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Population structure in two marine invertebrate species (Panopea abrupta and Strongylocentrotus franciscanus) targeted for aquaculture and enhancement in British Columbia.


ABSTRACT As the number of native species targeted for aquaculture aquaculture, the raising and harvesting of fresh- and saltwater plants and animals. The most economically important form of aquaculture is fish farming, an industry that accounts for an ever increasing share of world fisheries production.  and enhancement in British Columbia British Columbia, province (2001 pop. 3,907,738), 366,255 sq mi (948,600 sq km), including 6,976 sq mi (18,068 sq km) of water surface, W Canada. Geography
 (BC) rises, fisheries managers must develop policies and species-specific management plans that facilitate industry expansion while protecting the integrity and fitness of wild stocks. Whereas genetic introgression in·tro·gres·sion  
n.
Infiltration of the genes of one species into the gene pool of another through repeated backcrossing of an interspecific hybrid with one of its parents.
 of domesticated do·mes·ti·cate  
tr.v. do·mes·ti·cat·ed, do·mes·ti·cat·ing, do·mes·ti·cates
1. To cause to feel comfortable at home; make domestic.

2. To adopt or make fit for domestic use or life.

3.
a.
 stocks with wild stocks cannot be completely eliminated, some control can be gained by limiting the collection and culture of domesticated stocks to geographic units defined by the genetic structure of wild stocks. We describe the genetic structure of two species that are targeted for intensive enhancement and aquaculture in BC: Geoduck geoduck (g`ēdŭk'), common name of a Pacific clam, Panope generosa. The largest intertidal burrowing bivalve in the world, the geoduck may weigh up to 12 lb (5.4 kg).  clams, Panopea abrupta and red sea urchins, Strongylocentrotus franciscanus. Based on a survey of eight polymorphic polymorphic - polymorphism  microsatellite See miniaturized satellite.  loci loci

[L.] plural of locus.

loci Plural of locus, see there
, P. abrupta contained significant geographic structure within BC, with the distribution of genetic variation consistent with stepping stone gene flow under an isolation-by-distance model. A survey of seven polymorphic microsatellite loci covering a similar geographic range revealed genetic homogeneity of S. franciscanus in BC. Based on the different levels of structure displayed in the two species, we propose three geographically-based management units for P. abrupta and two for S. franciscanus in BC.

KEY WORDS: geoduck, clam, red sea urchin, Panopea abrupta, Strongylocentrotus franciscanus, population structure, enhancement, genetic, microsatellite

INTRODUCTION

In British Columbia (BC), many native (mussels) and nonnative (oysters, manila clams, Japanese scallops, Atlantic salmon Atlantic salmon

Oceanic trout species (Salmo salar), a highly prized game fish. It averages about 12 lbs (5.5 kg) and is marked with round or cross-shaped spots. Found on both sides of the Atlantic Ocean, it enters streams in the fall to spawn.
) marine species are under intensive aquaculture. Additional species that are important capture fisheries are also becoming prospects for aquaculture and artificial enhancement (e.g., geoduck, urchins, blackcod, halibut halibut: see flatfish.
halibut

Any of various flatfishes, especially the Atlantic and Pacific halibuts (genus Hippoglossus, family Pleuronectidae), both of which have eyes and colour on the right side.
 and rockfish rockfish, member of the large family Scorpaenidae (rockfishes and scorpionfishes), carnivorous fish inhabiting all seas and especially abundant in the temperate waters of the Pacific. Rockfishes are found among rocks and reefs.  species). Different genetic issues accompany the widespread hatchery hatchery

a commercial establishment dedicated to the hatching of bird eggs to provide day old chicks and poults to the poultry industry.


hatchery liquid
the contents of unfertilized eggs. Used in petfood manufacture.
 production of native and nonnative species. In the culture of nonnative species, competition and hybridization hybridization /hy·brid·iza·tion/ (hi?brid-i-za´shun)
1. crossbreeding; the act or process of producing hybrids.

2. molecular hybridization

3.
 with native species are potential impacts, whereas in the culture of native species, reduction of the genetic fitness of wild populations through introgression with aquaculture strains is a primary concern (Utter & Epifanio 2002). There are three ways in which hatchery-reared animals may differ genetically from their wild counterparts. They may have a geographically distant origin and may be adapted to different natural conditions. Such organisms released from the hatchery may be relatively unfit in their new environment and hybridization with wild conspecifics may lead to outbreeding depression In evolutionary biology, outbreeding depression refers to cases when offspring from crosses between individuals from different populations have lower fitness than progeny from crosses between individuals from the same population. This phenomenon can occur in two ways. , a reduction in fitness of hybrids in the wild (Allendorf & Ryman 1987). When local organisms are used for hatchery propopagation, the reduced number of parents successfully contributing to hatchery offspring can lead to founder effects, genetic drift genetic drift: see genetics.
genetic drift

Change in the pool of genes of a small population that takes place strictly by chance. Genetic drift can result in genetic traits being lost from a population or becoming widespread in a population without
 and future inbreeding inbreeding, mating of closely related organisms. Inbreeding is chiefly used as a means of insuring the preservation of specific desired traits among the offspring of purebred animals (see breeding).  (Tave 1993). Even when large numbers of broodstock are collected locally, domestication domestication

Process of hereditary reorganization of wild animals and plants into forms more accommodating to the interests of people. In its strictest sense, it refers to the initial stage of human mastery of wild animals and plants.
, or adaptation to hatchery culture, may reduce the fitness of hatchery-produced organisms and their hybrids in the wild (Lynch & O'Hely 2001, Ford 2002).

Few species have been subjected to the detailed studies required to detect and quantify fitness differences between wild, cultured and hybrid organisms in the wild environment. For Atlantic salmon, one of the most intensively cultured and studied species worldwide, domesticated fish and their first-generation hybrids with wild fish have lower fitness than wild fish in natural environments (McGinnity et al. 1997, Fleming et al. 2000, McGinnity et al. 2003). For invertebrate invertebrate (ĭn'vûr`təbrət, –brāt'), any animal lacking a backbone. The invertebrates include the tunicates and lancelets of phylum Chordata, as well as all animal phyla other than Chordata.  species, hatchery-produced organisms often contain reduced genetic variability Introduction
Genetic Variability
The amount by which individuals in a population differ from one another due to their genes, rather than their environment. The study of genetic variability is that of population genetics.
 compared with their wild conspecifics (Hedgecock et al. 1992, Boudry et al. 2002), but few studies have investigated the fitness of cultured individuals in different environments (see Tremblay et al. 2001, Jorstad et al. 2005, Sekino et al. 2005).

