Genetic diversity of Atlantic salmon (Salmo salar) and European whitefish (Coregonus lavaretus) in the Baltic Sea

We described the patterns and extent of microsatellite DNA variation in historical and present-day Atlantic salmon (Salmo salar L.) stocks in the Baltic Sea and neighbouring areas, and in European whitefish (Coregonus lavaretus) ecotypes, populations and run-timing types in Finland. Moreover, the amount and pattern of genetic diversity in historical salmon populations before human impact were described, and the proportion of diversity maintained in the present hatchery stocks evaluated. Salmon populations in the Baltic Sea were, on average, significantly less variable than eastern Atlantic populations, and the diversity of landlocked populations (Lakes Vänern, Saimaa, Onega and Ladoga) was in turn significantly lower than that of anadromous salmon populations in the Baltic Sea populations. Within the Baltic Sea, the anadromous populations of Atlantic salmon formed three clear groups, corresponding to the northern (Gulf of Bothnia), eastern (Gulf of Finland and eastern Baltic Main Basin) and southern (western Baltic Main Basin) regions. Based on microsatellite data, three salmon population groups in the Baltic Sea were considered potentially different colonization lineages. In short- and long-term breeding programmes of Atlantic salmon, the average observed rate of loss of alleles was 4.9% and 2.0% per generation and the average rate of loss of heterozygosity was 1.4% and 1% per generation, respectively. When comparing the genetic parameters of stocks before and after hatchery breeding of several successive generations (Rivers Iijoki and Oulujoki), statistically significant changes in allele frequencies were common, while large wild stock in the Teno River has remained temporally very stable over 56 years. Despite the observed losses of genetic diversity in broodstock breeding, a large proportion of the genetic resources of the extirpated stocks are still conserved in the broodstocks. Genetic differentiation among European whitefish ecotypes was generally low, thus giving support to the hypothesis of one native European whitefish species in Fennoscandia. Among the ecotypes, the northern, large sparsely rakered, bottom-dwelling whitefish was the most unique. The known genetic differences in quantitative traits have thus either developed independently of potential phylogenetic lineages, or the lineages have mixed and the quantitative traits of the ecotypes, like gill-raker number, have later changed according to environment and selection pressures. Overall, genetic distances between the anadromous whitefish populations along the Finnish coast, especially in the Bothnian Bay area, were small. Wild whitefish populations studied had slightly higher allelic diversity than hatchery-reared populations in corresponding rivers.

Kymijoen vaelluskalojen nousureittien avaamisen kustannusten ja hyötyjen arviointi

The objective of this thesis is to evaluate different means of increasing natural reproduction of migratory fish, especially salmon, in the river Kymijoki. The original stocks of migratory fish in Kymijoki were lost by the 1950s because of hydropower plants and worsened quality of water in the river. Nowadays the salmon stocks is based on hatchery-reared fish, even though there is significant potential of natural smolt production in the river. The main problem in the natural reproduction is that the migratory fish cannot ascend to the reproduction areas above the Korkeakoski and Koivukoski hydropower plants. In this thesis alternative projects which aim to open these ascencion routes and their costs and benefits are evaluated. The method used in the evaluation is social cost-benefit analysis. The alternative projects evaluated in this thesis consist of projects that aim to change the flow patterns between the eastern branches of Kymijoki and projects that involve building a fish ladder. Also different combinations of these projects are considered. The objective of this thesis is to find the project that is the most profitable to execute; this evaluation can be done in comparing the net present values of the projects. In addition to this, a sensitivity analysis will be made on the parameter values that are most uncertain. We compare the net present values of the projects with the net present values of hatchery-reared smolt releases, so we can evaluate, if the projects or the smolt releases are more socially profitable in the long term. The results of this thesis indicate that especially the projects that involve building a fish ladder next to the Korkeakoski hydropower plant are the most socially profitable. If this fish ladder would be built, the natural reproduction of salmon in the Kymijoki river could become so extensive, that hatchery-reared smolt releases could even be stopped. The results of the sensivity analysis indicate that the net present values of the projects depend especially on the initial smolt survival rate of wild salmon and the functioning of the potential fish ladder in Korkeakoski. Also the changes of other parameter values influence the results of the cost-benefit analysis, but not as significantly. When the net present values of the projects and the smolt releases are compared, the results depend on which period of time is selected to count the average catches of reared salmon. If the average of the last 5 years catches is used in counting the net benefits of smolt releases, all the alternative projects are more profitable than the releases. When the average of the last 10 years is used, only building of the fish ladder in Korkeakoski and all the project combinations are more profitable than the smolt releases.

