Phylogenetic Analysis of Freshwater Crayfish of Massachusetts: … · 2011-01-13 · Knowing the...
Transcript of Phylogenetic Analysis of Freshwater Crayfish of Massachusetts: … · 2011-01-13 · Knowing the...
Phylogenetic Analysis of Freshwater Crayfish of Massachusetts:
The genus Procambarus ______________________________________________
A Major Qualifying Project
Submitted to the Faculty
of
WORCESTER POLYTECHNIC INSTITUTE
in partial fulfillment of the requirements for the
Degree of Bachelor of Science
by
___________________________________
Dilbar Ibrasheva
Approved by:
___________________________________
Professor Michael A. Buckholt
Professor Lauren Mathews
January 13, 2011
Contents Abstract ......................................................................................................................................................... 3
Acknowledgements ....................................................................................................................................... 4
1 Introduction .......................................................................................................................................... 5
2 Background ........................................................................................................................................... 7
2.1 The Species Concept ..................................................................................................................... 7
2.2 Phylogeography and Population Genetics .................................................................................... 8
3 Materials and Methods ....................................................................................................................... 13
3.1 Samples and DNA Extraction ...................................................................................................... 17
3.1.1 Samples ............................................................................................................................... 17
3.1.2 DNA Extraction .................................................................................................................... 18
3.2 PCR and mt DNA Sequencing ...................................................................................................... 19
4 Results ................................................................................................................................................. 21
5 Discussion ............................................................................................................................................ 25
6 Works Cited ......................................................................................................................................... 28
7 Appendices .......................................................................................................................................... 34
Abstract
Knowing the invasive nature of several species of freshwater crayfish of the genus
Procambarus, it was predicted that some of the watersheds within Massachusetts area could be
affected by this species. For this study 14 organisms of Procambarus genus, but undetermined
species were collected from 5 different sites within the state. After performing a set of
experiments, phylogenetic data was gathered. This study suggests that all of the organisms
collected either belong to one species – Procambarus acutus that is not considered to be an
invasive species, or are hybrids of both invasive Procambarus clarkii and Procambarus acutus.
Phylogenetic analysis grouped all of the organisms of undetermined species with only one
crayfish, which was a Procambarus acutus that originated from the Cape Fear River, Randolph
County, North Carolina. It was predicted that the specimen collected within Massachusetts could
have possibly been related to the specimen from North Carolina. However, further investigation
of larger size of population of both Procambarus clarkii and Procambarus acutus is necessary in
order to fully understand the phylogenetic relationship between these species.
Acknowledgements
I would like to thank Professor Lauren Mathews and Professor Michael Buckholt for
their guidance, time, patience and continuous support throughout the whole project.
I also want to thank Professor Destin Heilman, Professor Jill Rulfs, Abbie White and the
whole Biology and Biotechnology Department at WPI for all the help, personal support and
encouragement.
In addition, I would like to thank Ryan Clinton, Jack Sternal, Andy Nemeth and John
Burford for their help in the Project Lab.
1 Introduction
In the past years a significant amount of global research was conducted in the area of
phylogeography and conservational biology of freshwater crayfish (Bondar et al., 2005; Holdich,
2002; Jones et al., 2007). This study focuses on phylogeography of freshwater crayfish of the
genus Procambarus that accounts for more than half of the total of 300 species of cambarid
crayfish (Hobbs, 1981). 14 organisms of this genus were collected at 5 different sites in
Massachusetts. By identifying particular species of these organisms, and determining their
relationship to other Procambarus species, it became possible to obtain preliminary information
on the invasive nature of the freshwater crayfish of this genus. A study of spatial behavior of
Procambarus clarkii indicates that this species is invasive (Gherardi et al., 2000). Originating
from south-central part of the USA (Hobbs, 1972), it managed to escape from aquaculture
enclosures and succesffully establish in northern and central Italy with the breeding populations
(Gherardi et al., 2000). Introductions of new species to into native ecosystems can sometimes
lead to drastic changes in the local environment. According to Pimental, they can even cause loss
of species diversity and extinction of native species (Pimental et al., 2000).
It is worth mentioning that representatives of 3 out of 16 procambarid subgenera (Hobbs,
1974), are currently cultured and harvested (or simply harvested) on a commercial scale. These
are: Leconticambarus, Ortmannicus and Scapulicambarus. The major commercial specias are the
red swamp crayfish, Procambarus (Scapulicambarus) clarkii (Girard, 1852), the eastern white
river crayfish, Procambarus (Ortmannicus) acutus acutus (Girard, 1852), and the gulf white
river crayfish, Procambarus (Ortmannicus) zonangulus (Hobbs & Hobbs, 1990).
Even though, the native distribution of Procambarus clarkii is north – eastern Mexico and
the south – central part of the USA, including Texas, Alabama, Tennessee and Illinois (Hobbs,
1972), it has been widely within and outside of the USA (Hobbs, 1972; Holdich, 2002).
Procambarus acutus species are naturally endemic to Texas, Louisiana, Missisippi and Alabama
(Huner, 1998). However, the white river crayfish has also been cultured eastward from Louisiana
to the Atlantic coast northwoard to Maine (Holdich, 2002). The fact that both of these species
have been cultured extensively throught the US, causes difficulties in understanding the origins
of the 14 organisms of the genus Procambarus that were used for this study.
Based on the phenotypical traits of these 14 crayfish, it was predicted that they are either
Procambarus clarkii or Procambarus acutus. However, to determine the exact species, it was
necessary to perform further genetic analysis. The result of this analysis was later used to gain
the insights into phylogenetic relationship between these organisms and to attempt to establish
their original geographical location.
2 Background
2.1 The Species Concept
Most commonly the term ‘species’ is defined as a taxonomical rank which involves
organisms that are able to interbreed and produce fertile progeny. However, even current
scientists and philosophers have trouble agreeing upon the universal definition of this concept.
The roots of this so-called ‘species problem’, a debate between researches on identifying and
classifying species and considering species, a level of biological organization, can be traced back
to the 19th and 20th centuries (Hey, 2001). Even before Darwin’s “Origin of Species by Means of
Natural Selection or the Preservation of Favoured Races in the Struggle of Life” (Darwin, 1859)
various philosophers such as Aristotle and Theophrastus made attempts to give a full description
of species. They believed that the seeds of plants of one species could give rise to plants of other
species (Mayr, 1982). At that moment the concept of Typological species was at the forefront of
the debates (Yong & ZheKun, 2010).
Since that moment a lot of species models have been suggested in history. Various
scientists, such as Mayr (1982), Davis and Heywood (1963), Stuessy (1990), and Mayden
(1997), who managed to collect 22 species concepts, attempted to give an overview of the
definition of species. Nevertheless, based on the works of Wheeler and Meier (2000), it can be
concluded that the debate on the definition of species reached its climax at the end of the last
century. Four major species concepts were developed in this period of time: the Biological,
Hennigian, Phylogenetic and Evolutionary (Wheeler & Meier, 2000). However, several recent
studies conducted by biologists, such as Wu (Wu, 2001)and de Queiroz (de Queiroz, 2005)
indicate that nowadays even more and more new ways of defining the concept of species are
being developed.
