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Towards understanding the effects of stocking density on farmed South African abalone, Haliotis Midae / Towards understanding stocking density of farmed South African abalone Haliotis midaeNicholson, Gareth Hurst January 2014 (has links)
The profitability of abalone farms is heavily influenced by their production per unit of grow-out space. With farms having physically expanded to the maximum, and with increasing production costs, one of the most realistic ways for farms to increase their production is through optimizing stocking densities. The effect of stocking density on Haliotis midae performance is undocumented and optimal stocking densities for this species have not been determined. Experiments were conducted under farm conditions to investigate the effects of four different stocking densities (16 %, 20 %, 22 % and 24 % of available surface area) on growth, production and health of three different size classes of abalone (15-35 g, 45-65 g, and 70-90 g start weight). Each treatment was replicated four times and trials ran over a period of eight months with measurements being made at four month intervals. Abalone behaviour was observed during the trials in the experimental tanks. Weight gain per abalone decreased with an increase in density for all tested size classes (5.04 ± 0.18 to 2.38 ± 0.17; 5.35 ± 0.21 to 4.62 ± 0.29; 7.97 ± 0.37 to 6.53 ± 0.28 g.abalone-1.month-1 for the 15-35, 45-65 and 70-90 g classes respectively, with an increased density of 16 to 24 %). Individual weight gain of 15-35 g abalone was similar at stocking densities of 16 % and 20 % while weight gain of 45-65 g and 70-90 g abalone decreased when density was increased above 16 %. Biomass gain (kg.basket-1.month-1) was not affected by stocking density in the 15-35 g and 45-65 g size classes (1.29 ± 0.02 and 0.97 ± 0.02 kg.basket-1.month-1 respectively). However, the biomass gained by baskets stocked with 70-90 g abalone increased with stocking density (1.08 ± 0.02 to 1.33 ± 0.02 kg.basket-1.month-1) with an increased density of 16 to 24 %) and did not appear to plateau within the tested density range (16 to 24 %). Food conversion ratio did not differ significantly between densities across all size classes. Stocking density did not have a significant effect on abalone condition factor or health indices. The proportion of abalone above the level of the feeder plate increased with density (7.26 ± 1.33 to 16.44 ± 1.33 with an increased density of 16 to 24 %). As a proportion of abalone situated in the area of the basket, the same proportions were situated on the walls above the feeder plate and on the feeder plate itself irrespective of stocking density (p > 0.05). Higher proportions of animals had restricted access to feed at higher stocking densities (p = 0.03). The amount of formulated feed available on the feeder plate did not differ between stocking densities throughout the night (p = 0.19). Individual abalone spent more time above the feeder plate at higher stocking densities (p < 0.05). The percentage of time above the feeder plate, spent on the walls of the basket and on the feeding surface was not significantly different at densities of 20 %, 22 % and 24 % (p > 0.05) but abalone stocked at 16 % spent a greater percentage of time above the feeder plate on the feeding surface (83.99 ± 6.26 %) than on the basket walls (16.01 ± 6.26 %). Stocking density did not affect the positioning of abalone within a basket during the day or at night. Different size H. midae are affected differently by increases in stocking density in terms of growth performance. Findings from this research may be implemented into farm management strategies to best suit production goals, whether in terms of biomass production or individual weight gain. The fundamental mechanisms resulting in reduced growth at higher densities are not well understood, however results from behaviour observations suggest that competition for preferred attachment space and feed availability are contributing to decreased growth rates. With knowledge of abalone behaviour at different densities, innovative tank designs may be established in order to counter the reduction in growth at higher densities.
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Growth and gonad size in cultured South African abalone, Haliotis midaeRiddin, Nicholas Alwyn January 2013 (has links)
According to farm records, cultured Haliotis midae (50-70 g.abalone⁻¹) were growing 10% slower in winter when compared to summer. This reduction in growth rate also coincided with enlarged gonads. Initial trials showed that there were differences in mean monthly growth rates ranging from 1.97 – 5.14 g abalone⁻¹ month⁻¹, and gonad bulk index (GBI) also varied between months (GBI range: 26.88 ± 12.87 to 51.03 ± 34.47). The investment of energy into gonad tissue growth did not compromise whole body growth as the abalone continued to gain weight throughout the reproductive periods, probably due to gonadal growth. Growth of this size class of abalone was not influenced by water temperature or day length, suggesting favourable on-farm culture conditions (regression analyses, p > 0.05). There is no need to implement a seasonal dietary regime. Cultured H. midae were fed artificial diets with different protein sources, including only soya, only fishmeal, a combination of soya and fishmeal, and these were compared to kelp-fed abalone. Kelp-fed abalone grew slower than those fed artificial feeds (p>0.05). Gonad growth was the greatest when soya meal was included in the diet (average GBI: 74.91 ± 23.31), while the average gonad size of abalone fed the fishmealbased diet had gonads which were 38% smaller, and kelp-fed abalone had gonads which were 75% smaller than those of the abalone fed on diets containing soya meal. The increased gonad mass in abalone fed on diets including soya meal could be attributed to phytoestrogenic activity, as a result of the presence of isoflavones found in the soya plant; this remains to be tested. The use of soya in brood stock diet development is advised. The influence of dietary protein to energy ratio (1.41 – 2.46 g MJ⁻¹) on growth and gonad size was tested. Protein and energy levels within the ranges tested (22 and 33% protein; 13.5 and 15.6 MJ kg⁻¹) did not interact to influence growth rates of cultured H. midae. GBI increased from 50.67 ± 4.16 to 83.93 ± 9.35 units as a function of dietary protein to energy ratio (y = 42.02 x⁰·⁸¹; r² = 0.19; regression analysis: F₁¸₃₈ = 8.9; p = 0.005). In addition, protein level influenced gonad size, with gonad growth being greater in abalone fed the high protein diet (factorial ANOVA: F₁¸₃₂ = 7.1, p = 0.012). Canning yields were reduced by 7% when the protein content was increased, while increasing the quantity of dietary energy improved canning yields by ~ 6% (one-way ANOVA: F₁¸₂₈ = 14.4, p= 0.001). The present study provided evidence that although growth rates are varying seasonally, reproductive investment is not hindering weight gain. Gonad growth can be influenced if desired by farms, depending on the level of soya inclusion, as well as the protein to energy ratio in the diet. Monthly variation in growth and gonad size, as well as the influence of diet on gonad growth were highlighted, and the implications for farm application and further research were discussed.
