Trout Aquaculture Research at the National Center for Cool...
Transcript of Trout Aquaculture Research at the National Center for Cool...
Trout Aquaculture Research at the National Center for Cool and Cold Water Aquaculture
Caird Rexroad
USDA/ARS National Center for Cool and Cold Water
Aquaculture
Leetown, West Virginia
USDASecretary of Agriculture
Under Secretary for Research, Education, and Economics
Agricultural Research
Service
Economics Research
Service
NationalAgricultural Statistics
Service
Cooperative State Research Education &
Extension Service
Leetown
National Center for Cool and Cold Water Aquaculture
To support and enhance the nation’s cool and cold water aquaculture production through research and
technology transfer.
US Trout Industry
Rainbow trout are the most cultured coldwater fish in the US, 747 locations
~390 Commercial farms composed a ~$95 million industry in 2007
• Foodfish ~$80 Million• Most sales to processors and restaurants
• Stockers ~$5.84 Million• Fingerlings ~$1.7 Million• Eggs ~$7.5 Million
~433 State/Federal/Private locations with production aimed at conservation and restoration valued at an additional $102 million in 2007
Majority of production in California, Wisconsin, Michigan, North Carolina, Pennsylvania, and Idaho (53% of sales of food size fish)
Imported ~$83 million fresh and frozen trout products, ~$.5 million live in 2006• Compete also with Salmon, Shrimp, Catfish, and Tilapia
ERS Aquaculture Outlook, NASS Trout Production
US Rainbow Trout Industry• Large Operations
– Troutlodge, Sumner, WA• Egg producer• Large Breeding program – evaluating Hatch-out rates,
Feed Conversion, Growth, Survivability, Uniformity, Flesh quality, Flesh yield, and Disease-resistance
– ClearSpring Foods, Buhl, Idaho• Vertically Integrated – feeds, broodstock,
production, processing, sales• Large Breeding program
• Smaller Operations, USA– USTFA– NAA– State Associations
• Associated Industries– Feed Production– Aquatic Health and Diagnostics– Genetic Services– Aquaculture Systems– Federal/State Hatchery Systems
Customer/Stakeholder Workshop:Issues faced by the US Rainbow Trout Industry
Disease• Fp, IHNV, IPNV• Certifications
Production Traits• Feed efficiency• Growth• Stress tolerance (handling, crowding, low O2)
Consumer Traits• Flesh color• Fillet quality
Nutrition • Next generation of feedsChromosome Set Manipulation• Tetraploid/triploid production
NCCCWA’s role in supporting the US Rainbow Trout IndustryTwo major companies from this industry have large breeding programs
Several of the issues arising from the first NCCCWA Customer/Stakeholder meeting can be addressed through breeding
NCCCWA Team Objectives:• Develop and evaluating selective breeding strategies for trout,
developing improved germplasm in the process, complementing ongoing industry efforts.
• Conduct basic and applied research to understandenvironmental factors and biological mechanisms controlling traits of interest.
Transfer technologies and germplasm to industry
Scientific StaffingGENETICS and PHYSIOLOGY
♣ Research Physiologist – Dr. Greg Weber ♣ Research Geneticist – Dr. Timothy Leeds ♣ Growth Physiologist - Vacant
GENOMICS♣ Molecular Geneticist – Dr. Yniv Palti♣ Molecular Biologist – Dr. Caird Rexroad III♣ Molecular Biologist – Vacant♣ Computational Biologist – Dr. Roger Vallejo
FISH HEALTH♣ Molecular Immunologist – Dr. Greg Wiens♣ Research Pathologist – Dr. Tim Welch♣ Microbiologist – Dr. Jason Evenhuis
Scientific Support Staffing
Research Technicians (13 )Administrative Assistant (2) Information Technologist (1)Facilities Management (2)Water Systems Operator (1) Wet Lab Crew (5)
Improved fish for producers / consumers
Production Systems
Fish Health
Integrated applied breeding program
QuantitativeGenetics
Physiology
Molecular Genetics
Hypothesis: Sufficient genetic variation exists inNCCCWA broodstock to realize genetic improvementthrough selection.