The species concept was influenced a lot by three major innovations in evolutionary
biology (Yong & ZheKun, 2010). The first one was shown by Darwin’s “Origin of Species by
Means of Natural Selection or the Preservation of Faboured Races in the Structure of Life”
(Darwin, 1859), as mentioned earlier. The major conclusion in his fundamental book was the
morphological species concept, which states that all currently living species originate from one
common ancestor through an evolutionary process known as natural selection (Darwin, 1859).
This interpretation of species differed drastically from the popular ones at that moment, which
were Essentialist and Creationist elucidations (Yong & ZheKun, 2010). Charles Darwin thought
that even though the term ‘species’ should not be referred to as a particular class of nature, it
should be retained in biology and used by taxonomists (Ereshefsky, 2009). Later, a second
innovation was introduced by Mayr and Dobzhansky, who expanded the already existing term
‘species’ by pointing out the need of taking into account reproductive isolation when studying
speciation and species (Mallet, 2010). In 1942, Ernst Mayr introduced a set of new terms, the
Biological Species Concept (BSC) and the Phylogenetic Species Concept (PSC), which
characterize populations as reproductive groups of individuals that inhabit a particular space in a
certain period of time and that share a common gene pool (Coyne, 1994; Mayr, 1942 & 1982).
The third innovation was introduced by Hennig (Hennig, 1965), who brought mathematical
methods into evolutionary biology that allowed biologists to define species with the aspect to
phylogenetic systematics.
2.2 Phylogeography and Population Genetics
In order to understand better the consequences of invasion or introduction of exotic species
into the native ecosystem, it is necessary to understand several crucially important aspects of
phylogeography, population genetics and molecular ecology.
The term phylogeography, which essentially means the phylogenetic analysis of data obtained
from organisms in relation to their current geographical distribution, was first introduced by
Avise in 1987 (Avise et al., 1987). Depending on a subject of study, Hickerson describes two
distinct types of phylogeography: single species phylogeographic studies that primarily focuses
on species determination and identification of hybrid zones, historical hybridization events,
geographic determinants of isolation and cases of introgression, and multi-species
phylogeographic studies that for the most part utilize tools of comparative biology to study the
influence of historical events on present patterns in biodiversity (Hickerson et al., 2009). These
historical processes along with genetic responses are a major subject of study of population
genetics.
The term ‘population’ can be defined as a group of organisms that belongs to the same
species living in a particular area at the same time and with the ability to interbreed. Based on
numerous studies of freshwater marine animals, including those concerning freshwater Galaxiid
fishes and North American populations of Pink Salmon, Oncorhychus gorbuscha¸ (Waters &
Wallis, 2001; Aspinwall, 1974), it can be concluded that there are at least four major
evolutionary processes that influence evolution and genetic composition in populations. These
are gene flow, genetic drift, mutation, and natural selection (Halliburton, 2004).
Gene flow, an important concept frequently investigated in population genetics,
population ecology and conservational biology, is also called gene migration and entails the
transfer of alleles between populations. During the process of gene migration the allele
frequencies between populations become homogenous. Due to the high gene flow, speciation
between populations might be inhibited because of the absence of fixed alleles that could have
been favorable for particular populations. This might inhibited the process of speciation.
However, gene flow can also bring in novel alleles into a population or produce new
combinations of alleles and prevent random genetic drift. According to Freeland (2005), genetic
drift is defined as a process that gives rise to random variation in population’s allele frequences
from generation to generation. It can also be described as a random variation of allele
frequencies due to various spontaneous events such as random sampling of gametes. The
amount of genetic drift displayed is size dependent. In the long run genetic drift induces
decreased levels of heterozygosity and loss of alleles within the population, which results in
population divergance or separation. Genetic drift can be exemplified by a population bottleneck.
A population bottleneck implies a rapid reduction in population usually caused by natural
disasters, therefore reducing the overall level of genetic diversity, by creating narrowed sample
of allele frequencies (Halliburton, 2004). As described in a study involving invasive freshwater
snail Physa acuta (Bousset et al., 2004) various evolutionary events involve population
expansion, population bottlenecks, migration and variance. The effects of the size of the
bottleneck and the ability of the population to recover on the long-term genetic diversity of the
population on species that have been introduced by humans to a new geographical location have
been studied as well. These introductions usually result in a specific type of a population
bottleneck known as a founder effect. The founder effect can be described by the fact that only
part of the genetic diversity of the source population will be carried on by the founders of the
new population (Freeland, 2005).
The relationships between populations of freshwater organisms have been known to be
formed by important geological changes in aquatic systems (Bernatchez & Wilson, 1998). This
dependence of genetic composition of populations on geological changes has been studied
extensively on populations of freshwater fishes in North America. One of the major events that
significantly affected genetic diversity of aquatic organisms was the climate change during the
Pleistocene epoch of the Cenozoic Era (Near et al., 2001). The movement of several ice sheets
towards south during that period left northern areas almost completely uninhabitable, thus
forcing northern taxa to change their locations (Bernatchez & Wilson, 1998). It is also known
that freshwater organisms followed multiple dispersal routes into the previously glaciated areas
in the north following the global warming that happened at the end of Pleistocene (Mandrak &
Crossman, 1992). These significant climate changes are hypothesized to be responsible for
facilitated dispersal of freshwater organisms in Europe that was triggered by the receding ice
sheet later (Freeland et al., 2004). Additionally, it was reported that Pleistocene climate change
gave rise to a rapid genetic change in upland organisms in other parts of North Amerca (Mayden,
1988; Near et al., 2001; Berendzen et al., 2003; Near & Keck, 2005: Ray et al., 2006). However,
species native to the bottom land seemed to have the opposite effects from this event. Studies
indicate that very little population sturcture has been determined across the Mississippi River
watershed (Nedbal & Philipp, 1994; Avise, 2004).
Not only historical geographical events affect the relationship between and among
populations. Intrinsic effects, involving habitat preference and the ability of the organisms to
disperse among habitats, play an important role as well (Wares & Turner, 2003; Bohonak, 1999;
Bilton et al., 2001; Berg et al., 2007). Multiple studies indicate that dispersal capabilities is the
major determinant of the among-population genetic structure for the freshwater organisms
(Bilton et al., 2001; Miller et al., 2002).
It can be concluded from previously mentioned studies that geographic barriers and
distance have a direct affect on the gene flow within and among populations. Freshwater
organisms like fish and many types of crayfish are generally restricted to their aquatic systems,
therefore traveling between the watersheds does not occur. According to Fetzner (2003), even if
two different populations of crayfish live in the geographical proximity, but in separate rivers, it
does not mean that are close in linear river distance. This type of geographical isolation usually
leads to population subdivision, causing new subpopulations to emerge. Different factors
including the lack of gene flow and mutations lead to genetic divergence (Halliburton, 2004).