Because most cultured marine invertebrate species have pelagic pelagic

living in the middle or near the surface of large bodies of water such as lakes or oceans.
 larval larval

1. pertaining to larvae.

2. larvate.


larval migrans
see cutaneous and visceral larva migrans.
 dispersal stages, complete isolation of wild and hatchery-reared conspecifics could only be achieved by limiting culture to expensive on-land facilities, rearing of nonreproductive animals (e.g., triploids) or complete harvesting of cultured animals before they become reproductively mature. However, introgression of geographically distinct cultured stocks can be avoided by managing broodstock collection and outplanting within regions identified on the basis of wild population structure. Loss of variation and domestication in hatchery strains can be reduced by maintaining large broodstock numbers of wild origin organisms for hatchery production. Alternately, in the case where hatchery broodstocks are genetically distinct from wild stocks, either having undergone extensive genetic selection, bottlenecks or genetic marking, prior knowledge of the genetic characteristics of the wild populations and local hatchery broodstocks may enable monitoring in the vicinity of aquaculture sites and beyond to detect genetic interactions.

Most marine invertebrate species currently cultured or enhanced are characterized by high levels of fecundity fecundity /fe·cun·di·ty/ (fe-kun´dit-e)
1. in demography, the physiological ability to reproduce, as opposed to fertility.

2. ability to produce offspring rapidly and in large numbers.
 and planktotrophic larvae Larvae, in Roman religion
Larvae: see lemures.
 with high dispersal capabilities, both features that are associated with genetic panmixia pan·mix·i·a or pan·mix·is
n.
Random mating within a breeding population.
 (Bohonak 1999). However, although panmixia is often observed in marine invertebrate species with these life history attributes, many species do not display panmixia over all spatial scales (Hellberg et al. 2002). The three additional types of structure most often observed include chaotic genetic patchiness, isolation by distance (IBD IBD
abbr.
inflammatory bowel disease


Inflammatory bowel disease (IBD)
Disease in which the lining of the intestine becomes inflamed.

Mentioned in: Amebiasis


IBD

1.
) and abrupt phylogenetic phy·lo·ge·net·ic
adj.
1. Of or relating to phylogeny or phylogenetics.

2. Relating to or based on evolutionary development or history.
 breaks associated with geographic barriers (reviewed in Hellberg et al. 2002). Chaotic genetic patchiness, defined by non geographically based genetic variance over space and/or time, has been observed over small to medium geographic scales (0-500 km) in a large range of marine invertebrate species (Johnson & Black 1982, Benzie & Williams 1997, Michinina & Rebordinos 1997, Moberg & Burton 2000, Hamre & Burton 2000). An IBD model of structure results from stepping stone gene flow (Slatkin 1993), and has been observed over macrogeographic (100s to 1,000s of km) scales in some marine invertebrate species (Shaklee & Bentzen 1998, Hellberg et al. 2002, Palumbi 2002). Alternately, abrupt genetic boundaries have been observed most often in species occupying bays and estuaries, or those crossing strong phylogeographic boundaries limited by ocean current circulation (Reeb & Avise 1990, Hellberg et al. 2002).

Geoduck clams, Panopea abrupta (hereafter Pab) and red sea urchins, Strongylocentrotus franciscanus (hereafter Sfr) are both long lived (up to 100-150 y) mainly dioecious di·oe·cious or di·e·cious
adj.
Of or relating to organisms, especially plants, having the male and female reproductive organs borne on separate individuals of the same species; sexually distinct.
 species that form dense aggregations in the wild (Bureau et al. 2002, Ebert & Southon 2003). Larval duration (approximately 6 wk) is similar in both species, and repeat broadcast spawning events synchronized among individuals clustered over small spatial scales occur from spring through summer (Ebert et al. 1994, Goodwin & Bradbury 2001, Flowers et al. 2002). Because recruitment is sporadic, natural replenishment of over-fished sites is slow, with an estimated 30-50 y natural recovery time to preharvest levels for geoduck clams (Goodwin & Bradbury 2001). Enhancement with hatchery-reared juveniles to facilitate rebuilding has been in effect for intertidal in·ter·tid·al  
adj.
Of or being the region between the high tide mark and the low tide mark.



in
 geoduck clams in Washington State since 1982 and for subtidal geoduck clams in BC (limited to the Strait of Georgia Noun 1. Strait of Georgia - the strait separating Vancouver Island from the Canadian mainland ) since 1993 (http://www-sci.pac.dfo-mpo.gc.ca/geoduck/ intro_e.htm). Recent experimental work on outplanting methods on red sea urchins has also been undertaken (Alan Campbell Alan Campbell may be:
  • Alan Campbell (1904-1963) married to Dorothy Parker
  • Alan Campbell, Baron Campbell of Alloway (born 1917), British judge and life peer
  • Sir Alan Campbell (diplomat) (1919-2007), British Ambassador to Ethiopia and Italy
, pers. comm.).

Little is known about the genetic structure of Pab and Sfr in BC, although some genetic information exists on these species from other geographic locations, and genetic data is available on species closely related to Sfr. In this study we examine the genetic structure of geoduck clams and red sea urchins in BC with highly variable microsatellite loci (Kaukinen et al. 2004, Miller et al. 2004) and use the information to provide genetic guidelines for culture activities.

METHODS

Pab siphon siphon (sī`fən, –fŏn), tube through which a liquid is lifted over an elevation by the pressure of the atmosphere and is then emptied at a lower level.  tissue was collected from 16 sites ranging from Washington through northern BC and spanning over 1100 km of coastline (Fig. 1). Collections took place over a 3-y period, from 2000-2003. Ethanol preserved siphon tissue was extracted using the chelex method from Small et al. (1998). Variation at 2 dinucleotide dinucleotide /di·nu·cleo·tide/ (di-nldbomack´le-o-tid?) one of the cleavage products into which a polynucleotide may be split, itself composed of two mononucleotides.

di·nu·cle·o·tide
n.
 (Pab 5, Pab 132) and 6 tetranucleotide (Pab 6, Pab 117, Pab 101e, Pab 105e, Pab 106e, Pab 112e) microsatellite loci isolated from Pab was surveyed using the primers and protocols outlined in Kaukinen et al. 2004 (note Pab 5 and 6 are from Vadopalas & Bentzen 2000).

