured ΣPCDD/DF TEQsWHO-Avian concentrations at the Tittabawassee and Saginaw River SAs were greater than the diet-based NOAEC TRV for both species studied whether food web– or bolus-based estimates of dietary exposure were used at Tittabawassee River SAs. Dietary exposure–based estimates of minimum measured concentrations for both house wrens and eastern bluebirds at Tittabawassee River SAs were greater than the LOAEC TRV, while Saginaw River SAs were less. Both food web– and bolus-based estimates of dietary exposure were less than associated LOAEC and NOAEC TRVs at RAs.

Figure 10 Hazard quotients (HQ) for the effects of potential ΣPCDD/DF TEQsWHO-Avian daily dietary dose calculated from site-specific bolus-based (R1 to T-6) and food web–based (S-7 to S-9) dietary exposure for adult house wren and eastern bluebird collected in 2005–2007 from the river floodplains near Midland, Michigan, based on the no observable adverse effect concentration (NOAEC) and the lowest observable adverse effect concentration (LOAEC). HQs based on measured concentration ranges are presented; Left y-axis for reference areas (R-1 and R-2); Right y-axis for Tittabawassee River study areas (T-3 to T-6) and Saginaw River study areas (S-7 to S-9); food web–based dietary exposure is presented for S-7 to S-9 since no bolus samples were collected from those sites.

Figure 10 Hazard quotients (HQ) for the effects of potential ΣPCDD/DF TEQsWHO-Avian daily dietary dose calculated from site-specific bolus-based (R1 to T-6) and food web–based (S-7 to S-9) dietary exposure for adult house wren and eastern bluebird collected in 2005–2007 from the river floodplains near Midland, Michigan, based on the no observable adverse effect concentration (NOAEC) and the lowest observable adverse effect concentration (LOAEC). HQs based on measured concentration ranges are presented; Left y-axis for reference areas (R-1 and R-2); Right y-axis for Tittabawassee River study areas (T-3 to T-6) and Saginaw River study areas (S-7 to S-9); food web–based dietary exposure is presented for S-7 to S-9 since no bolus samples were collected from those sites.

DISCUSSION

Risk Characterization

Assessing the potential for adverse effects by use of a HQ approach that is based on the most appropriate TRVs available for the species studied can provide information on the presence of site-specific effects. HQs greater than 1.0 are indicative of exposures that exceed the threshold for adverse effects and suggest there is the potential for adverse effects to occur. Compared to the predicted distributions of concentrations of TEQWHO-Avian in eggs at these sites, the percent of the frequency distribution greater than the NOAEL ranged from 21 to 65% for house wrens and was 15% for eastern bluebirds ( and ). However, less than 1% of the frequency distribution for concentrations of TEQWHO-Avian in house wren eggs was greater than the LOAEC, and 0% of the predicted distribution was greater for eastern bluebirds. The actual effect threshold for individuals is likely between the established no- and lowest-effect TRV values. Based on conservatively selected, egg-based TRVs (likely based on a species with greater sensitivity) and 95% UCL exposures the potential for effects on individual house wrens at Tittabawassee River SAs is minimal, and effects on eastern bluebirds are not expected.

Hazard quotient values based on concentrations of TEQWHO-Avian in food bolus for both house wrens and eastern bluebirds had similar trends and were greater than or equal to 1.0 at Tittabawassee River SAs based on the minimum value of TEQWHO-Avian concentrations and NOAEC. Dietary exposures of house wrens and eastern bluebirds on-site were similar to dietary exposures measured in tree swallow nestlings exposed to primarily TCDD on the Woonasquatucket River in Massachusetts that ranged from 0.87 to 6.6 and from 72 to 230 ng TEQ/kg ww at unexposed and exposed sites, respectively (CitationCuster et al. 2005). House wren and eastern bluebird exposure at Tittabawassee River SAs would range from 66 to 209 and from 57 to 179 ng TEQ/kg BW/d, respectively, when converted to a daily dietary dose based on site- and species-specific ingestion rates calculated from data collected in the current study. In the Woonasquatucket River study on tree swallows, hatching success was negatively impacted at exposed sites, and although beyond the scope of their conclusions it is likely that adult dietary exposure prior to breeding was similar to nestling exposures. Therefore, similar effects on hatching success could be predicted at the comparable exposures measured at the Tittabawassee River SAs ().