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Effect of diet and sex-sorting on growth and gonad development in farmed South African abalone, Haliotis midaeAyres, Devin William Philip January 2014 (has links)
Abalone, Haliotis midae, farmers in South Africa that feed formulated diets reported a periodic drop in abalone growth during periods of increased gonad development. A large drop in abalone biomass was noticed after presumed spawning events. This study was aimed to determine the effect of diet and sex-sorting on gonad development in abalone. Experiments were conducted on a commercial abalone farm from July 2012 to the end of June 2013. Isonitrogenous and isoenergetic diets were formulated with two protein sources. A fishmeal and soybean meal (S-diet) diet and a fishmeal only (F-diet) diet were fed to abalone (50 - 70 g abalone⁻¹) over 12 months. Weight and length gain, gonad bulk index (GBI), visceral index (%) and meat mass index (%) were determined monthly and seasonally. A histological study on the female gonads was conducted. This study also included an experiment to test the effect of sex-sorting (70 - 80 g abalone⁻¹) on growth and body composition with treatments including males (M), females (F) and equal numbers of males and females (MF). Weight gain and length gain were faster in S-diet-fed abalone (RM-ANOVA, F ₍₁, ₁₆₎ = 7.77, p = 0.01; F ₍₁, ₆₉₎ = 49.9, p < 0.001, respectively). Gonad development was significantly affected by the inclusion of soybean meal with S-diet-fed abalone showing higher GBI-values than F-diet-fed abalone (RM-ANOVA, F ₍₁, ₃₃)= 16.22, p = 0.0003). Male abalone had higher GBI-values than females (RM-ANOVA, F ₍₁, ₃₃₎ = 39.87, p < 0.0001). There was no significant difference in average feed conversion ratio (FCR) between diets over time (RM-ANOVA, F ₍₁, ₂₁₎ = 0.008, p = 0.97). However, average FCR-values were significantly highest between November 2012 and March 2013, the presumed spawning season. The visceral mass (gut and gonad) as a proportion of whole mass (visceral index, %) was significantly higher in abalone fed the S-diet (RM-ANOVA; F ₍₁, ₆₉₎ = 68.06, p < 0.0001). There was no difference in meat mass index (%) between diets for both male and female abalone (RM-ANOVA; F ₍₇, ₂₄₈₎ = 0.80, p = 0.60; F ₍₇, ₂₄₁₎ = 1.7, p = 0.11,respectively). Meat mass index significantly decreased from September 2012 to February 2013 coinciding with the period of high GBI-values. The distribution of oocyte maturity stages differed between diets. The majority of oocytes within S-diet-fed abalone were fully mature stage 8 oocytes compared to a majority of stage 7 oocytes in F-diet-fed abalone. Histology corroborated peaks in GBI-values for abalone fed both diets. There was no significant difference in growth, GBI, visceral index (%) and meat mass index (%) between abalone sorted into monosex and mixed-sex populations. Thus, the presence of the opposite sex did not have an effect on growth and gonad mass in H. midae. The phytoestrogens daidzin, glycitin, genistin, daidzein, glycitein and genistein were present in soybean meal and only traceable amounts were found in the F-diet. This study provided evidence that soybean meal present in formulated feed affected growth and gonad development in H.midae. The difference in the distribution of the maturity stages of oocytes was affected by diet. Sex-sorting abalone into monosex and mixed-sex populations had no influence on weight and length gain and gonad development.
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Réponse transcriptomique et cellulaire de l'ormeau rouge Haliotis rufescens, cultivé en écloserie industrielle face aux stress métalliques et aux pathogènes : rôle des probiotiques dans la survie des organismes / Transcriptomics and cellular response of red abalone Haliotis rufescens grown in industrial hatchery to the metal and pathogens stress : role of probiotics in the survival of organismsSilva Aciares, Fernando 22 March 2013 (has links)
Dans les écosystèmes marins côtiers, l‘activité anthropique et les paramètres naturels induisent chez lesorganismes aquatiques des situations de «multistress». Parmi ces paramètres, deux d‘entre eux ont été étudiés:La contamination métallique et l’infection bactérienne. Dans ce contexte la compréhension des réponsesmoléculaires et physiologiques de l’ormeau rouge Haliotis rufescens a été étudiée, en particulier, face l’impactmétallique (cuivre), et au pathogène (Vibrio parahaemolyticus) en interaction avec des bactéries probiotiquespendant le stade juvénile de ce mollusque en conditions contrôlées. Dans un première temps, une évaluation surl’effet d’un consortium probiotique formé de trois souches bactériennes: Vibrio sp C21, Agarivorans albus F1et Vibrio sp F15 a été testée et les paramètres de survie et de croissance des juvéniles de l’ormeau ont été suivis.Les résultats montrent que les probiotiques augmentent les performances de ces deux paramètres de trait de viecomparés aux individus témoins sans probiotiques. Dans un second temps, une approche génomique parbanques soustractives a été réalisée afin d’identifier les transcrits régulés par l’impact métallique. Cetteméthode a permis d’identifier 108 gènes potentiellement impliqués dans la réponse cellulaire et physiologiquedes organismes face au stress. La cinétique de l’expression génique a été suivie à l’aide de 14 transcrits et leurvariation temporelle pendant la phase critique révèle des régulations parfois complexes et différentielles chezles organismes. Ensuite, les réponses immunitaires des hémocytes d’ormeau face l'exposition au cuivre ont étérecherchées. Les résultats montrent que l’exposition au métal provoque des disfonctionnement importants desactivités hémocytaires. Enfin, l’interaction entre les bactéries pathogènes et probiotiques ont étés étudiées etleurs effets sur le mollusque ont été également recherchés. La présence des bactéries pathogènes régulel’expression génique des transcrits impliqués dans des fonctions physiologiques clés des organismes (lesdéfenses immunitaires et l’état énergétique). De plus, les résultats de cette interaction nous renseignent sur lerôle capital accompli par les bactéries probiotiques sur les performances en termes d’amélioration de la survieet de la croissance des jeunes ormeaux en condition de stress. / In coastal ecosystems, anthropogenic activity and natural factors induce “multi-stress” situations. Inthis study, we focused on two such stress-inducing factors: metal contamination and bacterial infection.Specifically, under controlled conditions, we examined the molecular and physiological responses of redabalone Haliotis rufescens toward the impact of a metal (copper) and a pathogen (Vibrio parahaemolyticus)with respect to this mollusk’s interaction with probiotic bacteria during the juvenile stage. First, we assessed theeffect of a consortium of three probiotic bacterial strains—Vibrio sp. C21, Agarivorans albus F1, and Vibrio sp.F15—on two abalone lifecycle-related parameters, namely, survival and growth. The results showed that,compared to the control treatment (no probiotics), the probiotics improved the performance of these twolifecycle parameters. In a second step, the molecular mechanisms underlying the juvenile abalone response tocopper stress were studied under experimental conditions, using a suppression subtractive hybridizationmethod. This method identified 108 partial sequences of genes involved in the cellular and physiologicalresponses to stress. The kinetics of gene expression were followed using 14 of these transcripts, and theirtemporal variations during the critical phase showed complex and differential regulation exerted by copper inthese organisms. We then investigated the immune response of abalone hemocytes to copper exposure. Theresults showed that exposure to the metal causes a significant dysfunction of hemocyte activities. Finally, theinteraction between probiotics and pathogenic bacteria (transcriptomic and cellular aspects) was studied and theeffects of these bacteria on mollusk performance were also investigated. The presence of pathogenic bacteriawas found to regulate gene expression of transcripts involved in key physiological functions, including thosethat regulate immune responses and energy metabolism. Examination of these interactions thus indicates therole of probiotic bacteria in performance in terms of the improved survival and growth of juvenile abaloneunder stress conditions.