Additionally, it is important to take into account behavioral and life history features of
the populations. In the case of population genetics studies of Cherax destructor, an Australian
freshwater crayfish, these traits played a major role in differentiation of populations of two
distinct watersheds: northern and southern (Hughes & Hillyer , 2003; Nguyen et al., 2005).
Phylogeographical analysis of subpopulations of shovel-nosed salamanders in southern
Appalachians performed by Jones (2006) showed that the degree of differentiation between
subpopulations was much higher across the Eastern Continental Divide that separated two rivers
into single basins than the degree of differentiation among the subpopulations within the the river
basins.
Populations of two different types of freshwater crayfish (subterranean and local surface
dwelling) from southeaster America were studied and compared (Buhay & Crandall , 2005).
Findings indicate that despite the fact that the cave crayfish is more isolated than the surface
species, the subterranean crayfish had higher levels of both gene flow and genetic diversity. It
was also determined that the surface dwelling species were showing a decline in genetic
variablity.
3 Materials and Methods
By definition, molecular ecology is a branch of evolutionary biology that deals with
finding ways to answer major questions of ecology by applying methods of molecular
phylogenetics, molecular population genetics and genomics, and other molecular analyses. In
order to approach those questions and test hypotheses, molecular tools such as molecular genetic
markers are frequently used. Compared to other kinds of ecological measurements, molecular
markers and marker variations can give quantifiable and precise genetic data, which can be
helpful for statistical comparisons. Even though application of molecular genetic markers for
phylogenetic purposes requires a lot of training of the practioners and significant financial
support, Avise (2004) recommended that molecular markers may be used for analyzing
controversial questions and problems of natural history and evolution.
Molecular markers are considered to be either polymorphic proteins or stretches of DNA
sequence that can be employed as indicators of genome – wide variation. Usually, these are
sections of the genome, of a very small relative to the whole genome of an organism, that are
chosen to represent bigger stretches of DNA. Each of these sections is referred to as a ‘locus’
that does not necessarily have to be a functional gene. However, not all sections of the genome
can be considered to be useful molecular markers. One of the key factors that gives a certain type
of molecular marker a higher preference value is its level of polymorphism which can vary from
zero to hundreds of alternative alleles over a single species’ range. Highly polymorphic markers
are very useful for behavioral studies, whereas markers with a moderate level of polymorphism
are widely used in population genetic analysis (Avise, 2004).
However, for phylogeographic investigations like this study, mitochondrial genes are
often employed, because of the advantages discussed later. Mitochondrial ribosomal genes such
as 12S and 16S, as well as protein-coding genes such as cytochrome oxidase I (COI), have been
extensively utilized in population genetic and systematic studies. Mitochondrial markers have
been chosen over nuclear DNA markers in studies due to several reasons. According to Toon et
al. (2009), mitochondrial markers are comparatively easy to isolate since the copy number of
mitochondria present in tissues is relatively high. They are also inherited predominantly
maternally in most species, which enables scientists to track maternal lineages back in time.
Various studies on mitochondrial DNA of Xenopus, humans, mice and mammals indicate
maternal inheritance (Avise et al., 1987; Hutchison et al., 1974; Dawid & Blackler, 1972; Giles
et al., 1980; Gyllensten et al., 1985). Even though the maternal mode of inheretance is
considered to be the major one, enough research was completed to show that that way of passing
on mitochondrial genes is not the only one. Studies have shown that this type of inheritance can
take place in different species of mice and in Drosophila (Avise, 1991; Gyllensten et al., 1991;
Kondo et al., 1990). The most notable hereditary mode was determined to be ‘doubly
uniparental’, meaning that females pass on their mitochondrial genes to both sons and daughters,
whereas males transmit their mtDNA only to sons (Hoeh, 1991, 1997, 2002) (Zouros, 1992,
1994). All of these studies were focused on the inheritance mode of mitochondrial genes within a
certain mollusk system. It has also been reported that in this system, genetic recombination
between mtDNA molucules took place (Ladoukakis & Zouros, 2001). Although, thus far, the
case of Mytilus mussels is the only known exception (Zouros et al., 2000). Nevertheless, the
animal mtDNA is mostly maternally inhereted. During this process mtDNA molecules provide
markers that are transmitted asexually through generations. Therefore, mtDNA genotypes are
called molecular clones or haplotypes.
Besides the fact that mitochondrial markers are mostly inhereted maternally, they are also
haploid and thus are only a quarter of the effective population size of the nuclear genes (Avise,
2004). The fact that mitochondrial DNA is not highly conserved, it has a fast mutation rate,
which is very useful for studying phylogeny of different organisms.
Additionally, it takes noticeably less time for the initial set up of the experiments, and the
presence and availability of universal primers make mitochondrial markers favorable for studies
(Toon et al. , 2009). Moreover, a set of nucleotide sequences for these three mitochondrial genes
is already present in GenBank database, since they have been used extensivly for a large period
of time for crustacean molecular phylogenetic analysis, thus making further analyses easier.
In order to obtain information from DNA sequencing, it is essential to clone and amplify
the gene of interest from the biological source first. Due to its very specific nature, Polymerase
Chain Reaction (PCR) enables researches to amplify assayable amounts of desirable genes from
large and complex genomes (Freeland, 2005).
This technique was first described by Mullis and Faloona in 1987 (Mullis & Faloona,
1987). The PCR technique involves three major steps: denaturation of double-stranded DNA by
heating, annealing of the oligonucleotide primers to the regions flanking the gene of interest, and
primer extension, during which the complementary to the desirable gene strands are synthesized
with the aid of thermo stable Taq DNA Polymerase (Avise, 2004). These three consecutive steps
must be repeated at least twenty times. During each cycle the amount of target DNA almost
doubles in its quantity.
Figure 1: Polymerase Chain Reaction from (Griffiths, 2000)
Figure 1 gives a basic overview of this procedure.
In this study, 16S rRNA mitochondrial gene from each specimen was amplified using
Polymerase Chain Reaction, the PCR products were cleaned up and sent for sequencing to DNA
Sequencing Facility at Cornell University.
3.1 Samples and DNA Extraction
3.1.1 Samples
All of the organisms were collected at five different sites within Massachusetts State
between 2006 and 2008. The specimen were previously used for various studies, however the
particular species of the specimen were never determined. All the information known about the
species was collected and summarized in the table below (Table 1).