Selective Breeding
Goal: Develop and transfer technologies and germplasm to the aquaculture industry
GermplasmResearch and Production
♣ Biology High Fecundity Cryopreserve Sperm Response to Photoperiod Manipulation
♣ Crosses Intraspecific crosses – within species Interspecific crosses – crosses between two species F1 Crosses – first generation, abundance of heterozygosity and uniformity Backcrosses – cross of F1 and parent Full Sib Crosses regular Half Sib Crosses one common parent
♣ Genetic Manipulation Transgenics insert DNA Clonal lines – doubled haploids Sex reversal Chromosome Set Manipulation
Genetic Improvement of Aquaculture Species
1. Define trait2. Identify variation in a trait directly due to variation in DNA sequence
(Heritability) Sequence variation can be in or around a gene and changes how the gene
functions3. Understanding of the basic genetics of the trait
(mode of inheritance)4. Develop technologies designed to exploit positive genetic variation5. Use those technologies to development of genetically improved strains
Quantitative Genetics Definitions♣ Quantitative Genetics - use of statistics to assign
breeding values to broodstock used in selectivebreeding programs for the development ofsuperior strains for aquaculture
♣ Phenotype – category or classification of a trait
♣ Heritability – the extent to which an animalsbreeding value can be predicted from itsphenotype, = VG/VP
♣ Germplasm – biological resource material
Quantitative GeneticsVP=VG +VE+VGxE …
♣ VP= variation in phenotype♣ VG=variation due to genetics (VA+VD
+VAxD…)♣ VE=variation due to environment (VN+VT+VPP…)♣ VGxE=variation due to gene x environment
interactions ♣ Continuous variation♣ Discontinuous variation♣ Use of specific crosses to determine heritability of a
trait and to determine breeding values
Mapping Traits - Heritability
High Heritability Low Heritability
Broodstock Population of 100 Families
Performance EvaluationGrowth performance (even year)Disease resistance (odd year)
Selection of Top 10% Families
Selection Approach
Physiological characterization of selection traits
BW
EB
V, g
ram
s
Age, months
2002 base population
h2 ≈ 0.50
Growth Improvement Line
85 g
216 g
1010 g
547 g
Bod
y w
eigh
t (g)
297
dph
200
300
400
500r = 0.372P = 0.020
TGC
149
- 29
7 dp
h
1.4
1.6
1.8
2.0
2.2
2.4r = 0.533 P < 0.001
A B
DC
Trait Characterization: Thermal Growth Coefficient and Future Growth Performance
Body weight (g) 459 dph Body weight (g) 459 dph(Lankford and Weber 2006)
800 1000 1200 1400 800 1000 1200 1400
Preliminary heritability estimate TGC 9-12 months: h2 = 0.32
Feed Intake
Fed labeled diet 73 full-sib families 30 fish per family 3 occasions
Intake of each fish quantified Beads counted
Diseases
Courtesy of Rich Holt
Bacterial Coldwater DiseaseF. psychrophilumEconomic impact
Enteric Red-Mouth DiseaseY. ruckeriVaccination modelRecently emerging
biotype II
Family-Based Selective Breeding for Disease Resistance
x
x
Cross 1
Cross 2
Cross 100
Select for
breeding
Disease-Free Stock/Rooms
Challenge and record days until death and total mortality (day 21)
Calculate Heritability and Breeding Values
PathogenContainment Room
Cross 1
Cross 2
Cross100
xxx
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Full-Sib Crosses
2005
Surv
ival
(%)
• Silverstein, J.T., Vallejo, R., Palti, Y., Leeds, T.D., Rexroad, C.E. III, Welch, T.J., Wiens, G.D. and Ducrocq, V. 2008. Journal of Animal Science. Submitted
• Leeds, T.D., Silverstein, J.T., Vallejo, R.L., Palti, Y., Rexroad, C. E. III, Welch, T.J. and Wiens G.D. Journal of Animal Science. In Preparation
Large Variation in Resistance to F. psychrophilum challenge (2005 year-class).
Selectedfor breeding
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Full-Sib Crosses
2007
2005Surv
ival
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Selective breeding increased average survival (2007 year-class).
• Silverstein, J.T., Vallejo, R., Palti, Y., Leeds, T.D., Rexroad, C.E. III, Welch, T.J., Wiens, G.D. and Ducrocq, V. 2008. Journal of Animal Science. Submitted
• Leeds, T.D., Silverstein, J.T., Vallejo, R.L., Palti, Y., Rexroad, C. E. III, Welch, T.J. and Wiens G.D. Journal of Animal Science. In Preparation
Characterization of Resistant Fish
Are fish resistant throughout life cycle? Yes – 2 g, 10g and 800g evaluation
Are fish resistant to other Fpstrains? Yes –2 other strains tested
What is the mechanism of resistance? More resistant to BCWD= bigger spleen Differences in immune gene expression
Hadidi, S., Glenney, G., Welch, T.J., Silverstein, J., Wiens, G.D. 2008. The Journal of Immunology. 180:4156-65.