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Population genetic structure and demographical history of South African abalone, Haliotis midae, in a conservation contextVan der Merwe, Aletta Elizabeth 03 1900 (has links)
Thesis (PhD (Genetics))--University of Stellenbosch, 2009. / ENGLISH ABSTRACT: South African abalone, Haliotis midae, has been the subject of major concern
regarding its survival and conservation over the last decade or more. Being the only
one of five endemic species with commercial value, there is considerable interest and
urgency in genetic management and improvement of this species. Limited genetic
information and the increasing conservation concern of this species are considered
the key motivations for generating information on the micro- and macro-evolutionary
processes of H. midae, the overall objective of this study.
This study reported the first microsatellite and Single Nucleotide Polymorphism
(SNP) markers developed specifically for Haliotis midae. Both these marker types
were applied to elucidate the degree of gene flow in nine natural abalone populations
whilst testing for two contrasting hypotheses; panmixia versus restricted gene flow.
Data was analysed using a series of methodological approaches ranging from
traditional summary statistics to more advanced MCMC based Bayesian clustering
methods with and without including spatial information. Using only microsatellite data,
the historical demography of the species was also examined in terms of effective
population size and population size fluctuations. Finally, the evolutionary positioning
and origin of Haliotis midae with regards to other Haliotis species was investigated
based on mitochondrial and nuclear sequence data.
Both microsatellite and SNP data gave evidence for subtle differentiation between
West and East coast populations that correlates with a hydrogeographic barrier in the
vicinity of Cape Agulhas. Population substructure was supported by AMOVA, FCA
and Bayesian clustering analysis. Clustering utilizing spatial information further
indicated clinal variation on both sides of the proposed barrier with a region in the
middle coinciding with a secondary contact zone, indicating possible historical isolation during glacial periods. Overall, the similar degree of substructure observed
with both microsatellites and SNPs supported the existence of contemporary and/or
historical factors with genome-wide effect on gene flow. The population expansion
measured with the microsatellites was inconsistent with the known recent decline but
taking the species’ life cycle and large effective population size into account, a
shrinkage in population size will probably only be apparent in a few generations time.
On a macro-evolutionary scale, this study presents the first classification of South
African abalone as a monophyletic group within the Haliotidae family. The topology
based on the combined mitochondrial and nuclear dataset is highly suggestive of a
relatively recent radiation of the SA species from the Indo-Pacific basin.
The study concludes by describing the most likely factors that could have affected
overall population structure and makes suggestions on how the given genetic
information should be incorporated into strategies aimed towards the effective
management and conservation of Haliotis midae. / AFRIKAANSE OPSOMMING: Die Suid-Afrikaanse perlemoen, Haliotis midae, is oor die laaste dekade of meer
die onderwerp van groot bekommernis betreffende die spesie se oorlewing en
bewaring. Aangesien dit die enigste van vyf endemiese SA spesies is met
kommersiёle waarde, is daar besonderse belang en erns in die genetiese beheer en
verbetering van die spesie. Beperkte genetiese inligting en ‘n toenemende behoefte
om die spesie te bewaar is die hoof motivering agter die generering van informasie
rakende mikro- en makro-evolusionêre prosesse in Haliotis midae en is die oorhoofse
doel van hierdie studie.
Hierdie studie beskryf die eerste mikrosatelliete en enkel basispaar polimorfismes
wat ontwikkel is spesifiek vir Haliotis midae. Beide tipe merkers is aangewend om die
mate van gene vloei in nege wilde perlemoen populasies te ondersoek terwyl twee
hipoteses ondersoek is; panmiksie versus beperkte gene vloei. Data is geanaliseer
deur gebruik te maak van ‘n reeks metodieke benaderings wat wissel van tradisionele
opsommings statistieke tot meer gevorderde MCMC gebasseerde groeperings
metodes met of sonder die gebruik van geografiese data. Mikrosatelliet data is ook
aangewend om die historiese demografie van die spesie te bepaal in terme van
effektiewe populasie grootte asook veranderinge in populasie groottes. Laastens is
die evolusionêre posisionering en oorsprong van Haliotis midae teenoor ander
Haliotis spesies ondersoek deur gebruik te maak van mitokondriale en nukleêre DNA
volgorde data.
Beide mikrosatelliet en enkel basispaar polimorfisme data lewer bewys van ‘n
subtiele genetiese verskil tussen wes en ooskus populasies wat verband hou met ‘n
hidrografiese skeiding in die omgewing van Kaap Agulhas. Populasie struktuur is
ondersteun deur die analise van molekulêre variansie (AMOVA), faktoriale komponente analise asook Bayesiese groeperings analise. Groeperings analise wat
geografiese informasie insluit dui klinale genetiese variasie aan beide kante van die
skeiding aan met ‘n area in die middel wat ooreenstem met ‘n sekondêre kontak
gebied. In totaal, ondersteun die soortgelyke mate van struktuur verkry met beide die
mikrosatelliete en enkel basispaar polimorfismes die bestaan van hedendaagse en/of
historiese faktore met genoom wye invloed op gene vloei. Die toename in populasie
grootte vasgestel deur die mikrosatelliet data stem nie ooreen met die onlangse
afname waargeneem in die spesie nie, maar met inagneming van Haliotis midae se
lewenssiklus en groot effektiewe populasie grootte, sal die afname in populasie
grootte moontlik eers oor ‘n paar generasies na vore kom.