Table 1: Samples and Collection Sites
Sample Collection Site Date
A M 109 summer 2008
B Birch Hill Dam, ACE, collection site 2, voucher 1 (Royalston, MA)
not specified
C Birch Hill Dam, ACE, collection site 2, voucher 2 (Royalston, MA)
not specified
D M 7, Birch Hill Dam (Royalston, MA), voucher 8/19/2006 E M 103 7/9/2008 F M 103 7/9/2008 G M 103 7/9/2008 H M 103 7/9/2008 I M 98 6/20/2008 J M 98 6/20/2008 K M 98 6/20/2008 L M 98 6/20/2008 M M 98 6/20/2008 N M 98 6/20/2008
3.1.2 DNA Extraction
For this project 5-10 mg of muscle tissue was extracted from each individual’s claw or a
leg using Gentra’s Puregene Protocol: DNA Purification from Tissue Using the Gentra Puregene
Tissue Kit (Qiagen, 2010). The tissue was thoroughly ground placed in 300 µL of Cell Lysis
Solution and heated up at 65°C for 1 hour. Later, 1.5 µL of Puregene Proteinase K was added to
each of the tubes, and the tubes were inverted at least 25 times. Afterwards, the samples were
incubated at 55°C overnight for maximum yield. The next day 3 µL of RNase A Solution were
added to the tubes, the tubes were mixed by inverting 25 times and left to incubate at 37°C for 60
minutes. As soon as the sampels were taken out of the heat block, they were placed on ice for 1
minute. 100 µL of Protein Precipitation Solution were added to each of the tubes, and the
samples were vortexed vigorously for 20 seconds at high speed. In order to separate proteins
from the samples, the tubes were centrifuged for 3 minutes at 13,000 x g. The precipitated
proteins did not form a tight pellet in some samples, thus, those tubes were incubated on ice for 5
minutes and were centrifuged at the same parameters again. The supernatant was later added to
14 fresh tubes, each containing 300 µL of isopropanol. These tubes were inverted gently at least
50 times, and soon after centrifuged at 13,000 x g for 1 minute. The supernatant was carefully
discarded. After the tubes were drained by inverting on KimWipes, they were left to air dry for 5
minutes. The samples were hydrated by adding 50 µL of TE Buffer and were vortexed at
medium speed for 5 seconds. In order to dissolve the DNA, the samples were incubated for 60
minutes at 65°C. Subsequently, these 14 tubes were tightly closed and left to incubate at room
temperature overnight with gentle shaking. In the morning, samples were were cooled down and
frozen at -20°C. Later, they would be thawed at 37°C before each use.
To determine DNA concentration for each individual, it was decided to run out 1 µL of
DNA from each sample tube along with the hyperladder and 3 λ DNA samples with known
concentrations: 10 ng/ µL, 100 ng/ µL and 200 ng/ µL on 1.5 % agarose gel. 1 µL of DNA from
each sample tube and 3 λ DNA samples were mixed with Syber Green, glycerol and loading
buffer, and the gel was run at 100 Volts for about 2 hours.
The concentrations of sample DNA were predicted to be about 100 ng/ µL.
3.2 PCR and mt DNA Sequencing
Most of the protocols suggest that 20 ng of DNA is used, however, considering that it was
difficult to determine the right concentrations for all the 14 samples, it was decided to use
approximately 100ng instead. To amplify approximately 550 base pair fragment of 16S rRNA
mitochondrial gene, two primers were used:
16S – 1472: 5’-AGATAGAAACCAACCTGG-3’
16S – L2: 5’-TGCCTGTTTATCAAAAACAT-3’
PCR reactions were carried out in 20 µL tubes. Each tube contained about 100 ng of
sample DNA, each primer at 1.2 µM, dNTPs at 2 mM each, 10X buffer at a final concentration
of 1X, MgCl2 at 2 µM, 13.8 µL of autoclaved deionized water, and 0.4 µL of Taq polymerase
enzyme.
The negative control tubes had no genomic DNA, 1 µL of autoclaved deionized water
was used instead.
Reaction conditions were as follows:
1. 95°C for 2 minutes
2. 95°C for 30 seconds
3. 48°C for 30 seconds run for 40 cycles
4. 72°C for 60 seconds
5. Repeat steps 2-4 6. 72°C for 2 minutes
7. 10°C forever
Subsequently, 2% agarose gel electrophoresis was used to ensure the amplification of 16S
gene in each of the reactions. The samples (5 µL of each, mixed with 0.5 µL of loading buffer)
were run along with a 100 base pair hyperladder that was used a molecular weight standard. The
gel was run at 120 Volts for about 90 minutes, and was later post-stained with Ethidium
Bromide. Gel electrophoresis revealed that out of 14 initial samples, only 12 contained
successfully amplified 16S rRNA mitochondrial gene.
Before the sequencing step of the experiment, it was necessary to perform the clean up of
PCR products. This was done by following the Exonuclease I – Shrimp Alkaline Phosphatase
clean up of PCR products protocol (Nucleics, 2010). To create the 1X ExoSAP Mix I used 0.025
µL of Exonuclease I, 0.250 µL of SAP and 9.724 µL Milli Q Water per sample. 10 µL of the 1X
ExoSAP mix were added to each sample tube containing the PCR products. These samples were
later incubated at 37°C for 30 minutes and then at 95°C for 5 minutes in the PCR thermocycler.
Afterwards, the samples were taken out of the machine and stored at -20°C.
To obtain the sequencing data, the cleaned up PCR samples were sent to DNA Sequencing
Facility, Biotechnology Resource Center at Cornell University. In order to more accurate and
precise results, the PCR samples for each individual organism were split in two, 10 µL in each
tube. 1 µL of 16S – 1742 primer was added to the first tube, whereas 1 µL of 16S – L2 primer
was added to the second. 24 tubes for 12 organisms were packaged and sent to Cornell.
4 Results
The phylogenetic analysis of 12 organisms of the genus Procambarus was performed based
on the sequencing data of 16S rRNA mitochondrial gene. Due to the fact that PCR products for
each individual were sequenced both in forward and reverse directions, both of the sequences
had to be compared and fixed. Using multiple software programs, including SeqAssem,
Geneious and BioEdit the obtained sequences were assembled and edited, and a single contig for
each organism was created.
To identify the species of these 12 organisms and to obtain more information on their site of
origin and common ancestors, a set of known 16S rRNA mitochondrial gene sequences from
GenBank were used.
All the published sequences for 16S rRNA gene for Procambarus clarkia and Procambarus
acutus and single sequences of all other species of the genus Procambarus were used for data
analysis.
The table below shows the particular Procambarus clarkii and Procambarus acutus
sequences used.
Table 2: Published Sequences: Procambarus clarkii and Procambarus Acutus
Procambarus clarkii
GenBank Assesion Number Collection site FJ619803.1 - AF235990.1 - EF012350.1 (33.2; –87.55) DQ666844.1 - EF012351.1 (32.1586; –104.2889) AF436040.1
EF012352.1 (29.697; –95.8977) (north of Fulshear)
GQ168838.1 Supermarket Germany : Saxony
Procambarus acutus
FJ619805.1 - FJ619804.1 - EF012353.1 Downs Prairie (35.3416 ;–94.043) EF012354.1 Fourche Creek, (34.656 ; –92.422) EU433915.1 Randolph Cape Fear River, NC
Unfortunately, the collection site data not for all of the Procambarus clarkii and
Procambarus acutus specimen was published online or was available.
Table 3: Published Sequences Procambarus spp.
