This document summarizes a study investigating genetic variation in American pika populations along an elevational gradient in British Columbia. Preliminary results show neutral genetic markers detect population structure corresponding to sampling locations, with 17% of variation among populations. Genomic scans identified 9.3% of loci under selection. Ongoing work includes further genotyping individuals to refine estimates of population structure and demography, and identifying genes linked to markers under selection to understand local adaptation and survival under climate change. The study aims to assess genetic health and evolutionary potential of pika populations to inform conservation.
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Association genetics‟ or ‟association studies,” or ‟linkage disequilibrium mapping”.
Tool to resolve complex trait variation down to the sequence level by exploiting historical and evolutionary recombination events at the population level.
Natural population surveyed to determine MTA using LD.
Association mapping approaches for tagging quality traits in maizeSenthil Natesan
Association mapping has been widely used to study the genetic basis of complex traits in human and animal systems and is a very efficient and effective method for confirming candidate genes or for identifying new genes (Altshuler et al., 2008). Association mapping is now being increasingly used in a wide range of plants (Rafalski, 2010), where it appears to be more powerful than in humans or animals (Zhu et al., 2008). Unlike linkage mapping, association mapping can explore all the recombination events and mutations in a given population and with a higher resolution (Yu and Buckler, 2006). However, association mapping has a lower power to detect rare alleles in a population, even those with large effects, than linkage mapping (Hill et al., 2008). Yan et al., (2010) demonstrated that the gene encoding β-carotene hydroxylase 1 (crtRB1) underlies a principal quantitative trait locus associated with β-carotene concentration and conversion in maize kernels has been identified through candidate gene strategy of association mapping.
Association genetics‟ or ‟association studies,” or ‟linkage disequilibrium mapping”.
Tool to resolve complex trait variation down to the sequence level by exploiting historical and evolutionary recombination events at the population level.
Natural population surveyed to determine MTA using LD.
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Family mapping (Limitations- Biparental population, Low resolution, Analysis of only 2 alleles, time consuming).
Population or Association mapping (I) increased mapping resolution, (ii) reduced research time, and (iii) greater allele number (Yu and Buckler, 2006).
This presentation covers the basic terminology and key parameters of Population Genetics. Presentation is helpful for the students of Life Sciences and Evolutionary biology.
Public Relations can play a key role in an integrated marketing program. Within the travel industry sector its value is unmatched. Learn how to maximize PR in your overall integrated marketing strategy.
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Polygenic inheritance of agronomic traits - controlled by multiple genes whose expression is affected by many factors. Hence phenotypic selection becomes tedious job.
Family mapping (Limitations- Biparental population, Low resolution, Analysis of only 2 alleles, time consuming).
Population or Association mapping (I) increased mapping resolution, (ii) reduced research time, and (iii) greater allele number (Yu and Buckler, 2006).
This presentation covers the basic terminology and key parameters of Population Genetics. Presentation is helpful for the students of Life Sciences and Evolutionary biology.
Public Relations can play a key role in an integrated marketing program. Within the travel industry sector its value is unmatched. Learn how to maximize PR in your overall integrated marketing strategy.
Population Structure & Genetic Improvement in LivestockGolden Helix Inc
The genetic improvement of livestock has been a hot topic for almost a century, bringing together researchers, industry, and producers to work towards a common goal. Many countries currently employ extensive genetic selection programs in their cattle with pigs, sheep, and chicken close behind.
In this webcast, Heather J. Huson, Ph.D. from Cornell University will focus on population dynamics and trait association in cattle and goats using high density SNP datasets. Population structure plays a critical role in understanding the relatedness among livestock, ancestral origins of traits, and identification of unique sub-populations or breeds for production improvement and conservation. This also lays the foundation for understanding and improving species such as the goat which is a vital food source in developing countries but has little recorded production or health data.
Understanding population structure is essential for designing complex trait association studies such as those related to production and health characteristics. Here, Huson shows examples of her lab's investigation into population structure in both goats and cattle to identify distinct groups and study traits such as thermo-tolerance.