[FIGURE 1 OMITTED]

Sfr were collected over 3 years from 13 sites spanning over 1,000 km of coastline ranging from southern BC to Southern Alaska (Fig. 1 and Table 1). For Sfr, gonad gonad /go·nad/ (go´nad) a gamete-producing gland; an ovary or testis.gonad´algonad´ial

indifferent gonad  the sexually undifferentiated gonad of the early embryo.
 tissue was collected destructively and frozen at -80[degrees]C until use. Genomic DNA genomic DNA
n.
The full complement of DNA contained in the genome of a cell or organism.
 was extracted using DNeasy kits (Qiagen, Valencia, CA). Variation at six polymorphic dinucleotide (Sfr 06, Sfr 13, Sfr 22, Sfr 34, Sfr 64 and Sfr 90) loci and one trinucleotide tri·nu·cle·o·tide
n.
A triplet of nucleotides; a codon.
 (Sfr 55) repeat microsatellite locus isolated from Sfr was surveyed using the primers and protocols outlined in Miller et al. (2004).

Allelic al·lele  
n.
One member of a pair or series of genes that occupy a specific position on a specific chromosome.



[German Allel, short for Allelomorph, allelomorph, from English
 and genotypic frequency data were analyzed using the Genetic Data Analysis (GDA GDA Grupo de Diarios de América (Spanish)
GDA Global Development Alliance (USAID)
GDA Guideline Daily Amount
GDA Georgia Dental Association
GDA Greenwich Dance Agency (England) 
) (Lewis & Zaykin 2001), GENEPOP version 3.1d (Raymond & Rousset 1995) and FSTAT version 2.9.3.2 (Goudet 2001). Conformance to Hardy Weinberg equilibrium (HWE HWE Horner-Wadsworth-Emmons (organic reaction)
HWE Healthy Worker Effect
HWE Hardy-Weinberg Equilibrium Test
HWE Harper Wood Electric
HWE Henry Walker Eltin Mining (Nedlands, West Australia) 
) distributions of genotypic frequencies at each locus in each sample was tested using GENEPOP. Levels of differentiation among populations using [F.sub.ST] values (Weir & Cockerham 1984) were computed over all samples and on a pairwise basis between samples using FSTAT. For loci that were not in HWE, [F.sub.ST] distances were calculated by randomized ran·dom·ize  
tr.v. ran·dom·ized, ran·dom·iz·ing, ran·dom·iz·es
To make random in arrangement, especially in order to control the variables in an experiment.
 genotypes rather than alleles (Goudet 2001). The significance of the multilocus [F.sub.ST] value over all samples was determined by jackknifing This article is about vehicle accidents. For the statistics procedure, see Resampling (statistics)#Jackknife.

Jackknifing means the accidental of an articulated vehicle (i.e. one towing a trailer) such that it resembles the acute angle of a folding pocket knife.
 over loci. Allelic richness was calculated by standardizing allelic diversity to a sample size of 50 individuals in FSTAT. Homogeneity of allele allele (əlēl`): see genetics.
allele

Any one of two or more alternative forms of a gene that may occur alternatively at a given site on a chromosome.
 richness and heterozygosity heterozygosity /het·ero·zy·gos·i·ty/ (het?er-o-zi-gos´i-te) the state of possessing different alleles at a given locus in regard to a given character.heterozy´gous

het·er·o·zy·gos·i·ty
n.
 among sites was tested using a chi-square ([chi square chi square (kī),
n a nonparametric statistic used with discrete data in the form of frequency count (nominal data) or percentages or proportions that can be reduced to frequencies.
]) test. An IBD model of structure was tested by regression of pairwise [F.sub.ST] values with geographic distance (shortest waterway distances between sites), calculated in FSTAT following Mantel (1967). The stability of the IBD model structure was tested using the web-based IBD program from http://www.bio.sdsu.edu/pub/ andy/BohonakCV.html#Computer%Programs, with all values set to default (Bohonak 2002).

Genetic relationships among samples of Sfr and of Pab were determined using a dendrogram A dendrogram is a tree diagram frequently used to illustrate the arrangement of the clusters produced by a clustering algorithm (see cluster analysis). Dendrograms are often used in computational biology to illustrate the clustering of genes.  based on the neighbor-joining algorithm, constructed using pairwise differences (Nei 1978). The effective population size ([N.sub.E]), which is an estimate of the number of breeding adults in a population, for Sfr and Pab was calculated from expected heterozygosity (HE) values over all loci using the relationship [N.sub.E] - (1/[[1-[H.sub.E]].sup.2] -1)/8[micro], where [micro] is the mutation rate In genetics, the mutation rate is the chance of a mutation occurring in an organism or gene in each generation (or, in the case of multicellular organisms, cell division). See Luria-Delbrück experiment.  for the microsatellite loci (Lehmann et al. 1998). The mammalian mutation rate of [micro] = [10.sup.-4] was used as a conservative estimate, recognizing that [N.sub.E] values could be 100 times greater if [micro] approaches [10.sup.-6], as observed in Drosophila Drosophila: see fruit fly.
drosophila

Any member of about 1,000 species in the dipteran genus Drosophila, commonly known as fruit flies but also called vinegar flies. Some species, particularly D.
 (Shug et al. 1997).

Hierarchical analysis of allele frequency allele frequency

The percentage of a population of a species that carries a particular allele on a given chromosome locus.
 variation was conducted in Arlequin with a nested analysis of molecular variance Analysis of molecular variance (AMOVA), is a statistical model for the molecular variation in a single species, typically biological.[1] The name and model are inspired by ANOVA. The method was developed by Laurent Excoffier at Rutgers University in 1992.  (AMOVA; random effects model In statistics, a random effect(s) model, also called a variance components model is a kind of hierarchical linear model. It assumes that the data describe a hierarchy of different populations whose differences are constrained by the hierarchy. ; Weir 1996). The significance of allele frequency differences attributable to geographic regions identified in the dendrograms based on [F.sub.ST] distances was tested in a hierarchical model In a hierarchical data model, data are organized into a tree-like structure. The structure allows repeating information using parent/child relationships: each parent can have many children but each child only has one parent.  with sample sites nested within regions.

RESULTS

Genetic Variation Within Samples

Pab microsatellite loci were all highly polymorphic. Allelic richness ranged from 16-38 alleles per 50 individuals, and expected heterozygosities ranged from 0.91-0.98 among loci (Table 2). Four of the eight Pab loci contained excess homozygotes resulting in significant deviations from HWE over all sites, whereas Pab 112e contained an excess at 11/16 sites (overall P < 0.001 for each of these loci). Deviations from HWE were minimal in the remaining three loci (P > 0.1 over all sites). Estimates of the inbreeding coefficient, [F.sub.IS], over all sites ranged from 0.03 for Pab 6 to 0.30 for Pab 117 (Table 2).

Sfr microsatellite loci were slightly less polymorphic than Pab loci, with a range in allelic richness of 9-35 (mean 20) and a range in expected heterozygosity of 0.63-0.96. Fewer deviations from HWE were observed in Sfr than for Pab, with only two of the seven loci containing significant excesses of homozygotes in over 50% of the Sfr sites. As a result, the mean [F.sub.IS] over all loci was lower in Sfr (0.11 [+ or -] 0.03) than in Pab (0.15 [+ or -] 0.04).