Specimen GenBank Accession Number Procambarus alleni FJ619802.1 Procambarus curdi EF012344.1| Procambarus digueti AY214435.1 Procambarus fallax FJ619801.1 Procambarus gibbus EU433916.1 Procambarus liberorum EF012333.1 Procambarus nigrocinctus EF012345.1 Procambarus ouachitae EF012356.1 Procambarus pecki EU433911.1 Procambarus reimeri EF012343.1 Procambarus tenuis EF012349.1 Procambarus toltecae AY214438.1
The list of sequences of different species of the Procambarus genus and their GenBank
accession numbers are shown above in the Table 3.
However, Clustal W alignment of all the 12 organisms and all of the organisms specified
in the table above was made using BioEdit software. Afterwards, a phylogenetic tree of these
sequences was built. For this purpose, MEGA software was utilized.
Figure 2: Phylogenetic Tree
The full size image of this phylogenetic tree is located in Appendices.
To verify the common origin of all of the 12 organisms and their correlation to a
particular Procambarus acutus organism (GeneBank Assesion number: EU433915.1) and to
identify the species, Sequence Identity matrix was constructed, using MEGA software.
Table 4: Sequence Identity Matrix
The 96% - 97% between the sequences is represented by light blue color, 97%-98% by
light green and 99% or above match by orange color. As can be clearly seen from the table
above, the relation between the Procambarus acutus organism (GeneBank Assesion number:
EU433915.1) has the highest % match.
The full size image of the sequence identity matrix is located in the Appendices of this
report.
It was also determined that none of the sequences of these 12 organisms are absolutely
identical, which leads to a conclusion that each of them is of a different haplotype.
5 Discussion
One of the goals of this study was to determine the species of freshwater crayfish collected
at five different sites in Massachusetts. A priori it was determined that the organisms belong to
Procambarus genus, although, particular species could not be identified simply based on
morphological traits. It was suggested that they were either Procambarus clarkii or Procambarus
acutus.
According to the sequencing data involving sequence identity matrix (Table 5) and
phylogenetic analysis (Figure 2), it can be suggested that all the organisms either belong to
Procambarus acutus species, or are hybrids of both Procambarus acutus and Procambarus
clarkii. The sequence identity matrix (Table 5) indicates that all of the 12 organisms have the
highest % match with the Procambarus acutus specimen from Cape Fear River, Randolph
County, North Carolina. Phylogenetic analysis also grouped these individuals together.
Since the sequence editing was completed by eye, it was decided to build another
phylogenetic tree, using a different software program and unedited sequences of the organisms of
study. The software I used was Geneious. The original names of the contigs were modified by
the default settings of the software. The table below represents the original sample name and its
corresponding reference number for the unedited sequence.
Table 5: Unedited Sequences
original specimen A B D E F G H I J K L M unedited sequence reference # (contig #) - 2 3 4 5 6 7 8 9 10 11 12
The result of phylogenetic analysis is shown in Figure 3.
Figure 3: Phylogenetic Tree of unedited sequences
Even though the sequences were not trimmed and were not aligned, Geneious software still
grouped all of the 12 crayfish of undetermined species together with the Procambarus acutus
sample from North Carolina, proving that no significant errors and mistakes during the initial
data analysis, that could affect the grouping of the specimen.
Even though the data for this study indicates that all of the specimen are related to the
Procambarus acutus crayfish from North Carolina, further investigation is required. Increasing
the pool of organisms of different populations of Procambarus genus from various watersheds
within Massachusetts would help to build more accurate phylogenetic trees. It is also important
to take into account that the crayfish of Procambarus genus could be easily introduced by
people, due to the fact that these organisms are used for commercial purposes. As a result, a lot
of new places in the US could be experiencing the founder effect, where invasive species like
Procambarus clarkii start a completely new population.
This study gave a preliminary insight on phylogenetics of freshwater crayfish of
Procambarus genus in Massachusetts, and hopefully, will be useful for further research of
organisms of this genus.
6 Works Cited
1. Aspinwall, N. (1974). Genetic Analysis of North American Populations of the Pink Salmon, Oncorhynchus gorbuscha, Possible Evidence for the Neutral Mutation-Random Drift Hypothesis. Evolution , 28 (2), 295-305.
2. Avise, J. C. (1991). Matriarchal liberation. Nature (352), 192.
3. Avise, J. C. (2004). Molecular Markers, Natural History, and Evolution. Sunderland, MA: Sinauer Associates, Inc. Publishers.
4. Avise, J. C., & Vrijenhoek, R. C. (1987). Mode of inheritance and variation of mitochondrial DNA in hybridogenetic fishes of the genus Poeciliopsis. Molecular Biology and Evolution (4), 514-525.
5. Avise, J. C., Arnold, J., Ball, R. M., Birmingham, E., Lamb, T., Neigel, J. E., et al. (1987). Intraspecific phylogeography: the mitochondrial DNA. Annual Review of Ecology and Systematics 18 , 489-522.
6. Berendzen, P. B., Simons, A. M., & Wood, R. M. (2003). Phylogeography of the northern hogsucker, Hypentheliym nigricans (Teleostei: Cypriniformer): genetic evidence for the existance of ancient Teays River. Journal of Biogeography (30), 1139-1152.
7. Berg, D. J., Christian, A. D., & Guttman, S. I. (2007). Population genetic structure of three freshwater mussel (Unionidae) species within a small stream system: significant variation at local spatial scales. Freshwater Biology (52), 1427-1439.
8. Bernatchez, L., & Wilson, C. C. (1998). Comparative phylogeography of Nearctic and Palearctic fishes. Molecular Ecology (7), 431-452.
9. Bilton, D. T., Freelan , J. R., & Okamura, B. (2001). Dispersal in freshwater invertebrates. Annual Review of Ecology and Systematics (32), 159-181.
10. Bohonak, A. J. (1999). Dispersal, gene flow, and population structure. Quarterly Review of Biology (74), 21-45.
11. Bondar, C. A., Zhang, Y., Richardson, J. S., & Jesson, D. (2005). The conservation status of the freshwater crayfish, Pacifastacus leniusculus, in British Columbia. Fisheries Management Report No.117 , 2-15.
12. Bousset, L., Henry, P. Y., Sourrouille, P., & Jarne, P. (2004). Population biology of the invasive freshwater snail Physa acuta approached through genetic markers, ecological characterizationand demography. Molecular Ecology (13), 2023-2036.
13. Buhay, J. E., & Crandall , K. A. (2005). Subterranean phylogeography of freshwater crayfishes shows extensive gene flow and surprisingly large population sizes. Molecular Ecology (14), 4259-4273.
14. Coyne, J. A. (1994). Ernst Mayr and the origin of species. Evolution, 48 , 19-30.
15. Darwin, C. (1859). Origin of Species by Means of Natural Selection or the Preservation of Favoured Races in the Struggle of Life. London: W.Clowes and Sons, Stamford street.