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This is a more specific version of the slide-set "Major Characteristics Used in Microbial Classification". A presentation I could not deliver for some reasons yet turned out to be pretty nice. I hope to deliver it some day, but for the time being I am making it public. I hope it would be of some use. :)
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1. Investigating the genetic basis of
adaptation in American pikas
Philippe Henry & Michael Russello
Ecological and Conservation Genomics Lab
2. • Introduction and background
• Methods and analyzes used
• Preliminary results and anticipated
significance
Outline
3. • Genetic variation = evolutionary potential
of populations or species
• There are two principal types of genetic
variation:
- Neutral → (reflects demographic patterns)
- Adaptive → (reflects variation under natural
selection)
Introduction
4. • Neutral genetic variation:
- population genetic structure
- demographic events, (bottlenecks and
population expansions)
Valuable information to help prioritize
populations for conservation efforts
X. Does not generally inform on long term
evolutionary potential of populations
Introduction
5. • Adaptive genetic variation can be assessed in
wildlife populations
• This information will help
- shed light on the evolutionary potential of
populations
- assist management decisions, especially with
regard to adaptation to environmental changes
Introduction
6. The American pika as a
model?
• Species sensitive to high ambient
temperatures
• Contemporary climate warming may be
partly responsible for the extirpation
• Good candidate to study the genetic basis
of local adaptation
7. Study site
• Pikas can be found along elevation
gradients spanning over 1000 m
in the central Coast mountains of BC,
• I have sampled Pikas from 5 populations
along an altitudinal gradient in the Bella
Coola valley, BC, Canada
16. Neutral genetic variation
Questions
• Is there evidence for gene flow between Pika
populations sampled at different altitudes?
• Do populations from different elevations
display signal of population declines?
18. Neutral genetic variation
Preliminary results
• 5 of 8 loci are polymorphic in this sample
•
Pop n He Ho Na
High 5 0.55 0.50 3.00
Med 5 0.62 0.68 3.80
Low1 4 0.50 0.50 2.80
Low2 4 0.62 0.60 3.60
Low3 4 0.60 0.65 3.60
Total/mean 22 0.58 0.59 3.36
19. Neutral genetic variation
Preliminary results
• Two individuals sampled at 155m intervals
had matching genotypes (PI = 0.02)
• Population structure analyzes: 5 clusters
corresponding to each sampled population
• AMOVA indicates that 17% variation is found
among populations
20. Neutral genetic variation
Preliminary results
• Pairwise Fst
• No signal of population decline
Pop Med Low1 Low2 Low3
High 0.17 0.17 0.18 0.07
Med 0.17 0.18 0.24
Low1 0.18 0.14
Low2 0.13
21. Adaptive genetic
variation
Questions
• Can genomic scans identify regions
underlying local adaptations in our samples?
• Can these markers be used to provide
additional information about population
genetic structure?
22. Adaptive genetic
variation
Analyzes
• AFLP genomic scans (20 primer
combinations, 1177 bands)
• Detection of loci under selection
• Loci not under selection used to calculate:
- Genetic diversity
- Population structure
24. Adaptive genetic
variation
Preliminary results
• Overall Genetic diversity
• Genetic differentiation
Med Low1 Low2 Low3
High 0.022 0.091 0.073 0.053
Med 0.035 0.035 0.019
Low1 0.032 0.029
Low2 0.012
Pop Hj
High 0.20679
Med 0.27301
Low1 0.31964
Low2 0.33829
Low3 0.32404
25. Work in progress
Neutral genetic variation
• Genotype a large number of individuals
(to be sampled this field season)
• Genotype 12 or more microsatellite loci
• Re-analyzes this dataset to provide final
estimates of population genetic structure, and
demography
26. Work in progress
Adaptive genetic variation
• Identification of signature of selection in DNA
sequences of targeted genes
• Identifying genes linked to outlier AFLPs
detected
• Identification of the main selective forces
27. Overall significance
• Assessment of demography and overall
genetic health of pika populations
• Identifying important genes for adaptation
• Provide an assessment of the potential of
pikas to survive in the face of climate change
- INTRO: Go over some basic concepts of genetic variation in wild population and
Genetic variation is necessary for the maintenance of evolutionary potential of populations and species
There are two principal types of genetic variation, which are often not acknowledged
Classically, Neutral genetic variation is widely used to investigate population genetic structure as well as past demographic events, (bottlenecks and population expansions)
While this information is valuable to help prioritize populations for conservation efforts, it does not generally inform on long term evolutionary potential of populations
On the other hand. Adaptive genetic variation can now be directly assessed in wildlife populations by screening the entire genome for signature of selection
This information will help - shed light on the evolutionary potential of populations and - greatly assist management decisions, especially with regards to adaptation to changing environmental conditions
Pikas have also been found to be susceptible to contemporary climate change as 28% of lower elevation population surveyed by Eric Beever and colleagues have become extirpated since their initial description in the early 20th century. Pikas are considered early warning systems for the negative effects of climate change on alpine species.