Using the mammalian microsatellite mutation rate ([10.sup.-4]) and [H.sub.E] values estimated from the loci in this study, locus-specific estimates of effective population sizes ([N.sub.E]) for Pab ranged from 1.4-13.8 million (mean of 5.8 million), and for Sfr ranged from 0.08-9.7 million (mean of 2.1 million).

Genetic Variation Among Samples

In Pab, levels of heterozygosity were homogeneously distributed among sites (P > 0.05), whereas spatial heterogeneity Environments with a wide variety of habitats such as different topographies, soil types and climates are able to accommodate a greater amount of species. Spatial heterogeneity  in allelic richness was observed (P < 0.01), with a greater number of alleles observed in southern sites (Table 1). Alternately, no significant heterogeneity in allelic richness or heterozygosity was observed among sites for Sfr (P > 0.05). Similarly, less variation in [F.sub.IS] was observed among sites than among loci for both species ([F.sub.IS] among sites: 0.12-0.13 Pab, 0.08-0.13 Sfr; [F.sub.IS] among loci 0.05-0.30 Pab, 0.03-0.23 Sfr). Despite the high degree of polymorphism polymorphism, of minerals, property of crystallizing in two or more distinct forms. Calcium carbonate is dimorphous (two forms), crystallizing as calcite or aragonite. Titanium dioxide is trimorphous; its three forms are brookite, anatase (or octahedrite), and rutile.  displayed at all loci of both species, few private alleles (i.e., alleles observed in only one site) were observed. Out of 355 alleles for Pab observed over all loci, only 6 were private. For Sfr, 24 of the 265 alleles were private. Private alleles were not found in either species at frequencies above 0.03, nor were they found disproportionately in specific sites or regions.

For both species, [F.sub.ST] calculated over all loci and all populations was significantly greater than zero (P < 0.01); however, only the Pab [F.sub.ST] was significant after jackknifing (P < 0.0004). The global [F.sub.ST] estimate for Pab (0.004 [+ or -] 0.001) was twice as high as that observed for Sfr (0.002 [+ or -] 0.001). [F.sub.ST] values for single Pab loci ranged from 0.002-0.005, and were significantly greater than 0 for all eight loci (P < 0.05) (Table 2). Alternately, for Sfr, [F.sub.ST] values for single loci ranged from -0.001-3.006, and four of the seven loci (Sfr 34, 55, 64 and 90) were significantly greater than 0. When calculated on a pairwise basis, after bonferroni correction In statistics, the Bonferroni correction states that if an experimenter is testing n independent hypotheses on a set of data, then the statistical significance level that should be used for each hypothesis separately is 1/n , over 85% of population comparisons were significant for Pab, versus only 10% for Sfr (Table 3).

The majority of the genetic variation in Pab was found within sites (99.5%), with only 0.4% partitioned among sites and 0.08% among regions. Sites represented a significant portion of the variation in the AMOVA (F-ratio = 1.88, df 12,16482, P = 0.03), but permutations of models based on different regional configurations did not reveal any significant effects of region (P > 0.2 in all models). However, in the neighbor-joining dendrogram, geoduck samples generally clustered into four geographically-based units (Fig. 2A), and the mean [F.sub.ST] values calculated among the four depicted regions (range of 0.003-0.005) were generally twice as high as those observed within regions (range of 0.002-0.003). The geographic cluster containing the three Queen Charlotte Island (QCI QCI Queen Charlotte Islands
QCI Quality Control Inspection
QCI Quadratic Configuration Interaction
QCI Quality Council of India
QCI Quality Control Information
QCI Quality Control Index
QCI Quality Conformance Inspections
) samples, Gowgaia Bay, Hippa Island, and Tasu Sound, was the most distinctive. Although the two Washington samples, Point Heyer and Hood Canal Hood Canal is a fjord off Puget Sound in the U.S. state of Washington Geography
Hood Canal is a fjord off Puget Sound in the U.S. state of Washington with an average width of 1.5 miles (2.4 km) and an average depth of 500 feet (152 m).
, clustered together, they were fairly distinct from one another (significantly different at 3/8 loci), and were not highly differentiated from two of the East Coast of Vancouver Island Vancouver Island (1991 pop. 579,921), 12,408 sq mi (32,137 sq km), SW British Columbia, Canada, in the Pacific Ocean; largest island off W North America. It is c.285 mi (460 km) long and c.  (ECVI) sites, Marina Island and North Savory. However, they were well differentiated from all other sites on the BC coast. The remainder of the ECVI samples clustered together. The West Coast of Vancouver Island (WCVI WCVI William C. Velasquez Institute (San Antonio, Texas) ) sites and single North Coast of Vancouver Island (NCVI NCVI National Committee for Voting Integrity
NCVI National Center for Violence Interruption
NCVI Neurocardiovascular Instability
NCVI Navy Certificate Validation Infrastructure
) site formed the fourth cluster. In all, the distribution of genetic variation in Pab was consistent with an IBD model of structure ([R.sup.2] = 25.5, P < 0.0001; FSTAT), but it was clear from the low [R.sup.2] value that all sources of variation were not accounted for by this model (Fig. 3A). An IBD model of structure was also supported using the IBD program of Bohonak (2002), but the [R.sup.2] and P values were generally lower. A higher degree of significance was obtained when log values of genetic distance were used, and when the two Washington sites were removed (P < 0.002 versus P < 0.023). Alternately, IBD structure was not supported when the three QCI sites were removed (P > 0.35).

[FIGURES 2-3 OMITTED]

Despite the fact that a lower percentage of population pairs were significantly different in Sfr versus Pab, hierarchical gene diversity analysis revealed a slightly greater amount of variation partitioned among sites than observed in Pab (1.24% vs. 0.48%). This difference is likely because of the higher number of private alleles observed in Sfr. Hence, sample site accounted for a significant portion of the variation in Sfr (F-ratio = 3.14, df 11,2415, P = 0.0003). However, no strong geographic clustering of Sfr samples was observed in the neighbor joining dendrogram (Fig. 2B), nor was regional structure supported in hierarchical gene diversity analysis (North/South regions, F-ratio = 1.44, df1,11, P = 0.26). Given that the highest pairwise [F.sub.ST] value (0.007; P = 0.01, not significant after bonferroni correction) was observed between the two north coast populations, South West Price Island and Stryker Island, that are only 40 km apart, it is not surprising that an IBD model of structure was also not supported ([R.sup.2] = 1.07, P = 0.36; FSTAT; Fig. 3B).