Multiple Lines of Evidence and Population-Level Effects

Predicted effects on productivity based on tissue- and dietary-based exposure estimates were compared with measured productivity of the terrestrial passerines studied to provide a site-specific multiple lines of evidence assessment of potential for adverse effects (CitationMenzie et al. 1996; CitationFairbrother 2003; CitationHull and Swanson 2006; CitationNeigh et al. 2006a; CitationBarnthouse et al. 2009). To minimize potential uncertainties associated with predicting the potential for adverse effects based solely on concentrations in abiotic matrices, in this study both the exposure to PCDD/DF and reproductive performance expressed as productivity were directly measured (CitationChapman et al. 2002; CitationLeonards et al. 2008). Uncertainties were also minimized due to the robust sample sizes obtained for measurement endpoints for both house wrens and eastern bluebirds at sites studied near Midland, Michigan.

Since dietary exposures to ΣPCDD/DF TEQsWHO-Avian on the Tittabawassee River were similar to those based on tree swallows on the Woonasquatucket River (CitationCuster et al. 2005) and due to the lack of field studies on house wrens and eastern bluebirds exposed to PCDD/DFs, comparisons were made with the threshold for effects on hatching success reported as 1700 ng TCDD/kg ww in eggs. The threshold for a decrease in hatching success based on the predicted distribution of TEQsWHO-Avian for house wrens at T-3 and T-5 would have been exceeded for approximately 20–25% of the population, while for eastern bluebirds at T-6 less than 5% would have been affected ( and ). However, statistical comparison of group means for hatching success of house wrens from Tittabawassee River SAs (77%) was not significantly less than that at RAs (81%) (CitationFredricks et al. 2011b), and was not correlated with concentrations in eggs for individual clutches (). Although statistical power to discern differences between measures of productivity for eastern bluebirds on-site were possibly limited by occupancy, reproductive parameters among study areas (CitationFredricks et al. 2011b) were similar to those reported for uncontaminated sites (CitationPinkowski 1979; CitationBauldry et al. 1995).

Despite dietary- and tissue-based exposures for both house wrens and eastern bluebirds that were comparable to tree swallows exposed to primarily TCDD at similarly contaminated sites (CitationCuster et al. 2005) and elevated HQs at study areas downstream of Midland, overall productivity through fledging was unaffected. For the Woonasquatucket River, TEQWHO-Avian exposures were primarily from TCDD (CitationCuster et al. 2005) as compared to primarily 2,3,4,7,8-PeCDF and TCDF in terrestrial passerines tissue- and dietary-based exposures in the current study. Potential differences in the distribution and metabolism of specific congeners by birds (CitationNorstrom et al. 1976, Citation1986; CitationElliott et al. 1996) or differences in species-specific sensitivities to dioxin-like compounds (CitationKarchner et al. 2006; CitationHead et al. 2008) could also account for potential differences between some literature-based thresholds and the lack of effects observed.