Op ‘n makro-evolusionêre skaal lewer hierdie studie die eerste klassifikasie van
Suid-Afrikaanse perlemoen as ‘n monofiletiese groep binne die Haliotidae familie. Die
topologie gebaseer op ‘n gesamentlike mitkondriale en nukleêre datastel is hoogs
aanduidend van ‘n relatiewe onlangse verspreiding van die Suid-Afrikaanse spesies
uit die Stille-Indiese Oseaan.
Die studie sluit af deur die mees algemene faktore te bespreek wat populasie
struktuur kon beïnvloed het en maak voorstelle op watter wyse hierdie genetiese
inligting aangewend kan word vir die effekiewe beheer en bewaring van Haliotis
midae.
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Growth-related gene expression in haliotis midaeVan der Merwe, Mathilde 12 1900 (has links)
Thesis (PhD (Genetics))--University of Stellenbosch, 2010. / Includes bibliography. / ENGLISH ABSTRACT: The slow growth rate of Haliotis midae impedes the optimal commercial production of this most
profitable South African aquaculture species. To date, no comprehensive effort has been made to
identify genes associated with growth variation in farmed H. midae. The aim of this study was therefore
to investigate growth variation in H. midae and to identify and quantify the expression of selected
growth-related genes. Towards this aim, molecular methodologies and cell cultures were combined as a
time-efficient and economical way of studying abalone transcriptomics and cell biology.
Modern Illumina sequencing-by-synthesis technology and subsequent sequence annotation were used
to elucidate differential gene expression between two sibling groups of abalone demonstrating
significant growth variation. Following transcriptome sequencing, genes involved in growth and
metabolism, previously unknown in H. midae, were identified. The expression of selected target genes
involved in growth was subsequently analyzed by quantitative real-time PCR (qPCR).
The feasibility of primary cell cultures for H. midae was furthermore investigated by targeting embryo,
larval and haemolymph tissues for the initiation of primary cell culture. Larval cells and haemocytes
could be successfully maintained in vitro for limited periods. Primary haemocyte cultures demonstrated
to be a suitable in vitro system for studying gene expression and were subsequently used for RNA
extraction and qPCR, to evaluate differential growth induced by bovine insulin and epidermal growth
factor (EGF).
Gene expression was thus quantified in fast and slow growing abalone and in in vitro primary
haemocyte cultures treated with different growth stimulating factors. The results obtained from
transcriptome analysis and qPCR revealed significant differences in gene expression between large and
small abalone, and between treated and untreated haemocyte cell cultures. Throughout in vivo and in
vitro qPCR experiments, the up-regulation of genes involved in the insulin signaling pathway provides
evidence for the involvement of insulin in enhanced growth rate for various H. midae tissues.
Besides the regulation of target genes, valuable knowledge was also gained in terms of reference genes,
during qPCR experimentation. By quantifying the stable expression of two genes (8629, ribosomal
protein S9 and 12621, ornithine decarboxylase) in various tissues and under various conditions, suitable
reference genes, that can also be used in future H. midae qPCR studies, were identified.
By providing evidence at the transcriptional level for the involvement of insulin, insulin-like growth
factors (IGFs) and insulin-like growth factor binding proteins (IGFBPs) in improved growth rate of H.
midae, the relevance of investigating ways to stimulate insulin/IGF release in aquaculture species was
again emphasized. As nutritional administration remains the most probable route of introducing agents that can stimulate the release of insulin-related peptides, continuous endeavours to stimulate abalone
growth through a nutritional approach is encouraged.
This is the first time next generation sequencing is used towards the large scale transcriptome
sequencing of any haliotid species and also the first time a comprehensive investigation is launched
towards the establishment of primary cell cultures for H. midae. A considerable amount of sequence
data was furthermore annotated for the first time in H. midae. The results obtained here provide a
foundation for future genetic studies exploring ways to optimise the commercial production of H.
midae. / AFRIKAANSE OPSOMMING: Die stadige groeitempo van Haliotis midae belemmer die optimale kommersiele produksie van hierdie
mees winsgewende Suid-Afrikaanse akwakultuur spesie. Tot op hede is geen omvattende poging
aangewend om gene verwant aan groeivariasie in H. midae te identifiseer nie. Die doel van hierdie
studie was dus om groeivariasie in H. midae te ondersoek en om spesifieke groei-gekoppelde gene te
identifiseer en hul uitdrukking te kwantifiseer. Ter bereiking van hierdie doel is molekulêre metodes en
selkulture gekombineer as 'n en tydsbesparende en ekonomiese manier om perlemoen transkriptomika en
selbiologie te bestudeer.
Moderne Illumina volgordebepaling-deur-sintese tegnologie en daaropvolgende annotasie is gebruik
om verskille in geenuitdrukking tussen naby-verwante groepe perlemoen, wat noemenswaardige
groeivariasie vertoon, toe te lig. Na afloop van die transkriptoom volgordebepaling is gene betrokke by
groei en metabolisme, vantevore onbekend in H. midae, geïdentifiseer. Die uitdrukking van uitgesoekte
teikengene betrokke by groei is vervolgens ge-analiseer deur kwantitatiewe "real-time PCR" (qPCR). die lewensvatbaarheid van 'n primêre selkulture vir H. midae is ook ondersoek deur embrio, larwe en
hemolimf weefsels te teiken vir die daarstelling van primêre selkulture. Larweselle en hemosiete kon in
vitro suksesvol onderhou word vir beperkte periodes. Primêre hemosietkulture het geblyk 'n gepaste in
vitro sisteem te wees om geenuitdrukking te bestudeer en dit is vervolgens gebruik vir RNS ekstraksie
en qPCR, om differensiële groei, geïnduseer deur insulien en epidermale groeifaktor (EGF), te evalueer.