16. Davis, P. H., & Heywood, V. H. (1963). Principles of plant taxonomy. Edinburgh and London: Oliver & Boyd.
17. Dawid, I. B., & Blackler, A. W. (1972). Maternal and cytoplasmic inheritance of mitochondrial DNA in Xenopus. Developmental Biology (29), 152-161.
18. de Queiroz, K. (2005). Ernst Mayr and the modern concept of species. Proceedings of the National Academy of Sciences of the United States of America (15), 1-8.
19. Ereshefsky, M. (2009). Darwin's Solution to the Species Problem. Synthese , 1-21.
20. Exonuclease I - Shrimp Alkaline Phosphatase clean up of PCR products. (2010, October 25). Retrieved January 3, 2011, from Nucleics: http://nucleics.com/DNA_sequencing_support/exonucleaseI-SAP-PCR-protocol.html
21. Fetzner, J. W., & Crandall , K. A. (2003). Linear habitats and the Nested Clad Analysis: An empricical evaluation of geographic vs. river distances using an Ozark crayfish (Decapoda: Cambaridae). Evolution (57), 2101-2118.
22. Fratini, S., Zaccara, S., Barbaresi, S., Grandjean, F., Souty-Grosset, C., & Gherardi, F. (2005). Phylogeography of the threatened crayfish (genus Austropotamobius) in Italy: implications for its taxonomy and conservation. Heredity , 108–118.
23. Freeland, J. R. (2005). Molecular Ecology. (J. W. Inc., Ed.) Chichester, West Sussex, England: John Wiley & Sons Ltd.
24. Freeland, J. R., Rimmer, V. K., & Okamura, B. (2004). Evidence for a residual postglacial founder effect in a highly dispersive freshwater invertiebrate. Limnology and Oceanography (49), 879-883.
25. Gentra Puregene Handbook . (2010, April). Retrieved January 12, 2011, from QIAGEN: Sample and Assay Technologies: http://www.qiagen.com/products/genomicdnastabilizationpurification/gentrapuregenetissuekit.aspx#Tabs=t2
26. Gherardi, F., Barbaresi, S., & Salvi, G. (2000). Spatial and temporal patterns in the movement of Procambarus clarkii, an invasive crafish. Aquatic Sciences , 60, 179-193.
27. Giles, R. E., Blanc, H., Cann, H. M., & Wallace, D. C. (1980). Maternal inheritance of human mitochondrial DNA. Proceedings of the National Academy of Sciences of the United States of America (77), 6715-6719.
28. Girard, C. (1852). Revision of the North American Astaci, with Observations on Their Habits and Geographic Distribution. Proceedings of the Academy of Natural Sciences of Philadelphia , 6, 87-91.
29. Griffiths, A. J., Miller, J. H., Suzuki, D. T., Lewontin, R. C., & Gelbart, W. M. (2000). An Introduction to Genetic Analysis. (7th ed.). New York: W. H. Freeman.
30. Gyllensten, U. B., Wharton , D., & Wilson, A. C. (1985). Maternal inheritance of mitochondrial DNA during backcrossing of two species of mice. Journal of Heredity (76), 321-324.
31. Gyllensten, U. B., Wharton, D., Josefsson, A., & Wilson, A. C. (1991). Paternal inheritance of mitochondrial DNA in mice. Nature (352), 255-257.
32. Halliburton, R. (2004). Introduction to Population Genetics. NJ: Pearson Prentice Hall: Upper Saddle River.
33. Hennig, W. (1965). Phylogenetic Systematics. Annual Review of Entomology , 10, 97-116.
34. Hey, J. (2001). Genes, Categories and Species.The Evolutionary and Cognitive Cause of the Species Problem . Oxford: Oxford University Press.
35. Hickerson, M. J., Carstens, B. C., Cavender - Baris, J., Crandall, K. A., Graham, C. H., & Johnson, J. B. (2009). Phylogeography’s past, present, and future: 10 years after Avise, 2000. Molecular Phylogenetics and Evolution , 291-301.
36. Hobbs, H. H. (1972). Biota of Freshwater Ecosystems, Identification Manual 9: Crayfishes (Astacidae) of North and Middle America. Washington, DC: Water Pollution Control Research Series. US Environmental Protection Agency.
37. Hobbs, H. H. (1974). Synopsis of the families and genera of crayfishes (Crustacea, Decapoda). Smithsonian Contributions to Zoology. , 164, 1-32.
38. Hobbs, H. H. (1981). The crayfishes of Georgia. Smithsonian Contributions to Zoology , 318, 1-549.
39. Hobbs, H. H., & Hobbs, H. H. (1990). A new crayfish (Decapoda: Cambaridae) from southeastern Texas. The Proceedings of the Biologica Society of Washington. , 103, 608-613.
40. Hoeh, W. R., Blakley, K. H., & Brown, W. M. (1991). Heteroplasmy suggests limited biparental inheritance of Mytilus mitochondrial DNA. Science (251), 1488-1490.
41. Hoeh, W. R., Stewart, D. T., & Guttman, S. I. (2002). High fidelity of mitochondrial mode of inheritance in freshwater mussels (Bivalvia: Unionoidea). Evolution (56), 2252-2261.
42. Hoeh, W. R., Stewart, D. T., Saavedra, C., Sutherland, W., & Zouros, E. (1997). Phylogenetic evidence for rolereversals of gender-associated mitochondrial DNA in Mytilus (Bivalvia; Mytilidae)/. Molecular Biology and Evolution (14), 959-967.
43. Holdich, D. M. (2002). Biology of freshwater crayfish. London: Blackwell Science.
44. Hughes, J. M., & Hillyer , M. J. (2003). Patterns of connectivity among populations of Cherax destructor (Decapoda: Parastacidae) in western Queensland, Australia. Marine Freshwater Research (54), 587-596.
45. Huner, J. V. (1998). The Louisiana crayfish story. Louisiana Wildlife Federation Magazine , 26 (2), 32-35.
46. Hutchison, C. A., Newbold, J. E., Potter, S. S., & Edgell, M. H. (1974). Maternal inhereticance of mammalian mitochondrial DNA. Nature (251), 536-538.
47. Jones, J. P., Andriahajaina, F. B., Hockley, N. J., Crandall, K. A., & Ravoahangimalala, O. R. (2007). The ecology and conservation status of Madagascar’s endemic freshwater crayfish (Parastacidae; Astacoides). Freshwater Biology, 52 , 1820–1833.
48. Jones, T. M., Voss, R. S., Ptacek , M. B., Weisrock , D., & Tonkyn, D. (2006). River drainages and phylogeography: An evolutionary significant lineage of shovel-nosed salamander(Desmognathus marmoratus) in the southern Appalachians. Molecular Phylogenetics and Evolution (38), 280-287.
49. Kondo, R., Satta, Y., Matsuura, E. T., Ishiwa, H., Takahata, N., & Chigusa, S. I. (1990). Incomplete maternal transmission of mitochondrial DNA in Drosophila. Genetics (78), 177-179.