Susc. Res.
Genotype by Environment High intensity recirc environment vs.
traditional raceway Will fish grow as well as , or better than in
“traditional” system? Environmental effect
Will the fish that grow best in traditional system be the same fish that grow best in high intensity system? Genotype x environment effect
G x E : a real concern? Tolerance:
Water hardness Temperature Waste product concentration Fish density
Examine performance of families across different environments NCCCWA, CFFI, NCSU Flow through vs. Partial Re-use
Comparison of families in different environments
Silverstein and Summerfelt (unpublished)
Correlation of BW (g) at NCCCWA and FI
0.0
100.0
200.0
300.0
0.0 100.0 200.0 300.0 400.0 500.0
Weight (g) at FI (263d)
Wei
ght (
g) a
t NC
CC
WA
(2
42d)
r=0.72, p<0.001
Partial Re-use systems
Silverstein and Hinshaw (unpublished)
Correlation of BW at NCCCWA and NCSU
0
20
40
0 20 40 60
Weight (g) at NCSU (7/26/04)
Wei
ght (
g) a
t N
CC
CW
A (7
/24/
04)
Flow Through systems
Creation of Tetraploids
First tetraploid hatched at NCCCWA
Haploid
TetraploidTriploid
Chromosome Set Manipulation can
produce rainbow trout which are sterile
Triploid Production
• Tripliod Benefits – More energy to growth and not reproduction– Protect germplasm/breeding strategies
• Similar protocol to developing tetraploids– Low efficiency, not 100% (diploid
contamination)• Cross Tetraploids with Diploids
– High efficiency– Less defects
What are the genes?
GenomeTranscriptome
Proteome
Use of Molecular Genetics for the Improvement of Rainbow Trout for Aquaculture Production
Maintain genetic diversity thru selection
Evaluation of families in common garden, ability to identify parentage
Identify genes for selection which affect traits which are expensive or difficult to measure or require sacrificing fish
Introgression – introgression of haplotypes associated with a phenotype into a population
Multi-trait selection, especially where multiple traits can not be evaluated on individuals
Association with a breeding program including “commercially relevant” germplasm to facilitate use of that information - NCCCWA broodstock
GenotypingMicrosatellites
Genetic Markers
Rainbow trout• ~835 anonymous
• 181 from BAC clones– Physical map integration
• 334 from genes
• Therion DNA, Int., Saratoga Springs, New York
• Striped bass– n=498– Kent Sea Tech Corporation
• Collaborations– Spanish mackerel– Greater amberjack– Red drum– Pacific sardine– Cobia
Useful for determining identifying individuals, parentage, characterizing population structures (migration, inbreeding, strain identification), estimation of genetic variation, conservation, evolutionary studies) and genetic maps having the goal of identifying genes affecting traits
YRO
1041
YRO
1131
YRO
1561
YRO
2235
YRO
2308
YRO
3596
YRO
3752
YRO
3764
YRO
3766
YRO
3775
YRO
3861
YRO
3865
YRO
3891
YRO
3894
YRO
3906
YRO
3920
YRO
3948
YRO
3973
YRO
3980
YRO1131 0.4YRO1561 0.5 0.3YRO2235 0.2 0.3 0.2YRO2308 0.5 0.3 0.4 0.2YRO3596 0.3 0.3 0.3 0.2 0.2YRO3752 0.2 0.3 0.2 0.3 0.3 0.2YRO3764 0.2 0.3 0.2 0.3 0.3 0.3 0.4YRO3766 0.3 0.3 0.2 0.3 0.2 0.3 0.3 0.7YRO3775 0.2 0.3 0.2 0.4 0.2 0.3 0.3 0.4 0.4YRO3861 0.3 0.3 0.2 0.4 0.3 0.3 0.3 0.4 0.4 0.4YRO3865 0.3 0.3 0.2 0.3 0.3 0.3 0.3 0.3 0.3 0.4 0.3YRO3891 0.3 0.4 0.2 0.3 0.3 0.2 0.4 0.3 0.2 0.3 0.3 0.4YRO3894 0.3 0.3 0.3 0.2 0.3 0.2 0.3 0.3 0.2 0.3 0.3 0.3 0.3YRO3906 0.3 0.3 0.3 0.2 0.2 0.3 0.3 0.3 0.3 0.4 0.2 0.4 0.4 0.3YRO3920 0.2 0.3 0.3 0.3 0.3 0.2 0.3 0.3 0.3 0.3 0.3 0.4 0.3 0.3 0.4YRO3948 0.2 0.3 0.3 0.3 0.3 0.4 0.3 0.4 0.5 0.5 0.5 0.3 0.2 0.3 0.3 0.3YRO3973 0.2 0.2 0.3 0.3 0.3 0.2 0.3 0.3 0.3 0.3 0.3 0.3 0.3 0.3 0.3 0.3 0.3YRO3980 0.2 0.4 0.3 0.3 0.3 0.3 0.3 0.3 0.3 0.3 0.3 0.3 0.3 0.3 0.4 0.3 0.4 0.3YRO4054 0.2 0.3 0.3 0.3 0.3 0.3 0.3 0.3 0.3 0.3 0.4 0.2 0.3 0.2 0.2 0.3 0.2 0.3 0.3