Geenuitdrukking is dus gekwantifiseer in vinnig- en stadiggroeiende perlemoen en in in vitro primêre
hemosiet selkulture wat behandel is met verskillende groei stimulante. Die resultate wat verkry is van
transkriptoomanalise en qPCR het noemenswaardige verskille in geenuitdrukking tussen groot en klein
perlemoen, en tussen behandelde en onbehandelde hemosiet selkulture uitgelig. Die op-regulering van
gene betrokke by die insulien sein-padweg, tydens in vivo en in vitro qPCR eksperimente, bied getuienis
vir die betrokkenheid van insulien in die verhoogde groeitempo van verskeie H. midae weefsels.
Benewens die regulering van teikengene is waardevolle kennis ook ingewin in terme van
verwysingsgene tydens qPCR eksperimentering. Deur die stabiele uitdrukking van twee gene (8629,
ribosomale proteien S9 en 12621, ornitien dekarboksilase) te kwantifiseer in verskeie weefsels en onder
verskeie kondisies is gepaste verwysingsgene, wat ook in toekomstige H. midae qPCR eksperimente
aangewend kan word, geïdentifiseer.
Deur getuienis vir die betrokkenheid van insulien, insuliensoortige groeifaktor en insuliensoortige
groeifaktor-bindingsproteïene by verbeterde groei van H. midae op transkripsievlak te bied, is die
toepaslikheid van bestudering van maniere om insulienvrystelling in akwakultuurspesies te stimuleer, beklemtoon. Aangesien voeding die mees waarskynlike roete is om middele wat insuliensoortige
peptiedvrystelling stimuleer daar te stel, word vogehoue pogings om perlemoengroei deur die regte
voeding te stimuleer, aangemoedig.
Hierdie is die eerste studie wat volgende generasie volgordebepaling (“next generation sequencing”)
gebruik vir die grootskaalse transkriptoom volgordebepaling van enige haliotied spesie. Dit is ook die
eerste keer dat ‘n omvattende ondersoek geloods word na die daarstelling van primêre selkulture vir H.midae. ‘n Aansienlike hoeveelheid volgorde data is ook vir die eerste keer geannoteer in H. midae. Die
resultate wat hier verkry is bied ‘n basis vir toekomstige genetiese studies wat maniere ondersoek om
die kommersiële produksie van perlemoen te optimiseer.
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Identification of growth related quantitative Trait Loci within the abalone using comparative microsatellite bulked segregant analysisSlabbert, Ruhan 12 1900 (has links)
Thesis (PhD (Genetics))--Stellenbosch University, 2010. / ENGLISH ABSTRACT: The South African abalone, Haliotis midae, is a commercially valuable mollusc and is
mostly exported to the Far East. Genetics research on H. midae has increased
substantially since a genetic improvement programme was introduced in 2006 by
collaboration between Stellenbosch University, government and industry partners. The
development of molecular markers, QTL-mapping, gene-expression and genome
manipulations are the main focuses of the research currently being conducted. The end
goal is to create high quality and fast growing animals for the industry. The present study
focused on the development of microsatellite markers and the detection of quantitative trait
loci (QTL) affecting growth traits (shell length, shell width, wet weight) in this species. A
combination of three methods, namely selective genotyping and bulked segregant analysis
(pooling analysis), single marker regression and interval mapping were used to identify
putative QTL in two full-sib families from two different farmed locations. Additional methods
and protocols were developed that can assist the industry in other molecular research
aspects. A total of 125 microsatellite loci were characterised. A total of 82 of these loci
were isolated using second generation sequencing, a first for any abalone species. A
preliminary, low-density framework linkage map was constructed containing 50 loci that
mapped to 18 linkage groups. The observed genome length was 148.72cm with coverage
of ±47%. QTL analyses revealed two putative QTL for shell width and wet weight, with
17% and 15% variance explained, that mapped on one linkage group in the first family and
three putative QTL, for shell length, shell width and wet weight, with 33%, 28.5% and
31.5% variance explained, that mapped on one linkage group in the second family.
Additional methods and protocols developed include an automated high-throughput DNA
isolation protocol, a real-time PCR assay for H. midae x H. spadicea hybrid verification, a
triploid verification microsatellite assay and a pre- and post-PCR multiplex setup and
optimisation protocol. Future studies focussing on QTL and marker assisted selection
(MAS) should verify the QTL found in this study and also utilise additional family structures
and determine QTL-marker phase within the commercial populations. / AFRIKAANSE OPSOMMING: Die Suid-Afrikaanse perlemoen, Haliotis midae, is ’n kommersieel waardevolle
weekdier en word hoofsaaklik na die Verre-Ooste uitgevoer. Genetiese navorsing op H.
midae het aansienlik toegeneem sedert ’n genetiese verbeteringsprogram in 2006 deur
samewerking tussen die Universiteit van Stellenbosch, die regering en industrievennote
ingebring is. Die ontwikkeling van molekulêre merkers, KEL-kartering, geen-uitdrukking en
genoom manipulasies is die hooffokusse van die navorsing wat tans uitgevoer word. Die
einddoel is om hoë kwaliteit en snelgroeiende diere vir die industrie te skep. Die huidige
studie het op die ontwikkeling van mikrosatelliet merkers en die opsporing van
groeiverwante (skulplengte, -breedte en nat gewig) kwantitatiewe eienskap lokusse (KEL)
in hierdie spesie gefokus. ’n Kombinasie van drie metodes, naamlik selektiewe
genotipering en versamelde segregaat analise (samevoegingsanalise), enkel merker
regressie en intervalkartering is gebruik om waarskynlike KEL in twee vol-sibbe families
van twee verskillende produksiegebiede te identifiseer. Aanvullende metodes en protokolle
is ontwikkel wat die industrie in ander molekulêre navorsingsaspekte kan ondersteun. ’n
Totaal van 125 mikrosatelliet lokusse is beskryf. ’n Totaal van 82 van hierdie lokusse is
deur die gebruik van derde generasie volgordebepaling geïsoleer, ’n eerste vir enige
perlemoen spesie. ’n Voorlopige, laedigtheid raamwerkkoppelingskaart is saamgestel met
50 lokusse wat op 18 koppelingsgroepe gekarteer is. Die waarneembare genoomlengte
was 148.72cm met ’n dekking van ±47%. KEL-analises het twee waarskynlike KEL vir
skulpbreedte en nat gewig blootgelê wat 17% en 15% variasie verduidelik en is op een
koppelingsgroep in die eerste familie gekarteer asook drie waarskynlike KEL, vir
skulplengte, -breedte en nat gewig wat 33%, 28.5% en 31.5% variasie verduidelik en is op
een koppelingsgroep in die tweede familie gekarteer. Aanvullende metodes en protokolle
wat ontwikkel is, sluit ’n geoutomatiseerde hoë-deurgang DNS-isolasieprotokol, ’n intydse
PKR-proef vir H. midae x H. spadicea hibried verifikasie, ’n triploïed verifikasie
mikrosatellietproef en veelsoortige pre- en post-PKR opstelling en optimaliseringsprotokol
in. Toekomstige studies wat fokus op KEL en merker ondersteunde seleksie (MOS)
behoort die KEL wat in hierdie studie gevind is te verifieer en ook bykomende familie
strukture te benut om KEL-merker fases binne die kommersiële populasie te bepaal.