DISCUSSION

Current and potential culture operations for geoduck clams and red sea urchins in BC generally aim to enhance harvestable populations (Alan Campbell, pers. comm.). The degree of genetic risk to wild populations associated with these activities is largely influenced by: (1) the degree of assimilation of cultured releases into natural populations; (2) genetic differences between the natural and supplementation populations and (3) the degree of substructure substructure /sub·struc·ture/ (-struk-chur) the underlying or supporting portion of an organ or appliance; that portion of an implant denture embedded in the tissues of the jaw.

sub·struc·ture
n.
 of the natural population (Utter & Epifanio 2002). Our spatial analysis (Data West Research Agency definition: see GIS glossary.) Analytical techniques to determine the spatial distribution of a variable, the relationship between the spatial distribution of variables, and the association of the variables of an area.  of microsatellite variation in Pab and Sfr provide the first view of substructure in natural populations of these species in BC, although additional sampling over time will be required to verify conclusions about stable population structure. In addition, data from this study provide a basis for the monitoring and evaluation activities recommended by Utter & Epifanio (2002).

For Sfr in BC, we found no evidence of a stepping stone pattern of connectedness (IBD model). Although the lack of geographically-based structure and "randomly" distributed private alleles could fit a model of chaotic genetic patchiness, more data focusing on genetic variation among settling cohorts would be required to provide strong support for this model. In general, our data do not refute the null hypothesis null hypothesis,
n theoretical assumption that a given therapy will have results not statistically different from another treatment.

null hypothesis,
n
 of genetic panmixia of Sfr within BC and SE Alaska.

Previous genetic studies of Sfr have focused on the southern portion of their range (Edmands et al. 1996, Debenham et al. 2000, Moberg & Burton 2000). Our results are consistent with these studies and with genetic studies of other sea urchin sea urchin, spherical-shaped echinoderm with movable spines covering the body. The body wall is a firm, globose shell, or test, made of fused skeletal plates and marked by regularly arranged tubercles to which the movable spines are attached.  species. Generally, panmixia is not rejected at macrogeographic scales (Palumbi & Wilson 1990, Palumbi & Kessing 1991, Debenham et al. 2000, Addison & Hart 2004), but chaotic genetic patchiness is often observed at microgeographic scales (1-200 km) (Edmands et al. 1996, Flowers et al. 2002). None of the studies to date have supported an IBD model of structure. However, genetic structure caused by phylogeographic boundaries was observed in three species (Mladenov et al. 1997, Addison & Hart 2004).

Patterns of geographical genetic differentiation may reflect events in the distant past (thousands to millions of years ago) as much or more than ongoing patterns of dispersal (Brown et al. 2001, Hellberg et al. 2002). Hence, whereas the lack of genetic differentiation of Sfr within BC is consistent with significant gene flow over evolutionary time (thousands of years), recruitment data suggest that over ecological time (tens to hundreds of years), sites may not be as connected by larval dispersal as they appear (Ebert et al. 1994). Recruitment of Sfr is sporadic, with large pulses of recruitment occurring only every 3-5 y (ibid), and variation in the distribution of size classes among sites indicates high variability in recruitment over small spatial scales (0.5-8 km) (Sloan et al. 1987). These observations suggest that over ecological time scales, exchange among sites may be more limited than genetic analyses suggest.

Pab inhabits coastal and estuarine es·tu·a·rine  
adj.
1. Of, relating to, or found in an estuary.

2. Geology Formed or deposited in an estuary.

Adj. 1. estuarine - of or relating to or found in estuaries
estuarial
 sites from California to Alaska and may occur in small numbers in southern Japan (Coan et al. 2000). Pab and can be found in the low intertidal zone The intertidal zone, also known as the littoral zone, in marine aquatic environments is the area of the foreshore and seabed that is exposed to the air at low tide and submerged at high tide, i.e., the area between tide marks.  down to depths of 100 m (Goodwin & Pease 1989). We observed a higher level of spatial genetic structuring in Pab among the BC sites than reported among sites within Puget Sound Puget Sound (py`jĕt), arm of the Pacific Ocean, NW Wash., connected with the Pacific by Juan de Fuca Strait, entered through the Admiralty Inlet and extending in two arms c.  and between Puget Sound and an Alaskan site by Vadopalas et al. (2004). Although different microsatellite loci were examined in the two studies, both included Pab 5 and Pab 6. The [F.sub.ST] values for Pab 5 and Pab 6 were higher in BC (0.005 and 0.003, respectively) than in Puget Sound (0.001 and 0.0001, respectively), indicating greater genetic variability among BC than Puget Sound sites. Whereas the overall geographic range of the two studies was similar, the IBD structure resolved in our study was not supported in the Vadopalas et al. (2004) study. This discrepancy is likely because of differences in the sampling distribution of the two studies: most of the samples in Vadopalas' study were collected within 200 km of one another within the Puget Sound basin and only a single distant Alaskan sample was compared, whereas the samples in our study were more evenly distributed across a span of over 1,100 km, with an average pairwise distance among sites of 445 km. By combining the data from both studies, we can conclude that Pab exhibits panmixia at small spatial scales of 50-300 km, and stepping stone gene flow at intermediate scales of 500-1,000 km.

The only Pab sites that did not cluster regionally were Marina and Savory Islands, which are located adjacent to one another in the Strait of Georgia (ECVI) but clustered with Puget Sound instead of other ECVI sites. Both of these sites were exposed to heavy commercial fishing in the past, and the Marina Island population was so depleted de·plete  
tr.v. de·plet·ed, de·plet·ing, de·pletes
To decrease the fullness of; use up or empty out.



[Latin d
 that in 1990 it was closed to fishing and became a research site (Campbell et al. 2004). In the mid 1990s Marina and Savory Islands underwent intensive reseeding efforts, with records indicating that broodstock were collected locally (ibid). However, seed from Puget Sound hatcheries was used in reseeding some west coast Vancouver Island sites at a similar time. Thus, the apparent genetic similarity of the Marina and Savory Island samples with Puget Sound samples observed in this study may indicate the introductions records for these two sites are not complete.