Environmental gradients are ideal situations to study genetic basis of adaptation
So here is a quick snap shot to give you an idea of the location of « the Hill »
The hill is the section of highway 20 that descends from the chilcotin plateau at heckman pass (1524m) down to the bottom of the bella coola valley at an elevation of 300m. I explored the valley last summer and found population at 300, 800 and 1500m elevation along or close to the highway.
Here i have represented an additional two populations per altitude that were remotely identified using googleearth shown in orange here!
The hill is the section of highway 20 that descends from the chilcotin plateau at heckman pass (1524m) down to the bottom of the bella coola valley at an elevation of 300m. I explored the valley last summer and found population at 300, 800 and 1500m elevation along or close to the highway.
Here i have represented an additional two populations per altitude that were remotely identified using googleearth shown in orange here!
This is a satellite picture from one of talus slopes from the Bella Coola valley. Pikas generally establish their territories close to the talus-vegetation interface! Pikas are hard to life trap and can be sensitive to handling, so we are going to be setting up hair snags to collected genetic material (hair) from the animals
Here i have shaded the areas with the most likely chance of hosting pika territories. With the darkest shades been the most hospitable.
In a nutshell, the plan is to survey each talus slope upon arrival and flagging each territory.
Once all territories have been identified and flagged (on the basis of haypiles and latrine sites) we will set up hair-snags around the centre of each territory and check it after leaving it out for a night
This is what a successful hair snag should look like, the hair collected will be stored in tubes or paper envelopes and stored at -20 in a liquid nitrogen dewer until the samples are returned to the lab for molecular work.
In chapter 2 i will use quantify population differentiation and shed light on past demographic events in our populations from the bella coola valley
I will also calculate the genetic diversity, estimate of effective popuilation size and i will test for genetic signature of bottleneck in each population
I will also calculate the genetic diversity, estimate of effective popuilation size and i will test for genetic signature of bottleneck in each population
I will also calculate the genetic diversity, estimate of effective popuilation size and i will test for genetic signature of bottleneck in each population
I will also calculate the genetic diversity, estimate of effective popuilation size and i will test for genetic signature of bottleneck in each population
As only a limited number of genes have been identified in pikas
Genomic scanswill be used to identify other areas of the genomes that are under selection
Between 300 and 400 aflp loci distributed throughout the genome will be amplified
A multiple univariate regressions will be used to test for correlation between the frequency of an allele and an environmental variable
A multiple univariate regressions will be used to test for correlation between the frequency of an allele and an environmental variable
50 more sampled last year and an additional 150 from the next field season
With specific mutations associated with populations at different altitudes
Additional signal of selection from scans, leading to the identification of other (LESS OBVIOUS = OTHER FUNCTIONS) genes involved in adaptation
Lastly the spatial analyses method will help identify the major selective forces acting on pikas
All together, contribute valuable information relative to reconstructing Pika evolutionary history and taxonomy, identifying genes underlying ecologically important traits, and assessing the potential of Pikas to persist in the face of projected climate change
All together, contribute valuable information relative to reconstructing Pika evolutionary history and taxonomy, identifying genes underlying ecologically important traits, and assessing the potential of Pikas to persist in the face of projected climate change