Relationship Matrix Between Individuals
Population Substructure•Using LD data, we were able to determine that we have an effective breeding size (Ne) of ~150 in 2005 and 2006
•Actually used ~320 fish ratio of .48 actually contribute unique genetic variation
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TLTL
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C_0
01SH
HC
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SHH
C_0
08SH
HC
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SHTL
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TLSH
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TLU
W_0
06TL
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TLU
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09TL
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TLU
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13TL
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TLU
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• Palti et al., 2006. Evaluation of family growth response to fish meal and gluten-based diets in rainbow trout (Oncorhynchus mykiss). Aquaculture 255(1-4):548-556.
• Johnson et al., 2007. Development and evaluation of a new microsatellite multiplex system for parental allocation and management of rainbow trout broodstocks. Aquaculture 266:53-62.
• Pierce et al., 2008. Family growth response to fishmeal and plant-based diets shows genotype x diet interaction in rainbow trout (Oncorhynchus mykiss). Aquaculture 278:37-42.
Genetic and Diet Effects on Growth Rate and Reproduction in the Rainbow Trout Strains of Troutlodge
11
2
2 2
1
♀
Mapping Traits
Rainbow TroutComparative
MapOMM17520.0OMM159926.3OMM164535.6OMM133736.6OMM500542.7OMY14DIAS45.3OMM108547.1OMM3120_BAFF-249.5OMM522050.1OMM1570OMM108061.7OMM105368.8OMM143472.3OMM516476.2OMM170680.1OMM5024OMM1766bOMM5146
82.9
OMM532484.3OMM520488.8OMM1058OMM108391.2OMM127892.1OMM1631OMM5275OMM3081b_TAP1
94.6
OMM1391a101.8OMM5062a109.2OMM5225bOMM1263bOMM1624aOMM5067
113.5
OMM1138OMM5121115.4OMM1137116.1OMM5109120.4OMM1336OMM5142a122.2OMM1778b127.1OMM1198OMM1016B142.2
0
20
40
60
80
100
120C
ortis
ol (n
g/m
l)
BA
CA BBCB
CCAAAB
ACBC
Plasma cortisol concentrations following a 3 hour confinement stress
Families (Mean + SEM)
Trait Evaluation: Stress Response
(Weber and Silverstein 2007)
Body weight (g) 297 dph200 300 400 500
Post
-stre
ssor
Plas
ma
Corti
sol (
ng/m
l)
0
25
50
75
100
r = 0.466P = 0.026
B
(Lankford and Weber 2006)
Heritability: h2 > 0.40
Contribution of Major Genes to Post-stressor Plasma Cortisol Levels
Contribution to total variancepolygenic 10%major gene 68%
0.000
0.001
0.002
0.003
0.004
0.005
0.006
0.007
0.008
0 500 1000 1500 2000 2500 3000 3500 4000 4500
Variance
Den
sity
polygenicmajor gene
Marginal posterior densities* for polygenic and major gene variance from the mixed inheritance model for plasma cortisol (Gibbs sampling: samples per chain=500,000; burn-in=250,000; thinning=5,000; chains= 7)
USDA ARSNational Center for
Cool and Cold Water AquacultureLeetown, West Virginia