50. Ladoukakis, E. D., & Zouros , E. (2001). Direct evidence for homologous recombination in musse (Mytilus galloprovincialis) mitochondrial DNA. Molecular Biology and Evolution (18), 1168-1175.
51. Machado-Schiaffinno, G., Juanes, F., & Garcia-Vazquez, E. (2010). Introgressive hybridization in North American hakes after secondary contact. Molecular Phylogenetics and Evolution, 55 , 552-558.
52. Mallet, J. (2010). Group selection and and the development of the biological species concept. Philosphical Transactions of the Royal Society B , 1853–1863.
53. Mandrak, N. E., & Crossman, E. J. (1992). Postglacial dispersal of freshwater fishes into Ontario. Canadian Journal of Zoology - Revue Canadiene de Zoologie (70), 2247-2259.
54. Mathews, L. M., Adams, L., Anderson, E., Basile, M., Gottardi, E., & Buckholt, M. A. (2008). Genetic and morphological evidence for substantial hidden biodiversity ina freshwater crayfish species complex. Molecular Phylogenetics and Evolution, 48 , 126-135.
55. Mayden, R. L. (1997). A hierarchy of species concepts: the denouement in the saga of the species problem. London: Chapman & Hall.
56. Mayden, R. L. (1988). Vicariance biogeography, parsimony, and evolution in North American freshwater fishes. Systematic Zoology (37), 329-355.
57. Mayr, E. (1942). Systematics and the origin of species from the viewpoint of a zoologist. New York: Columbia university Press.
58. Mayr, E. (1982). The Growth of Biological Thought: Diversity, Evolution. Cambridge, Massachusetts : The Belknap Press of Harvard University Press.
59. McMurrough, M., & Saltzman, L. (2009). Introgressive hybridization between native and invasive crayfish: a study in the Blackstone River Valley. WPI Major Qualifying Project .
60. Miller, M. P., Blinn, D. W., & Keim, P. (2002). Correlations between observed dispersal capabilities and patterns of genetic differentiation in populations of four aquatic insect species from the Arizona White Mountains, USA. Freshwater Biology (47), 1660-1673.
61. Mullis, K., & Faloona, F. (1987). Specific Synthesis of DNA in vitro via a polymerase catalyzed chain reaction. Journal of Enzymology (155), 335-350.
62. Near, T. J., & Keck, B. P. (2005). Dispersal, vicariance, and timing of diversification in Nothonotus darters. Molecular Ecology (14), 3485-3496.
63. Near, T. J., Page, L. M., & Mayden, R. L. (2001). Intraspecific phylogeography of Percina evides (Percidae: Etheostomatinae): an additional test of the Central Highlands pre-Pleistocene vicariance hypothesis. Molecular Ecology (10), 2235-2240.
64. Nedbal, M. A., & Philipp , D. P. (1994). Differentiation of mitochondrial DNA in largemouth bass. Transactions of the American Fisheries Society (123), 460-468.
65. Nguyen, T., Burridge , C. P., & Austin , C. M. (2005). Population genetic studies on the Australian freshwater crayfish, Cherax destructor (Parastacidae: Decapoda) using allozyme and RAPD markers. Aquatic Living Resources (18), 55-64.
66. Pimental, D., Lach, L., Zuniga, R., & Morrison, D. (2000). Environmental and economic costs of nonindigenous species in the United States. Biological Science , 50, 53-65.
67. Ray, J. M., Wood, R. M., & Simons, A. M. (2006). Phylogeography and postglacial colonization patterns of the rainbow darter, Etheostoma caeruleum (Teleostei: Percidae). Journal of Biogeography (33), 1550-1558.
68. Ricklefs, R. E. (1990). Ecology, third edition. New York: W. H. Freeman and Company.
69. Stuessy, T. F. (1990). Plant Taxonomy: The Systematic Evaluation of Comparative Data. New York, New York: W. H. Freeman and Company.
70. Toon, A., Finley, M., Staples, J., & Crandall , K. A. (2009). Decapod Phylogenetics and Molecular Evolution. In W. J. Martin, K. A. Crandall, & D. L. Felder, Decapod Crustacean Phylogenetics (pp. 15-23). Boca Raton, FL, USA: CRC Press: Taylor & Francis Group.
71. Wares, J. P., & Turner, T. F. (2003). Phylogeography and diversification in aquatic mollusks. In C. Lydeard, & D. R. Lindberg (Eds.). Washington D.C.: Smithsonian Books.
72. Waters, J. M., & Wallis, G. P. (2001). Cladogenesis and Loss of the Marine Life-History Phase in Freshwater Galaxiid Fishes (Osmeriformes: Galaxiidae). Evolution , 55 (3), 587-597.
73. Wheeler, Q. D., & Meier, R. (2000). Species Concepts and Phylogenetic Theory: a Debate. New York, New York: Columbia University Press.
74. Wu, C. (2001). The genetic view of the process of speciation. Journal of Evolutionary Biology (14), 1-15.
75. Yong, Y., & ZheKun, Z. (2010). New insights into the species problem. Science China: Life Sciences , 53 (8), 1-9.
76. Zouros, E. K., Freeman, K. R., Ball, A. O., & Pogson, G. H. (1992). Direct evidence for extensive paternal mitochondrial DNA inheritance in the marine mussel. Nature (359), 412-414.
77. Zouros, E. (2000). The exceptional mitochondrial DNA system of the mussel family Mytilidae. Genes and Genetic Systems (75), 313-318.