Species Selection

Overall, house wrens and eastern bluebirds were shown to be well suited to evaluate terrestrial-based contaminant exposures. The general abundance, wide distributions, and lenient habitat requirements of house wrens permitted collection of more than adequate measures of reproductive success and population health measurements. Challenges for house wren use included small nestling mass (10-d nestlings averaged approximately 10 g) and egg mass (averaged approximately 1.4 g) that may result in the need to pool samples to meet analytical detection limit requirements depending on the site and the analyte. Related dietary sampling of boluses for house wrens can also be limited by collection masses due to smaller invertebrates being fed to nestlings. Alternatively, eastern bluebirds nestlings and eggs are larger (14-d nestlings averaged approximately 28 g and eggs averaged approximately 3.1 g) as are dietary items, but populations are smaller and habitat requirements are more stringent. Therefore, adequate sample masses are available but often reproductive success and population health measures can be limited by low box occupancy. Additionally, species-specific diet and foraging habitat selections were reflected in egg, nestling, and dietary contaminant concentrations among these two terrestrial passerines, which reiterates the importance of receptor selection in the RA process. By combining multiple lines of evidence for these two passerine species, a balanced assessment of risk for the site of terrestrial-based contamination near Midland, Michigan, was possible.

Uncertainty Assessment

Uncertainties in this risk assessment to passerines included: availability of appropriate studies to determine dietary- and egg-based TRVs, potential inter-species sensitivity differences, and potential variability in dietary exposures based on order-level analyses. Alternatively, this study was able to collect ample data over three breeding seasons on site-specific reproductive parameters, dietary composition, and dietary- and tissue-based exposures for two terrestrial species to increase the confidence in the assessment despite these uncertainties. Through the incorporation of this extensive site-specific database over multiple measurement endpoints this assessment was able to overcome some of the greatest limitations faced by traditional point estimate based hazard assessments.

For most assessments the greatest limiting factor for developing accurate assessments of risk for birds exposed to dioxin-like compounds is a lack of comprehensive studies designed to determine thresholds for effects in ecologically-relevant species. Recent advancements in TRV selection and calculations involving the combination of multiple suitable studies into a dose–response curve (CitationAllard et al. 2010) although appropriate were not feasible with the limited number of acceptable studies.

The domestic chicken (Gallus domesticus) is considered to be the most sensitive bird species to the effects of dioxin-like compounds (CitationBrunström and Reutergardh 1986; CitationBrunström 1988; CitationPowell et al. 1996; CitationHenshel et al. 1997; CitationBrunström and Halldin 1998; CitationBlankenship et al. 2003). Considering a number of data usability criteria, the TRVs used herein were based on studies of the ring-necked pheasant and eastern bluebird rather than the more conservative chicken effects data. Thus, despite limited sample sizes, potential confounding factors based on field-incubated eggs, the lack of a true dose–response relationship, and potential congener-specific differences, the TRVs based on eastern bluebird egg injections (CitationThiel et al. 1988) are the best available for eastern bluebird egg exposure and hatching success due to species-similarity considerations. For dietary exposure–based TRVs the intraperitoneal injections of TCDD in hen ring-necked pheasants (CitationNosek et al. 1992a) likely overestimates effects thresholds for the passerine species studied here. A major limitation of this TRV is that the exposure route is not a true dietary dose, which does not take into account sequestration, metabolism, excretion, and bioavailability of the contaminants when bound to dietary items (CitationNorstrom et al. 1976; CitationBraune and Norstrom 1989; CitationElliott et al. 1996; CitationDrouillard et al. 2001; CitationKubota et al. 2006; CitationWan et al. 2006).

These limitations combined with recent findings that provide evidence suggesting a molecular basis for variation in avian species-specific sensitivities to dioxin-like compounds (CitationKarchner et al. 2006; CitationHead et al. 2008) should generate renewed scientific interest in conducting necessary chronic avian dietary-exposure studies on wildlife species. The differences between species-specific sensitivities to dioxin-like compounds have been reported to be related to variations in the amino acid sequence in the ligand binding domain (LBD) of the aryl hydrocarbon receptor (AhR) (Kennedy personal communication). Based on these findings, the house wren and eastern bluebird AhR LBD were classified as species with moderate sensitivities to dioxin-like compounds, identical to the tree swallow, American robin (Turdus migratorius), and house sparrow (Passer domesticus) and closely related to the ring-necked pheasant.