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The effect of triploidy on the growth and survival of the indigenous abalone, Haliotis midae, over a 24 month period under commercial rearing conditionsSchoonbee, Lize 03 1900 (has links)
Thesis (MScAgric)--Stellenbosch University / ENGLISH ABSTRACT: Triploidy is the genetic state of containing three sets of chromosomes per cell in stead of two
as in diploid organisms. The South African abalone (Haliotis midae) is naturally a diploid
organism that sexually matures between four to eight years of age. Early sexual maturity is a
disadvantage in cultured abalone stock, as the process of gonad development and spawning is
energy demanding, causing energy to be diverted away from somatic growth. This same
problem has been extensively experienced in diploid bivalve molluscs, where triploidy has
since been applied as a means to prevent sexual maturation from occurring, thereby speeding
up the growth process and shortening the time to marketing.
Because triploidy was effective in bivalves, it was thought that it could contribute to
faster growth in abalone as well. A procedure for the induction of triploidy in the abalone,
Haliotis midae, was developed by De Beer (2004) and yielded up to 100 percent triploidy in
treated abalone larvae. The next step was to compare the growth of the diploids and triploids
to establish whether there was indeed a growth advantage on the part of the triploids, in view
of commercial application.
By using the same techniques as described by De Beer (2004), three groups consisting of
triploid and diploid siblings were produced and subscribed to a comparative growth trial. The
groups were spawned in three different seasons. The main objective was to establish whether
there was in fact a difference in growth between diploid and triploid siblings, and whether
seasonal effects were associated with growth advantages for either triploids or diploids.
The two growth parameters measured were shell length and body weight. Measurements
commenced at eight months of age, when the abalone could be individually tagged and
continued up to the age of 24 months.
The over-all results provided no convincing evidence of statistically significant faster
growth of triploid juveniles compared to that of diploids up to two years of age. Growth
differences were detected between seasons, but could not confidently be ascribed to seasonal
environmental effects. The regression of shell length to body weight was similar for diploids
and triploids. / AFRIKAANSE OPSOMMING: Triploiede organismes bevat drie stelle chromosome per sel in plaas van twee soos dit
normaalweg in diploiede diere voorkom. Die Suid Afrikaanse perlemoen (Haliotis midae) is
van nature ‘n diploiede organisme wat tussen die ouderdom van vier tot agt jaar seksueel
aktief word. Vroeë seksuele aktiwiteit is ongewens in kommersiële akwakultuur aangesien
energie spandeer word aan gonade ontwikkeling in plaas van somatiese groei. Dieselfde
probleem is vroeër in die oester bedryf ondervind waar dit deur middel van triploiede
induksie aangespreek is. Triploiedie veroorsaak steriliteit en kan gebruik word as ’n metode
om steriliteit op groot skaal te induseer. Steriliteit sou dan meebring dat meer energie
beskikbaar is vir somatiese ontwikkeling, wat verhoogde groeitempo en n verkorte tyd tot
bemarking beteken.
Op soortgelyke wyse is dus gepostuleer dat triploiedie in perlemoen ook tot steriliteit kon
lei. ‘n Triploiede induksie metode was ontwikkel deur Mathilde de Beer (2004) wat ‘n hoë
persentasie triploidie in geinduseerde perlemoen opgelewer het. Die volgende logiese stap
was om die groei van diploiede diere met die van triploiede diere te vergelyk om te bepaal of
triploiedie wel ’n groei voordeel tot gevolg het met die oog op kommersiële toepassing.
Deur van dieselfde tegnieke as De Beer (2004) gebruik te maak, is drie groepe, elk
bestaande uit verwante diploiede en triploiede diere, geproduseer en ingeskryf aan n
vergelykende groei proef. Die groepe was in drie verskillende seisoene geproduseer. Die
hoof doelstelling van die proef was om groeitempo van diploiede en triploiede diere te
vergelyk, asook om die invloed van seisoen op groei van diploide en triploide te bepaal.
Twee groei eienskappe naamlik skulp lengte en liggaamsmassa is gemeet vanaf ‘n
ouderdom van agt maande (wanneer die diere individueel gemerk kon word) tot ‘n ouderdom
van 24 maande.
Die algehele resultate het gedui op geen betekenisvolle verskil tussen die groei van
triploiede en diploiede perlemoen tot op die ouderdom van twee jaar. Verskille het
voorgekom in die groei tussen seisoene, maar daar kon nie bewys word dat die verskille die
gevolg van seisoenale omgewingseffekte was nie. Diploiede en triploiede het dieselfde skulp
lengte tot liggaamsmassa verhouding getoon tot op twee jaar ouderdom.
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Development of AFLP markers for Haliotis midae for linkage mappingBadenhorst, Daleen 12 1900 (has links)
Thesis (MSc)--Stellenbosch University, 2008. / ENGLISH ABSTRACT: Haliotis midae, is the only commercially important species of the six abalone species
found in South African coastal waters and has become a lucrative commercial
commodity. Wild stocks of H. midae are, however, no longer commercially sustainable
due to a combination of environmental factors and poaching. The solution to the crisis is
artificial production systems in the form of abalone farms. An abalone enhancement
programme was initiated in South Africa in 2006, funded by industry and government.
This programme focuses on the elucidation of the abalone genome and genetic factors
contributing to increased productivity, thereby aiding the commercial production of
abalone.
The aims of this study, the first of its kind concerning H. midae, were to develop AFLPbased
markers (specifically fluorescent AFLP analysis); to monitor the segregation of
these markers in a single full-sib family and to use the markers and additional
microsatellite markers to generate the first preliminary linkage map for H. midae.