78. Zouros, E., Ball, A. O., Saavedra, C., & Freeman, K. R. (1994). Mitochondrial DNA inheritance. Nature (368), 818.
7 Appendices
Contig - B
Contig - J
Contig - F
Contig - G
Contig - M
Contig - H
Contig - E
Contig - I - Copy
Contig - D
Contig - L - Copy
Contig - K
Contig - A
gi|187711179|gb|EU433915.1| Procambarus acutus 16S ribosomal RNA gene partial sequence mitochondrial
gi|237824184|gb|FJ619805.1| Procambarus acutus isolate KC987 16S ribosomal RNA gene partial sequence mitochondrial
gi|237824183|gb|FJ619804.1| Procambarus acutus isolate KC986 16S ribosomal RNA gene partial sequence mitochondrial
gi|28974307|gb|AY214438.1| Procambarus toltecae 16S ribosomal RNA gene partial sequence mitochondrial gene for mitochondrial product
gi|121591984|gb|EF012354.1| Procambarus acutus haplotype 2 16S ribosomal RNA gene partial sequence
gi|237824180|gb|FJ619801.1| Procambarus fallax isolate KC3839 16S ribosomal RNA gene partial sequence mitochondrial
gi|121591986|gb|EF012356.1| Procambarus ouachitae haplotype 2 16S ribosomal RNA gene partial sequence
gi|237824181|gb|FJ619802.1| Procambarus alleni isolate KC3852 16S ribosomal RNA gene partial sequence mitochondrial
gi|121591982|gb|EF012352.1| Procambarus clarkii haplotype 2 16S ribosomal RNA gene partial sequence
gi|121591980|gb|EF012350.1| Procambarus clarkii haplotype 1 16S ribosomal RNA gene partial sequence
gi|110348229|gb|DQ666844.1| Procambarus clarkii 16S ribosomal RNA gene partial sequence mitochondrial
gi|121591981|gb|EF012351.1| Procambarus clarkii haplotype 3 16S ribosomal RNA gene partial sequence
gi|237824182|gb|FJ619803.1| Procambarus clarkii isolate KC1156 16S ribosomal RNA gene partial sequence mitochondrial
gi|7621469|gb|AF235990.1| Procambarus clarkii KC837 16S ribosomal RNA gene partial sequence mitochondrial gene for mitochondrial product
gi|187711180|gb|EU433916.1| Procambarus gibbus 16S ribosomal RNA gene partial sequence mitochondrial
gi|121591979|gb|EF012349.1| Procambarus tenuis haplotype 1 16S ribosomal RNA gene partial sequence
gi|28974301|gb|AY214435.1| Procambarus digueti 16S ribosomal RNA gene partial sequence mitochondrial gene for mitochondrial product
gi|187711175|gb|EU433911.1| Procambarus pecki 16S ribosomal RNA gene partial sequence mitochondrial
gi|121591974|gb|EF012344.1| Procambarus curdi 16S ribosomal RNA gene partial sequence
gi|121591975|gb|EF012345.1| Procambarus nigrocinctus 16S ribosomal RNA gene partial sequence
gi|121591963|gb|EF012333.1| Procambarus liberorum haplotype 22 16S ribosomal RNA gene partial sequence
gi|121591973|gb|EF012343.1| Procambarus reimeri haplotype 1 16S ribosomal RNA gene partial sequence
0.01
Input Alignment File: Untitled
Seq-> A B D E F G H I J K L M
FJ619805.1
FJ619804.1
EF012354.1
EU433915.1
FJ619803.1
AF235990.1
EF012350.1
DQ666844.1
EF012351.1
EF012352.1
A ID 0.98
0.966
0.992
0.978
0.983
0.992
0.958
0.98
0.99
0.946
0.99 0.971 0.966 0.971 0.992 0.954 0.954 0.959 0.959 0.963 0.956
B 0.9
8 ID 0.951
0.987
0.992
0.992
0.987
0.963
0.995
0.975
0.932
0.985 0.951 0.946 0.951 0.973 0.934 0.934 0.939 0.939 0.944 0.937
D 0.966
0.951 ID
0.963
0.949
0.954
0.963
0.963
0.951
0.966
0.961
0.966 0.942 0.942 0.946 0.968 0.932 0.932 0.937 0.937 0.937 0.93
E 0.992
0.987
0.963 ID
0.985
0.99
0.995
0.966
0.987
0.987
0.944
0.992 0.963 0.959 0.963 0.985 0.946 0.946 0.951 0.951 0.956 0.949
F 0.978
0.992
0.949
0.985 ID
0.995
0.985
0.966
0.992
0.973
0.929
0.983 0.949 0.944 0.949 0.971 0.932 0.932 0.937 0.937 0.942 0.935
G 0.983
0.992
0.954
0.99
0.995 ID
0.99
0.966
0.992
0.978
0.934
0.987 0.954 0.949 0.954 0.975 0.937 0.937 0.942 0.942 0.946 0.939
H 0.992
0.987
0.963
0.995
0.985
0.99 ID
0.961
0.987
0.987
0.944
0.992 0.963 0.959 0.963 0.985 0.946 0.946 0.951 0.951 0.956 0.949
I 0.958
0.963
0.963
0.966
0.966
0.966
0.961 ID
0.968
0.954
0.949
0.958 0.93 0.925 0.93 0.951 0.915 0.915 0.92 0.92 0.925 0.918
J 0.9
8 0.995
0.951
0.987
0.992
0.992
0.987
0.968 ID
0.975
0.932
0.985 0.951 0.946 0.951 0.973 0.934 0.934 0.939 0.939 0.944 0.937
K 0.9
9 0.975
0.966
0.987
0.973
0.978
0.987
0.954
0.975 ID
0.944
0.985 0.966 0.961 0.966 0.987 0.949 0.949 0.954 0.954 0.958 0.951
L 0.946
0.932
0.961
0.944
0.929
0.934
0.944
0.949
0.932
0.944 ID
0.946 0.922 0.918 0.922 0.939 0.903 0.903 0.908 0.908 0.913 0.906
M 0.9
9 0.985
0.966
0.992
0.983
0.987
0.992
0.958
0.985
0.985
0.946 ID 0.961 0.956 0.961 0.983 0.944 0.944 0.949 0.949 0.954 0.947
FJ619805.1
0.971
0.951
0.942
0.963
0.949
0.954
0.963
0.93
0.951
0.966
0.922
0.961 ID 0.995 0.992 0.973 0.971 0.971 0.975 0.975 0.975 0.973
FJ619804.1
0.966
0.946
0.942
0.959
0.944
0.949
0.959
0.925
0.946
0.961
0.918
0.956 0.995 ID 0.992 0.973 0.971 0.971 0.975 0.975 0.971 0.968
EF012354.1
0.971
0.951
0.946
0.963
0.949
0.954
0.963
0.93
0.951
0.966
0.922
0.961 0.992 0.992 ID 0.978 0.978 0.978 0.983 0.983 0.978 0.975
EU433915.1
0.992
0.973
0.968
0.985
0.971
0.975
0.985
0.951
0.973
0.987
0.939
0.983 0.973 0.973 0.978 ID 0.961 0.961 0.966 0.966 0.961 0.959
FJ619803.1
0.954
0.934
0.932
0.946
0.932
0.937
0.946
0.915
0.934
0.949
0.903
0.944 0.971 0.971 0.978 0.961 ID 1 0.995 0.995 0.99 0.987
AF235990.1
0.954
0.934
0.932
0.946
0.932
0.937
0.946
0.915
0.934
0.949
0.903
0.944 0.971 0.971 0.978 0.961 1 ID 0.995 0.995 0.99 0.987
EF012350.1
0.959
0.939
0.937
0.951
0.937
0.942
0.951
0.92
0.939
0.954
0.908
0.949 0.975 0.975 0.983 0.966 0.995 0.995 ID 1 0.995 0.992
DQ666844.1
0.959
0.939
0.937
0.951
0.937
0.942
0.951
0.92
0.939
0.954
0.908
0.949 0.975 0.975 0.983 0.966 0.995 0.995 1 ID 0.995 0.992
EF012351.1
0.963
0.944
0.937
0.956
0.942
0.946
0.956
0.925
0.944
0.958
0.913
0.954 0.975 0.971 0.978 0.961 0.99 0.99 0.995 0.995 ID 0.992
EF012352.1
0.956
0.937
0.93
0.949
0.935
0.939
0.949
0.918
0.937
0.951
0.906
0.947 0.973 0.968 0.975 0.959 0.987 0.987 0.992 0.992 0.992 ID