Genetic differentiation between rockfish species inhabiting sites in southern Puget Sound and Strait of Georgia/Strait of Juan de Fuca Juan de Fu·ca   , Strait of

A strait between northwest Washington State and Vancouver Island, British Columbia, Canada, linking Puget Sound and the Strait of Georgia with the Pacific Ocean.
 (collectively called the Georgia Basin) (Stout et al. 2001, Buonaccorsi et al. 2002) indicates that the shallow sill at Admiralty Inlet Admiralty Inlet: see Puget Sound.  and complicated bathymetry ba·thym·e·try  
n.
The measurement of the depth of bodies of water.



bathy·met
 within Puget Sound lead to larval retention within the Sound. For most species, insufficient sampling has been conducted to define the precise location of the biogeographic bi·o·ge·og·ra·phy  
n.
The study of the geographic distribution of organisms.



bio·ge·og
 boundary (Stout et al. 2001, Vadopalas 2003, Vadopalas et al. 2004). Although little differentiation was observed among most pairs of sites in Vadopalas et al. (2004), the sample from Juan de Fuca Strait Juan de Fuca Strait (wän də fy`kə), inlet of the Pacific Ocean, 100 mi (161 km) long and 11 to 17 mi (18–27 km) wide, between Vancouver Island, British Columbia, and  was distinct from Puget Sound sites. Our study did not contain a sample from the Juan de Fuca Strait, but sites within Puget Sound were significantly differentiated from 6/8 ECVI sites and all sites located in other BC regions. Further, 16/21 comparisons between ECVI and WCVI were significant. Given the vastly different ecological environments between ECVI and WCVI (one wave swept, one sheltered), genetic exchange between these waters may be further limited because of adaptive constraints.

In northern BC, the marine biota biota /bi·o·ta/ (bi-o´tah) all the living organisms of a particular area; the combined flora and fauna of a region.

bi·o·ta
n.
The flora and fauna of a region.
 of the QCI tend to be distinctive from southern coastal areas (Arndt & Smith 1998, Kyle & Boulding 2000, Withler et al. 2003) due either to the existence of historical refugia In the most basic biological sense refugia (singular: refugium) are locations of isolated or relict populations of once widespread animal or plant species. This isolation (allopatry) can be due to climatic changes or human activities such as deforestation and over-hunting.  or to isolation of the QCI from the mainland by eddies in Hecate Strait Hec·ate Strait  

A channel of western British Columbia, Canada, separating the Queen Charlotte Islands from coastal islands off the mainland of the province.
 (Briggs 1974, Allen & Smith 1988, Hetherington & Reid 2003, Di Lorenzo et al. 2005). The distinction of the QCI region was also relatively well supported for Pab in our study, and we hypothesize hy·poth·e·size  
v. hy·poth·e·sized, hy·poth·e·siz·ing, hy·poth·e·siz·es

v.tr.
To assert as a hypothesis.

v.intr.
To form a hypothesis.
 that oceanographic factors (i.e., disjunction disjunction /dis·junc·tion/ (-junk´shun)
1. the act or state of being disjoined.

2. in genetics, the moving apart of bivalent chromosomes at the first anaphase of meiosis.
 between the California Current California Current

A cold current originating in the northern Pacific Ocean and passing southward and then southwestward along the western coast of North America.
 and the Alaska Gyre gyre: see ocean.  located just south of QCI) have limited recent migration of Pab between QCI and more southerly sites. Whereas we cannot discount completely the possibility that historic recolonization Re`col`o`ni`za´tion   

n. 1. A second or renewed colonization.
 was also a factor in the generation of a genetically distinct QCI population, the lack of private alleles and statistical support for QCI as a distinct region in hierchical diversity analysis suggests that the differences observed are not deep enough to have been derived through historical isolation. This is an important point because statistical support for the IBD structure in Pab was dependent on the inclusion of the QCI sites, and if historical events have influenced their relationships, then true stepping-stone gene flow is not necessarily occurring. However, future analyses using data from a broader geographic range of sites and markers could be used to test this hypothesis.

For Pab, we suggest the adoption of at least 3 management areas within BC (QCI, Georgia Strait, and west coast Vancouver Island) and one for Puget Sound. This regional structure corresponds well with five general shellfish transfer zones proposed for BC by the Introductions and Transfer Committee (Dorothee Kieser, Fisheries and Oceans Canada Fisheries and Oceans Canada (DFO), is the department within the government of Canada that is responsible for developing and implementing policies and programs in support of Canada's economic, ecological and scientific interests in oceans and inland waters. ). These zones are Haida Gwaii (our QCI), Georgia Strait, West Coast Vancouver Island, Queen Charlotte Strait Queen Charlotte Strait exists between Vancouver Island and the mainland in British Columbia, Canada. It connects Queen Charlotte Sound with Johnstone Strait, Discovery Passage and then to the Strait of Georgia and Puget Sound.  (represented by a single sample in our study, E. Daphne Point) and the north/central coast (not sampled in our study). Additional Pab sampling from the Queen Charlotte Strait and north/central coasts of BC is required to examine population structure in these regions.

For Sfr, the genetic data provide no evidence of strong sub-structuring within BC waters but do not preclude the presence of geographically-based adaptive differences in growth and survival in the wild. We recommend that at least two management areas be identified within BC associated with the bifurcation Bifurcation

A term used in finance that refers to a splitting of something into two separate pieces.

Notes:
Generally, this term is used to refer to the splitting of a security into two separate pieces for the purpose of complex taxation advantages.
 of the Sub-arctic Current into the California and Alaska currents off the west coast of Vancouver Island, and the likely influence of these current systems on recruitment and productivity of marine organisms. Sir culture in northern BC should be conducted with organisms originating within the Haida Gwaii and north/central coast shellfish transfer zones, whereas those in southern BC should be based on organisms originating from waters contiguous with Vancouver Island (i.e., Queen Charlotte Strait, Georgia Strait and west coast Vancouver Island zones).

ACKNOWLEDGMENTS

The authors thank Alan Campbell and two anonymous reviewers for constructive advice relating to relating to relate prepconcernant

relating to relate prepbezüglich +gen, mit Bezug auf +acc 
 the manuscript. Urchin urchin - munchkin  sample collections were coordinated by the Pacific Underwater Harvesters Association (PUHA PUHA Pacific Urchin Harvesters Association
PUHA Pick Up Haul Ass (used by EMTs and paramedics for critical patients who must be transported to hospital ASAP) 
), Alan Campbell and Dominique Bureau from the Fisheries and Oceans, Canada and Kyle Hebert Kyle H. Hebert (born June 14, 1969 in Lake Charles, Louisiana) is an American voice actor best known for his roles as adult Gohan and the narrator in the FUNimation English dub of the Japanese anime Dragon Ball Z.  from the Alaska Department of Fish and Game. Geoduck sample collections were coordinated by the Underwater Harvesters Association (UHA UHa University of Hartford (West Hartford, Connecticut)
UHA United Homeowners Association
UHA Ultra-High Availability
UHA Ultra-High Altitude
UHA Uganda Honey Bee-Keepers Association
UHA United Hackers Organization
), Fan Seafoods, Island Scallops Ltd. and the Washington Dept. of Fish and Wildlife. This research was funded by the Department of Fisheries and Oceans, Canada through a Canadian Biotechnology Strategy Grant and industry partners, PUHA and UHA.