Genomic DNA of sufficient quality and purity for fluorescent AFLP analysis was
obtained from 3.5-month-old H. midae juveniles. Preliminary linkage maps were
constructed using AFLP and microsatellite markers segregating in an F1 family following
a pseudo-testcross mapping strategy. Twelve AFLP primer combinations, producing 573
segregating peaks, and 10 microsatellite markers were genotyped in the parents and 108
progeny of the mapping family. Of the 573 segregating AFLP peaks genotyped, 241
segregated in a 1:1 ratio and 332 in a 3:1 ratio. Of these AFLP markers, 90 segregated
according to the expected 1:1 Mendelian ratio and 164 segregated according to the
expected 3:1 Mendelian ratio at the P = 0.05 level and were used for linkage analysis. Of
the 10 microsatellite markers genotyped, nine were informative for linkage mapping
analysis.
Preliminary male and female genetic linkage maps were developed using markers
segregating in the female or male parent. A total of 12 and 10 linkage groups were
detected for the female and male maps respectively. The female map covered 1473.5cM
and consisted of 56 markers, and the male map covered 738.9cM consisting of 30
markers. Markers with segregation distortion were observed as previously reported in
other abalone species and potential homology between one of the linkage groups of the male map and two of the linkage groups of the female map were identified using the 3:1
segregating AFLP markers.
In conclusion, the genetic linkage map presented here, despite the fact that it has relatively
low genome coverage and low marker density, forms an ideal starting point for more
detailed study of the H. midae genome and will provide a scaffold for basic and applied
studies in abalone. A high-density linkage map of H. midae should in future be developed
with additional co-dominant molecular markers, such as microsatellites, to improve the
transferability of the linkage map between different laboratories and among populations.
A high-density linkage map will facilitate the mapping of QTL of commercially important
traits (i.e. growth) and future MAS breeding programmes. / AFRIKAANSE OPSOMMING: Perlemoenspesie, Haliotis midae, is die enigste spesie van kommersiële belang van die
ses wat in die kuswater van Suid-Afrika aangetref word en het ‘n winsgewende
handelskommoditeit in Suid-Afrika geword. Die ontginning van natuurlike H. midae
populasies is egter, as gevolg van ‘n kombinasie van omgewingsfaktore en stropery nie
meer kommersieel volhoubaar nie. Die perlemoenkrisis kan die hoof gebied word deur
kunsmatige produksiesisteme op perlemoenplase tot stand te bring. ‘n Perlemoen
verbeteringsprogram is in 2006 in Suid-Afrika geïnisieer en word deur die industrie en
regering befonds. Die program focus op die ontrafeling van die perlemoen genoom en die
genetiese faktore wat bydrae tot verhoogde produksie. Sodanige inligting kan gebruik
word om kommersiële perlemoenproduksie te bevorder.
Die doel van hierdie studie, die eerste met H. midae, is om AFLP-gebaseerde merkers
(spesifiek fluoresserende AFLP analise) te ontwikkel; die segregasie van hierdie merkers
te monitor in ‘n enkel volledige verwante familie en die merkers en addisionele
mikrosatelliet merkers te gebruik om die eerste voorlopige koppelingskaart vir H. midae
te genereer.
Genomiese DNS van genoegsame kwaliteit en suiwerheid vir fluoresserende AFLP
analise is ge-ekstraeer uit 3.5-maand-oue H. midae individue. Voorlopige
koppelingskaart is gekonstrueer deur van segregerende AFLP en mikrosatelliet merkers in
‘n F1 familie gebruik te maak deur ‘n pseudo-kruistoets karteringstrategie te volg. Twaalf
AFLP inleier kombinasies, wat 573 segregerende fragmente geproduseer het, en 10
mikrosatelliet merkers is gegenotipeer in die ouers en 108 individue van die nageslag van
die karteringsfamilie. Van die 573 segregerende AFLP merkers wat gegenotipeer is, het
241 in ‘n 1:1 verhouding en 332 in ‘n 3:1 verhouding gesegregeer. Van hierdie AFLP
merkers, het 90 volgens die verwagte 1:1 Mendeliese verhouding en 164 volgens die 3:1
Mendeliese verhouding by die P = 0.05 gesegregeer vlak en is vir die koppelingsanalise
gebruik. Van die 10 mikrosatelliet merkers gegenotipeer, was 9 informatief vir koppeling
karteringsanalise.
Voorlopige manlike en vroulike genetiese koppelingskaarte is ontwikkel met gebruik te
maak van merkers wat in die manlike of vroulike ouer segregeer het. ‘n Totaal van 12 en
10 koppelingsgroepe is onderskeidelik in die vroulike en manlike karate gegenereer. Die vroulike kaart dek 1473.5cM and bestaan uit 56 merkers, terwyl die manlike kaart
738.9cM beslaan het met 30 merkers. Merkers wat segregasie distorsie toon is
waargeneem soos voorheen in ander perlemoenspesies gerapporteer. Potensiële
ooreenstemming tussen een van die koppelingsgroepe van die manlike kaart en twee van
die koppelingsgroepe van die vroulike kaart is aangetoon deur van die 3:1 segregerende
AFLP merkers gebruik te maak.
Die genetiese koppelingskaarte verskaf wel ‘n relatiewe lae genoomdekking en ‘n lae
merkerdigtheid, maar is ‘n ideale vertrekpunt vir meer gedetailleerde studie van die H.
midae genoom en dien as ‘n raamwerk vir toekomstige basiese en toegepaste studies in
perlemoennavorsing. ‘n Hoëdigtheid koppelingskaart van H. midae moet in die toekoms
ontwikkel word met gebruik van bykomstige ko-dominante molekulêre merkers, soos
mikrosatelliete. Dit sal die oordraagbaarheid van die koppelingskaart tussen verskillende
laboratoria asook tussen populasies verbeter. ‘n Hoëdigtheid koppelingskaart sal die
kartering van kwantitatiewe kenmerk loki (KKL) vir kommersieel belangrike kenmerke
(onder andere groeikrag) en toekomstige merker bemiddelde seleksie (MBS)
teelprogramme moontlik maak.