CONCLUSIONS

The hazard assessment based on estimated dietary exposures suggested that both populations residing in the downstream floodplain would be negatively affected. However, when concentrations of PCDD/DF in eggs were compared to appropriate TRVs, a low probability of population-level effects was predicted. This prediction is consistent with the reproductive success of the breeding populations as measured with no effects observed. The most probable cause of the apparent dichotomy between the dietary- and tissue-based exposure assessments was that the dietary-based TRVs selected were overly conservative based on the use of intraperitoneal injection dosing in those ring-necked pheasant studies. However, agreement between the two strongest lines of evidence, predicted and measured, for both species provides convincing evidence that supports the conclusion of a low potential for population-level effects at this site. The results of this study indicate that unless appropriate measures of both exposure and response are used in the assessment of hazard, the potential for adverse effects can be overestimated. The results of our study also indicated when appropriate estimates of exposure and response are used that an accurate prediction of measured responses under field conditions can be made.

ACKNOWLEDGMENTS

The authors thank all the staff and students of the Michigan State University-Wildlife Toxicology Laboratory field crew and researchers at Cardno ENTRIX Inc., Okemos, Michigan for their dedicated assistance. Additionally, we recognize Patrick W. Bradley, Michael J. Kramer, and Nozomi Ikeda for their assistance in the laboratory, James Dastyck and Steven Kahl of the U.S. Fish and Wildlife Service Shiawassee National Wildlife Refuge for their assistance and access to the refuge property, the Saginaw County Park and Tittabawassee Township Park rangers for access to Tittabawassee Township Park and Freeland Festival Park, Tom Lenon and Dick Touvell of the Chippewa Nature Center for assistance and property access, and Michael Bishop of Alma College for his key contributions to our banding efforts as our Master Bander. We acknowledge the more than 50 cooperating landowners throughout the research area who granted us access to their property, making this research possible. Prof. Giesy was supported by the Canada Research Chair program and an at large Chair Professorship at the Department of Biology and Chemistry and Research Centre for Coastal Pollution and Conservation, City University of Hong Kong. Funding was provided through an unrestricted grant from The Dow Chemical Company, Midland, Michigan to J.P. Giesy and M.J. Zwiernik of Michigan State University. Portions of this were supported by a Discovery Grant from the National Science and Engineering Research Council of Canada (Project # 326415-07) and a grant from Western Economic Diversification Canada (Projects # 6578 and 6807).

ANIMAL USE

All aspects of the study that involved the use of animals were conducted in the most humane way possible. To achieve that objective, all aspects of the study design were performed following standard operating procedures (Protocol for Monitoring and Collection of Box-Nesting Passerine Birds 03/04–045-00; Field studies in support of Tittabawassee River Ecological Risk Assessment 03/04–042-00) approved by Michigan State University's Institutional Animal Care and Use Committee (IACUC). All of the necessary state and federal approvals and permits (Michigan Department of Natural Resources Scientific Collection Permit SC1252, US Fish and Wildlife Migratory Bird Scientific Collection Permit MB102552–1, and subpermitted under US Department of the Interior Federal Banding Permit 22926) are on file at MSU-WTL.

Notes

aTEQsWHO-Avian were calculated based on the 1998 avian WHO TEF values.

bng/kg/d ww.

cng/kg ww.

dcalculated from studies by CitationNosek et al. 1992a,b and CitationNosek et al. 1993.

aTEQWHO-Avian were calculated based on the 1998 avian WHO TEF values.

bR-1 to R-2 = Tittabawassee and Chippewa rivers reference area; T-3 to T-6 = Tittabawassee River study area; S-7 to S-9 = Saginaw River study area.

cValues were rounded and represent only two significant figures.

dFood ingestion rate was calculated from equations in The Wildlife Exposure Factors Handbook (USEPA 1993).

eResidue analyses were not conducted on bolus collected invertebrates at S-7 and S-9.

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