Bayesian fisheries stock assessment: integrating and updating knowledge

In this thesis the use of the Bayesian approach to statistical inference in fisheries stock assessment is studied. The work was conducted in collaboration of the Finnish Game and Fisheries Research Institute by using the problem of monitoring and prediction of the juvenile salmon population in the River Tornionjoki as an example application. The River Tornionjoki is the largest salmon river flowing into the Baltic Sea. This thesis tackles the issues of model formulation and model checking as well as computational problems related to Bayesian modelling in the context of fisheries stock assessment. Each article of the thesis provides a novel method either for extracting information from data obtained via a particular type of sampling system or for integrating the information about the fish stock from multiple sources in terms of a population dynamics model. Mark-recapture and removal sampling schemes and a random catch sampling method are covered for the estimation of the population size. In addition, a method for estimating the stock composition of a salmon catch based on DNA samples is also presented. For most of the articles, Markov chain Monte Carlo (MCMC) simulation has been used as a tool to approximate the posterior distribution. Problems arising from the sampling method are also briefly discussed and potential solutions for these problems are proposed. Special emphasis in the discussion is given to the philosophical foundation of the Bayesian approach in the context of fisheries stock assessment. It is argued that the role of subjective prior knowledge needed in practically all parts of a Bayesian model should be recognized and consequently fully utilised in the process of model formulation.

Applications of gene sequence polymorphisms in evolutionary genetic studies of Atlantic salmon (Salmo salar) and other teleost fish species

Evolutionary genetics incorporates traditional population genetics and studies of the origins of genetic variation by mutation and recombination, and the molecular evolution of genomes. Among the primary forces that have potential to affect the genetic variation within and among populations, including those that may lead to adaptation and speciation, are genetic drift, gene flow, mutations and natural selection. The main challenges in knowing the genetic basis of evolutionary changes is to distinguish the adaptive selection forces that cause existent DNA sequence variants and also to identify the nucleotide differences responsible for the observed phenotypic variation. To understand the effects of various forces, interpretation of gene sequence variation has been the principal basis of many evolutionary genetic studies. The main aim of this thesis was to assess different forms of teleost gene sequence polymorphisms in evolutionary genetic studies of Atlantic salmon (Salmo salar) and other species. Firstly, the level of Darwinian adaptive evolution affected coding regions of the growth hormone (GH) gene during the teleost evolution was investigated based on the sequence data existing in public databases. Secondly, a target gene approach was used to identify within population variation in the growth hormone 1 (GH1) gene in salmon. Then, a new strategy for single nucleotide polymorphisms (SNPs) discovery in salmonid fishes was introduced, and, finally, the usefulness of a limited number of SNP markers as molecular tools in several applications of population genetics in Atlantic salmon was assessed. This thesis showed that the gene sequences in databases can be utilized to perform comparative studies of molecular evolution, and some putative evidence of the existence of Darwinian selection during the teleost GH evolution was presented. In addition, existent sequence data was exploited to investigate GH1 gene variation within Atlantic salmon populations throughout its range. Purifying selection is suggested to be the predominant evolutionary force controlling the genetic variation of this gene in salmon, and some support for gene flow between continents was also observed. The novel approach to SNP discovery in species with duplicated genome fragments introduced here proved to be an effective method, and this may have several applications in evolutionary genetics with different species - e.g. when developing gene-targeted markers to investigate quantitative genetic variation. The thesis also demonstrated that only a few SNPs performed highly similar signals in some of the population genetic analyses when compared with the microsatellite markers. This may have useful applications when estimating genetic diversity in genes having a potential role in ecological and conservation issues, or when using hard biological samples in genetic studies as SNPs can be applied with relatively highly degraded DNA.

Kannan, kasvatusympäristön ja ehdollistamisen vaikutus lohenpoikasten pedonvälttämiskäyttäytymiseen