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Microsatellite marker development and parentage assignment in Haliotis midaeVan den Berg, Nicol-Candice 03 1900 (has links)
Thesis (MSc)--University of Stellenbosch, 2008. / ENGLISH ABSTRACT: The five leading abalone producers in South Africa have initiated a genetic enhancement program for Haliotis midae in a collaborative effort to improve economically valuable traits. Several independent objective-specific studies were initiated, including the establishment of a Performance Recording Scheme (PRS), utilised in this study, and necessary to monitor the ongoing performance of individuals as the move from mass-selection to marker assisted selection (MAS) is implemented. The primary objective of this study was parentage assignment of F1 offspring mass-selected for size at approximately one year and allocated to either a “faster” or a “slower” growth group. Nine microsatellite markers were used to genotype juveniles and potential parents, with assignment completed using CERVUS 2.0. Average growth results for Abagold and HIK were comparable for both growth groups. Slight environmental effects, although not statistically significant, were evident as growth advantages for juveniles within the faster growth group at two of the five locations and for juveniles within the slower growth group at one of the five rearing locations. Despite measures to standardise environmental influences, variables are difficult to control within the reality of a production environment; and potential genotype x environment interactions may require further investigation and factoring into future breeding programs. The additional costs associated with MAS often make the technology prohibitive to most aquaculture operations, despite the significant genetic gains to be realised from its implementation. Cost-optimising routine processes such as DNA extractions may be one approach to reduce these additional costs. Chelex®100 appears to be a suitable alternative to the CTAB method – being quick and cost-effective to perform. Applying this method in combination with the high throughput of a robotic platform warrants further evaluation. For the microsatellite development, 50% of positive recombinant clones contained inserts. Sequencing of these clones produced 16% perfect repeats and 47% imperfect repeats for which 52 primer sets were designed and tested. In total, 31 polymorphic microsatellite loci of different motifs and composition were developed. Sixty-one percent of sequenced clones were deemed redundant and pre-screening for both uniqueness and the presence of microsatellites would reduce unnecessary sequencing thus improving the efficiency of the FIASCO method and reducing costs. Nine loci were selected for parentage assignments. Null alleles were present for all the selected markers; however, frequencies were below the critical level of 5%. Parentage yielded 91% and 90% successful assignment for Abagold and HIK respectively; however, observations indicate that a measure of relatedness may exist between breeders. Recommendations with regards to future family breeding include, for both Abagold and HIK, retaining selected breeders based on their respective contributions to the F1 progeny while reassessing the potential of remaining breeding stock under more controlled breeding conditions. No obvious trends were observed for growth with most individuals producing both faster and slower growing offspring. Juveniles will be reassessed at two years to determine whether the size advantage or disadvantages were maintained and to ascertain whether growth advantages/disadvantages may be gender specific. / AFRIKAANSE OPSOMMING: Die vyf mees toonaangewende perlemoen produseerders in Suid Afrika het „n genetiese verbeteringsprogram vir Haliotis midae geinisieer in „n gesamentlike poging om ekonomiese belangrike eienskappe te verbeter. Verskeie onafhanklike fokus-spesifieke studies is geinisieer, insluitend die totstandkoming van „n groeiprestasie aantekenstelsel, soos gebruik in hierdie studie, en wat noodsaaklik is om die aaneenlopende prestasie van individue te moniteer soos daar beweeg word van massa seleksie tot merker bemiddelde seleksie. Die primêre fokus van hierdie studie was die ouerskapsbepaling van F1 nageslag wat massa geselekteer is op ouderdom 1 jaar vir grootte en as of “vinniger” of “stadiger” groeiers geklassifiseer is. Nege mikrosatelliet merkers is gebruik om jong perlemoen individue en moontlike ouers te genotipeer, met die ouerskapstoekenning bereken deur CERVUS 2.0. Groei resultate vir Abagold en HIK was vergelykbaar vir beide groei groepe op drie van die lokaliteite. Geringe omgewingseffekte, alhoewel nie statisties betekenisvol nie, was sigbaar as „n groei voordeel vir jong individue op twee van die vyf lokaliteite. Ongeag maatstawe om omgewingsinvloede te standardiseer, is varieerbares moeilik om te beheer in die produksie omgewing en genotipe x omgewings interaksies mag verdere navorsing vereis en behoort in ag geneem te word in toekomstige telingsprogramme. Die onkoste wat met merker bemiddelde seleksie geassosieer word, maak die tegniek soms onaantreklik vir die meeste akwakultuur operasies; nie teen staande die genetiese voordele wat die gebruik daarvan veroorsaak. Die koste-optimiseering van roetine prosesse, soos byvoorbeeld, DNA ekstraksies, is dalk een aanslag om die addisionele koste te verminder. Chelex®100 blyk „n geskikte alternatief tot die CTAB metode te wees – die tegniek is vinnig en koste-effektief om uit te voer. Die gebruik van hierdie metode in kombinasie met die hoë deurvloei van ‟n robotiese sisteem behoort verder ondersoek te word. Vir die mikrosatelliet ontwikkeling het slegs 50% van die positiewe rekombinante klone invoegings bevat. Nukleotiedvolgorde bepaling van hierdie klone het 16% perfekte herhalings en 47% onderbroke herhalings bevat waaruit 52 inleierstelle ontwikkel en getoets is. In totaal is 31 polimorfiese mikrosatelliet loki van verskillende motiewe en samestelling ontwikkel. Een-en-sestig persent van die volgorde bepaalde klone is oortollig geag en vooraf sifting vir beide uniekheid en die teenwoordigheid van mikrosatelliete sal onnodige volgorde bepaling verhoed, die effektiwiteit van die FIASCO tegniek verhoog sowel as addisionele koste verminder. Nege loki is geselekteer vir ouerskapsbepaling. Nul allele was teenwoordig vir al die geselekteerde merkers, maar die frekwensies was egter laer as die 5% kritieke waarde. Ouerskap is 91% en 90% suksesvol bepaal vir Abagold en HIK onderskeidelik. Waarnemings dui egter daarop dat daar verwantskappe mag wees tussen van die broeidiere. Voorstelle in terme van toekomstige familie teling sluit is, vir beide Abagold en HIK, om geselekteerde broei diere te behou gebaseer op hulle onderskeie bydraes tot die F1 nageslag asook die herevaluaring van die potensiaal van die oorblywende broei diere onder meer beheerde teling toestande. Geen voor-die-handliggende tendense is waargeneem vir groei nie met die meeste individue wat beide vinniger en stadiger groeiende nageslag geproduseer het. Jong individue moet geherevalueer word op tweejarige ouderdom om te bepaal of die groei voordeel of nadele behou is en om te bepaal om groei voordele/nadele geslagspesifiek is.
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