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KRISTINA M. MILLER, * K. JANINE SUPERNAULT, SHAORONG LI AND RUTH E, WITHLER

Fisheries and Oceans Canada Pacific Biological Station, 3190 Hammond Bay Rd. Nanaimo, BC Canada V9T 6N7

* Corresponding author. E-mail: millerk@pac.dfo-mpo.gc.ca
TABLE 1.

Distribution of collection sites for P. abrupta and S. franciscanus in
BC, Washington (WA), and Alaska (AK), with site-specific data on
sample size, allelic richness ([A.sub.R]), and expected heterozygosity
(He).

                      Province                      Sample
 Collection Site      or State        Region         Size     [A.sub.R]

Pab
  Point Heyer            WA       S. Puget Sound     98         28.0
  Hazel Point            WA       Hood Canal        134         27.0
  Marina Island          BC       ECVI              122         28.6
  Savory Island          BC       ECVI               95         28.7
  Cortes Island          BC       ECVI               92         27.7
  Porpoise Bay           BC       ECVI               98         27.5
  Round Island           BC       ECVI               99         28.1
  Boatswain Bank         BC       ECVI               97         26.3
  Thormanby Island       BC       ECVI               97         28.2
  East Daphne Pt         BC       N-ECVI             98         26.3
  Nootka Sound           BC       WCVI              103         26.7
  Coomes Banks           BC       WCVI              102         27.8
  Maggie River           BC       WCVI               96         26.4
  Hippa Island           BC       QCI               137         27.5
  Tasu Sound             BC       QCI               103         27.4
  Gowgaia Bay            BC       QCI               107         26.8
  Mean                                              105.3       27.4
Sfr
  Shute Reef             BC       SCVI               84         19.8
  Denman                 BC       ECVI               68         20.3
  Campbell River         BC       ECVI               78         19.2
  Johnstone Strait       BC       N-ECVI             92         20.0
  Broken Group           BC       WCVI               58         19.7
  Tofino                 BC       WCVI               79         19.4
  Stryker                BC       CC                 67         19.2
  SW Price               BC       CC                 63         19.7
  Louscoone              BC       QCI                87         20.4
  Windy Bay              BC       QCI                76         21.2
  Kelp Bay               AK       SEAK               81         21.0
  Blank                  AK       SEAK               77         20.3
  Meares Pass            AK       SEAK               72         19.4
  Mean                                               75.5       20.0

 Collection Site        He

Pab
  Point Heyer         0.967
  Hazel Point         0.970
  Marina Island       0.970
  Savory Island       0.967
  Cortes Island       0.961
  Porpoise Bay        0.962
  Round Island        0.970
  Boatswain Bank      0.958
  Thormanby Island    0.971
  East Daphne Pt      0.962
  Nootka Sound        0.967
  Coomes Banks        0.969
  Maggie River        0.966
  Hippa Island        0.970
  Tasu Sound          0.969
  Gowgaia Bay         0.963
  Mean                0.966
Sfr
  Shute Reef          0.933
  Denman              0.943
  Campbell River      0.937
  Johnstone Strait    0.942
  Broken Group        0.919
  Tofino              0.943
  Stryker             0.946
  SW Price            0.944
  Louscoone           0.938
  Windy Bay           0.948
  Kelp Bay            0.947
  Blank               0.941
  Meares Pass         0.944
  Mean                0.941

Abbreviations include: Washington (WA), BC (BC), Alaska (AK), East
coast of Vancouver Isalnd (ECVI), north ECVI (N-ECVI), west coast of
Vancouver Island (WCVI(, Queen Charlotte Islands (QCI), central coast
(CC), and south east Alaska (SEAK). Allel frequencies for all samples
surveyed in this study are available at:
http://www.pac.dfo-mpo.gc.ca/sci/aqua/bgsid_e.htm.

TABLE 2.

Statistics on S. franciscanus and P. abrupta microsatellite loci,
including allelic richness ([A.sub.R]), expected (He), and observed
(Ho) heterozygosity, inbreeding coefficient ([F.sub.IS]), number of
populations that deviate significantly (P < 0.05) from HWE after
bonferroni correction, Coancestry coefficient ([F.sub.ST]), and the
associated P-value for [F.sub.ST]. HWE was not assumed in the
calculation of the Coancestry coefficient ([F.sub.ST]) when 20% or
more of the populations significantly deviated from HWE (highlighted
with an asterisk).

     Locus          N      [A.sub.R]     He      Ho     [F.sub.IS]

P. abrupta
  Pab 5 (1)        1118       16        0.91    0.71       0.22
  Pab 6 (1)        1113       22        0.93    0.90       0.03
  Pab 117          1019       35        0.97    0.68       0.30
  Pab 132          1019       38        0.94    0.70       0.26
  Pab 101e         1113       19        0.93    0.88       0.05
  Pab 105e         1113       38        0.98    0.72       0.22
  Pab 106e         1018       18        0.93    0.91       0.06
  Pab 112e         1113       34        0.96    0.88       0.09
  Mean                        27        0.94    0.80       0.15
S. franciscanus
  Sfr 06           1016       12        0.87    0.85       0.03
  Sfr 13           1026       16        0.91    0.81       0.11
  Sfr 22           1102       25        0.94    0.82       0.12
  Sfr 34           1074       28        0.81    0.69       0.15
  Sfr 55            930       35        0.96    0.74       0.23
  Sfr 64           1039        9        0.83    0.76       0.09
  Sfr 90            895       14        0.63    0.66       0.04
  Mean                        20        0.85    0.76       0.11

                    # Pop
     Locus         P < 0.05    [F.sub.ST HW]    GP-Value

P. abrupta
  Pab 5 (1)           16         0.0040 *         0.002
  Pab 6 (1)            0         0.0032           0.002
  Pab 117             16         0.0020 *         0.002
  Pab 132             15         0.0040 *         0.002
  Pab 101e             3         0.0024           0.002
  Pab 105e            16         0.0020 *         0.002
  Pab 106e             5         0.0041 *         0.002
  Pab 112e            11         0.0050 *         0.002
  Mean                           0.0036
S. franciscanus
  Sfr 06               0         0.0000           0.468
  Sfr 13               6         0.0000 *         0.667
  Sfr 22               6         0.0010 *         0.135
  Sfr 34               9         0.0010 *         0.007
  Sfr 55              13         0.0030 *         0.002
  Sfr 64               2         0.0023           0.005
  Sfr 90               0         0.0051           0.002
  Mean                           0.0020

(1) Locus primers from Vadopalas & Bentzen (2000).

TABLE 3.