Istutetut kalat selviävät luonnonoloissa usein huomattavasti luonnossa kasvaneita lajikumppaneitaan heikommin. Laitosten kasvatusaltaissa kasvavilla kaloilla ei ole ennen istutusta tarvetta oppia luonnossa välttämättömiä taitoja. Jos istutuskalat ovat sukupolvi sukupolven jälkeen laitoskalojen jälkeläisiä, voi myös kalojen perimä laitostua, kun perimään kertyy luonnossa selviytymisen kannalta haitallisia ja laitosoloissa hyödyllisiä ominaisuuksia. Suomessa hyvä esimerkkilaji istutuskaloista ja niiden ongelmista on lohi (Salmo salar). Yksi istutusten tuloksellisuudelle merkityksellisistä kalojen taidoista on pedonvälttämiskäyttäytyminen eli se, kuinka hyvin kalat välttävät saaliksi jäämistä. Sekä laitosoloissa kasvamisen että perimän laitostumisen on todettu voivan muuttaa kalojen pedonvälttämiskäyttäytymiseen liittyviä käyttäytymispiirteitä. On myös saatu näyttöä perimältään laitostuneiden kalojen luonnonkantaisia kaloja suuremmasta riskistä jäädä petojen saaliiksi. Luonnonkalojen ja laitoskalojen väliset erot sopeutuvuudessa luonnonoloihin ovat poikineet runsaasti tutkimuksia, joissa on selvitetty, miten laitoskalojen pedonvälttämiskäyttäytyminen saataisiin muistuttamaan enemmän luonnonkalojen käyttäytymistä. Tärkeimpiä samankaltaistamiskeinoja ovat laitosten kasvatusaltaiden muuttaminen virikkeellisiksi eli enemmän luonnonoloja vastaaviksi ja laitoskalojen kouluttaminen ennen istutusta. Tutkin kokeissani perimän laitostumisen, virikkeellisen kasvatusympäristön ja klassisen ehdollistamisen vaikutuksia yksivuotiaiden lohenpoikasten pedonvälttämiskäyttäytymiseen. Käytössäni oli Simojoen populaation lohenpoikasia neljästä eri kanta-kasvatusympäristö-käsittelystä: perinteisissä kasvatusaltaissa kasvatettuja luonnonkannan kaloja, virikkeellisissä kasvatusaltaissa kasvatettuja luonnonkannan kaloja, perinteisissä kasvatusaltaissa kasvatettuja laitostuneen kannan kaloja ja virikkeellisissä kasvatusaltaissa kasvatettuja laitostuneen kannan kaloja. Ensimmäisessä kokeessani vertailin eri käsittelyjen kalojen poistumisnopeutta ns. lähtölaatikosta sekä uintikäyttäytymistä kaukalossa, jossa ne eivät olleet aiemmin olleet. Toisessa kokeessa tarkkailin, miten ns. hälyaine vaikutti rohkeuskokeessa olleiden kalojen käyttäytymiseen, kun niitä uitettiin uudestaan samoissa kaukaloissa. Kolmannessa kokeessa ehdollistin molempien laitoskantaisten käsittelyjen kaloja hauen hajulle hälyaineen avulla. Ehdollistamisen jälkeen tarkkailin, kuinka poikaset käyttäytyvät kaukaloissa, joihin johdettiin hauen hajua. Tein myös selviytymiskokeen, jossa vapautin saman ehdollistamiskäsittelyn läpikäyneitä kaloja altaisiin, joissa hauet saivat saalistaa poikasia ja joihin oli kasattu poikasille suojapaikaksi kiviröykkiö. Odotin luonnonkantaisten, virikkeellisesti kasvatettujen ja ehdollistettujen kalojen olevan muita varovaisempia ja hauilta paremmin selviytyviä. Virikkeellinen kasvatus lisäsi monella käyttäytymismuuttujalla mitattuna kalojen varovaisuutta tai arkuutta. Joillain muuttujilla mitattuna virikkeellisyys vaikutti varovaisuutta tai arkuutta lisäten vain luonnonkantaisiin kaloihin Siten myös kalan kannalla oli merkitystä. Yhdessä käyttäytymismuuttujassa kannalla oli lisäksi kasvatusympäristöstä riippumatonkin vaikutus. Hälyaine vaikutti kaloihin lähinnä niiden liikkumista vähentäen. Ehdollistamisen vaikutus kaukalomuuttujiin riippui kasvatusympäristöstä: ehdollistaminen lisäsi virikkeellisissä oloissa kasvatettujen ja vähensi tavallisissa altaissa kasvatettujen uimista. Ehdollistamisella tai kasvatusympäristöllä ei ollut vaikutusta kalojen selviytymiseen haukien saalistukselta. Tulokset herättivät myös mahdollisia uusia tutkimuskysymyksiä. Tulosten perusteella voin sanoa, että kasvatuksessa käytetyt yksinkertaiset ja edulliset virikkeet ja ehdollistamismenetelmät voivat vaikuttaa kalojen käyttäytymiseen muuttamalla sitä varovaisemmaksi ja sopeutuvammaksi eli mahdollisesti joiltain osin luonnonmukaisemmaksi tai luonnossa selviytymistä auttavaksi. Erot virikkeellisen kasvatuksen vaikutuksissa luonnonkantaisiin ja laitoskantaisiin kaloihin voivat kertoa siitä, kuinka tärkeää oli, että kokeissa oli mukana molempien kantojen kaloja. Tulosten soveltamismahdollisuudet ovat lupaavat, koska tämä oli yksi ensimmäisistä koejärjestelyistä, joissa virikkeellistettyjen kasvatusaltaiden kalatiheydet olivat samaa luokkaa kuin kalankasvatuslaitoksissa tavallisesti käytetyt tiheydet.