Pairwise [F.sub.ST] distances and their significance for A. Pab and B.
Sfr. Values above the diagonal indicate significance of each pairwise
[F.sub.ST] at P < 0.05, after bonferroni correction, with an asterisk
(*) indicating significant and "ns" nonsignificant tests. [F.sub.ST]
values are shown below the diagonal. Site names are abbreviated from
Table 1, and abbreviated region names are indicated above the site
names. Note that the regions within Washington (WA) are not shown for
the two WA sites.

                          WA         WA         ECVI        ECVI
A.                     Pt Heyer     Hazel      Marina      Savory

WA        Pt Heyer                    *          *            *
WA        Hazel         0.0037                   *            *
ECVI      Marina        0.0029     0.0024                    ns
ECVI      Savory        0.0040     0.0026      0.0013
ECVI      Cortes        0.0045     0.0043      0.0034      0.0017
ECVI      Porpoise      0.0059     0.0047      0.0043      0.0037
ECVI      Round         0.0046     0.0023      0.0032      0.0034
ECVI      Botswain      0.0064     0.0045      0.0043      0.0035
ECVI      Thormanby     0.0059     0.0054      0.0030      0.0023
N-ECVI    E. Daphne     0.0068     0.0044      0.0048      0.0053
WCVI      Nootka        0.0036     0.0034      0.0026      0.0033
WCVI      Coomes        0.0045     0.0034      0.0028      0.0023
WCVI      Maggie        0.0035     0.0025      0.0024      0.0043
QCI       Hippa         0.0056     0.0031      0.0039      0.0055
QCI       Tasu          0.0040     0.0041      0.0037      0.0038
QCI       Gowgaia       0.0049     0.0031      0.0032      0.0044

            ECVI         ECVI       ECVI        ECVI        ECVI
A.         Cortes      Porpoise     Round     Botswain     Thorman

WA            *           *           *          *            *
WA            *           *           *          *            *
ECVI          *           *           *          *            *
ECVI          *           *           *          *            *
ECVI                      *           *          *           ns
ECVI       0.0023                     *          *           ns
ECVI       0.0018       0.0018                   *            *
ECVI       0.0024       0.0039     0.0035                     *
ECVI       0.0011       0.0031     0.0026      0.0027
N-ECVI     0.0033       0.0049     0.0044      0.0034      0.0047
WCVI       0.0032       0.0027     0.0021      0.0023      0.0031
WCVI       0.0021       0.0030     0.0022      0.0018      0.0024
WCVI       0.0030       0.0028     0.0025      0.0039      0.0045
QCI        0.0046       0.0056     0.0039      0.0041      0.0059
QCI        0.0031       0.0059     0.0038      0.0042      0.0050
QCI        0.0030       0.0043     0.0030      0.0044      0.0046

           N-ECVI        WCVI       WCVI        WCVI         QCI
A.         Daphne       Nootka     Coomes      Maggie       Hippa

WA            *           *           *          *            *
WA            *           *           *          *            *
ECVI          *           *           *          *            *
ECVI          *           *           *          *            *
ECVI          *           ns          *          *            *
ECVI          *           ns          *          *            *
ECVI          *           ns          *          *            *
ECVI          *           ns          *          *            *
ECVI          *           ns         ns          *            *
N-ECVI                                *          *            *
WCVI       0.0032                    ns          *            *
WCVI       0.0021       0.0015                   *            *
WCVI       0.0019       0.0018     0.0022
QCI        0.0042       0.0028     0.0045      0.0041
QCI        0.0032       0.0029     0.0027      0.0054      0.0022
QCI        0.0034       0.0032     0.0027      0.0046      0.0011

             QCI         QCI
A.          Tasu       Gowgaia

WA            *           *
WA            *           *
ECVI          *           *
ECVI          *           *
ECVI          *           *
ECVI          *           *
ECVI          *           *
ECVI          *           *
ECVI          *           *
N-ECVI        *           *
WCVI          *           *
WCVI          *           *
WCVI          *           *
QCI           *           ns
QCI                       ns
QCI        0.0022

                         SCVI       ECVI        ECVI       N-ECVI
B.                      Shute      Denman     Campbell    Johnstone

SCVI      Shute                      ns          ns          ns
ECVI      Denman        0.0003                   ns          ns
ECVI      Campbell     -0.0007      0.0012                    ns
N-ECVI    Johnstone    -0.0008      0.0006    -0.0008
WCVI      Broken        0.0000     -0.0014     0.0017      0.0026
WCVI      Tofino        0.0028     -0.0006     0.0008      0.0014
CC        Stryker       0.0044      0.0000     0.0042      0.0036
CC        SW Price      0.0049      0.0021     0.0044      0.0059
QCI       Louscoone     0.0008      0.0001     0.0014     -0.0006
QCI       Windy         0.0045      0.0009     0.0042      0.0030
SEAK      Kelp          0.0005     -0.0002     0.0004     -0.0002
SEAK      Blank         0.0027     -0.0010     0.0012      0.0009
SEAK      Meares        0.0018      0.0022     0.0018      0.0009

            WCVI         WCVI        CC          CC          QCI
B.         Broken       Tofino     Stryker    SW Price    Louscoone

SCVI         ns           ns         ns          ns          ns
ECVI         ns           ns         ns          ns          ns
ECVI          *           ns         ns          ns          ns
N-ECVI        *           ns          *          *           ns
WCVI                      ns         ns          ns          ns
WCVI      -0.0002                    ns          ns          ns
CC         0.0030       0.0057                   ns          ns
CC         0.0010      -0.0004     0.0071                    ns
QCI        0.0014       0.0013     0.0045      0.0019
QCI        0.0007       0.0001     0.0052     -0.0010      0.0005
SEAK       0.0015       0.0015     0.0012      0.0055      0.0014
SEAK       0.0017       0.0004     0.0038      0.0024     -0.0002
SEAK       0.0032       0.0002     0.0050      0.0033     -0.0001

             QCI         SEAK       SEAK        SEAK
B.          Windy        Kelp       Blank      Meares

SCVI         ns           ns         ns          ns
ECVI         ns           ns         ns          ns
ECVI         ns           ns         ns          ns
N-ECVI       ns           ns         ns          ns
WCVI         ns           ns         ns
WCVI         ns           ns         ns          ns
CC            *           ns          *          ns
CC           ns           ns         ns
QCI          ns           ns         ns          ns
QCI                       ns         ns
SEAK       0.0033                    ns          ns
SEAK       0.0028       0.0013                   ns
SEAK       0.0042       0.0010     0.0017
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Author:Withler, Ruth E.
Publication:Journal of Shellfish Research
Geographic Code:1CBRI
Date:Apr 1, 2006
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